Project - Bank Churn Prediction

Problem statement

Objective

Given a Bank customer, build a neural network-based classifier that can determine whether they will leave or not in the next 6 months.

Context

Businesses like banks that provide service have to worry about the problem of 'Churn' i.e. customers leaving and joining another service provider. It is important to understand which aspects of the service influence a customer's decision in this regard. Management can concentrate efforts on the improvement of service, keeping in mind these priorities.

Data Description

The case study is from an open-source dataset from Kaggle. The dataset contains 10,000 sample points with 14 distinct features such as CustomerId, CreditScore, Geography, Gender, Age, Tenure, Balance, etc. Link to the Kaggle project site:https://www.kaggle.com/barelydedicated/bank-customer-churn-modeling

Data Dictionary:

• RowNumber: Row number.
• CustomerId: Unique identification key for different customers.
• Surname: Surname of the customer
• Credit Score: Credit score is a measure of an individual's ability to pay back the borrowed amount. It is the numerical representation of their creditworthiness. A credit score is a 3-digit number that falls in the range of 300-900, 900 being the highest.
• Geography: The country to which the customer belongs.
• Gender: The gender of the customer.
• Age: Age of the customer.
• Tenure: The period of time a customer has been associated with the bank.
• Balance: The account balance (the amount of money deposited in the bank account) of the customer.
• NumOfProducts: How many accounts, bank account affiliated products the person has.
• HasCrCard: Does the customer have a credit card through the bank?
• IsActiveMember: Subjective, but for the concept
• EstimatedSalary: Estimated salary of the customer.
• Exited: Did they leave the bank after all?

1. Import the necessary packages

# Load Libraries

import pandas as pd
import numpy as np
import seaborn as sns
import datetime
import matplotlib.pyplot as plt
%matplotlib inline

import warnings
warnings.filterwarnings('ignore')

Read the dataset into dataframes

bank_df = pd.read_csv("bank.csv")
bank_df.head(10)

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
0	1	15634602	Hargrave	619	France	Female	42	2	0.00	1	1	1	101348.88	1
1	2	15647311	Hill	608	Spain	Female	41	1	83807.86	1	0	1	112542.58	0
2	3	15619304	Onio	502	France	Female	42	8	159660.80	3	1	0	113931.57	1
3	4	15701354	Boni	699	France	Female	39	1	0.00	2	0	0	93826.63	0
4	5	15737888	Mitchell	850	Spain	Female	43	2	125510.82	1	1	1	79084.10	0
5	6	15574012	Chu	645	Spain	Male	44	8	113755.78	2	1	0	149756.71	1
6	7	15592531	Bartlett	822	France	Male	50	7	0.00	2	1	1	10062.80	0
7	8	15656148	Obinna	376	Germany	Female	29	4	115046.74	4	1	0	119346.88	1
8	9	15792365	He	501	France	Male	44	4	142051.07	2	0	1	74940.50	0
9	10	15592389	H?	684	France	Male	27	2	134603.88	1	1	1	71725.73	0

bank_df.tail(10)

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
9990	9991	15798964	Nkemakonam	714	Germany	Male	33	3	35016.60	1	1	0	53667.08	0
9991	9992	15769959	Ajuluchukwu	597	France	Female	53	4	88381.21	1	1	0	69384.71	1
9992	9993	15657105	Chukwualuka	726	Spain	Male	36	2	0.00	1	1	0	195192.40	0
9993	9994	15569266	Rahman	644	France	Male	28	7	155060.41	1	1	0	29179.52	0
9994	9995	15719294	Wood	800	France	Female	29	2	0.00	2	0	0	167773.55	0
9995	9996	15606229	Obijiaku	771	France	Male	39	5	0.00	2	1	0	96270.64	0
9996	9997	15569892	Johnstone	516	France	Male	35	10	57369.61	1	1	1	101699.77	0
9997	9998	15584532	Liu	709	France	Female	36	7	0.00	1	0	1	42085.58	1
9998	9999	15682355	Sabbatini	772	Germany	Male	42	3	75075.31	2	1	0	92888.52	1
9999	10000	15628319	Walker	792	France	Female	28	4	130142.79	1	1	0	38190.78	0

Apply info, shape, describe, and find the number of missing values in the data

# Check to see the number of records in the dataset
bank_df.shape

(10000, 14)

Observation: The dataset comprises of 10000 rows and 14 columns

bank_df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 10000 entries, 0 to 9999
Data columns (total 14 columns):
 #   Column           Non-Null Count  Dtype  
---  ------           --------------  -----  
 0   RowNumber        10000 non-null  int64  
 1   CustomerId       10000 non-null  int64  
 2   Surname          10000 non-null  object 
 3   CreditScore      10000 non-null  int64  
 4   Geography        10000 non-null  object 
 5   Gender           10000 non-null  object 
 6   Age              10000 non-null  int64  
 7   Tenure           10000 non-null  int64  
 8   Balance          10000 non-null  float64
 9   NumOfProducts    10000 non-null  int64  
 10  HasCrCard        10000 non-null  int64  
 11  IsActiveMember   10000 non-null  int64  
 12  EstimatedSalary  10000 non-null  float64
 13  Exited           10000 non-null  int64  
dtypes: float64(2), int64(9), object(3)
memory usage: 1.1+ MB

Observations:

• All the columns of the dataset have the same number of non-null values
• Some columns are of data type integer and some (categorical features) are of the data type object
• Numerical attributes - RowNumber, CustomerId, CreditScore, Age, Tenure, Balance, EstimatedSalary
• Categorical attributes - Surname, Gender, Geography, NumOfProducts
• Boolean attributes - HasCrCard, IsActiveMember, Exited

bank_df.dtypes

RowNumber            int64
CustomerId           int64
Surname             object
CreditScore          int64
Geography           object
Gender              object
Age                  int64
Tenure               int64
Balance            float64
NumOfProducts        int64
HasCrCard            int64
IsActiveMember       int64
EstimatedSalary    float64
Exited               int64
dtype: object

# Check to see if data has any missing values
bank_df.isnull().any()

RowNumber          False
CustomerId         False
Surname            False
CreditScore        False
Geography          False
Gender             False
Age                False
Tenure             False
Balance            False
NumOfProducts      False
HasCrCard          False
IsActiveMember     False
EstimatedSalary    False
Exited             False
dtype: bool

Observation: No Null Values are present

# Check the unique values in each column of the dataframe
bank_df.nunique()

RowNumber          10000
CustomerId         10000
Surname             2932
CreditScore          460
Geography              3
Gender                 2
Age                   70
Tenure                11
Balance             6382
NumOfProducts          4
HasCrCard              2
IsActiveMember         2
EstimatedSalary     9999
Exited                 2
dtype: int64

import pandas_profiling
bank_df.profile_report()

# Dropping irrelevant columns 
bank_df = bank_df.drop(['RowNumber', 'CustomerId', 'Surname'], axis=1)

bank_df.shape

(10000, 11)

print(bank_df.columns)

Index(['CreditScore', 'Geography', 'Gender', 'Age', 'Tenure', 'Balance',
       'NumOfProducts', 'HasCrCard', 'IsActiveMember', 'EstimatedSalary',
       'Exited'],
      dtype='object')

num_cols = ['CreditScore', 'Age', 'Tenure', 'Balance', 'EstimatedSalary']

from matplotlib.cbook import boxplot_stats 

# Central tendency distribution 
i = 1
for col in num_cols:
    print('Attribute: ',col)
    print(boxplot_stats(bank_df[col]))
    plt.figure(figsize=(10,8))
    sns.boxplot(bank_df[col])
    plt.show();
    i = i+1
    print('-------------------------------------------------------------------------')

Attribute:  CreditScore
[{'mean': 650.5288, 'iqr': 134.0, 'cilo': 649.8962, 'cihi': 654.1038, 'whishi': 850, 'whislo': 383, 'fliers': array([376, 376, 363, 359, 350, 350, 358, 351, 365, 367, 350, 350, 382,
       373, 350]), 'q1': 584.0, 'med': 652.0, 'q3': 718.0}]

-------------------------------------------------------------------------
Attribute:  Age
[{'mean': 38.9218, 'iqr': 12.0, 'cilo': 36.8116, 'cihi': 37.1884, 'whishi': 62, 'whislo': 18, 'fliers': array([66, 75, 65, 73, 65, 72, 67, 67, 79, 80, 68, 75, 66, 66, 70, 63, 72,
       64, 64, 70, 67, 82, 63, 69, 65, 69, 64, 65, 74, 67, 66, 67, 63, 70,
       71, 72, 67, 74, 76, 66, 63, 66, 68, 67, 63, 71, 66, 69, 73, 65, 66,
       64, 69, 64, 77, 74, 65, 70, 67, 69, 67, 74, 69, 74, 74, 64, 63, 63,
       70, 74, 65, 72, 77, 66, 65, 74, 88, 63, 71, 63, 64, 67, 70, 68, 72,
       71, 66, 75, 67, 73, 69, 76, 63, 85, 67, 74, 76, 66, 69, 66, 72, 63,
       71, 63, 74, 67, 72, 72, 66, 84, 71, 66, 63, 74, 69, 84, 67, 64, 68,
       66, 77, 70, 67, 79, 67, 76, 73, 66, 67, 64, 73, 76, 72, 64, 71, 63,
       70, 65, 66, 65, 80, 66, 63, 63, 63, 63, 66, 74, 69, 63, 64, 76, 75,
       68, 69, 77, 64, 66, 74, 71, 67, 68, 64, 68, 70, 64, 75, 66, 64, 78,
       65, 74, 64, 64, 71, 77, 79, 70, 81, 64, 68, 68, 63, 79, 66, 64, 70,
       69, 71, 72, 66, 68, 63, 71, 72, 72, 64, 78, 75, 65, 65, 67, 63, 68,
       71, 73, 64, 66, 71, 69, 71, 66, 76, 69, 73, 64, 64, 75, 73, 71, 72,
       63, 67, 68, 73, 67, 64, 63, 92, 65, 75, 67, 71, 64, 66, 64, 66, 67,
       77, 92, 67, 63, 66, 66, 68, 65, 72, 71, 76, 63, 67, 67, 66, 67, 63,
       65, 70, 72, 77, 74, 72, 73, 77, 67, 71, 64, 72, 81, 76, 69, 68, 74,
       64, 64, 71, 68, 63, 67, 63, 64, 76, 63, 63, 68, 67, 72, 70, 81, 67,
       73, 66, 68, 71, 66, 63, 75, 69, 64, 69, 70, 71, 71, 66, 70, 63, 64,
       65, 63, 67, 71, 67, 65, 66, 63, 73, 66, 64, 72, 71, 69, 67, 64, 81,
       73, 63, 67, 74, 83, 69, 71, 78, 63, 70, 69, 72, 70, 63, 74, 80, 69,
       72, 67, 76, 71, 67, 71, 78, 63, 63, 68, 64, 70, 78, 69, 68, 64, 64,
       77, 77]), 'q1': 32.0, 'med': 37.0, 'q3': 44.0}]

-------------------------------------------------------------------------
Attribute:  Tenure
[{'mean': 5.0128, 'iqr': 4.0, 'cilo': 4.9372, 'cihi': 5.0628, 'whishi': 10, 'whislo': 0, 'fliers': array([], dtype=int64), 'q1': 3.0, 'med': 5.0, 'q3': 7.0}]

-------------------------------------------------------------------------
Attribute:  Balance
[{'mean': 76485.889288, 'iqr': 127644.24, 'cilo': 95194.52543200001, 'cihi': 99202.554568, 'whishi': 250898.09, 'whislo': 0.0, 'fliers': array([], dtype=float64), 'q1': 0.0, 'med': 97198.54000000001, 'q3': 127644.24}]

-------------------------------------------------------------------------
Attribute:  EstimatedSalary
[{'mean': 100090.239881, 'iqr': 98386.1375, 'cilo': 98649.25264124999, 'cihi': 101738.57735875, 'whishi': 199992.48, 'whislo': 11.58, 'fliers': array([], dtype=float64), 'q1': 51002.11, 'med': 100193.915, 'q3': 149388.2475}]

-------------------------------------------------------------------------

# Skewness distribution
i = 1
for col in num_cols:
    plt.figure(figsize=(10,8))
    sns.distplot(bank_df[col])
    i = i+1

Encoding categorical variables

#importing the Encoding library
from sklearn.preprocessing import LabelEncoder

labelencoder_X = LabelEncoder()
bank_df['Gender']=labelencoder_X.fit_transform(bank_df['Gender'])
bank_df['Geography']=labelencoder_X.fit_transform(bank_df['Geography'])

bank_df.head(10)

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
0	619	0	0	42	2	0.00	1	1	1	101348.88	1
1	608	2	0	41	1	83807.86	1	0	1	112542.58	0
2	502	0	0	42	8	159660.80	3	1	0	113931.57	1
3	699	0	0	39	1	0.00	2	0	0	93826.63	0
4	850	2	0	43	2	125510.82	1	1	1	79084.10	0
5	645	2	1	44	8	113755.78	2	1	0	149756.71	1
6	822	0	1	50	7	0.00	2	1	1	10062.80	0
7	376	1	0	29	4	115046.74	4	1	0	119346.88	1
8	501	0	1	44	4	142051.07	2	0	1	74940.50	0
9	684	0	1	27	2	134603.88	1	1	1	71725.73	0

# Analyze the distribution of the dataset
bank_df.describe()

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
count	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000	10000.00000	10000.000000	10000.000000	10000.000000
mean	650.528800	0.746300	0.545700	38.921800	5.012800	76485.889288	1.530200	0.70550	0.515100	100090.239881	0.203700
std	96.653299	0.827529	0.497932	10.487806	2.892174	62397.405202	0.581654	0.45584	0.499797	57510.492818	0.402769
min	350.000000	0.000000	0.000000	18.000000	0.000000	0.000000	1.000000	0.00000	0.000000	11.580000	0.000000
25%	584.000000	0.000000	0.000000	32.000000	3.000000	0.000000	1.000000	0.00000	0.000000	51002.110000	0.000000
50%	652.000000	0.000000	1.000000	37.000000	5.000000	97198.540000	1.000000	1.00000	1.000000	100193.915000	0.000000
75%	718.000000	1.000000	1.000000	44.000000	7.000000	127644.240000	2.000000	1.00000	1.000000	149388.247500	0.000000
max	850.000000	2.000000	1.000000	92.000000	10.000000	250898.090000	4.000000	1.00000	1.000000	199992.480000	1.000000

bank_df.describe().transpose()

	count	mean	std	min	25%	50%	75%	max
CreditScore	10000.0	650.528800	96.653299	350.00	584.00	652.000	718.0000	850.00
Geography	10000.0	0.746300	0.827529	0.00	0.00	0.000	1.0000	2.00
Gender	10000.0	0.545700	0.497932	0.00	0.00	1.000	1.0000	1.00
Age	10000.0	38.921800	10.487806	18.00	32.00	37.000	44.0000	92.00
Tenure	10000.0	5.012800	2.892174	0.00	3.00	5.000	7.0000	10.00
Balance	10000.0	76485.889288	62397.405202	0.00	0.00	97198.540	127644.2400	250898.09
NumOfProducts	10000.0	1.530200	0.581654	1.00	1.00	1.000	2.0000	4.00
HasCrCard	10000.0	0.705500	0.455840	0.00	0.00	1.000	1.0000	1.00
IsActiveMember	10000.0	0.515100	0.499797	0.00	0.00	1.000	1.0000	1.00
EstimatedSalary	10000.0	100090.239881	57510.492818	11.58	51002.11	100193.915	149388.2475	199992.48
Exited	10000.0	0.203700	0.402769	0.00	0.00	0.000	0.0000	1.00

Distribution of Target variable

bank_df.Exited.nunique()

2

bank_df.Exited.value_counts()

0    7963
1    2037
Name: Exited, dtype: int64

# Plot the distribution of the target attribute
plt.figure(figsize=(8,6))
sns.countplot(bank_df['Exited'],data=bank_df);
plt.show()

Bivariate Analysis

Categorical Independent Variables vs Target Variable

cat_cols = ['Gender', 'Geography', 'NumOfProducts']

i = 1
for col in cat_cols:
    plt.figure(figsize=(10,10))
    print(pd.crosstab(bank_df[col],bank_df['Exited'],normalize='index'))
    sns.countplot(x=col, data=bank_df,hue="Exited");
    plt.show()
    plt.tight_layout()
    i = i+1
    print('------------------------------------------------------------------------------------------------')

Exited         0         1
Gender                    
0       0.749285  0.250715
1       0.835441  0.164559

------------------------------------------------------------------------------------------------
Exited            0         1
Geography                    
0          0.838452  0.161548
1          0.675568  0.324432
2          0.833266  0.166734

<Figure size 432x288 with 0 Axes>

------------------------------------------------------------------------------------------------
Exited                0         1
NumOfProducts                    
1              0.722856  0.277144
2              0.924183  0.075817
3              0.172932  0.827068
4              0.000000  1.000000

<Figure size 432x288 with 0 Axes>

------------------------------------------------------------------------------------------------

<Figure size 432x288 with 0 Axes>

Numerical Independent Variables vs Target Variable

for col in num_cols:
    plt.figure(figsize=(10,10))
    ax = sns.regplot(x=col,y=bank_df['Exited'], data=bank_df);

Boolean Independent Variables vs Target Variable

pd.crosstab(bank_df['HasCrCard'],bank_df['Exited'],normalize='index')
sns.countplot(x=bank_df['HasCrCard'], data=bank_df,hue="Exited");

pd.crosstab(bank_df['IsActiveMember'],bank_df['Exited'],normalize='index')
sns.countplot(x=bank_df['IsActiveMember'], data=bank_df,hue="Exited");

Multivariate analysis

sns.pairplot(data = bank_df,diag_kind ='kde');

# Correlation matrix 
corr = bank_df.corr()
corr

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
CreditScore	1.000000	0.007888	-0.002857	-0.003965	0.000842	0.006268	0.012238	-0.005458	0.025651	-0.001384	-0.027094
Geography	0.007888	1.000000	0.004719	0.022812	0.003739	0.069408	0.003972	-0.008523	0.006724	-0.001369	0.035943
Gender	-0.002857	0.004719	1.000000	-0.027544	0.014733	0.012087	-0.021859	0.005766	0.022544	-0.008112	-0.106512
Age	-0.003965	0.022812	-0.027544	1.000000	-0.009997	0.028308	-0.030680	-0.011721	0.085472	-0.007201	0.285323
Tenure	0.000842	0.003739	0.014733	-0.009997	1.000000	-0.012254	0.013444	0.022583	-0.028362	0.007784	-0.014001
Balance	0.006268	0.069408	0.012087	0.028308	-0.012254	1.000000	-0.304180	-0.014858	-0.010084	0.012797	0.118533
NumOfProducts	0.012238	0.003972	-0.021859	-0.030680	0.013444	-0.304180	1.000000	0.003183	0.009612	0.014204	-0.047820
HasCrCard	-0.005458	-0.008523	0.005766	-0.011721	0.022583	-0.014858	0.003183	1.000000	-0.011866	-0.009933	-0.007138
IsActiveMember	0.025651	0.006724	0.022544	0.085472	-0.028362	-0.010084	0.009612	-0.011866	1.000000	-0.011421	-0.156128
EstimatedSalary	-0.001384	-0.001369	-0.008112	-0.007201	0.007784	0.012797	0.014204	-0.009933	-0.011421	1.000000	0.012097
Exited	-0.027094	0.035943	-0.106512	0.285323	-0.014001	0.118533	-0.047820	-0.007138	-0.156128	0.012097	1.000000

# Heatmap
sns.set(font_scale=1.15)
fig,ax=plt.subplots(figsize=(16,16))
sns.heatmap(corr, cmap='GnBu',annot=True,linewidths=0.01,center=0,linecolor='white',square=True)
plt.title('Correlation between attributes',fontsize=16)
ax.tick_params(labelsize=14)

Model Building

## Define X and Y variables
X = bank_df.drop('Exited', axis=1)
Y = bank_df[['Exited']]

# Convert categorical variables to dummy variables
X = pd.get_dummies(X, drop_first=True)
X

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary
0	619	0	0	42	2	0.00	1	1	1	101348.88
1	608	2	0	41	1	83807.86	1	0	1	112542.58
2	502	0	0	42	8	159660.80	3	1	0	113931.57
3	699	0	0	39	1	0.00	2	0	0	93826.63
4	850	2	0	43	2	125510.82	1	1	1	79084.10
...	...	...	...	...	...	...	...	...	...	...
9995	771	0	1	39	5	0.00	2	1	0	96270.64
9996	516	0	1	35	10	57369.61	1	1	1	101699.77
9997	709	0	0	36	7	0.00	1	0	1	42085.58
9998	772	1	1	42	3	75075.31	2	1	0	92888.52
9999	792	0	0	28	4	130142.79	1	1	0	38190.78

10000 rows × 10 columns

Split into training and test set

from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2,random_state=100)

Feature Scaling

from sklearn.preprocessing import StandardScaler

sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)

# ImportTensorflow Keras library and packages

import sys
from tensorflow.keras import Sequential
from tensorflow.keras.layers import Dense
from keras.layers import Dropout

# Initialising the ANN - Defining as a sequence of layers or a Graph
classifier = Sequential()

# Input Layer
classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
#classifier.add(Dropout(0.1))

# Second hidden layer
classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu'))
#classifier.add(Dropout(0.1))

# Output layer
classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))

# Compiling the ANN
classifier.compile(optimizer = 'adam',loss= 'binary_crossentropy',metrics=['accuracy'])

# Fitting the ANN to the Training Set
classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)

Epoch 1/100
800/800 [==============================] - 2s 3ms/step - loss: 0.4832 - accuracy: 0.7966
Epoch 2/100
800/800 [==============================] - 1s 1ms/step - loss: 0.4173 - accuracy: 0.8205
Epoch 3/100
800/800 [==============================] - 1s 1ms/step - loss: 0.4060 - accuracy: 0.8267
Epoch 4/100
800/800 [==============================] - 1s 945us/step - loss: 0.3962 - accuracy: 0.8286
Epoch 5/100
800/800 [==============================] - 1s 872us/step - loss: 0.3877 - accuracy: 0.8307
Epoch 6/100
800/800 [==============================] - 1s 876us/step - loss: 0.3807 - accuracy: 0.8310
Epoch 7/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3756 - accuracy: 0.8444
Epoch 8/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3725 - accuracy: 0.8455: 0s -
Epoch 9/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3689 - accuracy: 0.8481
Epoch 10/100
800/800 [==============================] - 1s 2ms/step - loss: 0.3657 - accuracy: 0.8495
Epoch 11/100
800/800 [==============================] - 1s 828us/step - loss: 0.3639 - accuracy: 0.8505
Epoch 12/100
800/800 [==============================] - 1s 928us/step - loss: 0.3621 - accuracy: 0.8510
Epoch 13/100
800/800 [==============================] - 1s 895us/step - loss: 0.3592 - accuracy: 0.8525
Epoch 14/100
800/800 [==============================] - 1s 827us/step - loss: 0.3595 - accuracy: 0.8496
Epoch 15/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3579 - accuracy: 0.8522
Epoch 16/100
800/800 [==============================] - 1s 791us/step - loss: 0.3572 - accuracy: 0.8514
Epoch 17/100
800/800 [==============================] - 1s 981us/step - loss: 0.3559 - accuracy: 0.8541
Epoch 18/100
800/800 [==============================] - 1s 936us/step - loss: 0.3553 - accuracy: 0.8520
Epoch 19/100
800/800 [==============================] - 1s 2ms/step - loss: 0.3554 - accuracy: 0.8535: 0s
Epoch 20/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3552 - accuracy: 0.8540
Epoch 21/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3544 - accuracy: 0.8522
Epoch 22/100
800/800 [==============================] - 1s 961us/step - loss: 0.3528 - accuracy: 0.8559
Epoch 23/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3543 - accuracy: 0.8534
Epoch 24/100
800/800 [==============================] - 1s 953us/step - loss: 0.3525 - accuracy: 0.8536
Epoch 25/100
800/800 [==============================] - 1s 922us/step - loss: 0.3533 - accuracy: 0.8556
Epoch 26/100
800/800 [==============================] - 1s 939us/step - loss: 0.3522 - accuracy: 0.8545
Epoch 27/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3517 - accuracy: 0.8558
Epoch 28/100
800/800 [==============================] - 1s 966us/step - loss: 0.3511 - accuracy: 0.8569
Epoch 29/100
800/800 [==============================] - 1s 922us/step - loss: 0.3501 - accuracy: 0.8561
Epoch 30/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3484 - accuracy: 0.8572
Epoch 31/100
800/800 [==============================] - 1s 994us/step - loss: 0.3483 - accuracy: 0.8581
Epoch 32/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3465 - accuracy: 0.8604: 0s - loss: 0.3460 - accuracy: 0.86
Epoch 33/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3452 - accuracy: 0.8595
Epoch 34/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3438 - accuracy: 0.8605
Epoch 35/100
800/800 [==============================] - 1s 995us/step - loss: 0.3429 - accuracy: 0.8599
Epoch 36/100
800/800 [==============================] - 1s 984us/step - loss: 0.3426 - accuracy: 0.8565
Epoch 37/100
800/800 [==============================] - 1s 997us/step - loss: 0.3416 - accuracy: 0.8606
Epoch 38/100
800/800 [==============================] - 1s 962us/step - loss: 0.3425 - accuracy: 0.8600
Epoch 39/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3412 - accuracy: 0.8610
Epoch 40/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3416 - accuracy: 0.8593
Epoch 41/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3410 - accuracy: 0.8589
Epoch 42/100
800/800 [==============================] - 1s 962us/step - loss: 0.3405 - accuracy: 0.8600
Epoch 43/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3387 - accuracy: 0.8622: 0s - loss: 0.3382 - accuracy: 
Epoch 44/100
800/800 [==============================] - 1s 984us/step - loss: 0.3397 - accuracy: 0.8605
Epoch 45/100
800/800 [==============================] - 1s 990us/step - loss: 0.3396 - accuracy: 0.8590
Epoch 46/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3402 - accuracy: 0.8602
Epoch 47/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3381 - accuracy: 0.8635
Epoch 48/100
800/800 [==============================] - 1s 956us/step - loss: 0.3385 - accuracy: 0.8604
Epoch 49/100
800/800 [==============================] - 1s 963us/step - loss: 0.3382 - accuracy: 0.8604
Epoch 50/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3391 - accuracy: 0.8619
Epoch 51/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3386 - accuracy: 0.8602
Epoch 52/100
800/800 [==============================] - 1s 971us/step - loss: 0.3385 - accuracy: 0.86180s - loss: 0.3
Epoch 53/100
800/800 [==============================] - 1s 799us/step - loss: 0.3379 - accuracy: 0.8616
Epoch 54/100
800/800 [==============================] - 1s 800us/step - loss: 0.3371 - accuracy: 0.8624
Epoch 55/100
800/800 [==============================] - 1s 774us/step - loss: 0.3380 - accuracy: 0.8591
Epoch 56/100
800/800 [==============================] - 1s 773us/step - loss: 0.3373 - accuracy: 0.8620
Epoch 57/100
800/800 [==============================] - 1s 771us/step - loss: 0.3375 - accuracy: 0.8614
Epoch 58/100
800/800 [==============================] - 1s 858us/step - loss: 0.3374 - accuracy: 0.8604
Epoch 59/100
800/800 [==============================] - 1s 790us/step - loss: 0.3369 - accuracy: 0.8636
Epoch 60/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3364 - accuracy: 0.8634
Epoch 61/100
800/800 [==============================] - 1s 971us/step - loss: 0.3361 - accuracy: 0.8622
Epoch 62/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3358 - accuracy: 0.8633
Epoch 63/100
800/800 [==============================] - 1s 940us/step - loss: 0.3365 - accuracy: 0.8605
Epoch 64/100
800/800 [==============================] - 1s 868us/step - loss: 0.3358 - accuracy: 0.8631
Epoch 65/100
800/800 [==============================] - 1s 915us/step - loss: 0.3359 - accuracy: 0.8612
Epoch 66/100
800/800 [==============================] - 1s 870us/step - loss: 0.3353 - accuracy: 0.8585
Epoch 67/100
800/800 [==============================] - 1s 984us/step - loss: 0.3369 - accuracy: 0.8566
Epoch 68/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3362 - accuracy: 0.8596
Epoch 69/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3356 - accuracy: 0.8625
Epoch 70/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3368 - accuracy: 0.8597
Epoch 71/100
800/800 [==============================] - 1s 877us/step - loss: 0.3361 - accuracy: 0.85930s - loss: 0.3396 - accu
Epoch 72/100
800/800 [==============================] - 1s 888us/step - loss: 0.3349 - accuracy: 0.8622
Epoch 73/100
800/800 [==============================] - 1s 800us/step - loss: 0.3359 - accuracy: 0.8616
Epoch 74/100
800/800 [==============================] - 1s 942us/step - loss: 0.3353 - accuracy: 0.85950s - loss: 0.3279 - accuracy: 
Epoch 75/100
800/800 [==============================] - 1s 828us/step - loss: 0.3362 - accuracy: 0.8599
Epoch 76/100
800/800 [==============================] - 1s 914us/step - loss: 0.3353 - accuracy: 0.8597
Epoch 77/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3354 - accuracy: 0.8631
Epoch 78/100
800/800 [==============================] - 1s 840us/step - loss: 0.3355 - accuracy: 0.8614
Epoch 79/100
800/800 [==============================] - 1s 898us/step - loss: 0.3350 - accuracy: 0.8624
Epoch 80/100
800/800 [==============================] - 1s 821us/step - loss: 0.3356 - accuracy: 0.8615
Epoch 81/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3355 - accuracy: 0.8614
Epoch 82/100
800/800 [==============================] - 1s 815us/step - loss: 0.3344 - accuracy: 0.8616
Epoch 83/100
800/800 [==============================] - 1s 895us/step - loss: 0.3351 - accuracy: 0.86020s - loss:
Epoch 84/100
800/800 [==============================] - 1s 860us/step - loss: 0.3353 - accuracy: 0.8619
Epoch 85/100
800/800 [==============================] - 1s 855us/step - loss: 0.3344 - accuracy: 0.8625
Epoch 86/100
800/800 [==============================] - 1s 796us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 87/100
800/800 [==============================] - 1s 797us/step - loss: 0.3353 - accuracy: 0.8624
Epoch 88/100
800/800 [==============================] - 1s 793us/step - loss: 0.3363 - accuracy: 0.8605
Epoch 89/100
800/800 [==============================] - 1s 916us/step - loss: 0.3346 - accuracy: 0.8587
Epoch 90/100
800/800 [==============================] - 1s 855us/step - loss: 0.3349 - accuracy: 0.8610
Epoch 91/100
800/800 [==============================] - 1s 902us/step - loss: 0.3349 - accuracy: 0.8612
Epoch 92/100
800/800 [==============================] - 1s 992us/step - loss: 0.3338 - accuracy: 0.8627
Epoch 93/100
800/800 [==============================] - 1s 956us/step - loss: 0.3350 - accuracy: 0.8618
Epoch 94/100
800/800 [==============================] - 1s 958us/step - loss: 0.3340 - accuracy: 0.8635
Epoch 95/100
800/800 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8633
Epoch 96/100
800/800 [==============================] - 1s 819us/step - loss: 0.3350 - accuracy: 0.8610
Epoch 97/100
800/800 [==============================] - 1s 877us/step - loss: 0.3346 - accuracy: 0.8620
Epoch 98/100
800/800 [==============================] - 1s 859us/step - loss: 0.3342 - accuracy: 0.8627
Epoch 99/100
800/800 [==============================] - 1s 807us/step - loss: 0.3341 - accuracy: 0.8595
Epoch 100/100
800/800 [==============================] - 1s 777us/step - loss: 0.3354 - accuracy: 0.8624

<tensorflow.python.keras.callbacks.History at 0x7feb15d34890>

loss, acc = classifier.evaluate(X_test, y_test, verbose=0)
print('Accuracy: %.3f'  % acc)
print('Loss: %.3f' % loss)

Accuracy: 0.854
Loss: 0.358

from sklearn import metrics
from sklearn.metrics import accuracy_score
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report

y_pred = classifier.predict(X_test)
y_pred = (y_pred > 0.5)

import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns

conf_matrix = confusion_matrix(y_test, y_pred)
sns.heatmap(conf_matrix,annot=True,fmt = 'd',square = True,
 xticklabels=['not churn','churn'],
 yticklabels=['not churn','churn'],
 linewidths = 2,linecolor = 'w',cmap = 'Set1')
plt.subplots_adjust(wspace = .3,hspace = .3)

print(classification_report(y_test, y_pred))

              precision    recall  f1-score   support

           0       0.87      0.96      0.91      1588
           1       0.74      0.44      0.56       412

    accuracy                           0.85      2000
   macro avg       0.81      0.70      0.73      2000
weighted avg       0.84      0.85      0.84      2000

The accuracy of the test set is 85%. Hence we can conclude that the model is quite stable and accurate as it had the same amount of accuracy for the test set and training sets.

Tuning the ANN

from sklearn.model_selection import cross_val_score
from sklearn.model_selection import GridSearchCV
from keras.wrappers.scikit_learn import KerasClassifier
from keras.layers import Dense, Input, Dropout
from keras.models import Sequential
from keras.layers import Dense


def build_classifier(optimizer):
     classifier = Sequential()
     classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
     classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu'))
     classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
     classifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])
     return classifier

classifier = KerasClassifier(build_fn = build_classifier)
parameters = {'batch_size': [16,32,64], 'epochs': [100, 500], 'optimizer': ['adam', 'rmsprop','SGD']}
grid_search = GridSearchCV(estimator = classifier,param_grid = parameters, scoring = 'accuracy',cv = 10)
grid_result = grid_search.fit(X_train, y_train)
best_parameters = grid_result.best_params_
best_accuracy = grid_result.best_score_

Epoch 1/100
450/450 [==============================] - 0s 851us/step - loss: 0.5261 - accuracy: 0.7960
Epoch 2/100
450/450 [==============================] - 0s 870us/step - loss: 0.4372 - accuracy: 0.79620s - loss: 0.4424 - accuracy: 0.
Epoch 3/100
450/450 [==============================] - 0s 763us/step - loss: 0.4348 - accuracy: 0.7962
Epoch 4/100
450/450 [==============================] - 0s 951us/step - loss: 0.4333 - accuracy: 0.79620s - loss: 0.4265 - accuracy: 
Epoch 5/100
450/450 [==============================] - 0s 934us/step - loss: 0.4322 - accuracy: 0.7962
Epoch 6/100
450/450 [==============================] - 0s 789us/step - loss: 0.4310 - accuracy: 0.7962
Epoch 7/100
450/450 [==============================] - 0s 825us/step - loss: 0.4303 - accuracy: 0.7962
Epoch 8/100
450/450 [==============================] - 0s 783us/step - loss: 0.4284 - accuracy: 0.7982
Epoch 9/100
450/450 [==============================] - 0s 771us/step - loss: 0.4257 - accuracy: 0.8164
Epoch 10/100
450/450 [==============================] - 0s 798us/step - loss: 0.4225 - accuracy: 0.8206
Epoch 11/100
450/450 [==============================] - 0s 773us/step - loss: 0.4208 - accuracy: 0.8228
Epoch 12/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4193 - accuracy: 0.8258
Epoch 13/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4182 - accuracy: 0.8275
Epoch 14/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4170 - accuracy: 0.8283
Epoch 15/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4160 - accuracy: 0.8289
Epoch 16/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4151 - accuracy: 0.8296
Epoch 17/100
450/450 [==============================] - 0s 995us/step - loss: 0.4143 - accuracy: 0.8307
Epoch 18/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4137 - accuracy: 0.8335
Epoch 19/100
450/450 [==============================] - 0s 909us/step - loss: 0.4126 - accuracy: 0.8324
Epoch 20/100
450/450 [==============================] - 0s 890us/step - loss: 0.4126 - accuracy: 0.8336
Epoch 21/100
450/450 [==============================] - 0s 812us/step - loss: 0.4118 - accuracy: 0.8339
Epoch 22/100
450/450 [==============================] - 0s 796us/step - loss: 0.4110 - accuracy: 0.8338
Epoch 23/100
450/450 [==============================] - 0s 799us/step - loss: 0.4105 - accuracy: 0.8347
Epoch 24/100
450/450 [==============================] - 0s 859us/step - loss: 0.4096 - accuracy: 0.8342
Epoch 25/100
450/450 [==============================] - 0s 835us/step - loss: 0.4089 - accuracy: 0.8351
Epoch 26/100
450/450 [==============================] - 0s 915us/step - loss: 0.4081 - accuracy: 0.8347
Epoch 27/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4077 - accuracy: 0.8361
Epoch 28/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4072 - accuracy: 0.8351
Epoch 29/100
450/450 [==============================] - 0s 816us/step - loss: 0.4066 - accuracy: 0.8343
Epoch 30/100
450/450 [==============================] - 0s 834us/step - loss: 0.4057 - accuracy: 0.8356
Epoch 31/100
450/450 [==============================] - 0s 793us/step - loss: 0.4056 - accuracy: 0.8351
Epoch 32/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4056 - accuracy: 0.8372
Epoch 33/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4048 - accuracy: 0.8354
Epoch 34/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4045 - accuracy: 0.8364
Epoch 35/100
450/450 [==============================] - 0s 970us/step - loss: 0.4049 - accuracy: 0.8354
Epoch 36/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4043 - accuracy: 0.8353
Epoch 37/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4043 - accuracy: 0.8358
Epoch 38/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4043 - accuracy: 0.8350
Epoch 39/100
450/450 [==============================] - 0s 928us/step - loss: 0.4039 - accuracy: 0.8351
Epoch 40/100
450/450 [==============================] - 0s 920us/step - loss: 0.4034 - accuracy: 0.8361
Epoch 41/100
450/450 [==============================] - 0s 898us/step - loss: 0.4036 - accuracy: 0.8367
Epoch 42/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4030 - accuracy: 0.8369
Epoch 43/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4031 - accuracy: 0.8350: 0s - loss: 0.3931 - accu
Epoch 44/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4030 - accuracy: 0.8363
Epoch 45/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4029 - accuracy: 0.8342
Epoch 46/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4027 - accuracy: 0.8361
Epoch 47/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4027 - accuracy: 0.8357
Epoch 48/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4027 - accuracy: 0.8361
Epoch 49/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4023 - accuracy: 0.8357
Epoch 50/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4023 - accuracy: 0.8363
Epoch 51/100
450/450 [==============================] - 0s 866us/step - loss: 0.4023 - accuracy: 0.8353
Epoch 52/100
450/450 [==============================] - 0s 811us/step - loss: 0.4021 - accuracy: 0.8356
Epoch 53/100
450/450 [==============================] - 0s 857us/step - loss: 0.4019 - accuracy: 0.8367
Epoch 54/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4017 - accuracy: 0.8367
Epoch 55/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4019 - accuracy: 0.8371
Epoch 56/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4019 - accuracy: 0.8357
Epoch 57/100
450/450 [==============================] - 0s 922us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 58/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4015 - accuracy: 0.8382
Epoch 59/100
450/450 [==============================] - 0s 881us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 60/100
450/450 [==============================] - 0s 893us/step - loss: 0.4015 - accuracy: 0.8361
Epoch 61/100
450/450 [==============================] - 0s 767us/step - loss: 0.4014 - accuracy: 0.8367
Epoch 62/100
450/450 [==============================] - 0s 769us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 63/100
450/450 [==============================] - 0s 796us/step - loss: 0.4014 - accuracy: 0.8357
Epoch 64/100
450/450 [==============================] - 0s 758us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 65/100
450/450 [==============================] - 0s 801us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 66/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8363
Epoch 67/100
450/450 [==============================] - 0s 792us/step - loss: 0.4016 - accuracy: 0.8368
Epoch 68/100
450/450 [==============================] - 0s 878us/step - loss: 0.4015 - accuracy: 0.8371
Epoch 69/100
450/450 [==============================] - 0s 797us/step - loss: 0.4013 - accuracy: 0.8368
Epoch 70/100
450/450 [==============================] - 0s 784us/step - loss: 0.4015 - accuracy: 0.8349
Epoch 71/100
450/450 [==============================] - 0s 916us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 72/100
450/450 [==============================] - 0s 794us/step - loss: 0.4014 - accuracy: 0.8357
Epoch 73/100
450/450 [==============================] - 0s 971us/step - loss: 0.4014 - accuracy: 0.8364
Epoch 74/100
450/450 [==============================] - 0s 829us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 75/100
450/450 [==============================] - 0s 860us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 76/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4012 - accuracy: 0.8365
Epoch 77/100
450/450 [==============================] - 0s 985us/step - loss: 0.4014 - accuracy: 0.8347
Epoch 78/100
450/450 [==============================] - 0s 882us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 79/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4006 - accuracy: 0.8357
Epoch 80/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4009 - accuracy: 0.8375
Epoch 81/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8361
Epoch 82/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4007 - accuracy: 0.8368
Epoch 83/100
450/450 [==============================] - 0s 884us/step - loss: 0.4007 - accuracy: 0.8374
Epoch 84/100
450/450 [==============================] - 0s 811us/step - loss: 0.4005 - accuracy: 0.8371
Epoch 85/100
450/450 [==============================] - 0s 780us/step - loss: 0.4008 - accuracy: 0.8371
Epoch 86/100
450/450 [==============================] - 0s 774us/step - loss: 0.4009 - accuracy: 0.8375
Epoch 87/100
450/450 [==============================] - 0s 809us/step - loss: 0.4008 - accuracy: 0.83610s - loss: 0.4000 - accura
Epoch 88/100
450/450 [==============================] - 0s 770us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 89/100
450/450 [==============================] - 0s 790us/step - loss: 0.4004 - accuracy: 0.8349
Epoch 90/100
450/450 [==============================] - 0s 808us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 91/100
450/450 [==============================] - 0s 791us/step - loss: 0.4007 - accuracy: 0.8365
Epoch 92/100
450/450 [==============================] - 0s 807us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 93/100
450/450 [==============================] - 0s 817us/step - loss: 0.4002 - accuracy: 0.83580s - loss: 0.3971 - accuracy: 0.
Epoch 94/100
450/450 [==============================] - 0s 779us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 95/100
450/450 [==============================] - 0s 803us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 96/100
450/450 [==============================] - 0s 804us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 97/100
450/450 [==============================] - 0s 783us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 98/100
450/450 [==============================] - 0s 817us/step - loss: 0.4007 - accuracy: 0.8372
Epoch 99/100
450/450 [==============================] - 0s 916us/step - loss: 0.3999 - accuracy: 0.8361
Epoch 100/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8361
WARNING:tensorflow:From /Users/harinirao/opt/anaconda3/lib/python3.7/site-packages/tensorflow/python/keras/wrappers/scikit_learn.py:241: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.
Instructions for updating:
Please use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype("int32")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).
Epoch 1/100
450/450 [==============================] - 0s 928us/step - loss: 0.5640 - accuracy: 0.7969
Epoch 2/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4292 - accuracy: 0.8040
Epoch 3/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4100 - accuracy: 0.8138
Epoch 4/100
450/450 [==============================] - 0s 983us/step - loss: 0.3954 - accuracy: 0.8200
Epoch 5/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3844 - accuracy: 0.8229: 0s - loss: 0.3775 - accura
Epoch 6/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3764 - accuracy: 0.8250
Epoch 7/100
450/450 [==============================] - 0s 873us/step - loss: 0.3690 - accuracy: 0.8478
Epoch 8/100
450/450 [==============================] - 0s 966us/step - loss: 0.3626 - accuracy: 0.8532
Epoch 9/100
450/450 [==============================] - 0s 919us/step - loss: 0.3573 - accuracy: 0.8569
Epoch 10/100
450/450 [==============================] - 0s 884us/step - loss: 0.3541 - accuracy: 0.8597
Epoch 11/100
450/450 [==============================] - 0s 889us/step - loss: 0.3514 - accuracy: 0.8607
Epoch 12/100
450/450 [==============================] - 0s 914us/step - loss: 0.3492 - accuracy: 0.8597
Epoch 13/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3477 - accuracy: 0.8617
Epoch 14/100
450/450 [==============================] - 0s 933us/step - loss: 0.3457 - accuracy: 0.8621
Epoch 15/100
450/450 [==============================] - 0s 877us/step - loss: 0.3446 - accuracy: 0.8624
Epoch 16/100
450/450 [==============================] - 0s 895us/step - loss: 0.3433 - accuracy: 0.8631
Epoch 17/100
450/450 [==============================] - 0s 858us/step - loss: 0.3426 - accuracy: 0.8614
Epoch 18/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3416 - accuracy: 0.8631
Epoch 19/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3412 - accuracy: 0.8637
Epoch 20/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3405 - accuracy: 0.8628
Epoch 21/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3402 - accuracy: 0.8615
Epoch 22/100
450/450 [==============================] - 0s 820us/step - loss: 0.3397 - accuracy: 0.8633
Epoch 23/100
450/450 [==============================] - 0s 783us/step - loss: 0.3388 - accuracy: 0.8633
Epoch 24/100
450/450 [==============================] - 0s 789us/step - loss: 0.3383 - accuracy: 0.8619
Epoch 25/100
450/450 [==============================] - 0s 791us/step - loss: 0.3377 - accuracy: 0.8629
Epoch 26/100
450/450 [==============================] - 0s 763us/step - loss: 0.3382 - accuracy: 0.8631
Epoch 27/100
450/450 [==============================] - 0s 802us/step - loss: 0.3374 - accuracy: 0.8632
Epoch 28/100
450/450 [==============================] - 0s 779us/step - loss: 0.3373 - accuracy: 0.8636
Epoch 29/100
450/450 [==============================] - 0s 790us/step - loss: 0.3362 - accuracy: 0.8629
Epoch 30/100
450/450 [==============================] - 0s 801us/step - loss: 0.3363 - accuracy: 0.8640
Epoch 31/100
450/450 [==============================] - 0s 808us/step - loss: 0.3361 - accuracy: 0.8631
Epoch 32/100
450/450 [==============================] - 0s 997us/step - loss: 0.3358 - accuracy: 0.8632
Epoch 33/100
450/450 [==============================] - 0s 879us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 34/100
450/450 [==============================] - 0s 967us/step - loss: 0.3351 - accuracy: 0.8639
Epoch 35/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8619
Epoch 36/100
450/450 [==============================] - 1s 3ms/step - loss: 0.3347 - accuracy: 0.8632
Epoch 37/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3334 - accuracy: 0.8631
Epoch 38/100
450/450 [==============================] - 0s 990us/step - loss: 0.3339 - accuracy: 0.8646
Epoch 39/100
450/450 [==============================] - 0s 939us/step - loss: 0.3336 - accuracy: 0.86400s - loss: 0.3366 - accuracy: 
Epoch 40/100
450/450 [==============================] - 0s 932us/step - loss: 0.3335 - accuracy: 0.8628
Epoch 41/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3328 - accuracy: 0.8660
Epoch 42/100
450/450 [==============================] - 0s 856us/step - loss: 0.3330 - accuracy: 0.8654
Epoch 43/100
450/450 [==============================] - 0s 871us/step - loss: 0.3327 - accuracy: 0.8649
Epoch 44/100
450/450 [==============================] - 0s 897us/step - loss: 0.3327 - accuracy: 0.8650
Epoch 45/100
450/450 [==============================] - 0s 940us/step - loss: 0.3322 - accuracy: 0.8657
Epoch 46/100
450/450 [==============================] - 0s 856us/step - loss: 0.3318 - accuracy: 0.8661
Epoch 47/100
450/450 [==============================] - 0s 873us/step - loss: 0.3317 - accuracy: 0.8643
Epoch 48/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3317 - accuracy: 0.8683
Epoch 49/100
450/450 [==============================] - 0s 858us/step - loss: 0.3318 - accuracy: 0.8669
Epoch 50/100
450/450 [==============================] - 0s 878us/step - loss: 0.3314 - accuracy: 0.8662
Epoch 51/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8662
Epoch 52/100
450/450 [==============================] - 0s 939us/step - loss: 0.3313 - accuracy: 0.8658
Epoch 53/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8656
Epoch 54/100
450/450 [==============================] - 0s 991us/step - loss: 0.3306 - accuracy: 0.8657
Epoch 55/100
450/450 [==============================] - 0s 891us/step - loss: 0.3307 - accuracy: 0.8675
Epoch 56/100
450/450 [==============================] - 0s 890us/step - loss: 0.3306 - accuracy: 0.8650
Epoch 57/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3305 - accuracy: 0.8661
Epoch 58/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8667
Epoch 59/100
450/450 [==============================] - 0s 965us/step - loss: 0.3302 - accuracy: 0.8672
Epoch 60/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8671
Epoch 61/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3300 - accuracy: 0.8657
Epoch 62/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3301 - accuracy: 0.8654
Epoch 63/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3303 - accuracy: 0.8660
Epoch 64/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8665
Epoch 65/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3303 - accuracy: 0.8656
Epoch 66/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8660
Epoch 67/100
450/450 [==============================] - 1s 3ms/step - loss: 0.3302 - accuracy: 0.8644: 0s -
Epoch 68/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3301 - accuracy: 0.8681
Epoch 69/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3300 - accuracy: 0.8657
Epoch 70/100
450/450 [==============================] - 0s 982us/step - loss: 0.3300 - accuracy: 0.8667
Epoch 71/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3301 - accuracy: 0.8668
Epoch 72/100
450/450 [==============================] - 1s 3ms/step - loss: 0.3297 - accuracy: 0.8664
Epoch 73/100
450/450 [==============================] - 0s 965us/step - loss: 0.3298 - accuracy: 0.8644
Epoch 74/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3297 - accuracy: 0.8668
Epoch 75/100
450/450 [==============================] - 0s 945us/step - loss: 0.3299 - accuracy: 0.8658
Epoch 76/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3296 - accuracy: 0.8672
Epoch 77/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8664
Epoch 78/100
450/450 [==============================] - 0s 940us/step - loss: 0.3299 - accuracy: 0.8668
Epoch 79/100
450/450 [==============================] - 0s 992us/step - loss: 0.3299 - accuracy: 0.8660
Epoch 80/100
450/450 [==============================] - 0s 929us/step - loss: 0.3295 - accuracy: 0.8661
Epoch 81/100
450/450 [==============================] - 0s 982us/step - loss: 0.3290 - accuracy: 0.8668
Epoch 82/100
450/450 [==============================] - 0s 891us/step - loss: 0.3287 - accuracy: 0.8669
Epoch 83/100
450/450 [==============================] - 0s 931us/step - loss: 0.3291 - accuracy: 0.8665
Epoch 84/100
450/450 [==============================] - 0s 919us/step - loss: 0.3288 - accuracy: 0.8654
Epoch 85/100
450/450 [==============================] - 0s 948us/step - loss: 0.3293 - accuracy: 0.8656
Epoch 86/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3289 - accuracy: 0.8668
Epoch 87/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8671: 0s - loss: 0.3284 - accuracy: 0.86
Epoch 88/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8662
Epoch 89/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3287 - accuracy: 0.8656
Epoch 90/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3288 - accuracy: 0.8668
Epoch 91/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3287 - accuracy: 0.8683
Epoch 92/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3286 - accuracy: 0.8683: 0s - loss: 0
Epoch 93/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3288 - accuracy: 0.8644
Epoch 94/100
450/450 [==============================] - 0s 897us/step - loss: 0.3286 - accuracy: 0.8658
Epoch 95/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3289 - accuracy: 0.8667
Epoch 96/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3287 - accuracy: 0.8672
Epoch 97/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3289 - accuracy: 0.8672
Epoch 98/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3289 - accuracy: 0.8669
Epoch 99/100
450/450 [==============================] - 0s 958us/step - loss: 0.3280 - accuracy: 0.8674
Epoch 100/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3286 - accuracy: 0.8669: 0s - loss: 0.3300 - accuracy: 
Epoch 1/100
450/450 [==============================] - 0s 1ms/step - loss: 0.5548 - accuracy: 0.7975
Epoch 2/100
450/450 [==============================] - 0s 884us/step - loss: 0.4287 - accuracy: 0.7978
Epoch 3/100
450/450 [==============================] - 0s 903us/step - loss: 0.4218 - accuracy: 0.7978
Epoch 4/100
450/450 [==============================] - 0s 866us/step - loss: 0.4176 - accuracy: 0.7978
Epoch 5/100
450/450 [==============================] - 0s 904us/step - loss: 0.4124 - accuracy: 0.7978
Epoch 6/100
450/450 [==============================] - 0s 897us/step - loss: 0.4075 - accuracy: 0.7978
Epoch 7/100
450/450 [==============================] - 0s 853us/step - loss: 0.4022 - accuracy: 0.8004
Epoch 8/100
450/450 [==============================] - 0s 990us/step - loss: 0.3977 - accuracy: 0.8140
Epoch 9/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3936 - accuracy: 0.8128
Epoch 10/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3899 - accuracy: 0.8175
Epoch 11/100
450/450 [==============================] - 0s 870us/step - loss: 0.3869 - accuracy: 0.8172
Epoch 12/100
450/450 [==============================] - 0s 930us/step - loss: 0.3836 - accuracy: 0.8274
Epoch 13/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3785 - accuracy: 0.8389
Epoch 14/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3750 - accuracy: 0.8439
Epoch 15/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3720 - accuracy: 0.8446
Epoch 16/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3698 - accuracy: 0.8479
Epoch 17/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3677 - accuracy: 0.8499
Epoch 18/100
450/450 [==============================] - 0s 889us/step - loss: 0.3653 - accuracy: 0.8528
Epoch 19/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3632 - accuracy: 0.8535
Epoch 20/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3625 - accuracy: 0.8537
Epoch 21/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3601 - accuracy: 0.8574
Epoch 22/100
450/450 [==============================] - 0s 954us/step - loss: 0.3587 - accuracy: 0.8543
Epoch 23/100
450/450 [==============================] - 0s 959us/step - loss: 0.3568 - accuracy: 0.8547
Epoch 24/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3544 - accuracy: 0.8562
Epoch 25/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3532 - accuracy: 0.8572
Epoch 26/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3516 - accuracy: 0.8562
Epoch 27/100
450/450 [==============================] - 0s 967us/step - loss: 0.3512 - accuracy: 0.8590
Epoch 28/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3500 - accuracy: 0.8579
Epoch 29/100
450/450 [==============================] - 0s 943us/step - loss: 0.3492 - accuracy: 0.8585
Epoch 30/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3488 - accuracy: 0.8582
Epoch 31/100
450/450 [==============================] - 0s 931us/step - loss: 0.3479 - accuracy: 0.8625
Epoch 32/100
450/450 [==============================] - 0s 908us/step - loss: 0.3476 - accuracy: 0.8608
Epoch 33/100
450/450 [==============================] - 0s 870us/step - loss: 0.3471 - accuracy: 0.8593
Epoch 34/100
450/450 [==============================] - 0s 909us/step - loss: 0.3474 - accuracy: 0.8599
Epoch 35/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3467 - accuracy: 0.8612
Epoch 36/100
450/450 [==============================] - 0s 939us/step - loss: 0.3459 - accuracy: 0.8585
Epoch 37/100
450/450 [==============================] - 0s 933us/step - loss: 0.3450 - accuracy: 0.8615
Epoch 38/100
450/450 [==============================] - 0s 873us/step - loss: 0.3451 - accuracy: 0.8596
Epoch 39/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3458 - accuracy: 0.8594
Epoch 40/100
450/450 [==============================] - 0s 885us/step - loss: 0.3456 - accuracy: 0.8587
Epoch 41/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3452 - accuracy: 0.8603
Epoch 42/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3451 - accuracy: 0.8624
Epoch 43/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3443 - accuracy: 0.8611
Epoch 44/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3442 - accuracy: 0.8618
Epoch 45/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3440 - accuracy: 0.8599
Epoch 46/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3444 - accuracy: 0.8597
Epoch 47/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3447 - accuracy: 0.8619
Epoch 48/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3437 - accuracy: 0.8603
Epoch 49/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3432 - accuracy: 0.8625
Epoch 50/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3432 - accuracy: 0.8594
Epoch 51/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3434 - accuracy: 0.8606
Epoch 52/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3432 - accuracy: 0.8612
Epoch 53/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3428 - accuracy: 0.8604
Epoch 54/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3429 - accuracy: 0.8603
Epoch 55/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3427 - accuracy: 0.8587
Epoch 56/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3428 - accuracy: 0.8607
Epoch 57/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3423 - accuracy: 0.8606
Epoch 58/100
450/450 [==============================] - 0s 966us/step - loss: 0.3431 - accuracy: 0.8612
Epoch 59/100
450/450 [==============================] - 0s 889us/step - loss: 0.3426 - accuracy: 0.8596
Epoch 60/100
450/450 [==============================] - 0s 914us/step - loss: 0.3422 - accuracy: 0.8596
Epoch 61/100
450/450 [==============================] - 0s 831us/step - loss: 0.3420 - accuracy: 0.8590
Epoch 62/100
450/450 [==============================] - 0s 829us/step - loss: 0.3415 - accuracy: 0.8612
Epoch 63/100
450/450 [==============================] - 0s 796us/step - loss: 0.3413 - accuracy: 0.8610
Epoch 64/100
450/450 [==============================] - 0s 776us/step - loss: 0.3418 - accuracy: 0.8586
Epoch 65/100
450/450 [==============================] - 0s 841us/step - loss: 0.3418 - accuracy: 0.8607
Epoch 66/100
450/450 [==============================] - 0s 865us/step - loss: 0.3416 - accuracy: 0.8625
Epoch 67/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3416 - accuracy: 0.8582
Epoch 68/100
450/450 [==============================] - 0s 943us/step - loss: 0.3416 - accuracy: 0.8594
Epoch 69/100
450/450 [==============================] - 0s 825us/step - loss: 0.3410 - accuracy: 0.86140s - loss: 0.3404 - accuracy: 0.86
Epoch 70/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3419 - accuracy: 0.8612
Epoch 71/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3414 - accuracy: 0.8617: 0s - loss: 0.3418 - accura
Epoch 72/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3413 - accuracy: 0.8624: 0s - loss: 0.3382 - accuracy
Epoch 73/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3406 - accuracy: 0.8612
Epoch 74/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3416 - accuracy: 0.8611: 0s - loss: 0.3316 - accu
Epoch 75/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3408 - accuracy: 0.8610
Epoch 76/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3412 - accuracy: 0.8608
Epoch 77/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3407 - accuracy: 0.8607
Epoch 78/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3410 - accuracy: 0.8622
Epoch 79/100
450/450 [==============================] - 1s 3ms/step - loss: 0.3417 - accuracy: 0.8606
Epoch 80/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3404 - accuracy: 0.8606
Epoch 81/100
450/450 [==============================] - 0s 979us/step - loss: 0.3410 - accuracy: 0.8597
Epoch 82/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3411 - accuracy: 0.8604
Epoch 83/100
450/450 [==============================] - 0s 824us/step - loss: 0.3409 - accuracy: 0.8607
Epoch 84/100
450/450 [==============================] - 0s 806us/step - loss: 0.3409 - accuracy: 0.8619
Epoch 85/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8617
Epoch 86/100
450/450 [==============================] - 0s 902us/step - loss: 0.3410 - accuracy: 0.8585
Epoch 87/100
450/450 [==============================] - 0s 985us/step - loss: 0.3399 - accuracy: 0.8615
Epoch 88/100
450/450 [==============================] - 0s 916us/step - loss: 0.3406 - accuracy: 0.8610
Epoch 89/100
450/450 [==============================] - 0s 945us/step - loss: 0.3399 - accuracy: 0.8606
Epoch 90/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8607
Epoch 91/100
450/450 [==============================] - 0s 882us/step - loss: 0.3402 - accuracy: 0.8607
Epoch 92/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3400 - accuracy: 0.8603
Epoch 93/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8618
Epoch 94/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3406 - accuracy: 0.8615
Epoch 95/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3400 - accuracy: 0.8607: 0s - loss: 0.3430 - accuracy: 0.85 - ETA: 0s - loss: 0.3383 - accuracy: 0.
Epoch 96/100
450/450 [==============================] - 0s 857us/step - loss: 0.3396 - accuracy: 0.8614
Epoch 97/100
450/450 [==============================] - 0s 925us/step - loss: 0.3395 - accuracy: 0.8633
Epoch 98/100
450/450 [==============================] - 0s 883us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 99/100
450/450 [==============================] - 0s 885us/step - loss: 0.3400 - accuracy: 0.8607
Epoch 100/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3399 - accuracy: 0.8614
Epoch 1/100
450/450 [==============================] - 1s 2ms/step - loss: 0.5581 - accuracy: 0.7921
Epoch 2/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4412 - accuracy: 0.7940
Epoch 3/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4365 - accuracy: 0.7940
Epoch 4/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4348 - accuracy: 0.7940
Epoch 5/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4336 - accuracy: 0.7940
Epoch 6/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4324 - accuracy: 0.7940
Epoch 7/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4311 - accuracy: 0.7940
Epoch 8/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7940
Epoch 9/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8033
Epoch 10/100
450/450 [==============================] - 0s 837us/step - loss: 0.4248 - accuracy: 0.8178
Epoch 11/100
450/450 [==============================] - 0s 767us/step - loss: 0.4228 - accuracy: 0.8208
Epoch 12/100
450/450 [==============================] - 0s 797us/step - loss: 0.4214 - accuracy: 0.8242
Epoch 13/100
450/450 [==============================] - 0s 827us/step - loss: 0.4200 - accuracy: 0.8258
Epoch 14/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4183 - accuracy: 0.8279
Epoch 15/100
450/450 [==============================] - 0s 956us/step - loss: 0.4172 - accuracy: 0.8283
Epoch 16/100
450/450 [==============================] - 0s 877us/step - loss: 0.4160 - accuracy: 0.8314
Epoch 17/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4150 - accuracy: 0.8310
Epoch 18/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4139 - accuracy: 0.8319
Epoch 19/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4130 - accuracy: 0.8319
Epoch 20/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4122 - accuracy: 0.8318
Epoch 21/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4102 - accuracy: 0.8328
Epoch 22/100
450/450 [==============================] - 0s 889us/step - loss: 0.4104 - accuracy: 0.8347
Epoch 23/100
450/450 [==============================] - 0s 864us/step - loss: 0.4095 - accuracy: 0.8344
Epoch 24/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4091 - accuracy: 0.8339
Epoch 25/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4083 - accuracy: 0.8340
Epoch 26/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4078 - accuracy: 0.8354: 0s - loss: 0.4082 - accuracy: 0.83
Epoch 27/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4073 - accuracy: 0.8346
Epoch 28/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4071 - accuracy: 0.8350
Epoch 29/100
450/450 [==============================] - 0s 936us/step - loss: 0.4065 - accuracy: 0.8354
Epoch 30/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4061 - accuracy: 0.8346
Epoch 31/100
450/450 [==============================] - 0s 993us/step - loss: 0.4058 - accuracy: 0.8346
Epoch 32/100
450/450 [==============================] - 0s 832us/step - loss: 0.4056 - accuracy: 0.8344
Epoch 33/100
450/450 [==============================] - 0s 974us/step - loss: 0.4049 - accuracy: 0.8347
Epoch 34/100
450/450 [==============================] - 0s 857us/step - loss: 0.4046 - accuracy: 0.8346
Epoch 35/100
450/450 [==============================] - 0s 792us/step - loss: 0.4046 - accuracy: 0.8353
Epoch 36/100
450/450 [==============================] - 0s 770us/step - loss: 0.4043 - accuracy: 0.8353
Epoch 37/100
450/450 [==============================] - 0s 758us/step - loss: 0.4038 - accuracy: 0.8353
Epoch 38/100
450/450 [==============================] - 0s 833us/step - loss: 0.4031 - accuracy: 0.8353
Epoch 39/100
450/450 [==============================] - 0s 789us/step - loss: 0.4018 - accuracy: 0.8339
Epoch 40/100
450/450 [==============================] - 0s 779us/step - loss: 0.4012 - accuracy: 0.8353
Epoch 41/100
450/450 [==============================] - 0s 796us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 42/100
450/450 [==============================] - 0s 778us/step - loss: 0.4004 - accuracy: 0.8343
Epoch 43/100
450/450 [==============================] - 0s 770us/step - loss: 0.3995 - accuracy: 0.8340
Epoch 44/100
450/450 [==============================] - 0s 830us/step - loss: 0.3993 - accuracy: 0.8350
Epoch 45/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3988 - accuracy: 0.8358
Epoch 46/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3987 - accuracy: 0.8353
Epoch 47/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3980 - accuracy: 0.8364
Epoch 48/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3977 - accuracy: 0.8344
Epoch 49/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3980 - accuracy: 0.8344
Epoch 50/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3976 - accuracy: 0.8335
Epoch 51/100
450/450 [==============================] - 0s 807us/step - loss: 0.3969 - accuracy: 0.8353
Epoch 52/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3970 - accuracy: 0.8356
Epoch 53/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3968 - accuracy: 0.8357
Epoch 54/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3966 - accuracy: 0.8364
Epoch 55/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8346
Epoch 56/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3962 - accuracy: 0.8361
Epoch 57/100
450/450 [==============================] - 0s 894us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 58/100
450/450 [==============================] - 0s 896us/step - loss: 0.3960 - accuracy: 0.8363
Epoch 59/100
450/450 [==============================] - 0s 940us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 60/100
450/450 [==============================] - 0s 935us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 61/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8354
Epoch 62/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3955 - accuracy: 0.8346
Epoch 63/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3951 - accuracy: 0.8364
Epoch 64/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8356
Epoch 65/100
450/450 [==============================] - 0s 958us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 66/100
450/450 [==============================] - 0s 840us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 67/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3953 - accuracy: 0.8363
Epoch 68/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3951 - accuracy: 0.8378
Epoch 69/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8367
Epoch 70/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3951 - accuracy: 0.8364
Epoch 71/100
450/450 [==============================] - 0s 895us/step - loss: 0.3947 - accuracy: 0.8356
Epoch 72/100
450/450 [==============================] - 0s 842us/step - loss: 0.3949 - accuracy: 0.8361
Epoch 73/100
450/450 [==============================] - 0s 830us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 74/100
450/450 [==============================] - 0s 962us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 75/100
450/450 [==============================] - 0s 864us/step - loss: 0.3947 - accuracy: 0.8361
Epoch 76/100
450/450 [==============================] - 0s 950us/step - loss: 0.3946 - accuracy: 0.8351
Epoch 77/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3948 - accuracy: 0.8354
Epoch 78/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3947 - accuracy: 0.8364
Epoch 79/100
450/450 [==============================] - 0s 803us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 80/100
450/450 [==============================] - 0s 861us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 81/100
450/450 [==============================] - 0s 868us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 82/100
450/450 [==============================] - 0s 833us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 83/100
450/450 [==============================] - 0s 776us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 84/100
450/450 [==============================] - 0s 766us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 85/100
450/450 [==============================] - 0s 854us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 86/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3942 - accuracy: 0.8364
Epoch 87/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3946 - accuracy: 0.8365
Epoch 88/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3945 - accuracy: 0.8371
Epoch 89/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3945 - accuracy: 0.8369
Epoch 90/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3943 - accuracy: 0.8383
Epoch 91/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3944 - accuracy: 0.8351
Epoch 92/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3942 - accuracy: 0.8367
Epoch 93/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3946 - accuracy: 0.8361
Epoch 94/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3942 - accuracy: 0.8379
Epoch 95/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3943 - accuracy: 0.8378: 0s - loss: 0.385
Epoch 96/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3942 - accuracy: 0.8376
Epoch 97/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3945 - accuracy: 0.8378
Epoch 98/100
450/450 [==============================] - 0s 994us/step - loss: 0.3941 - accuracy: 0.8371
Epoch 99/100
450/450 [==============================] - 0s 793us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 100/100
450/450 [==============================] - 0s 782us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 1/100
450/450 [==============================] - 0s 838us/step - loss: 0.5222 - accuracy: 0.7956
Epoch 2/100
450/450 [==============================] - 0s 825us/step - loss: 0.4236 - accuracy: 0.8067
Epoch 3/100
450/450 [==============================] - 0s 780us/step - loss: 0.4126 - accuracy: 0.8256
Epoch 4/100
450/450 [==============================] - 0s 862us/step - loss: 0.4031 - accuracy: 0.8288
Epoch 5/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8293
Epoch 6/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8296
Epoch 7/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3833 - accuracy: 0.8290
Epoch 8/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3778 - accuracy: 0.8414
Epoch 9/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3744 - accuracy: 0.8428
Epoch 10/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3714 - accuracy: 0.8444
Epoch 11/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3674 - accuracy: 0.8465
Epoch 12/100
450/450 [==============================] - 0s 835us/step - loss: 0.3637 - accuracy: 0.8522
Epoch 13/100
450/450 [==============================] - 0s 894us/step - loss: 0.3602 - accuracy: 0.8533
Epoch 14/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3581 - accuracy: 0.8558
Epoch 15/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3557 - accuracy: 0.8533
Epoch 16/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3533 - accuracy: 0.8568
Epoch 17/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3526 - accuracy: 0.8572
Epoch 18/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3512 - accuracy: 0.8569
Epoch 19/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3516 - accuracy: 0.8587
Epoch 20/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3506 - accuracy: 0.8576
Epoch 21/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3493 - accuracy: 0.8587
Epoch 22/100
450/450 [==============================] - 0s 970us/step - loss: 0.3487 - accuracy: 0.8583
Epoch 23/100
450/450 [==============================] - 0s 914us/step - loss: 0.3480 - accuracy: 0.8574
Epoch 24/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3485 - accuracy: 0.8601
Epoch 25/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3480 - accuracy: 0.8597: 0s - loss: 0.3516 - accuracy: 0.
Epoch 26/100
450/450 [==============================] - 0s 824us/step - loss: 0.3484 - accuracy: 0.8594
Epoch 27/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3480 - accuracy: 0.8596
Epoch 28/100
450/450 [==============================] - 0s 778us/step - loss: 0.3475 - accuracy: 0.8618
Epoch 29/100
450/450 [==============================] - 0s 830us/step - loss: 0.3476 - accuracy: 0.8604
Epoch 30/100
450/450 [==============================] - 0s 818us/step - loss: 0.3474 - accuracy: 0.8608
Epoch 31/100
450/450 [==============================] - 0s 803us/step - loss: 0.3465 - accuracy: 0.8607
Epoch 32/100
450/450 [==============================] - 0s 780us/step - loss: 0.3473 - accuracy: 0.8596
Epoch 33/100
450/450 [==============================] - 0s 793us/step - loss: 0.3464 - accuracy: 0.8603
Epoch 34/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3463 - accuracy: 0.8601
Epoch 35/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3466 - accuracy: 0.8590
Epoch 36/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3462 - accuracy: 0.8601
Epoch 37/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3458 - accuracy: 0.8603
Epoch 38/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3459 - accuracy: 0.8597
Epoch 39/100
450/450 [==============================] - 0s 959us/step - loss: 0.3451 - accuracy: 0.8572
Epoch 40/100
450/450 [==============================] - 0s 869us/step - loss: 0.3456 - accuracy: 0.8596
Epoch 41/100
450/450 [==============================] - 0s 842us/step - loss: 0.3452 - accuracy: 0.8586
Epoch 42/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3449 - accuracy: 0.8607: 1s - loss: 0.405
Epoch 43/100
450/450 [==============================] - 0s 833us/step - loss: 0.3437 - accuracy: 0.8604
Epoch 44/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3439 - accuracy: 0.8600
Epoch 45/100
450/450 [==============================] - 0s 859us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 46/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3431 - accuracy: 0.8590
Epoch 47/100
450/450 [==============================] - 0s 862us/step - loss: 0.3440 - accuracy: 0.8586
Epoch 48/100
450/450 [==============================] - 0s 853us/step - loss: 0.3426 - accuracy: 0.8594
Epoch 49/100
450/450 [==============================] - 0s 874us/step - loss: 0.3424 - accuracy: 0.8628
Epoch 50/100
450/450 [==============================] - 0s 840us/step - loss: 0.3425 - accuracy: 0.8607
Epoch 51/100
450/450 [==============================] - 0s 888us/step - loss: 0.3424 - accuracy: 0.8615
Epoch 52/100
450/450 [==============================] - 0s 837us/step - loss: 0.3416 - accuracy: 0.8603
Epoch 53/100
450/450 [==============================] - 0s 859us/step - loss: 0.3415 - accuracy: 0.8629
Epoch 54/100
450/450 [==============================] - 0s 889us/step - loss: 0.3428 - accuracy: 0.8600
Epoch 55/100
450/450 [==============================] - 0s 855us/step - loss: 0.3413 - accuracy: 0.8601
Epoch 56/100
450/450 [==============================] - 0s 840us/step - loss: 0.3414 - accuracy: 0.8604
Epoch 57/100
450/450 [==============================] - 0s 900us/step - loss: 0.3416 - accuracy: 0.8601
Epoch 58/100
450/450 [==============================] - 0s 848us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 59/100
450/450 [==============================] - 0s 886us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 60/100
450/450 [==============================] - 0s 827us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 61/100
450/450 [==============================] - 0s 917us/step - loss: 0.3410 - accuracy: 0.86170s - loss: 0.3407 - accuracy: 0.
Epoch 62/100
450/450 [==============================] - 0s 853us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 63/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3406 - accuracy: 0.8626
Epoch 64/100
450/450 [==============================] - 0s 899us/step - loss: 0.3401 - accuracy: 0.8610
Epoch 65/100
450/450 [==============================] - 0s 836us/step - loss: 0.3403 - accuracy: 0.8631
Epoch 66/100
450/450 [==============================] - 0s 884us/step - loss: 0.3407 - accuracy: 0.8621
Epoch 67/100
450/450 [==============================] - 0s 852us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 68/100
450/450 [==============================] - 0s 848us/step - loss: 0.3396 - accuracy: 0.8629
Epoch 69/100
450/450 [==============================] - 0s 913us/step - loss: 0.3402 - accuracy: 0.8624
Epoch 70/100
450/450 [==============================] - 0s 837us/step - loss: 0.3403 - accuracy: 0.8618
Epoch 71/100
450/450 [==============================] - 0s 854us/step - loss: 0.3402 - accuracy: 0.8615
Epoch 72/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3396 - accuracy: 0.8657
Epoch 73/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3398 - accuracy: 0.8614
Epoch 74/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3400 - accuracy: 0.8596
Epoch 75/100
450/450 [==============================] - 0s 964us/step - loss: 0.3392 - accuracy: 0.8617
Epoch 76/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3392 - accuracy: 0.8624
Epoch 77/100
450/450 [==============================] - 0s 994us/step - loss: 0.3388 - accuracy: 0.8635
Epoch 78/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3384 - accuracy: 0.8632
Epoch 79/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3388 - accuracy: 0.8625
Epoch 80/100
450/450 [==============================] - 0s 963us/step - loss: 0.3395 - accuracy: 0.8603
Epoch 81/100
450/450 [==============================] - 0s 961us/step - loss: 0.3388 - accuracy: 0.8628
Epoch 82/100
450/450 [==============================] - 0s 942us/step - loss: 0.3385 - accuracy: 0.8624
Epoch 83/100
450/450 [==============================] - 0s 992us/step - loss: 0.3390 - accuracy: 0.8614
Epoch 84/100
450/450 [==============================] - 0s 866us/step - loss: 0.3385 - accuracy: 0.8650
Epoch 85/100
450/450 [==============================] - 0s 890us/step - loss: 0.3386 - accuracy: 0.8635
Epoch 86/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8608
Epoch 87/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3376 - accuracy: 0.8633
Epoch 88/100
450/450 [==============================] - 0s 957us/step - loss: 0.3382 - accuracy: 0.8633
Epoch 89/100
450/450 [==============================] - 0s 922us/step - loss: 0.3384 - accuracy: 0.8610
Epoch 90/100
450/450 [==============================] - 0s 866us/step - loss: 0.3378 - accuracy: 0.8610
Epoch 91/100
450/450 [==============================] - 0s 877us/step - loss: 0.3384 - accuracy: 0.8600
Epoch 92/100
450/450 [==============================] - 0s 862us/step - loss: 0.3382 - accuracy: 0.8614
Epoch 93/100
450/450 [==============================] - 0s 880us/step - loss: 0.3380 - accuracy: 0.8614
Epoch 94/100
450/450 [==============================] - 0s 849us/step - loss: 0.3382 - accuracy: 0.8626
Epoch 95/100
450/450 [==============================] - 0s 845us/step - loss: 0.3383 - accuracy: 0.8619
Epoch 96/100
450/450 [==============================] - 0s 907us/step - loss: 0.3378 - accuracy: 0.8615
Epoch 97/100
450/450 [==============================] - 0s 882us/step - loss: 0.3376 - accuracy: 0.8633
Epoch 98/100
450/450 [==============================] - 0s 835us/step - loss: 0.3379 - accuracy: 0.8631
Epoch 99/100
450/450 [==============================] - 0s 856us/step - loss: 0.3369 - accuracy: 0.8654
Epoch 100/100
450/450 [==============================] - 0s 855us/step - loss: 0.3366 - accuracy: 0.8628
Epoch 1/100
450/450 [==============================] - 0s 868us/step - loss: 0.5236 - accuracy: 0.79530s - loss: 0.5267 - accuracy: 0.79
Epoch 2/100
450/450 [==============================] - 0s 875us/step - loss: 0.4379 - accuracy: 0.7953
Epoch 3/100
450/450 [==============================] - 0s 819us/step - loss: 0.4349 - accuracy: 0.7953
Epoch 4/100
450/450 [==============================] - 0s 842us/step - loss: 0.4339 - accuracy: 0.7953
Epoch 5/100
450/450 [==============================] - 0s 855us/step - loss: 0.4332 - accuracy: 0.7953
Epoch 6/100
450/450 [==============================] - 0s 844us/step - loss: 0.4326 - accuracy: 0.7953
Epoch 7/100
450/450 [==============================] - 0s 858us/step - loss: 0.4319 - accuracy: 0.7953
Epoch 8/100
450/450 [==============================] - 0s 874us/step - loss: 0.4312 - accuracy: 0.7953
Epoch 9/100
450/450 [==============================] - 0s 844us/step - loss: 0.4296 - accuracy: 0.7962
Epoch 10/100
450/450 [==============================] - 0s 879us/step - loss: 0.4270 - accuracy: 0.8140
Epoch 11/100
450/450 [==============================] - 0s 821us/step - loss: 0.4244 - accuracy: 0.8171
Epoch 12/100
450/450 [==============================] - 0s 845us/step - loss: 0.4220 - accuracy: 0.8183
Epoch 13/100
450/450 [==============================] - 0s 926us/step - loss: 0.4198 - accuracy: 0.82210s - loss: 0.4205 - accuracy: 0.
Epoch 14/100
450/450 [==============================] - 0s 843us/step - loss: 0.4181 - accuracy: 0.8250
Epoch 15/100
450/450 [==============================] - 0s 878us/step - loss: 0.4167 - accuracy: 0.8263
Epoch 16/100
450/450 [==============================] - 0s 860us/step - loss: 0.4154 - accuracy: 0.8282
Epoch 17/100
450/450 [==============================] - 0s 852us/step - loss: 0.4145 - accuracy: 0.8299
Epoch 18/100
450/450 [==============================] - 0s 856us/step - loss: 0.4129 - accuracy: 0.8299
Epoch 19/100
450/450 [==============================] - 0s 839us/step - loss: 0.4120 - accuracy: 0.8322
Epoch 20/100
450/450 [==============================] - 0s 890us/step - loss: 0.4113 - accuracy: 0.8340
Epoch 21/100
450/450 [==============================] - 0s 846us/step - loss: 0.4106 - accuracy: 0.8325
Epoch 22/100
450/450 [==============================] - 0s 864us/step - loss: 0.4097 - accuracy: 0.8336
Epoch 23/100
450/450 [==============================] - 0s 882us/step - loss: 0.4094 - accuracy: 0.8331
Epoch 24/100
450/450 [==============================] - 0s 834us/step - loss: 0.4083 - accuracy: 0.8344
Epoch 25/100
450/450 [==============================] - 0s 922us/step - loss: 0.4082 - accuracy: 0.8340
Epoch 26/100
450/450 [==============================] - 0s 844us/step - loss: 0.4079 - accuracy: 0.8342
Epoch 27/100
450/450 [==============================] - 0s 861us/step - loss: 0.4076 - accuracy: 0.8340
Epoch 28/100
450/450 [==============================] - 0s 868us/step - loss: 0.4066 - accuracy: 0.8342
Epoch 29/100
450/450 [==============================] - 0s 839us/step - loss: 0.4063 - accuracy: 0.8361
Epoch 30/100
450/450 [==============================] - 0s 869us/step - loss: 0.4058 - accuracy: 0.8354
Epoch 31/100
450/450 [==============================] - 0s 834us/step - loss: 0.4057 - accuracy: 0.8350
Epoch 32/100
450/450 [==============================] - 0s 836us/step - loss: 0.4053 - accuracy: 0.8357
Epoch 33/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4053 - accuracy: 0.8343
Epoch 34/100
450/450 [==============================] - 0s 860us/step - loss: 0.4047 - accuracy: 0.8346
Epoch 35/100
450/450 [==============================] - 0s 868us/step - loss: 0.4042 - accuracy: 0.8344
Epoch 36/100
450/450 [==============================] - 0s 841us/step - loss: 0.4043 - accuracy: 0.8365
Epoch 37/100
450/450 [==============================] - 0s 866us/step - loss: 0.4038 - accuracy: 0.8343
Epoch 38/100
450/450 [==============================] - 0s 884us/step - loss: 0.4035 - accuracy: 0.8365
Epoch 39/100
450/450 [==============================] - 0s 850us/step - loss: 0.4036 - accuracy: 0.8356
Epoch 40/100
450/450 [==============================] - 0s 916us/step - loss: 0.4031 - accuracy: 0.8353
Epoch 41/100
450/450 [==============================] - 0s 970us/step - loss: 0.4034 - accuracy: 0.8369
Epoch 42/100
450/450 [==============================] - 0s 851us/step - loss: 0.4031 - accuracy: 0.8358
Epoch 43/100
450/450 [==============================] - 0s 859us/step - loss: 0.4029 - accuracy: 0.8356
Epoch 44/100
450/450 [==============================] - 0s 849us/step - loss: 0.4027 - accuracy: 0.8353
Epoch 45/100
450/450 [==============================] - 0s 878us/step - loss: 0.4025 - accuracy: 0.8353
Epoch 46/100
450/450 [==============================] - 0s 847us/step - loss: 0.4027 - accuracy: 0.8367
Epoch 47/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4028 - accuracy: 0.8358
Epoch 48/100
450/450 [==============================] - 0s 877us/step - loss: 0.4024 - accuracy: 0.8364
Epoch 49/100
450/450 [==============================] - 0s 843us/step - loss: 0.4026 - accuracy: 0.8358
Epoch 50/100
450/450 [==============================] - 0s 885us/step - loss: 0.4018 - accuracy: 0.8354
Epoch 51/100
450/450 [==============================] - 0s 847us/step - loss: 0.4020 - accuracy: 0.8361
Epoch 52/100
450/450 [==============================] - 0s 860us/step - loss: 0.4018 - accuracy: 0.8365
Epoch 53/100
450/450 [==============================] - 0s 896us/step - loss: 0.4019 - accuracy: 0.8356
Epoch 54/100
450/450 [==============================] - 0s 963us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 55/100
450/450 [==============================] - 0s 881us/step - loss: 0.4015 - accuracy: 0.8353
Epoch 56/100
450/450 [==============================] - 0s 841us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 57/100
450/450 [==============================] - 0s 840us/step - loss: 0.4014 - accuracy: 0.8356
Epoch 58/100
450/450 [==============================] - 0s 887us/step - loss: 0.4010 - accuracy: 0.8367
Epoch 59/100
450/450 [==============================] - 0s 973us/step - loss: 0.4007 - accuracy: 0.8346
Epoch 60/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4008 - accuracy: 0.8368
Epoch 61/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4007 - accuracy: 0.8363
Epoch 62/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4002 - accuracy: 0.8353
Epoch 63/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4000 - accuracy: 0.8364
Epoch 64/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8347
Epoch 65/100
450/450 [==============================] - 0s 966us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 66/100
450/450 [==============================] - 0s 989us/step - loss: 0.4000 - accuracy: 0.8354
Epoch 67/100
450/450 [==============================] - 0s 923us/step - loss: 0.3998 - accuracy: 0.8360
Epoch 68/100
450/450 [==============================] - 0s 913us/step - loss: 0.3996 - accuracy: 0.8354
Epoch 69/100
450/450 [==============================] - 0s 897us/step - loss: 0.3998 - accuracy: 0.8358
Epoch 70/100
450/450 [==============================] - 0s 833us/step - loss: 0.3996 - accuracy: 0.8358
Epoch 71/100
450/450 [==============================] - 0s 848us/step - loss: 0.3997 - accuracy: 0.8344
Epoch 72/100
450/450 [==============================] - 0s 853us/step - loss: 0.3992 - accuracy: 0.8365
Epoch 73/100
450/450 [==============================] - 0s 874us/step - loss: 0.3999 - accuracy: 0.8363
Epoch 74/100
450/450 [==============================] - 0s 860us/step - loss: 0.3996 - accuracy: 0.8360
Epoch 75/100
450/450 [==============================] - 0s 867us/step - loss: 0.3997 - accuracy: 0.8365
Epoch 76/100
450/450 [==============================] - 0s 987us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 77/100
450/450 [==============================] - 0s 858us/step - loss: 0.3996 - accuracy: 0.8375
Epoch 78/100
450/450 [==============================] - 0s 940us/step - loss: 0.3994 - accuracy: 0.8343
Epoch 79/100
450/450 [==============================] - 0s 916us/step - loss: 0.3990 - accuracy: 0.83750s - loss: 0.3941 - accuracy: 0.
Epoch 80/100
450/450 [==============================] - 0s 856us/step - loss: 0.3995 - accuracy: 0.8344
Epoch 81/100
450/450 [==============================] - 0s 886us/step - loss: 0.3990 - accuracy: 0.83560s - loss: 0.4063 - accuracy: 0.
Epoch 82/100
450/450 [==============================] - 0s 886us/step - loss: 0.3990 - accuracy: 0.8364
Epoch 83/100
450/450 [==============================] - 0s 982us/step - loss: 0.3991 - accuracy: 0.8361
Epoch 84/100
450/450 [==============================] - 0s 996us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 85/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3987 - accuracy: 0.8364: 0s - loss: 0.4020 - accuracy:  - ETA: 0s - loss: 0.3983 - accuracy: 0.
Epoch 86/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3987 - accuracy: 0.8356
Epoch 87/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8339
Epoch 88/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8375
Epoch 89/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3989 - accuracy: 0.8361
Epoch 90/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3989 - accuracy: 0.8368
Epoch 91/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3991 - accuracy: 0.8358
Epoch 92/100
450/450 [==============================] - 1s 2ms/step - loss: 0.3987 - accuracy: 0.8382: 0s - loss: 0.4
Epoch 93/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3988 - accuracy: 0.8374
Epoch 94/100
450/450 [==============================] - 0s 775us/step - loss: 0.3983 - accuracy: 0.8386
Epoch 95/100
450/450 [==============================] - 0s 778us/step - loss: 0.3988 - accuracy: 0.8351
Epoch 96/100
450/450 [==============================] - 0s 805us/step - loss: 0.3987 - accuracy: 0.8374
Epoch 97/100
450/450 [==============================] - 0s 765us/step - loss: 0.3982 - accuracy: 0.8364
Epoch 98/100
450/450 [==============================] - 0s 773us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 99/100
450/450 [==============================] - 0s 792us/step - loss: 0.3987 - accuracy: 0.8363
Epoch 100/100
450/450 [==============================] - 0s 762us/step - loss: 0.3986 - accuracy: 0.8353
Epoch 1/100
450/450 [==============================] - 0s 810us/step - loss: 0.5175 - accuracy: 0.7974
Epoch 2/100
450/450 [==============================] - 0s 786us/step - loss: 0.4322 - accuracy: 0.7974
Epoch 3/100
450/450 [==============================] - 0s 790us/step - loss: 0.4284 - accuracy: 0.7974
Epoch 4/100
450/450 [==============================] - 0s 786us/step - loss: 0.4250 - accuracy: 0.7974
Epoch 5/100
450/450 [==============================] - 0s 775us/step - loss: 0.4221 - accuracy: 0.7974
Epoch 6/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4186 - accuracy: 0.8210: 0s - loss: 0.4152 
Epoch 7/100
450/450 [==============================] - 0s 736us/step - loss: 0.4166 - accuracy: 0.8254
Epoch 8/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4145 - accuracy: 0.8303
Epoch 9/100
450/450 [==============================] - 0s 738us/step - loss: 0.4130 - accuracy: 0.8303
Epoch 10/100
450/450 [==============================] - 0s 737us/step - loss: 0.4114 - accuracy: 0.8322
Epoch 11/100
450/450 [==============================] - 0s 763us/step - loss: 0.4102 - accuracy: 0.8344
Epoch 12/100
450/450 [==============================] - 0s 741us/step - loss: 0.4090 - accuracy: 0.8342
Epoch 13/100
450/450 [==============================] - 0s 774us/step - loss: 0.4078 - accuracy: 0.8349
Epoch 14/100
450/450 [==============================] - 0s 776us/step - loss: 0.4070 - accuracy: 0.8350
Epoch 15/100
450/450 [==============================] - 0s 734us/step - loss: 0.4063 - accuracy: 0.8354
Epoch 16/100
450/450 [==============================] - 0s 738us/step - loss: 0.4052 - accuracy: 0.8361
Epoch 17/100
450/450 [==============================] - 0s 775us/step - loss: 0.4042 - accuracy: 0.8350
Epoch 18/100
450/450 [==============================] - 0s 738us/step - loss: 0.4032 - accuracy: 0.8350
Epoch 19/100
450/450 [==============================] - 0s 740us/step - loss: 0.4031 - accuracy: 0.8365
Epoch 20/100
450/450 [==============================] - 0s 775us/step - loss: 0.4023 - accuracy: 0.8361
Epoch 21/100
450/450 [==============================] - 0s 750us/step - loss: 0.4016 - accuracy: 0.8372
Epoch 22/100
450/450 [==============================] - 0s 736us/step - loss: 0.4009 - accuracy: 0.8389
Epoch 23/100
450/450 [==============================] - 0s 771us/step - loss: 0.4010 - accuracy: 0.8385
Epoch 24/100
450/450 [==============================] - 0s 748us/step - loss: 0.4001 - accuracy: 0.8375
Epoch 25/100
450/450 [==============================] - 0s 740us/step - loss: 0.4007 - accuracy: 0.8361
Epoch 26/100
450/450 [==============================] - 0s 763us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 27/100
450/450 [==============================] - 0s 732us/step - loss: 0.3992 - accuracy: 0.8389
Epoch 28/100
450/450 [==============================] - 0s 818us/step - loss: 0.3991 - accuracy: 0.8376
Epoch 29/100
450/450 [==============================] - 0s 776us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 30/100
450/450 [==============================] - 0s 746us/step - loss: 0.3988 - accuracy: 0.8396
Epoch 31/100
450/450 [==============================] - 0s 759us/step - loss: 0.3984 - accuracy: 0.8404
Epoch 32/100
450/450 [==============================] - 0s 755us/step - loss: 0.3982 - accuracy: 0.8389
Epoch 33/100
450/450 [==============================] - 0s 742us/step - loss: 0.3985 - accuracy: 0.8392
Epoch 34/100
450/450 [==============================] - 0s 741us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 35/100
450/450 [==============================] - 0s 781us/step - loss: 0.3979 - accuracy: 0.8382
Epoch 36/100
450/450 [==============================] - 0s 737us/step - loss: 0.3976 - accuracy: 0.8393
Epoch 37/100
450/450 [==============================] - 0s 761us/step - loss: 0.3973 - accuracy: 0.8383
Epoch 38/100
450/450 [==============================] - 0s 730us/step - loss: 0.3976 - accuracy: 0.8394
Epoch 39/100
450/450 [==============================] - 0s 741us/step - loss: 0.3973 - accuracy: 0.8388
Epoch 40/100
450/450 [==============================] - 0s 764us/step - loss: 0.3971 - accuracy: 0.8382
Epoch 41/100
450/450 [==============================] - 0s 733us/step - loss: 0.3970 - accuracy: 0.8386
Epoch 42/100
450/450 [==============================] - 0s 739us/step - loss: 0.3971 - accuracy: 0.8406
Epoch 43/100
450/450 [==============================] - 0s 768us/step - loss: 0.3970 - accuracy: 0.8399
Epoch 44/100
450/450 [==============================] - 0s 753us/step - loss: 0.3966 - accuracy: 0.8406
Epoch 45/100
450/450 [==============================] - 0s 757us/step - loss: 0.3972 - accuracy: 0.8396
Epoch 46/100
450/450 [==============================] - 0s 733us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 47/100
450/450 [==============================] - 0s 737us/step - loss: 0.3964 - accuracy: 0.8397
Epoch 48/100
450/450 [==============================] - 0s 748us/step - loss: 0.3966 - accuracy: 0.8381
Epoch 49/100
450/450 [==============================] - 0s 754us/step - loss: 0.3967 - accuracy: 0.8389
Epoch 50/100
450/450 [==============================] - 0s 834us/step - loss: 0.3964 - accuracy: 0.8386
Epoch 51/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3967 - accuracy: 0.8389
Epoch 52/100
450/450 [==============================] - 0s 894us/step - loss: 0.3963 - accuracy: 0.8390
Epoch 53/100
450/450 [==============================] - 0s 785us/step - loss: 0.3961 - accuracy: 0.84030s - loss: 0.3961 - accuracy: 0.84
Epoch 54/100
450/450 [==============================] - 0s 956us/step - loss: 0.3962 - accuracy: 0.8376
Epoch 55/100
450/450 [==============================] - 0s 743us/step - loss: 0.3965 - accuracy: 0.8390
Epoch 56/100
450/450 [==============================] - 0s 741us/step - loss: 0.3959 - accuracy: 0.8383
Epoch 57/100
450/450 [==============================] - 0s 769us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 58/100
450/450 [==============================] - 0s 773us/step - loss: 0.3961 - accuracy: 0.8394
Epoch 59/100
450/450 [==============================] - 0s 963us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 60/100
450/450 [==============================] - 0s 841us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 61/100
450/450 [==============================] - 0s 748us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 62/100
450/450 [==============================] - 0s 770us/step - loss: 0.3960 - accuracy: 0.8392
Epoch 63/100
450/450 [==============================] - 0s 747us/step - loss: 0.3958 - accuracy: 0.8393
Epoch 64/100
450/450 [==============================] - 0s 748us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 65/100
450/450 [==============================] - 0s 963us/step - loss: 0.3956 - accuracy: 0.8376
Epoch 66/100
450/450 [==============================] - 0s 852us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 67/100
450/450 [==============================] - 0s 884us/step - loss: 0.3958 - accuracy: 0.8379
Epoch 68/100
450/450 [==============================] - 0s 856us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 69/100
450/450 [==============================] - 0s 873us/step - loss: 0.3955 - accuracy: 0.8397
Epoch 70/100
450/450 [==============================] - 0s 895us/step - loss: 0.3956 - accuracy: 0.8382
Epoch 71/100
450/450 [==============================] - 0s 779us/step - loss: 0.3956 - accuracy: 0.8383
Epoch 72/100
450/450 [==============================] - 0s 782us/step - loss: 0.3958 - accuracy: 0.8392
Epoch 73/100
450/450 [==============================] - 0s 846us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 74/100
450/450 [==============================] - 0s 747us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 75/100
450/450 [==============================] - 0s 786us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 76/100
450/450 [==============================] - 0s 764us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 77/100
450/450 [==============================] - 0s 742us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 78/100
450/450 [==============================] - 0s 739us/step - loss: 0.3956 - accuracy: 0.8385
Epoch 79/100
450/450 [==============================] - 0s 774us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 80/100
450/450 [==============================] - 0s 761us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 81/100
450/450 [==============================] - 0s 760us/step - loss: 0.3951 - accuracy: 0.8371
Epoch 82/100
450/450 [==============================] - 0s 741us/step - loss: 0.3956 - accuracy: 0.8396
Epoch 83/100
450/450 [==============================] - 0s 747us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 84/100
450/450 [==============================] - 0s 752us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 85/100
450/450 [==============================] - 0s 746us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 86/100
450/450 [==============================] - 0s 746us/step - loss: 0.3958 - accuracy: 0.8369
Epoch 87/100
450/450 [==============================] - 0s 863us/step - loss: 0.3950 - accuracy: 0.8406
Epoch 88/100
450/450 [==============================] - 0s 738us/step - loss: 0.3951 - accuracy: 0.8399
Epoch 89/100
450/450 [==============================] - 0s 759us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 90/100
450/450 [==============================] - 0s 760us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 91/100
450/450 [==============================] - 0s 749us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 92/100
450/450 [==============================] - 0s 742us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 93/100
450/450 [==============================] - 0s 868us/step - loss: 0.3952 - accuracy: 0.8390
Epoch 94/100
450/450 [==============================] - 0s 734us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 95/100
450/450 [==============================] - 0s 756us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 96/100
450/450 [==============================] - 0s 757us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 97/100
450/450 [==============================] - 0s 734us/step - loss: 0.3950 - accuracy: 0.8399
Epoch 98/100
450/450 [==============================] - 0s 744us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 99/100
450/450 [==============================] - 0s 763us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 100/100
450/450 [==============================] - 0s 731us/step - loss: 0.3952 - accuracy: 0.8390
Epoch 1/100
450/450 [==============================] - 0s 812us/step - loss: 0.5272 - accuracy: 0.7983
Epoch 2/100
450/450 [==============================] - 0s 773us/step - loss: 0.4217 - accuracy: 0.8075
Epoch 3/100
450/450 [==============================] - 0s 807us/step - loss: 0.4053 - accuracy: 0.8160
Epoch 4/100
450/450 [==============================] - 0s 813us/step - loss: 0.3886 - accuracy: 0.8196
Epoch 5/100
450/450 [==============================] - 0s 754us/step - loss: 0.3738 - accuracy: 0.8467
Epoch 6/100
450/450 [==============================] - 0s 754us/step - loss: 0.3634 - accuracy: 0.8564
Epoch 7/100
450/450 [==============================] - 0s 772us/step - loss: 0.3576 - accuracy: 0.8576
Epoch 8/100
450/450 [==============================] - 0s 770us/step - loss: 0.3534 - accuracy: 0.8596
Epoch 9/100
450/450 [==============================] - 0s 758us/step - loss: 0.3510 - accuracy: 0.8594
Epoch 10/100
450/450 [==============================] - 0s 750us/step - loss: 0.3484 - accuracy: 0.8606
Epoch 11/100
450/450 [==============================] - 0s 750us/step - loss: 0.3471 - accuracy: 0.8612
Epoch 12/100
450/450 [==============================] - 0s 768us/step - loss: 0.3467 - accuracy: 0.8614
Epoch 13/100
450/450 [==============================] - 0s 746us/step - loss: 0.3454 - accuracy: 0.8600
Epoch 14/100
450/450 [==============================] - 0s 760us/step - loss: 0.3446 - accuracy: 0.8608
Epoch 15/100
450/450 [==============================] - 0s 769us/step - loss: 0.3443 - accuracy: 0.8617
Epoch 16/100
450/450 [==============================] - 0s 762us/step - loss: 0.3433 - accuracy: 0.8614
Epoch 17/100
450/450 [==============================] - 0s 754us/step - loss: 0.3429 - accuracy: 0.8615
Epoch 18/100
450/450 [==============================] - 0s 757us/step - loss: 0.3424 - accuracy: 0.8594
Epoch 19/100
450/450 [==============================] - 0s 750us/step - loss: 0.3416 - accuracy: 0.8628
Epoch 20/100
450/450 [==============================] - 0s 744us/step - loss: 0.3408 - accuracy: 0.8599
Epoch 21/100
450/450 [==============================] - 0s 750us/step - loss: 0.3404 - accuracy: 0.8600
Epoch 22/100
450/450 [==============================] - 0s 731us/step - loss: 0.3396 - accuracy: 0.8611
Epoch 23/100
450/450 [==============================] - 0s 747us/step - loss: 0.3386 - accuracy: 0.8607
Epoch 24/100
450/450 [==============================] - 0s 751us/step - loss: 0.3389 - accuracy: 0.8626
Epoch 25/100
450/450 [==============================] - 0s 739us/step - loss: 0.3379 - accuracy: 0.8608
Epoch 26/100
450/450 [==============================] - 0s 767us/step - loss: 0.3376 - accuracy: 0.8617
Epoch 27/100
450/450 [==============================] - 0s 763us/step - loss: 0.3371 - accuracy: 0.8604
Epoch 28/100
450/450 [==============================] - 0s 735us/step - loss: 0.3372 - accuracy: 0.8624
Epoch 29/100
450/450 [==============================] - 0s 772us/step - loss: 0.3367 - accuracy: 0.8626
Epoch 30/100
450/450 [==============================] - 0s 758us/step - loss: 0.3368 - accuracy: 0.8624
Epoch 31/100
450/450 [==============================] - 0s 738us/step - loss: 0.3364 - accuracy: 0.8618
Epoch 32/100
450/450 [==============================] - 0s 757us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 33/100
450/450 [==============================] - 0s 780us/step - loss: 0.3349 - accuracy: 0.8626
Epoch 34/100
450/450 [==============================] - 0s 776us/step - loss: 0.3346 - accuracy: 0.8633
Epoch 35/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3343 - accuracy: 0.8632
Epoch 36/100
450/450 [==============================] - 0s 768us/step - loss: 0.3342 - accuracy: 0.8629
Epoch 37/100
450/450 [==============================] - 0s 754us/step - loss: 0.3336 - accuracy: 0.8644
Epoch 38/100
450/450 [==============================] - 0s 763us/step - loss: 0.3337 - accuracy: 0.8657
Epoch 39/100
450/450 [==============================] - 0s 747us/step - loss: 0.3340 - accuracy: 0.8643
Epoch 40/100
450/450 [==============================] - 0s 754us/step - loss: 0.3333 - accuracy: 0.8649
Epoch 41/100
450/450 [==============================] - 0s 753us/step - loss: 0.3332 - accuracy: 0.8646
Epoch 42/100
450/450 [==============================] - 0s 750us/step - loss: 0.3332 - accuracy: 0.8644
Epoch 43/100
450/450 [==============================] - 0s 753us/step - loss: 0.3325 - accuracy: 0.8653
Epoch 44/100
450/450 [==============================] - 0s 752us/step - loss: 0.3321 - accuracy: 0.8671
Epoch 45/100
450/450 [==============================] - 0s 748us/step - loss: 0.3321 - accuracy: 0.8661
Epoch 46/100
450/450 [==============================] - 0s 761us/step - loss: 0.3320 - accuracy: 0.8674
Epoch 47/100
450/450 [==============================] - 0s 763us/step - loss: 0.3317 - accuracy: 0.8661
Epoch 48/100
450/450 [==============================] - 0s 755us/step - loss: 0.3315 - accuracy: 0.8690
Epoch 49/100
450/450 [==============================] - 0s 753us/step - loss: 0.3314 - accuracy: 0.8656
Epoch 50/100
450/450 [==============================] - 0s 761us/step - loss: 0.3309 - accuracy: 0.8671
Epoch 51/100
450/450 [==============================] - 0s 754us/step - loss: 0.3311 - accuracy: 0.8644
Epoch 52/100
450/450 [==============================] - 0s 747us/step - loss: 0.3310 - accuracy: 0.8678
Epoch 53/100
450/450 [==============================] - 0s 754us/step - loss: 0.3307 - accuracy: 0.8667
Epoch 54/100
450/450 [==============================] - 0s 767us/step - loss: 0.3313 - accuracy: 0.8661
Epoch 55/100
450/450 [==============================] - 0s 751us/step - loss: 0.3314 - accuracy: 0.8664
Epoch 56/100
450/450 [==============================] - 0s 752us/step - loss: 0.3307 - accuracy: 0.8657
Epoch 57/100
450/450 [==============================] - 0s 744us/step - loss: 0.3312 - accuracy: 0.8667
Epoch 58/100
450/450 [==============================] - 0s 785us/step - loss: 0.3301 - accuracy: 0.86610s - loss: 0.3301 - accuracy: 0.86
Epoch 59/100
450/450 [==============================] - 0s 761us/step - loss: 0.3306 - accuracy: 0.8629
Epoch 60/100
450/450 [==============================] - 0s 758us/step - loss: 0.3310 - accuracy: 0.8668
Epoch 61/100
450/450 [==============================] - 0s 759us/step - loss: 0.3301 - accuracy: 0.8665
Epoch 62/100
450/450 [==============================] - 0s 742us/step - loss: 0.3304 - accuracy: 0.8665
Epoch 63/100
450/450 [==============================] - 0s 755us/step - loss: 0.3305 - accuracy: 0.8665
Epoch 64/100
450/450 [==============================] - 0s 774us/step - loss: 0.3308 - accuracy: 0.8661
Epoch 65/100
450/450 [==============================] - 0s 738us/step - loss: 0.3307 - accuracy: 0.8665
Epoch 66/100
450/450 [==============================] - 0s 746us/step - loss: 0.3304 - accuracy: 0.8656
Epoch 67/100
450/450 [==============================] - 0s 775us/step - loss: 0.3300 - accuracy: 0.8661
Epoch 68/100
450/450 [==============================] - 0s 737us/step - loss: 0.3303 - accuracy: 0.8687
Epoch 69/100
450/450 [==============================] - 0s 745us/step - loss: 0.3305 - accuracy: 0.8653
Epoch 70/100
450/450 [==============================] - 0s 773us/step - loss: 0.3295 - accuracy: 0.8679
Epoch 71/100
450/450 [==============================] - 0s 739us/step - loss: 0.3300 - accuracy: 0.8662
Epoch 72/100
450/450 [==============================] - 0s 748us/step - loss: 0.3298 - accuracy: 0.8668
Epoch 73/100
450/450 [==============================] - 0s 770us/step - loss: 0.3297 - accuracy: 0.8668
Epoch 74/100
450/450 [==============================] - 0s 743us/step - loss: 0.3297 - accuracy: 0.8654
Epoch 75/100
450/450 [==============================] - 0s 756us/step - loss: 0.3303 - accuracy: 0.8651
Epoch 76/100
450/450 [==============================] - 0s 792us/step - loss: 0.3303 - accuracy: 0.8671
Epoch 77/100
450/450 [==============================] - 0s 743us/step - loss: 0.3298 - accuracy: 0.8658
Epoch 78/100
450/450 [==============================] - 0s 741us/step - loss: 0.3297 - accuracy: 0.8664
Epoch 79/100
450/450 [==============================] - 0s 772us/step - loss: 0.3298 - accuracy: 0.8656
Epoch 80/100
450/450 [==============================] - 0s 745us/step - loss: 0.3294 - accuracy: 0.8679
Epoch 81/100
450/450 [==============================] - 0s 761us/step - loss: 0.3298 - accuracy: 0.8664
Epoch 82/100
450/450 [==============================] - 0s 744us/step - loss: 0.3298 - accuracy: 0.8656
Epoch 83/100
450/450 [==============================] - 0s 816us/step - loss: 0.3296 - accuracy: 0.8669
Epoch 84/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8662
Epoch 85/100
450/450 [==============================] - 0s 755us/step - loss: 0.3295 - accuracy: 0.8651
Epoch 86/100
450/450 [==============================] - 0s 927us/step - loss: 0.3287 - accuracy: 0.8672
Epoch 87/100
450/450 [==============================] - 0s 873us/step - loss: 0.3292 - accuracy: 0.8661
Epoch 88/100
450/450 [==============================] - 0s 958us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 89/100
450/450 [==============================] - 0s 910us/step - loss: 0.3292 - accuracy: 0.8679
Epoch 90/100
450/450 [==============================] - 0s 812us/step - loss: 0.3296 - accuracy: 0.8653
Epoch 91/100
450/450 [==============================] - 0s 855us/step - loss: 0.3293 - accuracy: 0.8658
Epoch 92/100
450/450 [==============================] - 0s 859us/step - loss: 0.3298 - accuracy: 0.8644
Epoch 93/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3290 - accuracy: 0.8675
Epoch 94/100
450/450 [==============================] - 0s 954us/step - loss: 0.3290 - accuracy: 0.8669
Epoch 95/100
450/450 [==============================] - 0s 787us/step - loss: 0.3290 - accuracy: 0.8667
Epoch 96/100
450/450 [==============================] - 0s 760us/step - loss: 0.3285 - accuracy: 0.8661
Epoch 97/100
450/450 [==============================] - 0s 860us/step - loss: 0.3291 - accuracy: 0.8671
Epoch 98/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3292 - accuracy: 0.8660
Epoch 99/100
450/450 [==============================] - 0s 957us/step - loss: 0.3290 - accuracy: 0.8660
Epoch 100/100
450/450 [==============================] - 0s 870us/step - loss: 0.3296 - accuracy: 0.8658
Epoch 1/100
450/450 [==============================] - 0s 762us/step - loss: 0.5335 - accuracy: 0.7964
Epoch 2/100
450/450 [==============================] - 0s 797us/step - loss: 0.4358 - accuracy: 0.7964
Epoch 3/100
450/450 [==============================] - 0s 764us/step - loss: 0.4316 - accuracy: 0.7964
Epoch 4/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7964
Epoch 5/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7964: 0s - loss: 0.4289 - accuracy
Epoch 6/100
450/450 [==============================] - 0s 837us/step - loss: 0.4222 - accuracy: 0.8061
Epoch 7/100
450/450 [==============================] - 0s 767us/step - loss: 0.4199 - accuracy: 0.8226
Epoch 8/100
450/450 [==============================] - 0s 784us/step - loss: 0.4182 - accuracy: 0.8254
Epoch 9/100
450/450 [==============================] - 0s 766us/step - loss: 0.4165 - accuracy: 0.8299
Epoch 10/100
450/450 [==============================] - 0s 842us/step - loss: 0.4148 - accuracy: 0.8306
Epoch 11/100
450/450 [==============================] - 0s 862us/step - loss: 0.4132 - accuracy: 0.8314
Epoch 12/100
450/450 [==============================] - 0s 826us/step - loss: 0.4121 - accuracy: 0.8333
Epoch 13/100
450/450 [==============================] - 0s 841us/step - loss: 0.4111 - accuracy: 0.8336
Epoch 14/100
450/450 [==============================] - 0s 760us/step - loss: 0.4097 - accuracy: 0.8343
Epoch 15/100
450/450 [==============================] - 0s 765us/step - loss: 0.4090 - accuracy: 0.8358
Epoch 16/100
450/450 [==============================] - 0s 825us/step - loss: 0.4083 - accuracy: 0.8342
Epoch 17/100
450/450 [==============================] - 0s 758us/step - loss: 0.4076 - accuracy: 0.8357
Epoch 18/100
450/450 [==============================] - 0s 762us/step - loss: 0.4068 - accuracy: 0.8349
Epoch 19/100
450/450 [==============================] - 0s 774us/step - loss: 0.4061 - accuracy: 0.8350
Epoch 20/100
450/450 [==============================] - 0s 754us/step - loss: 0.4057 - accuracy: 0.8360
Epoch 21/100
450/450 [==============================] - 0s 768us/step - loss: 0.4050 - accuracy: 0.8344
Epoch 22/100
450/450 [==============================] - 0s 901us/step - loss: 0.4046 - accuracy: 0.8350
Epoch 23/100
450/450 [==============================] - 0s 763us/step - loss: 0.4041 - accuracy: 0.8354
Epoch 24/100
450/450 [==============================] - 0s 773us/step - loss: 0.4038 - accuracy: 0.8361
Epoch 25/100
450/450 [==============================] - 0s 759us/step - loss: 0.4033 - accuracy: 0.8360
Epoch 26/100
450/450 [==============================] - 0s 765us/step - loss: 0.4029 - accuracy: 0.8356
Epoch 27/100
450/450 [==============================] - 0s 778us/step - loss: 0.4025 - accuracy: 0.8381
Epoch 28/100
450/450 [==============================] - 0s 780us/step - loss: 0.4027 - accuracy: 0.8368
Epoch 29/100
450/450 [==============================] - 0s 755us/step - loss: 0.4022 - accuracy: 0.8363
Epoch 30/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8367
Epoch 31/100
450/450 [==============================] - 0s 800us/step - loss: 0.4017 - accuracy: 0.83680s - loss: 0.4029 - accuracy: 0.83
Epoch 32/100
450/450 [==============================] - 0s 786us/step - loss: 0.4016 - accuracy: 0.8360
Epoch 33/100
450/450 [==============================] - 0s 763us/step - loss: 0.4010 - accuracy: 0.8365
Epoch 34/100
450/450 [==============================] - 0s 764us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 35/100
450/450 [==============================] - 0s 781us/step - loss: 0.4008 - accuracy: 0.8371
Epoch 36/100
450/450 [==============================] - 0s 774us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 37/100
450/450 [==============================] - 0s 759us/step - loss: 0.3999 - accuracy: 0.8353
Epoch 38/100
450/450 [==============================] - 0s 781us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 39/100
450/450 [==============================] - 0s 775us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 40/100
450/450 [==============================] - 0s 770us/step - loss: 0.4000 - accuracy: 0.8356
Epoch 41/100
450/450 [==============================] - 0s 797us/step - loss: 0.3995 - accuracy: 0.8364
Epoch 42/100
450/450 [==============================] - 0s 757us/step - loss: 0.3994 - accuracy: 0.8368
Epoch 43/100
450/450 [==============================] - 0s 759us/step - loss: 0.3995 - accuracy: 0.8360
Epoch 44/100
450/450 [==============================] - 0s 781us/step - loss: 0.3991 - accuracy: 0.8371
Epoch 45/100
450/450 [==============================] - 0s 774us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 46/100
450/450 [==============================] - 0s 764us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 47/100
450/450 [==============================] - 0s 798us/step - loss: 0.3987 - accuracy: 0.8369
Epoch 48/100
450/450 [==============================] - 0s 754us/step - loss: 0.3984 - accuracy: 0.8361
Epoch 49/100
450/450 [==============================] - 0s 766us/step - loss: 0.3986 - accuracy: 0.83540s - loss: 0.3965 - accuracy: 0.83
Epoch 50/100
450/450 [==============================] - 0s 779us/step - loss: 0.3981 - accuracy: 0.8385
Epoch 51/100
450/450 [==============================] - 0s 761us/step - loss: 0.3982 - accuracy: 0.8385
Epoch 52/100
450/450 [==============================] - 0s 760us/step - loss: 0.3978 - accuracy: 0.8367
Epoch 53/100
450/450 [==============================] - 0s 787us/step - loss: 0.3982 - accuracy: 0.8367
Epoch 54/100
450/450 [==============================] - 0s 758us/step - loss: 0.3979 - accuracy: 0.8354
Epoch 55/100
450/450 [==============================] - 0s 786us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 56/100
450/450 [==============================] - 0s 772us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 57/100
450/450 [==============================] - 0s 764us/step - loss: 0.3973 - accuracy: 0.8367
Epoch 58/100
450/450 [==============================] - 0s 865us/step - loss: 0.3974 - accuracy: 0.8361
Epoch 59/100
450/450 [==============================] - 0s 760us/step - loss: 0.3973 - accuracy: 0.8368
Epoch 60/100
450/450 [==============================] - 0s 757us/step - loss: 0.3969 - accuracy: 0.8372
Epoch 61/100
450/450 [==============================] - 0s 782us/step - loss: 0.3973 - accuracy: 0.8365
Epoch 62/100
450/450 [==============================] - 0s 759us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 63/100
450/450 [==============================] - 0s 751us/step - loss: 0.3970 - accuracy: 0.8358
Epoch 64/100
450/450 [==============================] - 0s 791us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 65/100
450/450 [==============================] - 0s 765us/step - loss: 0.3968 - accuracy: 0.8360
Epoch 66/100
450/450 [==============================] - 0s 766us/step - loss: 0.3970 - accuracy: 0.8346
Epoch 67/100
450/450 [==============================] - 0s 797us/step - loss: 0.3965 - accuracy: 0.8347
Epoch 68/100
450/450 [==============================] - 0s 758us/step - loss: 0.3971 - accuracy: 0.8364
Epoch 69/100
450/450 [==============================] - 0s 772us/step - loss: 0.3967 - accuracy: 0.8367
Epoch 70/100
450/450 [==============================] - 0s 804us/step - loss: 0.3963 - accuracy: 0.8374
Epoch 71/100
450/450 [==============================] - 0s 822us/step - loss: 0.3967 - accuracy: 0.8356
Epoch 72/100
450/450 [==============================] - 0s 803us/step - loss: 0.3964 - accuracy: 0.8360
Epoch 73/100
450/450 [==============================] - 0s 783us/step - loss: 0.3961 - accuracy: 0.8349
Epoch 74/100
450/450 [==============================] - 0s 782us/step - loss: 0.3967 - accuracy: 0.8361
Epoch 75/100
450/450 [==============================] - 0s 971us/step - loss: 0.3963 - accuracy: 0.8367
Epoch 76/100
450/450 [==============================] - 0s 757us/step - loss: 0.3965 - accuracy: 0.8357
Epoch 77/100
450/450 [==============================] - 0s 758us/step - loss: 0.3966 - accuracy: 0.8364
Epoch 78/100
450/450 [==============================] - 0s 829us/step - loss: 0.3963 - accuracy: 0.8358
Epoch 79/100
450/450 [==============================] - 0s 766us/step - loss: 0.3964 - accuracy: 0.8354
Epoch 80/100
450/450 [==============================] - 0s 760us/step - loss: 0.3963 - accuracy: 0.8353
Epoch 81/100
450/450 [==============================] - 0s 781us/step - loss: 0.3957 - accuracy: 0.8357
Epoch 82/100
450/450 [==============================] - 0s 766us/step - loss: 0.3964 - accuracy: 0.8340
Epoch 83/100
450/450 [==============================] - 0s 784us/step - loss: 0.3962 - accuracy: 0.8354
Epoch 84/100
450/450 [==============================] - 0s 774us/step - loss: 0.3958 - accuracy: 0.8360
Epoch 85/100
450/450 [==============================] - 0s 764us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 86/100
450/450 [==============================] - 0s 777us/step - loss: 0.3962 - accuracy: 0.8356
Epoch 87/100
450/450 [==============================] - 0s 755us/step - loss: 0.3958 - accuracy: 0.8358
Epoch 88/100
450/450 [==============================] - 0s 757us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 89/100
450/450 [==============================] - 0s 766us/step - loss: 0.3957 - accuracy: 0.8357
Epoch 90/100
450/450 [==============================] - 0s 760us/step - loss: 0.3962 - accuracy: 0.8350
Epoch 91/100
450/450 [==============================] - 0s 762us/step - loss: 0.3963 - accuracy: 0.8349
Epoch 92/100
450/450 [==============================] - 0s 779us/step - loss: 0.3961 - accuracy: 0.8350
Epoch 93/100
450/450 [==============================] - 0s 755us/step - loss: 0.3965 - accuracy: 0.8339
Epoch 94/100
450/450 [==============================] - 0s 795us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 95/100
450/450 [==============================] - 0s 766us/step - loss: 0.3959 - accuracy: 0.8357
Epoch 96/100
450/450 [==============================] - 0s 758us/step - loss: 0.3958 - accuracy: 0.8368
Epoch 97/100
450/450 [==============================] - 0s 771us/step - loss: 0.3961 - accuracy: 0.8351
Epoch 98/100
450/450 [==============================] - 0s 778us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 99/100
450/450 [==============================] - 0s 751us/step - loss: 0.3957 - accuracy: 0.8349
Epoch 100/100
450/450 [==============================] - 0s 770us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 1/100
450/450 [==============================] - 0s 971us/step - loss: 0.5263 - accuracy: 0.7979
Epoch 2/100
450/450 [==============================] - 0s 798us/step - loss: 0.4324 - accuracy: 0.7985
Epoch 3/100
450/450 [==============================] - 0s 754us/step - loss: 0.4296 - accuracy: 0.7985
Epoch 4/100
450/450 [==============================] - 0s 814us/step - loss: 0.4280 - accuracy: 0.7985
Epoch 5/100
450/450 [==============================] - 0s 803us/step - loss: 0.4256 - accuracy: 0.79850s - loss: 0.4209 - accuracy: 
Epoch 6/100
450/450 [==============================] - 0s 753us/step - loss: 0.4222 - accuracy: 0.7985
Epoch 7/100
450/450 [==============================] - 0s 833us/step - loss: 0.4188 - accuracy: 0.8114
Epoch 8/100
450/450 [==============================] - 0s 777us/step - loss: 0.4165 - accuracy: 0.8238
Epoch 9/100
450/450 [==============================] - 0s 808us/step - loss: 0.4145 - accuracy: 0.8275
Epoch 10/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4132 - accuracy: 0.8301
Epoch 11/100
450/450 [==============================] - 0s 759us/step - loss: 0.4116 - accuracy: 0.8318
Epoch 12/100
450/450 [==============================] - 0s 754us/step - loss: 0.4107 - accuracy: 0.8319
Epoch 13/100
450/450 [==============================] - 0s 784us/step - loss: 0.4098 - accuracy: 0.8331
Epoch 14/100
450/450 [==============================] - 0s 738us/step - loss: 0.4087 - accuracy: 0.8336
Epoch 15/100
450/450 [==============================] - 0s 750us/step - loss: 0.4079 - accuracy: 0.8340
Epoch 16/100
450/450 [==============================] - 0s 771us/step - loss: 0.4072 - accuracy: 0.8336
Epoch 17/100
450/450 [==============================] - 0s 739us/step - loss: 0.4060 - accuracy: 0.8356
Epoch 18/100
450/450 [==============================] - 0s 743us/step - loss: 0.4056 - accuracy: 0.8357
Epoch 19/100
450/450 [==============================] - 0s 768us/step - loss: 0.4044 - accuracy: 0.8360
Epoch 20/100
450/450 [==============================] - 0s 739us/step - loss: 0.4039 - accuracy: 0.8357
Epoch 21/100
450/450 [==============================] - 0s 757us/step - loss: 0.4034 - accuracy: 0.8371
Epoch 22/100
450/450 [==============================] - 0s 748us/step - loss: 0.4026 - accuracy: 0.8361
Epoch 23/100
450/450 [==============================] - 0s 741us/step - loss: 0.4023 - accuracy: 0.8358
Epoch 24/100
450/450 [==============================] - 0s 777us/step - loss: 0.4016 - accuracy: 0.8367
Epoch 25/100
450/450 [==============================] - 0s 754us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 26/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4012 - accuracy: 0.8364
Epoch 27/100
450/450 [==============================] - 0s 799us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 28/100
450/450 [==============================] - 0s 744us/step - loss: 0.4005 - accuracy: 0.8378
Epoch 29/100
450/450 [==============================] - 0s 748us/step - loss: 0.4001 - accuracy: 0.8364
Epoch 30/100
450/450 [==============================] - 0s 769us/step - loss: 0.3995 - accuracy: 0.8382
Epoch 31/100
450/450 [==============================] - 0s 753us/step - loss: 0.3998 - accuracy: 0.8361
Epoch 32/100
450/450 [==============================] - 0s 745us/step - loss: 0.3994 - accuracy: 0.8379
Epoch 33/100
450/450 [==============================] - 0s 757us/step - loss: 0.3990 - accuracy: 0.8371
Epoch 34/100
450/450 [==============================] - 0s 740us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 35/100
450/450 [==============================] - 0s 746us/step - loss: 0.3982 - accuracy: 0.8367
Epoch 36/100
450/450 [==============================] - 0s 780us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 37/100
450/450 [==============================] - 0s 739us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 38/100
450/450 [==============================] - 0s 749us/step - loss: 0.3979 - accuracy: 0.8371
Epoch 39/100
450/450 [==============================] - 0s 795us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 40/100
450/450 [==============================] - 0s 738us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 41/100
450/450 [==============================] - 0s 753us/step - loss: 0.3970 - accuracy: 0.8369
Epoch 42/100
450/450 [==============================] - 0s 775us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 43/100
450/450 [==============================] - 0s 740us/step - loss: 0.3969 - accuracy: 0.8390
Epoch 44/100
450/450 [==============================] - 0s 769us/step - loss: 0.3965 - accuracy: 0.8378
Epoch 45/100
450/450 [==============================] - 0s 747us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 46/100
450/450 [==============================] - 0s 737us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 47/100
450/450 [==============================] - 0s 759us/step - loss: 0.3965 - accuracy: 0.8375
Epoch 48/100
450/450 [==============================] - 0s 749us/step - loss: 0.3960 - accuracy: 0.8385
Epoch 49/100
450/450 [==============================] - 0s 740us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 50/100
450/450 [==============================] - 0s 756us/step - loss: 0.3957 - accuracy: 0.8393
Epoch 51/100
450/450 [==============================] - 0s 746us/step - loss: 0.3959 - accuracy: 0.8381
Epoch 52/100
450/450 [==============================] - 0s 746us/step - loss: 0.3959 - accuracy: 0.8376
Epoch 53/100
450/450 [==============================] - 0s 772us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 54/100
450/450 [==============================] - 0s 749us/step - loss: 0.3958 - accuracy: 0.8392
Epoch 55/100
450/450 [==============================] - 0s 747us/step - loss: 0.3957 - accuracy: 0.8375
Epoch 56/100
450/450 [==============================] - 0s 764us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 57/100
450/450 [==============================] - 0s 763us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 58/100
450/450 [==============================] - 0s 779us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 59/100
450/450 [==============================] - 0s 814us/step - loss: 0.3957 - accuracy: 0.8383
Epoch 60/100
450/450 [==============================] - 0s 755us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 61/100
450/450 [==============================] - 0s 764us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 62/100
450/450 [==============================] - 0s 781us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 63/100
450/450 [==============================] - 0s 754us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 64/100
450/450 [==============================] - 0s 751us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 65/100
450/450 [==============================] - 0s 815us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 66/100
450/450 [==============================] - 0s 743us/step - loss: 0.3951 - accuracy: 0.8399
Epoch 67/100
450/450 [==============================] - 0s 751us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 68/100
450/450 [==============================] - 0s 807us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 69/100
450/450 [==============================] - 0s 725us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 70/100
450/450 [==============================] - 0s 771us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 71/100
450/450 [==============================] - 0s 794us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 72/100
450/450 [==============================] - 0s 741us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 73/100
450/450 [==============================] - 0s 768us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 74/100
450/450 [==============================] - 0s 748us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 75/100
450/450 [==============================] - 0s 743us/step - loss: 0.3950 - accuracy: 0.8388
Epoch 76/100
450/450 [==============================] - 0s 770us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 77/100
450/450 [==============================] - 0s 752us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 78/100
450/450 [==============================] - 0s 753us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 79/100
450/450 [==============================] - 0s 741us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 80/100
450/450 [==============================] - 0s 748us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 81/100
450/450 [==============================] - 0s 754us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 82/100
450/450 [==============================] - 0s 745us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 83/100
450/450 [==============================] - 0s 762us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 84/100
450/450 [==============================] - 0s 750us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 85/100
450/450 [==============================] - 0s 756us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 86/100
450/450 [==============================] - 0s 755us/step - loss: 0.3949 - accuracy: 0.8396
Epoch 87/100
450/450 [==============================] - 0s 763us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 88/100
450/450 [==============================] - 0s 779us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 89/100
450/450 [==============================] - 0s 765us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 90/100
450/450 [==============================] - 0s 752us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 91/100
450/450 [==============================] - 0s 770us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 92/100
450/450 [==============================] - 0s 752us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 93/100
450/450 [==============================] - 0s 762us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 94/100
450/450 [==============================] - 0s 781us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 95/100
450/450 [==============================] - 0s 743us/step - loss: 0.3948 - accuracy: 0.8383
Epoch 96/100
450/450 [==============================] - 0s 759us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 97/100
450/450 [==============================] - 0s 788us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 98/100
450/450 [==============================] - 0s 735us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 99/100
450/450 [==============================] - 0s 763us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 100/100
450/450 [==============================] - 0s 777us/step - loss: 0.3945 - accuracy: 0.8407
Epoch 1/100
450/450 [==============================] - 0s 992us/step - loss: 0.5587 - accuracy: 0.7958
Epoch 2/100
450/450 [==============================] - 0s 817us/step - loss: 0.4424 - accuracy: 0.7962
Epoch 3/100
450/450 [==============================] - 0s 826us/step - loss: 0.4357 - accuracy: 0.7962
Epoch 4/100
450/450 [==============================] - 0s 852us/step - loss: 0.4322 - accuracy: 0.7962
Epoch 5/100
450/450 [==============================] - 0s 815us/step - loss: 0.4286 - accuracy: 0.7962
Epoch 6/100
450/450 [==============================] - 0s 828us/step - loss: 0.4257 - accuracy: 0.7962
Epoch 7/100
450/450 [==============================] - 0s 823us/step - loss: 0.4229 - accuracy: 0.8136
Epoch 8/100
450/450 [==============================] - 0s 943us/step - loss: 0.4206 - accuracy: 0.8225
Epoch 9/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4187 - accuracy: 0.8267
Epoch 10/100
450/450 [==============================] - 0s 870us/step - loss: 0.4170 - accuracy: 0.8296
Epoch 11/100
450/450 [==============================] - 0s 818us/step - loss: 0.4156 - accuracy: 0.83100s - loss: 0.4179 - accuracy
Epoch 12/100
450/450 [==============================] - 0s 810us/step - loss: 0.4143 - accuracy: 0.8315
Epoch 13/100
450/450 [==============================] - 0s 799us/step - loss: 0.4131 - accuracy: 0.8329
Epoch 14/100
450/450 [==============================] - 0s 807us/step - loss: 0.4124 - accuracy: 0.8335
Epoch 15/100
450/450 [==============================] - 0s 786us/step - loss: 0.4115 - accuracy: 0.8339
Epoch 16/100
450/450 [==============================] - 0s 825us/step - loss: 0.4106 - accuracy: 0.8347
Epoch 17/100
450/450 [==============================] - 0s 803us/step - loss: 0.4099 - accuracy: 0.8336
Epoch 18/100
450/450 [==============================] - 0s 802us/step - loss: 0.4091 - accuracy: 0.8350
Epoch 19/100
450/450 [==============================] - 0s 834us/step - loss: 0.4089 - accuracy: 0.8356
Epoch 20/100
450/450 [==============================] - 0s 808us/step - loss: 0.4079 - accuracy: 0.8372
Epoch 21/100
450/450 [==============================] - 0s 804us/step - loss: 0.4078 - accuracy: 0.8363
Epoch 22/100
450/450 [==============================] - 0s 827us/step - loss: 0.4068 - accuracy: 0.8371
Epoch 23/100
450/450 [==============================] - 0s 776us/step - loss: 0.4070 - accuracy: 0.8358
Epoch 24/100
450/450 [==============================] - 0s 787us/step - loss: 0.4062 - accuracy: 0.8365
Epoch 25/100
450/450 [==============================] - 0s 894us/step - loss: 0.4062 - accuracy: 0.8365
Epoch 26/100
450/450 [==============================] - 0s 779us/step - loss: 0.4059 - accuracy: 0.8357
Epoch 27/100
450/450 [==============================] - 0s 806us/step - loss: 0.4058 - accuracy: 0.8367
Epoch 28/100
450/450 [==============================] - 0s 781us/step - loss: 0.4054 - accuracy: 0.8369
Epoch 29/100
450/450 [==============================] - 0s 785us/step - loss: 0.4051 - accuracy: 0.8372
Epoch 30/100
450/450 [==============================] - 0s 803us/step - loss: 0.4048 - accuracy: 0.8358
Epoch 31/100
450/450 [==============================] - 0s 784us/step - loss: 0.4046 - accuracy: 0.8367
Epoch 32/100
450/450 [==============================] - 0s 1ms/step - loss: 0.4042 - accuracy: 0.8378
Epoch 33/100
450/450 [==============================] - 0s 816us/step - loss: 0.4043 - accuracy: 0.8360
Epoch 34/100
450/450 [==============================] - 0s 779us/step - loss: 0.4040 - accuracy: 0.8356
Epoch 35/100
450/450 [==============================] - 0s 812us/step - loss: 0.4036 - accuracy: 0.8351
Epoch 36/100
450/450 [==============================] - 0s 789us/step - loss: 0.4035 - accuracy: 0.8372
Epoch 37/100
450/450 [==============================] - 0s 794us/step - loss: 0.4035 - accuracy: 0.83610s - loss: 0.4036 - accuracy: 0.83
Epoch 38/100
450/450 [==============================] - 0s 809us/step - loss: 0.4036 - accuracy: 0.8361
Epoch 39/100
450/450 [==============================] - 0s 810us/step - loss: 0.4031 - accuracy: 0.8367
Epoch 40/100
450/450 [==============================] - 0s 787us/step - loss: 0.4029 - accuracy: 0.8363
Epoch 41/100
450/450 [==============================] - 0s 794us/step - loss: 0.4028 - accuracy: 0.8368
Epoch 42/100
450/450 [==============================] - 0s 781us/step - loss: 0.4025 - accuracy: 0.8361
Epoch 43/100
450/450 [==============================] - 0s 797us/step - loss: 0.4027 - accuracy: 0.8367
Epoch 44/100
450/450 [==============================] - 0s 805us/step - loss: 0.4023 - accuracy: 0.8364
Epoch 45/100
450/450 [==============================] - 0s 777us/step - loss: 0.4022 - accuracy: 0.8368
Epoch 46/100
450/450 [==============================] - 0s 816us/step - loss: 0.4020 - accuracy: 0.8354
Epoch 47/100
450/450 [==============================] - 0s 796us/step - loss: 0.4019 - accuracy: 0.8365
Epoch 48/100
450/450 [==============================] - 0s 789us/step - loss: 0.4018 - accuracy: 0.8372
Epoch 49/100
450/450 [==============================] - 0s 813us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 50/100
450/450 [==============================] - 0s 801us/step - loss: 0.4016 - accuracy: 0.8357
Epoch 51/100
450/450 [==============================] - 0s 786us/step - loss: 0.4017 - accuracy: 0.8367
Epoch 52/100
450/450 [==============================] - 0s 807us/step - loss: 0.4011 - accuracy: 0.8371
Epoch 53/100
450/450 [==============================] - 0s 790us/step - loss: 0.4014 - accuracy: 0.8374
Epoch 54/100
450/450 [==============================] - 0s 813us/step - loss: 0.4010 - accuracy: 0.8368
Epoch 55/100
450/450 [==============================] - 0s 785us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 56/100
450/450 [==============================] - 0s 777us/step - loss: 0.4007 - accuracy: 0.8375
Epoch 57/100
450/450 [==============================] - 0s 804us/step - loss: 0.4008 - accuracy: 0.8378
Epoch 58/100
450/450 [==============================] - 0s 798us/step - loss: 0.4005 - accuracy: 0.83650s - loss: 0.4052 - accuracy: 0.
Epoch 59/100
450/450 [==============================] - 0s 814us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 60/100
450/450 [==============================] - 0s 780us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 61/100
450/450 [==============================] - 0s 784us/step - loss: 0.4007 - accuracy: 0.8374
Epoch 62/100
450/450 [==============================] - 0s 793us/step - loss: 0.4003 - accuracy: 0.8372
Epoch 63/100
450/450 [==============================] - 0s 844us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 64/100
450/450 [==============================] - 0s 786us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 65/100
450/450 [==============================] - 0s 800us/step - loss: 0.4005 - accuracy: 0.8374
Epoch 66/100
450/450 [==============================] - 0s 793us/step - loss: 0.3999 - accuracy: 0.8382
Epoch 67/100
450/450 [==============================] - 0s 785us/step - loss: 0.4002 - accuracy: 0.8364
Epoch 68/100
450/450 [==============================] - 0s 790us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 69/100
450/450 [==============================] - 0s 808us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 70/100
450/450 [==============================] - 0s 772us/step - loss: 0.4006 - accuracy: 0.8372
Epoch 71/100
450/450 [==============================] - 0s 801us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 72/100
450/450 [==============================] - 0s 796us/step - loss: 0.4000 - accuracy: 0.8378
Epoch 73/100
450/450 [==============================] - 0s 798us/step - loss: 0.4001 - accuracy: 0.8378
Epoch 74/100
450/450 [==============================] - 0s 806us/step - loss: 0.4003 - accuracy: 0.8378
Epoch 75/100
450/450 [==============================] - 0s 785us/step - loss: 0.3999 - accuracy: 0.8367
Epoch 76/100
450/450 [==============================] - 0s 787us/step - loss: 0.4000 - accuracy: 0.8367
Epoch 77/100
450/450 [==============================] - 0s 817us/step - loss: 0.3998 - accuracy: 0.8365
Epoch 78/100
450/450 [==============================] - 0s 789us/step - loss: 0.3995 - accuracy: 0.8368
Epoch 79/100
450/450 [==============================] - 0s 796us/step - loss: 0.3999 - accuracy: 0.8381
Epoch 80/100
450/450 [==============================] - 0s 796us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 81/100
450/450 [==============================] - 0s 781us/step - loss: 0.3996 - accuracy: 0.8383
Epoch 82/100
450/450 [==============================] - 0s 812us/step - loss: 0.3996 - accuracy: 0.8363
Epoch 83/100
450/450 [==============================] - 0s 781us/step - loss: 0.3996 - accuracy: 0.8374
Epoch 84/100
450/450 [==============================] - 0s 778us/step - loss: 0.3997 - accuracy: 0.8369
Epoch 85/100
450/450 [==============================] - 0s 814us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 86/100
450/450 [==============================] - 0s 793us/step - loss: 0.3989 - accuracy: 0.8364
Epoch 87/100
450/450 [==============================] - 0s 789us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 88/100
450/450 [==============================] - 0s 801us/step - loss: 0.3992 - accuracy: 0.8365
Epoch 89/100
450/450 [==============================] - 0s 783us/step - loss: 0.3991 - accuracy: 0.8379
Epoch 90/100
450/450 [==============================] - 0s 791us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 91/100
450/450 [==============================] - 0s 811us/step - loss: 0.3989 - accuracy: 0.8393
Epoch 92/100
450/450 [==============================] - 0s 778us/step - loss: 0.3981 - accuracy: 0.8372
Epoch 93/100
450/450 [==============================] - 0s 824us/step - loss: 0.3987 - accuracy: 0.8381
Epoch 94/100
450/450 [==============================] - 0s 786us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 95/100
450/450 [==============================] - 0s 778us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 96/100
450/450 [==============================] - 0s 824us/step - loss: 0.3978 - accuracy: 0.8382
Epoch 97/100
450/450 [==============================] - 0s 794us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 98/100
450/450 [==============================] - 0s 778us/step - loss: 0.3975 - accuracy: 0.8369
Epoch 99/100
450/450 [==============================] - 0s 798us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 100/100
450/450 [==============================] - 0s 782us/step - loss: 0.3974 - accuracy: 0.8375
Epoch 1/100
450/450 [==============================] - 0s 836us/step - loss: 0.5347 - accuracy: 0.7986
Epoch 2/100
450/450 [==============================] - 0s 816us/step - loss: 0.4373 - accuracy: 0.7986
Epoch 3/100
450/450 [==============================] - 0s 853us/step - loss: 0.4310 - accuracy: 0.7986
Epoch 4/100
450/450 [==============================] - 0s 845us/step - loss: 0.4286 - accuracy: 0.7986
Epoch 5/100
450/450 [==============================] - 0s 816us/step - loss: 0.4259 - accuracy: 0.7986
Epoch 6/100
450/450 [==============================] - 0s 827us/step - loss: 0.4209 - accuracy: 0.8142
Epoch 7/100
450/450 [==============================] - 0s 829us/step - loss: 0.4165 - accuracy: 0.8282
Epoch 8/100
450/450 [==============================] - 0s 826us/step - loss: 0.4124 - accuracy: 0.8333
Epoch 9/100
450/450 [==============================] - 0s 845us/step - loss: 0.4096 - accuracy: 0.8351
Epoch 10/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4065 - accuracy: 0.8364
Epoch 11/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4046 - accuracy: 0.8371
Epoch 12/100
450/450 [==============================] - 0s 908us/step - loss: 0.4023 - accuracy: 0.8385
Epoch 13/100
450/450 [==============================] - 0s 930us/step - loss: 0.4012 - accuracy: 0.8381
Epoch 14/100
450/450 [==============================] - 0s 891us/step - loss: 0.3997 - accuracy: 0.8383
Epoch 15/100
450/450 [==============================] - 0s 952us/step - loss: 0.3984 - accuracy: 0.8383
Epoch 16/100
450/450 [==============================] - 0s 799us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 17/100
450/450 [==============================] - 0s 839us/step - loss: 0.3969 - accuracy: 0.8399
Epoch 18/100
450/450 [==============================] - 0s 802us/step - loss: 0.3962 - accuracy: 0.8400
Epoch 19/100
450/450 [==============================] - 0s 897us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 20/100
450/450 [==============================] - 0s 829us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 21/100
450/450 [==============================] - 0s 803us/step - loss: 0.3945 - accuracy: 0.8408
Epoch 22/100
450/450 [==============================] - 0s 805us/step - loss: 0.3943 - accuracy: 0.8382
Epoch 23/100
450/450 [==============================] - 0s 824us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 24/100
450/450 [==============================] - 0s 820us/step - loss: 0.3937 - accuracy: 0.8399
Epoch 25/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8394
Epoch 26/100
450/450 [==============================] - 0s 957us/step - loss: 0.3931 - accuracy: 0.8403
Epoch 27/100
450/450 [==============================] - 0s 874us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 28/100
450/450 [==============================] - 0s 837us/step - loss: 0.3924 - accuracy: 0.8401
Epoch 29/100
450/450 [==============================] - 0s 807us/step - loss: 0.3917 - accuracy: 0.8403
Epoch 30/100
450/450 [==============================] - 0s 790us/step - loss: 0.3925 - accuracy: 0.8408
Epoch 31/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8397: 0s - loss: 0.3901 - accuracy: 
Epoch 32/100
450/450 [==============================] - 0s 849us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 33/100
450/450 [==============================] - 0s 813us/step - loss: 0.3915 - accuracy: 0.8408
Epoch 34/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8406
Epoch 35/100
450/450 [==============================] - 0s 791us/step - loss: 0.3916 - accuracy: 0.8418
Epoch 36/100
450/450 [==============================] - 0s 822us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 37/100
450/450 [==============================] - 0s 817us/step - loss: 0.3913 - accuracy: 0.8407
Epoch 38/100
450/450 [==============================] - 0s 863us/step - loss: 0.3911 - accuracy: 0.8401
Epoch 39/100
450/450 [==============================] - 0s 879us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 40/100
450/450 [==============================] - 0s 834us/step - loss: 0.3909 - accuracy: 0.8419
Epoch 41/100
450/450 [==============================] - 0s 816us/step - loss: 0.3909 - accuracy: 0.8415
Epoch 42/100
450/450 [==============================] - 0s 795us/step - loss: 0.3909 - accuracy: 0.8406
Epoch 43/100
450/450 [==============================] - 0s 817us/step - loss: 0.3907 - accuracy: 0.8399
Epoch 44/100
450/450 [==============================] - 0s 801us/step - loss: 0.3907 - accuracy: 0.8408
Epoch 45/100
450/450 [==============================] - 0s 791us/step - loss: 0.3904 - accuracy: 0.8399
Epoch 46/100
450/450 [==============================] - 0s 811us/step - loss: 0.3906 - accuracy: 0.8417
Epoch 47/100
450/450 [==============================] - 0s 789us/step - loss: 0.3905 - accuracy: 0.8410
Epoch 48/100
450/450 [==============================] - 0s 789us/step - loss: 0.3906 - accuracy: 0.8411
Epoch 49/100
450/450 [==============================] - 0s 823us/step - loss: 0.3908 - accuracy: 0.8421
Epoch 50/100
450/450 [==============================] - 0s 794us/step - loss: 0.3905 - accuracy: 0.8419
Epoch 51/100
450/450 [==============================] - 0s 810us/step - loss: 0.3909 - accuracy: 0.8418
Epoch 52/100
450/450 [==============================] - 0s 816us/step - loss: 0.3901 - accuracy: 0.8406
Epoch 53/100
450/450 [==============================] - 0s 795us/step - loss: 0.3910 - accuracy: 0.8410
Epoch 54/100
450/450 [==============================] - 0s 795us/step - loss: 0.3901 - accuracy: 0.8401
Epoch 55/100
450/450 [==============================] - 0s 848us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 56/100
450/450 [==============================] - 0s 798us/step - loss: 0.3903 - accuracy: 0.8414
Epoch 57/100
450/450 [==============================] - 0s 819us/step - loss: 0.3904 - accuracy: 0.8403
Epoch 58/100
450/450 [==============================] - 0s 792us/step - loss: 0.3902 - accuracy: 0.8407
Epoch 59/100
450/450 [==============================] - 0s 802us/step - loss: 0.3904 - accuracy: 0.8407
Epoch 60/100
450/450 [==============================] - 0s 815us/step - loss: 0.3902 - accuracy: 0.8411
Epoch 61/100
450/450 [==============================] - 0s 786us/step - loss: 0.3904 - accuracy: 0.8432
Epoch 62/100
450/450 [==============================] - 0s 790us/step - loss: 0.3903 - accuracy: 0.8410
Epoch 63/100
450/450 [==============================] - 0s 841us/step - loss: 0.3902 - accuracy: 0.8418
Epoch 64/100
450/450 [==============================] - 0s 821us/step - loss: 0.3899 - accuracy: 0.8415
Epoch 65/100
450/450 [==============================] - 0s 955us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 66/100
450/450 [==============================] - 0s 795us/step - loss: 0.3902 - accuracy: 0.84170s - loss: 0.3898 - accuracy: 0.
Epoch 67/100
450/450 [==============================] - 0s 805us/step - loss: 0.3901 - accuracy: 0.8421
Epoch 68/100
450/450 [==============================] - 0s 817us/step - loss: 0.3895 - accuracy: 0.8404
Epoch 69/100
450/450 [==============================] - 0s 795us/step - loss: 0.3898 - accuracy: 0.8401
Epoch 70/100
450/450 [==============================] - 0s 794us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 71/100
450/450 [==============================] - 0s 805us/step - loss: 0.3900 - accuracy: 0.8421
Epoch 72/100
450/450 [==============================] - 0s 801us/step - loss: 0.3893 - accuracy: 0.8418
Epoch 73/100
450/450 [==============================] - 0s 798us/step - loss: 0.3902 - accuracy: 0.8425
Epoch 74/100
450/450 [==============================] - 0s 809us/step - loss: 0.3895 - accuracy: 0.8435
Epoch 75/100
450/450 [==============================] - 0s 791us/step - loss: 0.3900 - accuracy: 0.8410
Epoch 76/100
450/450 [==============================] - 0s 809us/step - loss: 0.3897 - accuracy: 0.8421
Epoch 77/100
450/450 [==============================] - 0s 790us/step - loss: 0.3902 - accuracy: 0.8428
Epoch 78/100
450/450 [==============================] - 0s 798us/step - loss: 0.3895 - accuracy: 0.8414
Epoch 79/100
450/450 [==============================] - 0s 822us/step - loss: 0.3899 - accuracy: 0.8406
Epoch 80/100
450/450 [==============================] - 0s 790us/step - loss: 0.3897 - accuracy: 0.8426
Epoch 81/100
450/450 [==============================] - 0s 800us/step - loss: 0.3897 - accuracy: 0.8419
Epoch 82/100
450/450 [==============================] - 0s 832us/step - loss: 0.3901 - accuracy: 0.8413
Epoch 83/100
450/450 [==============================] - 0s 792us/step - loss: 0.3900 - accuracy: 0.8419
Epoch 84/100
450/450 [==============================] - 0s 794us/step - loss: 0.3895 - accuracy: 0.8425
Epoch 85/100
450/450 [==============================] - 0s 919us/step - loss: 0.3901 - accuracy: 0.8431
Epoch 86/100
450/450 [==============================] - 0s 789us/step - loss: 0.3896 - accuracy: 0.8421
Epoch 87/100
450/450 [==============================] - 0s 822us/step - loss: 0.3899 - accuracy: 0.8436
Epoch 88/100
450/450 [==============================] - 0s 790us/step - loss: 0.3893 - accuracy: 0.8439
Epoch 89/100
450/450 [==============================] - 0s 801us/step - loss: 0.3903 - accuracy: 0.8433
Epoch 90/100
450/450 [==============================] - 0s 800us/step - loss: 0.3892 - accuracy: 0.8421
Epoch 91/100
450/450 [==============================] - 0s 788us/step - loss: 0.3900 - accuracy: 0.8419
Epoch 92/100
450/450 [==============================] - 0s 794us/step - loss: 0.3900 - accuracy: 0.8440
Epoch 93/100
450/450 [==============================] - 0s 811us/step - loss: 0.3900 - accuracy: 0.8419
Epoch 94/100
450/450 [==============================] - 0s 789us/step - loss: 0.3895 - accuracy: 0.8429
Epoch 95/100
450/450 [==============================] - 0s 796us/step - loss: 0.3900 - accuracy: 0.8438
Epoch 96/100
450/450 [==============================] - 0s 816us/step - loss: 0.3901 - accuracy: 0.8428
Epoch 97/100
450/450 [==============================] - 0s 803us/step - loss: 0.3899 - accuracy: 0.8425
Epoch 98/100
450/450 [==============================] - 0s 801us/step - loss: 0.3897 - accuracy: 0.8444
Epoch 99/100
450/450 [==============================] - 0s 808us/step - loss: 0.3897 - accuracy: 0.8428
Epoch 100/100
450/450 [==============================] - 0s 797us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 1/100
450/450 [==============================] - 0s 814us/step - loss: 0.5614 - accuracy: 0.7968
Epoch 2/100
450/450 [==============================] - 0s 843us/step - loss: 0.4383 - accuracy: 0.7978
Epoch 3/100
450/450 [==============================] - 0s 826us/step - loss: 0.4314 - accuracy: 0.7978
Epoch 4/100
450/450 [==============================] - 0s 824us/step - loss: 0.4285 - accuracy: 0.7978
Epoch 5/100
450/450 [==============================] - 0s 840us/step - loss: 0.4264 - accuracy: 0.7978
Epoch 6/100
450/450 [==============================] - 0s 824us/step - loss: 0.4230 - accuracy: 0.8039
Epoch 7/100
450/450 [==============================] - 0s 833us/step - loss: 0.4188 - accuracy: 0.8256
Epoch 8/100
450/450 [==============================] - 0s 863us/step - loss: 0.4149 - accuracy: 0.8301
Epoch 9/100
450/450 [==============================] - 0s 821us/step - loss: 0.4112 - accuracy: 0.8324
Epoch 10/100
450/450 [==============================] - 0s 847us/step - loss: 0.4086 - accuracy: 0.8356
Epoch 11/100
450/450 [==============================] - 0s 826us/step - loss: 0.4064 - accuracy: 0.8357
Epoch 12/100
450/450 [==============================] - 0s 824us/step - loss: 0.4045 - accuracy: 0.8358
Epoch 13/100
450/450 [==============================] - 0s 985us/step - loss: 0.4033 - accuracy: 0.8349
Epoch 14/100
450/450 [==============================] - 0s 777us/step - loss: 0.4022 - accuracy: 0.8374
Epoch 15/100
450/450 [==============================] - 0s 785us/step - loss: 0.4014 - accuracy: 0.8371
Epoch 16/100
450/450 [==============================] - 0s 823us/step - loss: 0.4004 - accuracy: 0.8378
Epoch 17/100
450/450 [==============================] - 0s 797us/step - loss: 0.3995 - accuracy: 0.8361
Epoch 18/100
450/450 [==============================] - 0s 794us/step - loss: 0.3991 - accuracy: 0.8369
Epoch 19/100
450/450 [==============================] - 0s 794us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 20/100
450/450 [==============================] - 0s 793us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 21/100
450/450 [==============================] - 0s 804us/step - loss: 0.3976 - accuracy: 0.8379
Epoch 22/100
450/450 [==============================] - 0s 806us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 23/100
450/450 [==============================] - 0s 796us/step - loss: 0.3965 - accuracy: 0.8379
Epoch 24/100
450/450 [==============================] - 0s 803us/step - loss: 0.3967 - accuracy: 0.8368
Epoch 25/100
450/450 [==============================] - 0s 790us/step - loss: 0.3961 - accuracy: 0.8367
Epoch 26/100
450/450 [==============================] - 0s 797us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 27/100
450/450 [==============================] - 0s 815us/step - loss: 0.3957 - accuracy: 0.8383
Epoch 28/100
450/450 [==============================] - 0s 790us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 29/100
450/450 [==============================] - 0s 814us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 30/100
450/450 [==============================] - 0s 792us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 31/100
450/450 [==============================] - 0s 793us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 32/100
450/450 [==============================] - 0s 808us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 33/100
450/450 [==============================] - 0s 796us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 34/100
450/450 [==============================] - 0s 797us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 35/100
450/450 [==============================] - 0s 828us/step - loss: 0.3941 - accuracy: 0.8408
Epoch 36/100
450/450 [==============================] - 0s 791us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 37/100
450/450 [==============================] - 0s 796us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 38/100
450/450 [==============================] - 0s 828us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 39/100
450/450 [==============================] - 0s 782us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 40/100
450/450 [==============================] - 0s 812us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 41/100
450/450 [==============================] - 0s 799us/step - loss: 0.3940 - accuracy: 0.8401
Epoch 42/100
450/450 [==============================] - 0s 787us/step - loss: 0.3936 - accuracy: 0.8401
Epoch 43/100
450/450 [==============================] - 0s 817us/step - loss: 0.3936 - accuracy: 0.8397
Epoch 44/100
450/450 [==============================] - 0s 795us/step - loss: 0.3931 - accuracy: 0.8392
Epoch 45/100
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8400
Epoch 46/100
450/450 [==============================] - 0s 818us/step - loss: 0.3926 - accuracy: 0.8408
Epoch 47/100
450/450 [==============================] - 0s 790us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 48/100
450/450 [==============================] - 0s 821us/step - loss: 0.3930 - accuracy: 0.8404
Epoch 49/100
450/450 [==============================] - 0s 790us/step - loss: 0.3924 - accuracy: 0.8403
Epoch 50/100
450/450 [==============================] - 0s 779us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 51/100
450/450 [==============================] - 0s 794us/step - loss: 0.3924 - accuracy: 0.8399
Epoch 52/100
450/450 [==============================] - 0s 822us/step - loss: 0.3921 - accuracy: 0.8399
Epoch 53/100
450/450 [==============================] - 0s 794us/step - loss: 0.3920 - accuracy: 0.8406
Epoch 54/100
450/450 [==============================] - 0s 810us/step - loss: 0.3921 - accuracy: 0.8399
Epoch 55/100
450/450 [==============================] - 0s 794us/step - loss: 0.3917 - accuracy: 0.8389
Epoch 56/100
450/450 [==============================] - 0s 792us/step - loss: 0.3918 - accuracy: 0.8407
Epoch 57/100
450/450 [==============================] - 0s 809us/step - loss: 0.3918 - accuracy: 0.8410
Epoch 58/100
450/450 [==============================] - 0s 799us/step - loss: 0.3907 - accuracy: 0.8403
Epoch 59/100
450/450 [==============================] - 0s 796us/step - loss: 0.3917 - accuracy: 0.8401
Epoch 60/100
450/450 [==============================] - 0s 821us/step - loss: 0.3916 - accuracy: 0.8394
Epoch 61/100
450/450 [==============================] - 0s 791us/step - loss: 0.3916 - accuracy: 0.8401
Epoch 62/100
450/450 [==============================] - 0s 855us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 63/100
450/450 [==============================] - 0s 814us/step - loss: 0.3904 - accuracy: 0.8388
Epoch 64/100
450/450 [==============================] - 0s 789us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 65/100
450/450 [==============================] - 0s 806us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 66/100
450/450 [==============================] - 0s 790us/step - loss: 0.3909 - accuracy: 0.8401
Epoch 67/100
450/450 [==============================] - 0s 788us/step - loss: 0.3904 - accuracy: 0.8404
Epoch 68/100
450/450 [==============================] - 0s 808us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 69/100
450/450 [==============================] - 0s 793us/step - loss: 0.3909 - accuracy: 0.8396
Epoch 70/100
450/450 [==============================] - 0s 790us/step - loss: 0.3902 - accuracy: 0.8406
Epoch 71/100
450/450 [==============================] - 0s 844us/step - loss: 0.3909 - accuracy: 0.8418
Epoch 72/100
450/450 [==============================] - 0s 786us/step - loss: 0.3906 - accuracy: 0.8397
Epoch 73/100
450/450 [==============================] - 0s 819us/step - loss: 0.3905 - accuracy: 0.8399
Epoch 74/100
450/450 [==============================] - 0s 797us/step - loss: 0.3906 - accuracy: 0.8393
Epoch 75/100
450/450 [==============================] - 0s 788us/step - loss: 0.3905 - accuracy: 0.8397
Epoch 76/100
450/450 [==============================] - 0s 870us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 77/100
450/450 [==============================] - 0s 810us/step - loss: 0.3906 - accuracy: 0.8400
Epoch 78/100
450/450 [==============================] - 0s 804us/step - loss: 0.3906 - accuracy: 0.8406
Epoch 79/100
450/450 [==============================] - 0s 805us/step - loss: 0.3901 - accuracy: 0.8385
Epoch 80/100
450/450 [==============================] - 0s 812us/step - loss: 0.3905 - accuracy: 0.8401
Epoch 81/100
450/450 [==============================] - 0s 801us/step - loss: 0.3900 - accuracy: 0.8406
Epoch 82/100
450/450 [==============================] - 0s 810us/step - loss: 0.3903 - accuracy: 0.8403
Epoch 83/100
450/450 [==============================] - 0s 779us/step - loss: 0.3901 - accuracy: 0.8407
Epoch 84/100
450/450 [==============================] - 0s 810us/step - loss: 0.3899 - accuracy: 0.8413
Epoch 85/100
450/450 [==============================] - 0s 799us/step - loss: 0.3902 - accuracy: 0.8414
Epoch 86/100
450/450 [==============================] - 0s 794us/step - loss: 0.3899 - accuracy: 0.8400
Epoch 87/100
450/450 [==============================] - 0s 843us/step - loss: 0.3903 - accuracy: 0.8403
Epoch 88/100
450/450 [==============================] - 0s 798us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 89/100
450/450 [==============================] - 0s 797us/step - loss: 0.3899 - accuracy: 0.8389
Epoch 90/100
450/450 [==============================] - 0s 815us/step - loss: 0.3897 - accuracy: 0.8406
Epoch 91/100
450/450 [==============================] - 0s 798us/step - loss: 0.3900 - accuracy: 0.8386
Epoch 92/100
450/450 [==============================] - 0s 821us/step - loss: 0.3903 - accuracy: 0.8394
Epoch 93/100
450/450 [==============================] - 0s 815us/step - loss: 0.3896 - accuracy: 0.8408
Epoch 94/100
450/450 [==============================] - 0s 793us/step - loss: 0.3900 - accuracy: 0.8400
Epoch 95/100
450/450 [==============================] - 0s 816us/step - loss: 0.3894 - accuracy: 0.8400
Epoch 96/100
450/450 [==============================] - 0s 801us/step - loss: 0.3897 - accuracy: 0.8388
Epoch 97/100
450/450 [==============================] - 0s 793us/step - loss: 0.3901 - accuracy: 0.8413
Epoch 98/100
450/450 [==============================] - 0s 813us/step - loss: 0.3897 - accuracy: 0.8413
Epoch 99/100
450/450 [==============================] - 0s 793us/step - loss: 0.3896 - accuracy: 0.8393
Epoch 100/100
450/450 [==============================] - 0s 883us/step - loss: 0.3895 - accuracy: 0.8433
Epoch 1/100
450/450 [==============================] - 0s 821us/step - loss: 0.5421 - accuracy: 0.7932
Epoch 2/100
450/450 [==============================] - 0s 854us/step - loss: 0.4416 - accuracy: 0.7940
Epoch 3/100
450/450 [==============================] - 0s 837us/step - loss: 0.4356 - accuracy: 0.7940
Epoch 4/100
450/450 [==============================] - 0s 846us/step - loss: 0.4319 - accuracy: 0.7940
Epoch 5/100
450/450 [==============================] - 0s 820us/step - loss: 0.4289 - accuracy: 0.7940
Epoch 6/100
450/450 [==============================] - 0s 836us/step - loss: 0.4256 - accuracy: 0.8140
Epoch 7/100
450/450 [==============================] - 0s 843us/step - loss: 0.4238 - accuracy: 0.8203
Epoch 8/100
450/450 [==============================] - 0s 837us/step - loss: 0.4223 - accuracy: 0.8239
Epoch 9/100
450/450 [==============================] - 0s 825us/step - loss: 0.4211 - accuracy: 0.8256
Epoch 10/100
450/450 [==============================] - 0s 845us/step - loss: 0.4194 - accuracy: 0.8269
Epoch 11/100
450/450 [==============================] - 0s 831us/step - loss: 0.4190 - accuracy: 0.8313
Epoch 12/100
450/450 [==============================] - 0s 853us/step - loss: 0.4178 - accuracy: 0.8290
Epoch 13/100
450/450 [==============================] - 0s 836us/step - loss: 0.4171 - accuracy: 0.8340
Epoch 14/100
450/450 [==============================] - 0s 816us/step - loss: 0.4159 - accuracy: 0.8331
Epoch 15/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4154 - accuracy: 0.8326
Epoch 16/100
450/450 [==============================] - 0s 878us/step - loss: 0.4144 - accuracy: 0.8315
Epoch 17/100
450/450 [==============================] - 0s 791us/step - loss: 0.4143 - accuracy: 0.8328
Epoch 18/100
450/450 [==============================] - 0s 806us/step - loss: 0.4134 - accuracy: 0.8340
Epoch 19/100
450/450 [==============================] - 0s 780us/step - loss: 0.4130 - accuracy: 0.8321
Epoch 20/100
450/450 [==============================] - 0s 808us/step - loss: 0.4130 - accuracy: 0.8338
Epoch 21/100
450/450 [==============================] - 0s 782us/step - loss: 0.4121 - accuracy: 0.8318
Epoch 22/100
450/450 [==============================] - 0s 775us/step - loss: 0.4118 - accuracy: 0.8322
Epoch 23/100
450/450 [==============================] - 0s 819us/step - loss: 0.4116 - accuracy: 0.8342
Epoch 24/100
450/450 [==============================] - 0s 791us/step - loss: 0.4113 - accuracy: 0.8333
Epoch 25/100
450/450 [==============================] - 0s 784us/step - loss: 0.4110 - accuracy: 0.8335
Epoch 26/100
450/450 [==============================] - 0s 808us/step - loss: 0.4106 - accuracy: 0.8335
Epoch 27/100
450/450 [==============================] - 0s 791us/step - loss: 0.4106 - accuracy: 0.8324
Epoch 28/100
450/450 [==============================] - 0s 804us/step - loss: 0.4102 - accuracy: 0.8336
Epoch 29/100
450/450 [==============================] - 0s 807us/step - loss: 0.4094 - accuracy: 0.8328
Epoch 30/100
450/450 [==============================] - 0s 798us/step - loss: 0.4099 - accuracy: 0.8331
Epoch 31/100
450/450 [==============================] - 0s 808us/step - loss: 0.4094 - accuracy: 0.8321
Epoch 32/100
450/450 [==============================] - 0s 795us/step - loss: 0.4093 - accuracy: 0.8333
Epoch 33/100
450/450 [==============================] - 0s 785us/step - loss: 0.4091 - accuracy: 0.8344
Epoch 34/100
450/450 [==============================] - 0s 801us/step - loss: 0.4093 - accuracy: 0.8339
Epoch 35/100
450/450 [==============================] - 0s 788us/step - loss: 0.4090 - accuracy: 0.8344
Epoch 36/100
450/450 [==============================] - 0s 778us/step - loss: 0.4088 - accuracy: 0.8347
Epoch 37/100
450/450 [==============================] - 0s 815us/step - loss: 0.4089 - accuracy: 0.8349
Epoch 38/100
450/450 [==============================] - 0s 794us/step - loss: 0.4085 - accuracy: 0.8328
Epoch 39/100
450/450 [==============================] - 0s 788us/step - loss: 0.4085 - accuracy: 0.8333
Epoch 40/100
450/450 [==============================] - 0s 809us/step - loss: 0.4083 - accuracy: 0.8338
Epoch 41/100
450/450 [==============================] - 0s 787us/step - loss: 0.4083 - accuracy: 0.8339
Epoch 42/100
450/450 [==============================] - 0s 814us/step - loss: 0.4075 - accuracy: 0.8333
Epoch 43/100
450/450 [==============================] - 0s 855us/step - loss: 0.4077 - accuracy: 0.83290s - loss: 0.4116 - accuracy: 
Epoch 44/100
450/450 [==============================] - 0s 797us/step - loss: 0.4079 - accuracy: 0.8342
Epoch 45/100
450/450 [==============================] - 0s 926us/step - loss: 0.4076 - accuracy: 0.8340
Epoch 46/100
450/450 [==============================] - 0s 810us/step - loss: 0.4078 - accuracy: 0.8328
Epoch 47/100
450/450 [==============================] - 0s 800us/step - loss: 0.4070 - accuracy: 0.8326
Epoch 48/100
450/450 [==============================] - 0s 863us/step - loss: 0.4068 - accuracy: 0.8342
Epoch 49/100
450/450 [==============================] - 0s 813us/step - loss: 0.4065 - accuracy: 0.8329
Epoch 50/100
450/450 [==============================] - 0s 821us/step - loss: 0.4072 - accuracy: 0.8333
Epoch 51/100
450/450 [==============================] - 0s 806us/step - loss: 0.4065 - accuracy: 0.8335
Epoch 52/100
450/450 [==============================] - 0s 804us/step - loss: 0.4065 - accuracy: 0.8333
Epoch 53/100
450/450 [==============================] - 0s 813us/step - loss: 0.4067 - accuracy: 0.8339
Epoch 54/100
450/450 [==============================] - 0s 807us/step - loss: 0.4066 - accuracy: 0.8343
Epoch 55/100
450/450 [==============================] - 0s 811us/step - loss: 0.4062 - accuracy: 0.8342
Epoch 56/100
450/450 [==============================] - 0s 816us/step - loss: 0.4062 - accuracy: 0.8344
Epoch 57/100
450/450 [==============================] - 0s 838us/step - loss: 0.4061 - accuracy: 0.8351
Epoch 58/100
450/450 [==============================] - 0s 817us/step - loss: 0.4060 - accuracy: 0.8346
Epoch 59/100
450/450 [==============================] - 0s 810us/step - loss: 0.4056 - accuracy: 0.8350
Epoch 60/100
450/450 [==============================] - 0s 869us/step - loss: 0.4053 - accuracy: 0.8340
Epoch 61/100
450/450 [==============================] - 0s 812us/step - loss: 0.4054 - accuracy: 0.8346
Epoch 62/100
450/450 [==============================] - 0s 793us/step - loss: 0.4053 - accuracy: 0.8347
Epoch 63/100
450/450 [==============================] - 0s 774us/step - loss: 0.4046 - accuracy: 0.8331
Epoch 64/100
450/450 [==============================] - 0s 819us/step - loss: 0.4047 - accuracy: 0.8351
Epoch 65/100
450/450 [==============================] - 0s 793us/step - loss: 0.4047 - accuracy: 0.8353
Epoch 66/100
450/450 [==============================] - 0s 784us/step - loss: 0.4041 - accuracy: 0.8356
Epoch 67/100
450/450 [==============================] - 0s 805us/step - loss: 0.4036 - accuracy: 0.8354
Epoch 68/100
450/450 [==============================] - 0s 801us/step - loss: 0.4032 - accuracy: 0.8326
Epoch 69/100
450/450 [==============================] - 0s 810us/step - loss: 0.4034 - accuracy: 0.8360
Epoch 70/100
450/450 [==============================] - 0s 813us/step - loss: 0.4032 - accuracy: 0.8358
Epoch 71/100
450/450 [==============================] - 0s 786us/step - loss: 0.4028 - accuracy: 0.8358
Epoch 72/100
450/450 [==============================] - 0s 814us/step - loss: 0.4023 - accuracy: 0.8356
Epoch 73/100
450/450 [==============================] - 0s 786us/step - loss: 0.4023 - accuracy: 0.8360
Epoch 74/100
450/450 [==============================] - 0s 790us/step - loss: 0.4020 - accuracy: 0.8363
Epoch 75/100
450/450 [==============================] - 0s 812us/step - loss: 0.4023 - accuracy: 0.8353
Epoch 76/100
450/450 [==============================] - 0s 794us/step - loss: 0.4022 - accuracy: 0.8344
Epoch 77/100
450/450 [==============================] - 0s 784us/step - loss: 0.4020 - accuracy: 0.8346
Epoch 78/100
450/450 [==============================] - 0s 817us/step - loss: 0.4018 - accuracy: 0.8354
Epoch 79/100
450/450 [==============================] - 0s 812us/step - loss: 0.4016 - accuracy: 0.8369
Epoch 80/100
450/450 [==============================] - 0s 813us/step - loss: 0.4019 - accuracy: 0.8365
Epoch 81/100
450/450 [==============================] - 0s 797us/step - loss: 0.4014 - accuracy: 0.8363
Epoch 82/100
450/450 [==============================] - 0s 796us/step - loss: 0.4015 - accuracy: 0.8351
Epoch 83/100
450/450 [==============================] - 0s 797us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 84/100
450/450 [==============================] - 0s 823us/step - loss: 0.4014 - accuracy: 0.8360
Epoch 85/100
450/450 [==============================] - 0s 793us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 86/100
450/450 [==============================] - 0s 820us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 87/100
450/450 [==============================] - 0s 789us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 88/100
450/450 [==============================] - 0s 794us/step - loss: 0.4011 - accuracy: 0.8361
Epoch 89/100
450/450 [==============================] - 0s 814us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 90/100
450/450 [==============================] - 0s 790us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 91/100
450/450 [==============================] - 0s 826us/step - loss: 0.4011 - accuracy: 0.8376
Epoch 92/100
450/450 [==============================] - 0s 790us/step - loss: 0.4012 - accuracy: 0.8378
Epoch 93/100
450/450 [==============================] - 0s 786us/step - loss: 0.4012 - accuracy: 0.8364
Epoch 94/100
450/450 [==============================] - 0s 821us/step - loss: 0.4009 - accuracy: 0.8357
Epoch 95/100
450/450 [==============================] - 0s 798us/step - loss: 0.4012 - accuracy: 0.8371
Epoch 96/100
450/450 [==============================] - 0s 791us/step - loss: 0.4012 - accuracy: 0.8376
Epoch 97/100
450/450 [==============================] - 0s 808us/step - loss: 0.4004 - accuracy: 0.8379
Epoch 98/100
450/450 [==============================] - 0s 806us/step - loss: 0.4010 - accuracy: 0.8369
Epoch 99/100
450/450 [==============================] - 0s 789us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 100/100
450/450 [==============================] - 0s 814us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 1/100
450/450 [==============================] - 0s 852us/step - loss: 0.5429 - accuracy: 0.7960
Epoch 2/100
450/450 [==============================] - 0s 818us/step - loss: 0.4382 - accuracy: 0.7960
Epoch 3/100
450/450 [==============================] - 0s 820us/step - loss: 0.4308 - accuracy: 0.7960
Epoch 4/100
450/450 [==============================] - 0s 861us/step - loss: 0.4260 - accuracy: 0.7960
Epoch 5/100
450/450 [==============================] - 0s 850us/step - loss: 0.4215 - accuracy: 0.8118
Epoch 6/100
450/450 [==============================] - 0s 831us/step - loss: 0.4175 - accuracy: 0.8285
Epoch 7/100
450/450 [==============================] - 0s 844us/step - loss: 0.4145 - accuracy: 0.8325
Epoch 8/100
450/450 [==============================] - 0s 828us/step - loss: 0.4116 - accuracy: 0.8346
Epoch 9/100
450/450 [==============================] - 0s 945us/step - loss: 0.4089 - accuracy: 0.8351
Epoch 10/100
450/450 [==============================] - 0s 984us/step - loss: 0.4073 - accuracy: 0.8351
Epoch 11/100
450/450 [==============================] - 0s 840us/step - loss: 0.4055 - accuracy: 0.8361
Epoch 12/100
450/450 [==============================] - 0s 939us/step - loss: 0.4037 - accuracy: 0.8351
Epoch 13/100
450/450 [==============================] - 0s 887us/step - loss: 0.4021 - accuracy: 0.8356
Epoch 14/100
450/450 [==============================] - 0s 877us/step - loss: 0.4019 - accuracy: 0.8350
Epoch 15/100
450/450 [==============================] - 0s 885us/step - loss: 0.4010 - accuracy: 0.8360
Epoch 16/100
450/450 [==============================] - 0s 867us/step - loss: 0.3998 - accuracy: 0.8353
Epoch 17/100
450/450 [==============================] - 0s 850us/step - loss: 0.3991 - accuracy: 0.8360
Epoch 18/100
450/450 [==============================] - 0s 864us/step - loss: 0.3987 - accuracy: 0.8364
Epoch 19/100
450/450 [==============================] - 0s 908us/step - loss: 0.3976 - accuracy: 0.8361
Epoch 20/100
450/450 [==============================] - 0s 864us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 21/100
450/450 [==============================] - 0s 890us/step - loss: 0.3967 - accuracy: 0.8369
Epoch 22/100
450/450 [==============================] - 0s 888us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 23/100
450/450 [==============================] - 0s 867us/step - loss: 0.3957 - accuracy: 0.8374
Epoch 24/100
450/450 [==============================] - 0s 908us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 25/100
450/450 [==============================] - 0s 874us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 26/100
450/450 [==============================] - 0s 893us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 27/100
450/450 [==============================] - 0s 872us/step - loss: 0.3939 - accuracy: 0.8403
Epoch 28/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3936 - accuracy: 0.8390
Epoch 29/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3928 - accuracy: 0.8396
Epoch 30/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3928 - accuracy: 0.8372
Epoch 31/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3926 - accuracy: 0.8389
Epoch 32/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8406
Epoch 33/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8390
Epoch 34/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8383
Epoch 35/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8397
Epoch 36/100
450/450 [==============================] - 0s 994us/step - loss: 0.3909 - accuracy: 0.8426
Epoch 37/100
450/450 [==============================] - 0s 867us/step - loss: 0.3905 - accuracy: 0.8415
Epoch 38/100
450/450 [==============================] - 0s 868us/step - loss: 0.3903 - accuracy: 0.8408
Epoch 39/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8421
Epoch 40/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8426
Epoch 41/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8425
Epoch 42/100
450/450 [==============================] - 0s 949us/step - loss: 0.3886 - accuracy: 0.8407
Epoch 43/100
450/450 [==============================] - 0s 864us/step - loss: 0.3886 - accuracy: 0.8433
Epoch 44/100
450/450 [==============================] - 0s 850us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 45/100
450/450 [==============================] - 0s 793us/step - loss: 0.3875 - accuracy: 0.8411
Epoch 46/100
450/450 [==============================] - 0s 793us/step - loss: 0.3871 - accuracy: 0.8425
Epoch 47/100
450/450 [==============================] - 0s 805us/step - loss: 0.3871 - accuracy: 0.8435
Epoch 48/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8436
Epoch 49/100
450/450 [==============================] - 0s 801us/step - loss: 0.3867 - accuracy: 0.8444
Epoch 50/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8429
Epoch 51/100
450/450 [==============================] - 0s 799us/step - loss: 0.3860 - accuracy: 0.8433
Epoch 52/100
450/450 [==============================] - 0s 828us/step - loss: 0.3864 - accuracy: 0.8422
Epoch 53/100
450/450 [==============================] - 0s 826us/step - loss: 0.3859 - accuracy: 0.8425
Epoch 54/100
450/450 [==============================] - 0s 887us/step - loss: 0.3856 - accuracy: 0.8425
Epoch 55/100
450/450 [==============================] - 0s 919us/step - loss: 0.3857 - accuracy: 0.8436
Epoch 56/100
450/450 [==============================] - 0s 828us/step - loss: 0.3857 - accuracy: 0.8431
Epoch 57/100
450/450 [==============================] - 0s 825us/step - loss: 0.3857 - accuracy: 0.8443
Epoch 58/100
450/450 [==============================] - 0s 818us/step - loss: 0.3849 - accuracy: 0.8421
Epoch 59/100
450/450 [==============================] - 0s 912us/step - loss: 0.3855 - accuracy: 0.84420s - loss: 0.3853 - accuracy: 0.84
Epoch 60/100
450/450 [==============================] - 0s 871us/step - loss: 0.3848 - accuracy: 0.8421
Epoch 61/100
450/450 [==============================] - 0s 864us/step - loss: 0.3846 - accuracy: 0.8435
Epoch 62/100
450/450 [==============================] - 0s 921us/step - loss: 0.3851 - accuracy: 0.8432
Epoch 63/100
450/450 [==============================] - 0s 811us/step - loss: 0.3848 - accuracy: 0.8439
Epoch 64/100
450/450 [==============================] - 0s 826us/step - loss: 0.3852 - accuracy: 0.8428
Epoch 65/100
450/450 [==============================] - 0s 796us/step - loss: 0.3849 - accuracy: 0.8426
Epoch 66/100
450/450 [==============================] - 0s 827us/step - loss: 0.3846 - accuracy: 0.8414
Epoch 67/100
450/450 [==============================] - 0s 830us/step - loss: 0.3848 - accuracy: 0.8435
Epoch 68/100
450/450 [==============================] - 0s 789us/step - loss: 0.3839 - accuracy: 0.8424
Epoch 69/100
450/450 [==============================] - 0s 799us/step - loss: 0.3845 - accuracy: 0.8447
Epoch 70/100
450/450 [==============================] - 0s 831us/step - loss: 0.3844 - accuracy: 0.8419
Epoch 71/100
450/450 [==============================] - 0s 797us/step - loss: 0.3841 - accuracy: 0.8451
Epoch 72/100
450/450 [==============================] - 0s 832us/step - loss: 0.3845 - accuracy: 0.8435
Epoch 73/100
450/450 [==============================] - 0s 780us/step - loss: 0.3846 - accuracy: 0.8424
Epoch 74/100
450/450 [==============================] - 0s 795us/step - loss: 0.3845 - accuracy: 0.8435
Epoch 75/100
450/450 [==============================] - 0s 817us/step - loss: 0.3844 - accuracy: 0.8433
Epoch 76/100
450/450 [==============================] - 0s 815us/step - loss: 0.3842 - accuracy: 0.8432
Epoch 77/100
450/450 [==============================] - 0s 789us/step - loss: 0.3845 - accuracy: 0.8419
Epoch 78/100
450/450 [==============================] - 0s 803us/step - loss: 0.3846 - accuracy: 0.8447
Epoch 79/100
450/450 [==============================] - 0s 804us/step - loss: 0.3835 - accuracy: 0.8451
Epoch 80/100
450/450 [==============================] - 0s 809us/step - loss: 0.3841 - accuracy: 0.8429
Epoch 81/100
450/450 [==============================] - 0s 825us/step - loss: 0.3845 - accuracy: 0.8439
Epoch 82/100
450/450 [==============================] - 0s 822us/step - loss: 0.3841 - accuracy: 0.8432
Epoch 83/100
450/450 [==============================] - 0s 850us/step - loss: 0.3843 - accuracy: 0.8418
Epoch 84/100
450/450 [==============================] - 0s 805us/step - loss: 0.3838 - accuracy: 0.8436
Epoch 85/100
450/450 [==============================] - 0s 801us/step - loss: 0.3840 - accuracy: 0.8433
Epoch 86/100
450/450 [==============================] - 0s 823us/step - loss: 0.3840 - accuracy: 0.8439
Epoch 87/100
450/450 [==============================] - 0s 811us/step - loss: 0.3840 - accuracy: 0.8451
Epoch 88/100
450/450 [==============================] - 0s 808us/step - loss: 0.3844 - accuracy: 0.8421
Epoch 89/100
450/450 [==============================] - 0s 831us/step - loss: 0.3841 - accuracy: 0.8426
Epoch 90/100
450/450 [==============================] - 0s 810us/step - loss: 0.3841 - accuracy: 0.8435
Epoch 91/100
450/450 [==============================] - 0s 800us/step - loss: 0.3841 - accuracy: 0.8435
Epoch 92/100
450/450 [==============================] - 0s 829us/step - loss: 0.3836 - accuracy: 0.8443
Epoch 93/100
450/450 [==============================] - 0s 804us/step - loss: 0.3832 - accuracy: 0.8440
Epoch 94/100
450/450 [==============================] - 0s 827us/step - loss: 0.3841 - accuracy: 0.8438
Epoch 95/100
450/450 [==============================] - 0s 817us/step - loss: 0.3836 - accuracy: 0.8439
Epoch 96/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3838 - accuracy: 0.8439
Epoch 97/100
450/450 [==============================] - 0s 805us/step - loss: 0.3831 - accuracy: 0.8438
Epoch 98/100
450/450 [==============================] - 0s 791us/step - loss: 0.3839 - accuracy: 0.8435
Epoch 99/100
450/450 [==============================] - 0s 873us/step - loss: 0.3837 - accuracy: 0.8449
Epoch 100/100
450/450 [==============================] - 0s 803us/step - loss: 0.3837 - accuracy: 0.8433
Epoch 1/100
450/450 [==============================] - 0s 839us/step - loss: 0.5522 - accuracy: 0.7949
Epoch 2/100
450/450 [==============================] - 0s 839us/step - loss: 0.4398 - accuracy: 0.7953
Epoch 3/100
450/450 [==============================] - 0s 865us/step - loss: 0.4266 - accuracy: 0.7953
Epoch 4/100
450/450 [==============================] - 0s 825us/step - loss: 0.4170 - accuracy: 0.7953
Epoch 5/100
450/450 [==============================] - 0s 829us/step - loss: 0.4066 - accuracy: 0.8011
Epoch 6/100
450/450 [==============================] - 0s 844us/step - loss: 0.3955 - accuracy: 0.8340
Epoch 7/100
450/450 [==============================] - 0s 828us/step - loss: 0.3858 - accuracy: 0.8442
Epoch 8/100
450/450 [==============================] - 0s 865us/step - loss: 0.3780 - accuracy: 0.8483
Epoch 9/100
450/450 [==============================] - 0s 831us/step - loss: 0.3721 - accuracy: 0.8535
Epoch 10/100
450/450 [==============================] - 0s 820us/step - loss: 0.3676 - accuracy: 0.8546
Epoch 11/100
450/450 [==============================] - 0s 852us/step - loss: 0.3645 - accuracy: 0.8576
Epoch 12/100
450/450 [==============================] - 0s 828us/step - loss: 0.3618 - accuracy: 0.8578
Epoch 13/100
450/450 [==============================] - 0s 848us/step - loss: 0.3607 - accuracy: 0.8568
Epoch 14/100
450/450 [==============================] - 0s 816us/step - loss: 0.3586 - accuracy: 0.8586
Epoch 15/100
450/450 [==============================] - 0s 801us/step - loss: 0.3577 - accuracy: 0.8562
Epoch 16/100
450/450 [==============================] - 0s 813us/step - loss: 0.3567 - accuracy: 0.8576
Epoch 17/100
450/450 [==============================] - 0s 796us/step - loss: 0.3559 - accuracy: 0.8578
Epoch 18/100
450/450 [==============================] - 0s 796us/step - loss: 0.3548 - accuracy: 0.8581
Epoch 19/100
450/450 [==============================] - 0s 825us/step - loss: 0.3540 - accuracy: 0.8581
Epoch 20/100
450/450 [==============================] - 0s 795us/step - loss: 0.3527 - accuracy: 0.8594
Epoch 21/100
450/450 [==============================] - 0s 799us/step - loss: 0.3516 - accuracy: 0.8575
Epoch 22/100
450/450 [==============================] - 0s 824us/step - loss: 0.3512 - accuracy: 0.8582
Epoch 23/100
450/450 [==============================] - 0s 805us/step - loss: 0.3506 - accuracy: 0.8593
Epoch 24/100
450/450 [==============================] - 0s 806us/step - loss: 0.3499 - accuracy: 0.8589
Epoch 25/100
450/450 [==============================] - 0s 817us/step - loss: 0.3487 - accuracy: 0.8599
Epoch 26/100
450/450 [==============================] - 0s 808us/step - loss: 0.3483 - accuracy: 0.85920s - loss: 0.3477 - accuracy: 0.
Epoch 27/100
450/450 [==============================] - 0s 788us/step - loss: 0.3473 - accuracy: 0.8574
Epoch 28/100
450/450 [==============================] - 0s 817us/step - loss: 0.3465 - accuracy: 0.8572
Epoch 29/100
450/450 [==============================] - 0s 791us/step - loss: 0.3457 - accuracy: 0.8596
Epoch 30/100
450/450 [==============================] - 0s 813us/step - loss: 0.3449 - accuracy: 0.8586
Epoch 31/100
450/450 [==============================] - 0s 796us/step - loss: 0.3438 - accuracy: 0.8606
Epoch 32/100
450/450 [==============================] - 0s 841us/step - loss: 0.3435 - accuracy: 0.8594
Epoch 33/100
450/450 [==============================] - 0s 789us/step - loss: 0.3426 - accuracy: 0.8596
Epoch 34/100
450/450 [==============================] - 0s 799us/step - loss: 0.3426 - accuracy: 0.8606
Epoch 35/100
450/450 [==============================] - 0s 803us/step - loss: 0.3422 - accuracy: 0.8586
Epoch 36/100
450/450 [==============================] - 0s 817us/step - loss: 0.3415 - accuracy: 0.8601
Epoch 37/100
450/450 [==============================] - 0s 797us/step - loss: 0.3408 - accuracy: 0.8606
Epoch 38/100
450/450 [==============================] - 0s 816us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 39/100
450/450 [==============================] - 0s 785us/step - loss: 0.3395 - accuracy: 0.8601
Epoch 40/100
450/450 [==============================] - 0s 785us/step - loss: 0.3397 - accuracy: 0.8612
Epoch 41/100
450/450 [==============================] - 0s 799us/step - loss: 0.3398 - accuracy: 0.8617
Epoch 42/100
450/450 [==============================] - 0s 782us/step - loss: 0.3392 - accuracy: 0.8618
Epoch 43/100
450/450 [==============================] - 0s 783us/step - loss: 0.3390 - accuracy: 0.8615
Epoch 44/100
450/450 [==============================] - 0s 816us/step - loss: 0.3391 - accuracy: 0.8610
Epoch 45/100
450/450 [==============================] - 0s 797us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 46/100
450/450 [==============================] - 0s 804us/step - loss: 0.3387 - accuracy: 0.8628
Epoch 47/100
450/450 [==============================] - 0s 817us/step - loss: 0.3382 - accuracy: 0.8632
Epoch 48/100
450/450 [==============================] - 0s 790us/step - loss: 0.3387 - accuracy: 0.8619
Epoch 49/100
450/450 [==============================] - 0s 823us/step - loss: 0.3383 - accuracy: 0.8618
Epoch 50/100
450/450 [==============================] - 0s 805us/step - loss: 0.3387 - accuracy: 0.8617
Epoch 51/100
450/450 [==============================] - 0s 792us/step - loss: 0.3378 - accuracy: 0.8622
Epoch 52/100
450/450 [==============================] - 0s 806us/step - loss: 0.3383 - accuracy: 0.8626
Epoch 53/100
450/450 [==============================] - 0s 791us/step - loss: 0.3383 - accuracy: 0.8625
Epoch 54/100
450/450 [==============================] - 0s 788us/step - loss: 0.3381 - accuracy: 0.8646
Epoch 55/100
450/450 [==============================] - 0s 819us/step - loss: 0.3378 - accuracy: 0.8626
Epoch 56/100
450/450 [==============================] - 0s 791us/step - loss: 0.3377 - accuracy: 0.8624
Epoch 57/100
450/450 [==============================] - 0s 795us/step - loss: 0.3373 - accuracy: 0.8632
Epoch 58/100
450/450 [==============================] - 0s 819us/step - loss: 0.3375 - accuracy: 0.8636
Epoch 59/100
450/450 [==============================] - 0s 795us/step - loss: 0.3372 - accuracy: 0.8642
Epoch 60/100
450/450 [==============================] - 0s 815us/step - loss: 0.3374 - accuracy: 0.8624
Epoch 61/100
450/450 [==============================] - 0s 784us/step - loss: 0.3371 - accuracy: 0.8621
Epoch 62/100
450/450 [==============================] - 0s 797us/step - loss: 0.3375 - accuracy: 0.8617
Epoch 63/100
450/450 [==============================] - 0s 821us/step - loss: 0.3376 - accuracy: 0.8615
Epoch 64/100
450/450 [==============================] - 0s 790us/step - loss: 0.3373 - accuracy: 0.8618
Epoch 65/100
450/450 [==============================] - 0s 793us/step - loss: 0.3371 - accuracy: 0.8629
Epoch 66/100
450/450 [==============================] - 0s 816us/step - loss: 0.3369 - accuracy: 0.8619
Epoch 67/100
450/450 [==============================] - 0s 795us/step - loss: 0.3373 - accuracy: 0.8637
Epoch 68/100
450/450 [==============================] - 0s 799us/step - loss: 0.3373 - accuracy: 0.8606
Epoch 69/100
450/450 [==============================] - 0s 802us/step - loss: 0.3364 - accuracy: 0.8625
Epoch 70/100
450/450 [==============================] - 0s 799us/step - loss: 0.3374 - accuracy: 0.8622
Epoch 71/100
450/450 [==============================] - 0s 795us/step - loss: 0.3369 - accuracy: 0.8615
Epoch 72/100
450/450 [==============================] - 0s 818us/step - loss: 0.3371 - accuracy: 0.8624
Epoch 73/100
450/450 [==============================] - 0s 805us/step - loss: 0.3365 - accuracy: 0.8639
Epoch 74/100
450/450 [==============================] - 0s 820us/step - loss: 0.3367 - accuracy: 0.8615
Epoch 75/100
450/450 [==============================] - 0s 800us/step - loss: 0.3365 - accuracy: 0.8628
Epoch 76/100
450/450 [==============================] - 0s 801us/step - loss: 0.3363 - accuracy: 0.8632
Epoch 77/100
450/450 [==============================] - 0s 826us/step - loss: 0.3368 - accuracy: 0.8635
Epoch 78/100
450/450 [==============================] - 0s 813us/step - loss: 0.3359 - accuracy: 0.8618
Epoch 79/100
450/450 [==============================] - 0s 789us/step - loss: 0.3363 - accuracy: 0.8600
Epoch 80/100
450/450 [==============================] - 0s 816us/step - loss: 0.3361 - accuracy: 0.8618
Epoch 81/100
450/450 [==============================] - 0s 795us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 82/100
450/450 [==============================] - 0s 822us/step - loss: 0.3360 - accuracy: 0.8624
Epoch 83/100
450/450 [==============================] - 0s 785us/step - loss: 0.3358 - accuracy: 0.8619
Epoch 84/100
450/450 [==============================] - 0s 800us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 85/100
450/450 [==============================] - 0s 808us/step - loss: 0.3354 - accuracy: 0.8651
Epoch 86/100
450/450 [==============================] - 0s 795us/step - loss: 0.3351 - accuracy: 0.8621
Epoch 87/100
450/450 [==============================] - 0s 799us/step - loss: 0.3361 - accuracy: 0.8653
Epoch 88/100
450/450 [==============================] - 0s 842us/step - loss: 0.3355 - accuracy: 0.8619
Epoch 89/100
450/450 [==============================] - 0s 800us/step - loss: 0.3359 - accuracy: 0.8607
Epoch 90/100
450/450 [==============================] - 0s 832us/step - loss: 0.3353 - accuracy: 0.8633
Epoch 91/100
450/450 [==============================] - 0s 813us/step - loss: 0.3358 - accuracy: 0.8615
Epoch 92/100
450/450 [==============================] - 0s 794us/step - loss: 0.3353 - accuracy: 0.8625
Epoch 93/100
450/450 [==============================] - 0s 840us/step - loss: 0.3355 - accuracy: 0.8633
Epoch 94/100
450/450 [==============================] - 0s 821us/step - loss: 0.3354 - accuracy: 0.8629
Epoch 95/100
450/450 [==============================] - 0s 799us/step - loss: 0.3359 - accuracy: 0.8624
Epoch 96/100
450/450 [==============================] - 0s 833us/step - loss: 0.3350 - accuracy: 0.8612
Epoch 97/100
450/450 [==============================] - 0s 813us/step - loss: 0.3356 - accuracy: 0.8603
Epoch 98/100
450/450 [==============================] - 0s 996us/step - loss: 0.3349 - accuracy: 0.8626
Epoch 99/100
450/450 [==============================] - 0s 785us/step - loss: 0.3354 - accuracy: 0.8601
Epoch 100/100
450/450 [==============================] - 0s 793us/step - loss: 0.3348 - accuracy: 0.8624
Epoch 1/100
450/450 [==============================] - 0s 840us/step - loss: 0.5563 - accuracy: 0.7972
Epoch 2/100
450/450 [==============================] - 0s 848us/step - loss: 0.4380 - accuracy: 0.7974
Epoch 3/100
450/450 [==============================] - 0s 869us/step - loss: 0.4319 - accuracy: 0.7974
Epoch 4/100
450/450 [==============================] - 0s 835us/step - loss: 0.4298 - accuracy: 0.7974
Epoch 5/100
450/450 [==============================] - 0s 850us/step - loss: 0.4288 - accuracy: 0.7974
Epoch 6/100
450/450 [==============================] - 0s 835us/step - loss: 0.4277 - accuracy: 0.7974
Epoch 7/100
450/450 [==============================] - 0s 834us/step - loss: 0.4269 - accuracy: 0.7974
Epoch 8/100
450/450 [==============================] - 0s 837us/step - loss: 0.4251 - accuracy: 0.7974
Epoch 9/100
450/450 [==============================] - 0s 846us/step - loss: 0.4230 - accuracy: 0.8058
Epoch 10/100
450/450 [==============================] - 0s 850us/step - loss: 0.4204 - accuracy: 0.8199
Epoch 11/100
450/450 [==============================] - 0s 919us/step - loss: 0.4183 - accuracy: 0.8233
Epoch 12/100
450/450 [==============================] - 0s 832us/step - loss: 0.4167 - accuracy: 0.8268
Epoch 13/100
450/450 [==============================] - 0s 817us/step - loss: 0.4149 - accuracy: 0.8300
Epoch 14/100
450/450 [==============================] - 0s 821us/step - loss: 0.4136 - accuracy: 0.8328
Epoch 15/100
450/450 [==============================] - 0s 831us/step - loss: 0.4124 - accuracy: 0.8329
Epoch 16/100
450/450 [==============================] - 0s 893us/step - loss: 0.4118 - accuracy: 0.8340
Epoch 17/100
450/450 [==============================] - 0s 900us/step - loss: 0.4103 - accuracy: 0.8340
Epoch 18/100
450/450 [==============================] - 0s 915us/step - loss: 0.4101 - accuracy: 0.8351
Epoch 19/100
450/450 [==============================] - 0s 854us/step - loss: 0.4091 - accuracy: 0.8357
Epoch 20/100
450/450 [==============================] - 0s 809us/step - loss: 0.4084 - accuracy: 0.8356
Epoch 21/100
450/450 [==============================] - 0s 803us/step - loss: 0.4081 - accuracy: 0.8346
Epoch 22/100
450/450 [==============================] - 0s 807us/step - loss: 0.4078 - accuracy: 0.8349
Epoch 23/100
450/450 [==============================] - 0s 817us/step - loss: 0.4072 - accuracy: 0.8346
Epoch 24/100
450/450 [==============================] - 0s 797us/step - loss: 0.4070 - accuracy: 0.8361
Epoch 25/100
450/450 [==============================] - 0s 807us/step - loss: 0.4063 - accuracy: 0.8357
Epoch 26/100
450/450 [==============================] - 0s 858us/step - loss: 0.4058 - accuracy: 0.8354
Epoch 27/100
450/450 [==============================] - 0s 803us/step - loss: 0.4055 - accuracy: 0.8356
Epoch 28/100
450/450 [==============================] - 0s 812us/step - loss: 0.4053 - accuracy: 0.8363
Epoch 29/100
450/450 [==============================] - 0s 815us/step - loss: 0.4046 - accuracy: 0.8354
Epoch 30/100
450/450 [==============================] - 0s 808us/step - loss: 0.4044 - accuracy: 0.8375
Epoch 31/100
450/450 [==============================] - 0s 796us/step - loss: 0.4043 - accuracy: 0.8364
Epoch 32/100
450/450 [==============================] - 0s 814us/step - loss: 0.4039 - accuracy: 0.8364
Epoch 33/100
450/450 [==============================] - 0s 796us/step - loss: 0.4036 - accuracy: 0.8376
Epoch 34/100
450/450 [==============================] - 0s 828us/step - loss: 0.4036 - accuracy: 0.8376
Epoch 35/100
450/450 [==============================] - 0s 805us/step - loss: 0.4032 - accuracy: 0.8358
Epoch 36/100
450/450 [==============================] - 0s 814us/step - loss: 0.4031 - accuracy: 0.8368
Epoch 37/100
450/450 [==============================] - 0s 823us/step - loss: 0.4025 - accuracy: 0.8371
Epoch 38/100
450/450 [==============================] - 0s 800us/step - loss: 0.4027 - accuracy: 0.8375
Epoch 39/100
450/450 [==============================] - 0s 795us/step - loss: 0.4025 - accuracy: 0.8368
Epoch 40/100
450/450 [==============================] - 0s 881us/step - loss: 0.4023 - accuracy: 0.8360
Epoch 41/100
450/450 [==============================] - 0s 795us/step - loss: 0.4021 - accuracy: 0.8365
Epoch 42/100
450/450 [==============================] - 0s 833us/step - loss: 0.4022 - accuracy: 0.8371
Epoch 43/100
450/450 [==============================] - 0s 787us/step - loss: 0.4016 - accuracy: 0.8363
Epoch 44/100
450/450 [==============================] - 0s 801us/step - loss: 0.4017 - accuracy: 0.8371
Epoch 45/100
450/450 [==============================] - 0s 823us/step - loss: 0.4015 - accuracy: 0.8361
Epoch 46/100
450/450 [==============================] - 0s 805us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 47/100
450/450 [==============================] - 0s 802us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 48/100
450/450 [==============================] - 0s 822us/step - loss: 0.4014 - accuracy: 0.8368
Epoch 49/100
450/450 [==============================] - 0s 799us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 50/100
450/450 [==============================] - 0s 808us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 51/100
450/450 [==============================] - 0s 813us/step - loss: 0.4011 - accuracy: 0.8374
Epoch 52/100
450/450 [==============================] - 0s 797us/step - loss: 0.4007 - accuracy: 0.8378
Epoch 53/100
450/450 [==============================] - 0s 826us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 54/100
450/450 [==============================] - 0s 784us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 55/100
450/450 [==============================] - 0s 795us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 56/100
450/450 [==============================] - 0s 821us/step - loss: 0.4003 - accuracy: 0.8379
Epoch 57/100
450/450 [==============================] - 0s 815us/step - loss: 0.4000 - accuracy: 0.8381
Epoch 58/100
450/450 [==============================] - 0s 797us/step - loss: 0.4001 - accuracy: 0.8371
Epoch 59/100
450/450 [==============================] - 0s 922us/step - loss: 0.4000 - accuracy: 0.8382
Epoch 60/100
450/450 [==============================] - 0s 819us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 61/100
450/450 [==============================] - 0s 834us/step - loss: 0.3997 - accuracy: 0.8378
Epoch 62/100
450/450 [==============================] - 0s 798us/step - loss: 0.3995 - accuracy: 0.83690s - loss: 0.3950 - accuracy: 
Epoch 63/100
450/450 [==============================] - 0s 806us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 64/100
450/450 [==============================] - 0s 830us/step - loss: 0.3994 - accuracy: 0.8369
Epoch 65/100
450/450 [==============================] - 0s 803us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 66/100
450/450 [==============================] - 0s 793us/step - loss: 0.3988 - accuracy: 0.8376
Epoch 67/100
450/450 [==============================] - 0s 822us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 68/100
450/450 [==============================] - 0s 804us/step - loss: 0.3984 - accuracy: 0.8381
Epoch 69/100
450/450 [==============================] - 0s 805us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 70/100
450/450 [==============================] - 0s 819us/step - loss: 0.3980 - accuracy: 0.8365
Epoch 71/100
450/450 [==============================] - 0s 806us/step - loss: 0.3977 - accuracy: 0.8376
Epoch 72/100
450/450 [==============================] - 0s 819us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 73/100
450/450 [==============================] - 0s 818us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 74/100
450/450 [==============================] - 0s 802us/step - loss: 0.3972 - accuracy: 0.8375
Epoch 75/100
450/450 [==============================] - 0s 822us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 76/100
450/450 [==============================] - 0s 809us/step - loss: 0.3967 - accuracy: 0.83610s - loss: 0.3934 - accuracy: 
Epoch 77/100
450/450 [==============================] - 0s 799us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 78/100
450/450 [==============================] - 0s 830us/step - loss: 0.3963 - accuracy: 0.83830s - loss: 0.3991 - accuracy: 0.
Epoch 79/100
450/450 [==============================] - 0s 807us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 80/100
450/450 [==============================] - 0s 807us/step - loss: 0.3957 - accuracy: 0.8386
Epoch 81/100
450/450 [==============================] - 0s 815us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 82/100
450/450 [==============================] - 0s 818us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 83/100
450/450 [==============================] - 0s 834us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 84/100
450/450 [==============================] - 0s 823us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 85/100
450/450 [==============================] - 0s 811us/step - loss: 0.3944 - accuracy: 0.8375
Epoch 86/100
450/450 [==============================] - 0s 833us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 87/100
450/450 [==============================] - 0s 816us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 88/100
450/450 [==============================] - 0s 811us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 89/100
450/450 [==============================] - 0s 822us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 90/100
450/450 [==============================] - 0s 845us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 91/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3948 - accuracy: 0.8374
Epoch 92/100
450/450 [==============================] - 0s 845us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 93/100
450/450 [==============================] - 0s 831us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 94/100
450/450 [==============================] - 0s 836us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 95/100
450/450 [==============================] - 0s 844us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 96/100
450/450 [==============================] - 0s 854us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 97/100
450/450 [==============================] - 0s 865us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 98/100
450/450 [==============================] - 0s 816us/step - loss: 0.3941 - accuracy: 0.8378
Epoch 99/100
450/450 [==============================] - 0s 806us/step - loss: 0.3944 - accuracy: 0.8374
Epoch 100/100
450/450 [==============================] - 0s 814us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 1/100
450/450 [==============================] - 0s 823us/step - loss: 0.5556 - accuracy: 0.7978
Epoch 2/100
450/450 [==============================] - 0s 888us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 3/100
450/450 [==============================] - 0s 867us/step - loss: 0.4077 - accuracy: 0.8251
Epoch 4/100
450/450 [==============================] - 0s 941us/step - loss: 0.3905 - accuracy: 0.8419
Epoch 5/100
450/450 [==============================] - 0s 936us/step - loss: 0.3744 - accuracy: 0.8482
Epoch 6/100
450/450 [==============================] - 0s 802us/step - loss: 0.3619 - accuracy: 0.8557
Epoch 7/100
450/450 [==============================] - 0s 809us/step - loss: 0.3555 - accuracy: 0.8569
Epoch 8/100
450/450 [==============================] - 0s 845us/step - loss: 0.3510 - accuracy: 0.8586
Epoch 9/100
450/450 [==============================] - 0s 820us/step - loss: 0.3484 - accuracy: 0.8606
Epoch 10/100
450/450 [==============================] - 0s 826us/step - loss: 0.3467 - accuracy: 0.8586
Epoch 11/100
450/450 [==============================] - 0s 797us/step - loss: 0.3465 - accuracy: 0.8601
Epoch 12/100
450/450 [==============================] - 0s 786us/step - loss: 0.3456 - accuracy: 0.8603
Epoch 13/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3455 - accuracy: 0.8594: 0s - loss: 0.3415 - accuracy: 
Epoch 14/100
450/450 [==============================] - 0s 790us/step - loss: 0.3446 - accuracy: 0.8592
Epoch 15/100
450/450 [==============================] - 0s 833us/step - loss: 0.3454 - accuracy: 0.8612
Epoch 16/100
450/450 [==============================] - 0s 787us/step - loss: 0.3445 - accuracy: 0.8601
Epoch 17/100
450/450 [==============================] - 0s 790us/step - loss: 0.3446 - accuracy: 0.8590
Epoch 18/100
450/450 [==============================] - 0s 859us/step - loss: 0.3444 - accuracy: 0.8600
Epoch 19/100
450/450 [==============================] - 0s 794us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 20/100
450/450 [==============================] - 0s 790us/step - loss: 0.3442 - accuracy: 0.8596
Epoch 21/100
450/450 [==============================] - 0s 801us/step - loss: 0.3438 - accuracy: 0.8596
Epoch 22/100
450/450 [==============================] - 0s 796us/step - loss: 0.3438 - accuracy: 0.8628
Epoch 23/100
450/450 [==============================] - 0s 789us/step - loss: 0.3436 - accuracy: 0.8599
Epoch 24/100
450/450 [==============================] - 0s 824us/step - loss: 0.3431 - accuracy: 0.8606
Epoch 25/100
450/450 [==============================] - 0s 781us/step - loss: 0.3437 - accuracy: 0.8592
Epoch 26/100
450/450 [==============================] - 0s 823us/step - loss: 0.3435 - accuracy: 0.8600
Epoch 27/100
450/450 [==============================] - 0s 785us/step - loss: 0.3431 - accuracy: 0.8587
Epoch 28/100
450/450 [==============================] - 0s 785us/step - loss: 0.3427 - accuracy: 0.8596
Epoch 29/100
450/450 [==============================] - 0s 828us/step - loss: 0.3425 - accuracy: 0.8601
Epoch 30/100
450/450 [==============================] - 0s 791us/step - loss: 0.3430 - accuracy: 0.8596
Epoch 31/100
450/450 [==============================] - 0s 788us/step - loss: 0.3426 - accuracy: 0.8615
Epoch 32/100
450/450 [==============================] - 0s 819us/step - loss: 0.3430 - accuracy: 0.8592
Epoch 33/100
450/450 [==============================] - 0s 797us/step - loss: 0.3429 - accuracy: 0.8618
Epoch 34/100
450/450 [==============================] - 0s 792us/step - loss: 0.3430 - accuracy: 0.8617
Epoch 35/100
450/450 [==============================] - 0s 833us/step - loss: 0.3424 - accuracy: 0.8604
Epoch 36/100
450/450 [==============================] - 0s 798us/step - loss: 0.3427 - accuracy: 0.8592
Epoch 37/100
450/450 [==============================] - 0s 819us/step - loss: 0.3422 - accuracy: 0.8614
Epoch 38/100
450/450 [==============================] - 0s 796us/step - loss: 0.3424 - accuracy: 0.8597
Epoch 39/100
450/450 [==============================] - 0s 791us/step - loss: 0.3422 - accuracy: 0.8607
Epoch 40/100
450/450 [==============================] - 0s 822us/step - loss: 0.3421 - accuracy: 0.8606
Epoch 41/100
450/450 [==============================] - 0s 787us/step - loss: 0.3418 - accuracy: 0.8622
Epoch 42/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3419 - accuracy: 0.8626
Epoch 43/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3421 - accuracy: 0.8603
Epoch 44/100
450/450 [==============================] - 0s 852us/step - loss: 0.3415 - accuracy: 0.8603
Epoch 45/100
450/450 [==============================] - 0s 993us/step - loss: 0.3413 - accuracy: 0.8603
Epoch 46/100
450/450 [==============================] - 0s 948us/step - loss: 0.3415 - accuracy: 0.8601
Epoch 47/100
450/450 [==============================] - 0s 864us/step - loss: 0.3413 - accuracy: 0.8593
Epoch 48/100
450/450 [==============================] - 0s 885us/step - loss: 0.3413 - accuracy: 0.8599
Epoch 49/100
450/450 [==============================] - 0s 855us/step - loss: 0.3414 - accuracy: 0.8596
Epoch 50/100
450/450 [==============================] - 0s 869us/step - loss: 0.3416 - accuracy: 0.8599
Epoch 51/100
450/450 [==============================] - 0s 842us/step - loss: 0.3415 - accuracy: 0.8610
Epoch 52/100
450/450 [==============================] - 0s 838us/step - loss: 0.3397 - accuracy: 0.8621
Epoch 53/100
450/450 [==============================] - 0s 801us/step - loss: 0.3414 - accuracy: 0.8590
Epoch 54/100
450/450 [==============================] - 0s 824us/step - loss: 0.3415 - accuracy: 0.8610
Epoch 55/100
450/450 [==============================] - 0s 815us/step - loss: 0.3409 - accuracy: 0.8599
Epoch 56/100
450/450 [==============================] - 0s 810us/step - loss: 0.3414 - accuracy: 0.8599
Epoch 57/100
450/450 [==============================] - 0s 881us/step - loss: 0.3413 - accuracy: 0.8611
Epoch 58/100
450/450 [==============================] - 0s 931us/step - loss: 0.3410 - accuracy: 0.8622
Epoch 59/100
450/450 [==============================] - 0s 828us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 60/100
450/450 [==============================] - 0s 824us/step - loss: 0.3410 - accuracy: 0.8607
Epoch 61/100
450/450 [==============================] - 0s 796us/step - loss: 0.3409 - accuracy: 0.8615
Epoch 62/100
450/450 [==============================] - 0s 797us/step - loss: 0.3406 - accuracy: 0.8604
Epoch 63/100
450/450 [==============================] - 0s 808us/step - loss: 0.3409 - accuracy: 0.8615
Epoch 64/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3409 - accuracy: 0.8618
Epoch 65/100
450/450 [==============================] - 0s 829us/step - loss: 0.3413 - accuracy: 0.8625
Epoch 66/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3412 - accuracy: 0.8607
Epoch 67/100
450/450 [==============================] - 0s 792us/step - loss: 0.3405 - accuracy: 0.8614
Epoch 68/100
450/450 [==============================] - 0s 819us/step - loss: 0.3408 - accuracy: 0.8617
Epoch 69/100
450/450 [==============================] - 0s 828us/step - loss: 0.3410 - accuracy: 0.8601
Epoch 70/100
450/450 [==============================] - 0s 879us/step - loss: 0.3407 - accuracy: 0.8586
Epoch 71/100
450/450 [==============================] - 0s 896us/step - loss: 0.3414 - accuracy: 0.8593
Epoch 72/100
450/450 [==============================] - 0s 811us/step - loss: 0.3405 - accuracy: 0.8622
Epoch 73/100
450/450 [==============================] - 0s 826us/step - loss: 0.3407 - accuracy: 0.8621
Epoch 74/100
450/450 [==============================] - 0s 798us/step - loss: 0.3405 - accuracy: 0.8608
Epoch 75/100
450/450 [==============================] - 0s 822us/step - loss: 0.3407 - accuracy: 0.8593
Epoch 76/100
450/450 [==============================] - 0s 793us/step - loss: 0.3407 - accuracy: 0.8596
Epoch 77/100
450/450 [==============================] - 0s 795us/step - loss: 0.3403 - accuracy: 0.8608
Epoch 78/100
450/450 [==============================] - 0s 844us/step - loss: 0.3405 - accuracy: 0.8597
Epoch 79/100
450/450 [==============================] - 0s 782us/step - loss: 0.3402 - accuracy: 0.8614
Epoch 80/100
450/450 [==============================] - 0s 811us/step - loss: 0.3407 - accuracy: 0.8610
Epoch 81/100
450/450 [==============================] - 0s 815us/step - loss: 0.3405 - accuracy: 0.8596
Epoch 82/100
450/450 [==============================] - 0s 796us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 83/100
450/450 [==============================] - 0s 798us/step - loss: 0.3404 - accuracy: 0.8618
Epoch 84/100
450/450 [==============================] - 0s 828us/step - loss: 0.3407 - accuracy: 0.8612
Epoch 85/100
450/450 [==============================] - 0s 797us/step - loss: 0.3402 - accuracy: 0.8621
Epoch 86/100
450/450 [==============================] - 0s 824us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 87/100
450/450 [==============================] - 0s 964us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 88/100
450/450 [==============================] - 0s 891us/step - loss: 0.3406 - accuracy: 0.8599
Epoch 89/100
450/450 [==============================] - 0s 835us/step - loss: 0.3401 - accuracy: 0.86220s - loss: 0.3273 - accuracy
Epoch 90/100
450/450 [==============================] - 0s 795us/step - loss: 0.3406 - accuracy: 0.8603
Epoch 91/100
450/450 [==============================] - 0s 782us/step - loss: 0.3407 - accuracy: 0.8635
Epoch 92/100
450/450 [==============================] - 0s 824us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 93/100
450/450 [==============================] - 0s 796us/step - loss: 0.3400 - accuracy: 0.8606
Epoch 94/100
450/450 [==============================] - 0s 824us/step - loss: 0.3400 - accuracy: 0.8631
Epoch 95/100
450/450 [==============================] - 0s 787us/step - loss: 0.3398 - accuracy: 0.8624
Epoch 96/100
450/450 [==============================] - 0s 792us/step - loss: 0.3405 - accuracy: 0.8622
Epoch 97/100
450/450 [==============================] - 0s 811us/step - loss: 0.3403 - accuracy: 0.8615
Epoch 98/100
450/450 [==============================] - 0s 791us/step - loss: 0.3404 - accuracy: 0.8631
Epoch 99/100
450/450 [==============================] - 0s 796us/step - loss: 0.3405 - accuracy: 0.8619
Epoch 100/100
450/450 [==============================] - 0s 821us/step - loss: 0.3403 - accuracy: 0.8607
Epoch 1/100
450/450 [==============================] - 0s 847us/step - loss: 0.5477 - accuracy: 0.7956
Epoch 2/100
450/450 [==============================] - 0s 855us/step - loss: 0.4407 - accuracy: 0.7964
Epoch 3/100
450/450 [==============================] - 0s 831us/step - loss: 0.4337 - accuracy: 0.7964
Epoch 4/100
450/450 [==============================] - 0s 845us/step - loss: 0.4302 - accuracy: 0.79640s - loss: 0.4305 - accuracy: 0.79
Epoch 5/100
450/450 [==============================] - 0s 813us/step - loss: 0.4263 - accuracy: 0.7964
Epoch 6/100
450/450 [==============================] - 0s 825us/step - loss: 0.4230 - accuracy: 0.8081
Epoch 7/100
450/450 [==============================] - 0s 843us/step - loss: 0.4206 - accuracy: 0.8239
Epoch 8/100
450/450 [==============================] - 0s 826us/step - loss: 0.4190 - accuracy: 0.8271
Epoch 9/100
450/450 [==============================] - 0s 872us/step - loss: 0.4182 - accuracy: 0.8276
Epoch 10/100
450/450 [==============================] - 0s 775us/step - loss: 0.4171 - accuracy: 0.8292
Epoch 11/100
450/450 [==============================] - 0s 779us/step - loss: 0.4160 - accuracy: 0.8301
Epoch 12/100
450/450 [==============================] - 0s 799us/step - loss: 0.4150 - accuracy: 0.8325
Epoch 13/100
450/450 [==============================] - 0s 802us/step - loss: 0.4140 - accuracy: 0.8326
Epoch 14/100
450/450 [==============================] - 0s 777us/step - loss: 0.4138 - accuracy: 0.8314
Epoch 15/100
450/450 [==============================] - 0s 891us/step - loss: 0.4127 - accuracy: 0.8340
Epoch 16/100
450/450 [==============================] - 0s 783us/step - loss: 0.4122 - accuracy: 0.8346
Epoch 17/100
450/450 [==============================] - 0s 799us/step - loss: 0.4115 - accuracy: 0.8347
Epoch 18/100
450/450 [==============================] - 0s 777us/step - loss: 0.4110 - accuracy: 0.8347
Epoch 19/100
450/450 [==============================] - 0s 778us/step - loss: 0.4108 - accuracy: 0.8340
Epoch 20/100
450/450 [==============================] - 0s 804us/step - loss: 0.4103 - accuracy: 0.8358
Epoch 21/100
450/450 [==============================] - 0s 779us/step - loss: 0.4097 - accuracy: 0.8339
Epoch 22/100
450/450 [==============================] - 0s 781us/step - loss: 0.4095 - accuracy: 0.8342
Epoch 23/100
450/450 [==============================] - 0s 800us/step - loss: 0.4090 - accuracy: 0.8363
Epoch 24/100
450/450 [==============================] - 0s 779us/step - loss: 0.4084 - accuracy: 0.8358
Epoch 25/100
450/450 [==============================] - 0s 782us/step - loss: 0.4077 - accuracy: 0.8347
Epoch 26/100
450/450 [==============================] - 0s 789us/step - loss: 0.4074 - accuracy: 0.8364
Epoch 27/100
450/450 [==============================] - 0s 796us/step - loss: 0.4064 - accuracy: 0.8364
Epoch 28/100
450/450 [==============================] - 0s 775us/step - loss: 0.4061 - accuracy: 0.8356
Epoch 29/100
450/450 [==============================] - 0s 794us/step - loss: 0.4054 - accuracy: 0.8367
Epoch 30/100
450/450 [==============================] - 0s 806us/step - loss: 0.4052 - accuracy: 0.8360
Epoch 31/100
450/450 [==============================] - 0s 806us/step - loss: 0.4047 - accuracy: 0.8354
Epoch 32/100
450/450 [==============================] - 0s 778us/step - loss: 0.4045 - accuracy: 0.8361
Epoch 33/100
450/450 [==============================] - 0s 781us/step - loss: 0.4043 - accuracy: 0.8365
Epoch 34/100
450/450 [==============================] - 0s 805us/step - loss: 0.4039 - accuracy: 0.8360
Epoch 35/100
450/450 [==============================] - 0s 775us/step - loss: 0.4038 - accuracy: 0.8351
Epoch 36/100
450/450 [==============================] - 0s 794us/step - loss: 0.4034 - accuracy: 0.8371
Epoch 37/100
450/450 [==============================] - 0s 815us/step - loss: 0.4031 - accuracy: 0.8349
Epoch 38/100
450/450 [==============================] - 0s 798us/step - loss: 0.4027 - accuracy: 0.8344
Epoch 39/100
450/450 [==============================] - 0s 780us/step - loss: 0.4026 - accuracy: 0.8351
Epoch 40/100
450/450 [==============================] - 0s 829us/step - loss: 0.4017 - accuracy: 0.8374
Epoch 41/100
450/450 [==============================] - 0s 783us/step - loss: 0.4013 - accuracy: 0.8361
Epoch 42/100
450/450 [==============================] - 0s 782us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 43/100
450/450 [==============================] - 0s 806us/step - loss: 0.4001 - accuracy: 0.8349
Epoch 44/100
450/450 [==============================] - 0s 779us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 45/100
450/450 [==============================] - 0s 793us/step - loss: 0.3996 - accuracy: 0.8368
Epoch 46/100
450/450 [==============================] - 0s 776us/step - loss: 0.3989 - accuracy: 0.8369
Epoch 47/100
450/450 [==============================] - 0s 788us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 48/100
450/450 [==============================] - 0s 815us/step - loss: 0.3979 - accuracy: 0.8360
Epoch 49/100
450/450 [==============================] - 0s 786us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 50/100
450/450 [==============================] - 0s 811us/step - loss: 0.3971 - accuracy: 0.8378
Epoch 51/100
450/450 [==============================] - 0s 797us/step - loss: 0.3964 - accuracy: 0.8367
Epoch 52/100
450/450 [==============================] - 0s 783us/step - loss: 0.3964 - accuracy: 0.8375
Epoch 53/100
450/450 [==============================] - 0s 795us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 54/100
450/450 [==============================] - 0s 805us/step - loss: 0.3959 - accuracy: 0.8367
Epoch 55/100
450/450 [==============================] - 0s 781us/step - loss: 0.3960 - accuracy: 0.8372
Epoch 56/100
450/450 [==============================] - 0s 810us/step - loss: 0.3958 - accuracy: 0.8363
Epoch 57/100
450/450 [==============================] - 0s 779us/step - loss: 0.3955 - accuracy: 0.8372
Epoch 58/100
450/450 [==============================] - 0s 782us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 59/100
450/450 [==============================] - 0s 819us/step - loss: 0.3951 - accuracy: 0.8357
Epoch 60/100
450/450 [==============================] - 0s 772us/step - loss: 0.3951 - accuracy: 0.8360
Epoch 61/100
450/450 [==============================] - 0s 794us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 62/100
450/450 [==============================] - 0s 790us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 63/100
450/450 [==============================] - 0s 798us/step - loss: 0.3948 - accuracy: 0.8360
Epoch 64/100
450/450 [==============================] - 0s 783us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 65/100
450/450 [==============================] - 0s 810us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 66/100
450/450 [==============================] - 0s 787us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 67/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8356
Epoch 68/100
450/450 [==============================] - 0s 861us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 69/100
450/450 [==============================] - 0s 795us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 70/100
450/450 [==============================] - 0s 805us/step - loss: 0.3941 - accuracy: 0.8372
Epoch 71/100
450/450 [==============================] - 0s 779us/step - loss: 0.3942 - accuracy: 0.8364
Epoch 72/100
450/450 [==============================] - 0s 785us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 73/100
450/450 [==============================] - 0s 800us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 74/100
450/450 [==============================] - 0s 793us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 75/100
450/450 [==============================] - 0s 780us/step - loss: 0.3942 - accuracy: 0.8356
Epoch 76/100
450/450 [==============================] - 0s 800us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 77/100
450/450 [==============================] - 0s 780us/step - loss: 0.3939 - accuracy: 0.8365
Epoch 78/100
450/450 [==============================] - 0s 802us/step - loss: 0.3938 - accuracy: 0.8357
Epoch 79/100
450/450 [==============================] - 0s 781us/step - loss: 0.3940 - accuracy: 0.8364
Epoch 80/100
450/450 [==============================] - 0s 780us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 81/100
450/450 [==============================] - 0s 803us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 82/100
450/450 [==============================] - 0s 785us/step - loss: 0.3939 - accuracy: 0.8382
Epoch 83/100
450/450 [==============================] - 0s 783us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 84/100
450/450 [==============================] - 0s 807us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 85/100
450/450 [==============================] - 0s 792us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 86/100
450/450 [==============================] - 0s 778us/step - loss: 0.3937 - accuracy: 0.8364
Epoch 87/100
450/450 [==============================] - 0s 805us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 88/100
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 89/100
450/450 [==============================] - 0s 788us/step - loss: 0.3934 - accuracy: 0.8367
Epoch 90/100
450/450 [==============================] - 0s 809us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 91/100
450/450 [==============================] - 0s 799us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 92/100
450/450 [==============================] - 0s 817us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 93/100
450/450 [==============================] - 0s 794us/step - loss: 0.3935 - accuracy: 0.8363
Epoch 94/100
450/450 [==============================] - 0s 806us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 95/100
450/450 [==============================] - 0s 824us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 96/100
450/450 [==============================] - 0s 813us/step - loss: 0.3933 - accuracy: 0.8356
Epoch 97/100
450/450 [==============================] - 0s 792us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 98/100
450/450 [==============================] - 0s 829us/step - loss: 0.3928 - accuracy: 0.8389
Epoch 99/100
450/450 [==============================] - 0s 795us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 100/100
450/450 [==============================] - 0s 818us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 1/100
450/450 [==============================] - 0s 841us/step - loss: 0.5578 - accuracy: 0.7981
Epoch 2/100
450/450 [==============================] - 0s 885us/step - loss: 0.4399 - accuracy: 0.7985
Epoch 3/100
450/450 [==============================] - 0s 806us/step - loss: 0.4317 - accuracy: 0.7985
Epoch 4/100
450/450 [==============================] - 0s 809us/step - loss: 0.4289 - accuracy: 0.7985
Epoch 5/100
450/450 [==============================] - 0s 827us/step - loss: 0.4273 - accuracy: 0.7985
Epoch 6/100
450/450 [==============================] - 0s 809us/step - loss: 0.4259 - accuracy: 0.7985
Epoch 7/100
450/450 [==============================] - 0s 795us/step - loss: 0.4247 - accuracy: 0.7985
Epoch 8/100
450/450 [==============================] - 0s 834us/step - loss: 0.4229 - accuracy: 0.8021
Epoch 9/100
450/450 [==============================] - 0s 864us/step - loss: 0.4207 - accuracy: 0.81610s - loss: 0.4201 - accuracy: 
Epoch 10/100
450/450 [==============================] - 0s 953us/step - loss: 0.4184 - accuracy: 0.8214
Epoch 11/100
450/450 [==============================] - 0s 793us/step - loss: 0.4161 - accuracy: 0.8238
Epoch 12/100
450/450 [==============================] - 0s 800us/step - loss: 0.4142 - accuracy: 0.8274
Epoch 13/100
450/450 [==============================] - 0s 804us/step - loss: 0.4127 - accuracy: 0.8299
Epoch 14/100
450/450 [==============================] - 0s 791us/step - loss: 0.4113 - accuracy: 0.8329
Epoch 15/100
450/450 [==============================] - 0s 855us/step - loss: 0.4101 - accuracy: 0.8315
Epoch 16/100
450/450 [==============================] - 0s 821us/step - loss: 0.4082 - accuracy: 0.8331
Epoch 17/100
450/450 [==============================] - 0s 795us/step - loss: 0.4078 - accuracy: 0.8336
Epoch 18/100
450/450 [==============================] - 0s 802us/step - loss: 0.4064 - accuracy: 0.8354
Epoch 19/100
450/450 [==============================] - 0s 835us/step - loss: 0.4053 - accuracy: 0.8340
Epoch 20/100
450/450 [==============================] - 0s 794us/step - loss: 0.4049 - accuracy: 0.8353
Epoch 21/100
450/450 [==============================] - 0s 821us/step - loss: 0.4041 - accuracy: 0.8363
Epoch 22/100
450/450 [==============================] - 0s 779us/step - loss: 0.4033 - accuracy: 0.8358
Epoch 23/100
450/450 [==============================] - 0s 799us/step - loss: 0.4029 - accuracy: 0.8367
Epoch 24/100
450/450 [==============================] - 0s 811us/step - loss: 0.4023 - accuracy: 0.8379
Epoch 25/100
450/450 [==============================] - 0s 792us/step - loss: 0.4022 - accuracy: 0.8358
Epoch 26/100
450/450 [==============================] - 0s 788us/step - loss: 0.4016 - accuracy: 0.8369
Epoch 27/100
450/450 [==============================] - 0s 835us/step - loss: 0.4012 - accuracy: 0.8369
Epoch 28/100
450/450 [==============================] - 0s 806us/step - loss: 0.4009 - accuracy: 0.8376
Epoch 29/100
450/450 [==============================] - 0s 827us/step - loss: 0.4004 - accuracy: 0.8360
Epoch 30/100
450/450 [==============================] - 0s 791us/step - loss: 0.4005 - accuracy: 0.8372
Epoch 31/100
450/450 [==============================] - 0s 800us/step - loss: 0.4000 - accuracy: 0.83810s - loss: 0.3964 - accuracy: 
Epoch 32/100
450/450 [==============================] - 0s 802us/step - loss: 0.3998 - accuracy: 0.8381
Epoch 33/100
450/450 [==============================] - 0s 800us/step - loss: 0.3997 - accuracy: 0.8383
Epoch 34/100
450/450 [==============================] - 0s 799us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 35/100
450/450 [==============================] - 0s 819us/step - loss: 0.3991 - accuracy: 0.8365
Epoch 36/100
450/450 [==============================] - 0s 792us/step - loss: 0.3989 - accuracy: 0.8368
Epoch 37/100
450/450 [==============================] - 0s 800us/step - loss: 0.3984 - accuracy: 0.8381
Epoch 38/100
450/450 [==============================] - 0s 832us/step - loss: 0.3982 - accuracy: 0.8371
Epoch 39/100
450/450 [==============================] - 0s 808us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 40/100
450/450 [==============================] - 0s 828us/step - loss: 0.3978 - accuracy: 0.8386
Epoch 41/100
450/450 [==============================] - 0s 803us/step - loss: 0.3975 - accuracy: 0.8386
Epoch 42/100
450/450 [==============================] - 0s 821us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 43/100
450/450 [==============================] - 0s 824us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 44/100
450/450 [==============================] - 0s 798us/step - loss: 0.3969 - accuracy: 0.8383
Epoch 45/100
450/450 [==============================] - 0s 803us/step - loss: 0.3962 - accuracy: 0.8388
Epoch 46/100
450/450 [==============================] - 0s 836us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 47/100
450/450 [==============================] - 0s 846us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 48/100
450/450 [==============================] - 0s 957us/step - loss: 0.3957 - accuracy: 0.8396
Epoch 49/100
450/450 [==============================] - 0s 886us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 50/100
450/450 [==============================] - 0s 838us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 51/100
450/450 [==============================] - 0s 807us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 52/100
450/450 [==============================] - 0s 813us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 53/100
450/450 [==============================] - 0s 793us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 54/100
450/450 [==============================] - 0s 841us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 55/100
450/450 [==============================] - 0s 804us/step - loss: 0.3947 - accuracy: 0.83920s - loss: 0.3953 - accuracy: 0.83
Epoch 56/100
450/450 [==============================] - 0s 892us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 57/100
450/450 [==============================] - 1s 1ms/step - loss: 0.3947 - accuracy: 0.8396
Epoch 58/100
450/450 [==============================] - 0s 827us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 59/100
450/450 [==============================] - 0s 814us/step - loss: 0.3942 - accuracy: 0.8400
Epoch 60/100
450/450 [==============================] - 0s 805us/step - loss: 0.3946 - accuracy: 0.8389
Epoch 61/100
450/450 [==============================] - 0s 821us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 62/100
450/450 [==============================] - 0s 809us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 63/100
450/450 [==============================] - 0s 801us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 64/100
450/450 [==============================] - 0s 828us/step - loss: 0.3942 - accuracy: 0.8403
Epoch 65/100
450/450 [==============================] - 0s 798us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 66/100
450/450 [==============================] - 0s 972us/step - loss: 0.3943 - accuracy: 0.8401
Epoch 67/100
450/450 [==============================] - 0s 851us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 68/100
450/450 [==============================] - 0s 807us/step - loss: 0.3941 - accuracy: 0.8392
Epoch 69/100
450/450 [==============================] - 0s 814us/step - loss: 0.3938 - accuracy: 0.8406
Epoch 70/100
450/450 [==============================] - 0s 793us/step - loss: 0.3940 - accuracy: 0.8368
Epoch 71/100
450/450 [==============================] - 0s 805us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 72/100
450/450 [==============================] - 0s 836us/step - loss: 0.3942 - accuracy: 0.8406
Epoch 73/100
450/450 [==============================] - 0s 802us/step - loss: 0.3940 - accuracy: 0.8386
Epoch 74/100
450/450 [==============================] - 0s 790us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 75/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8393
Epoch 76/100
450/450 [==============================] - 0s 829us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 77/100
450/450 [==============================] - 0s 835us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 78/100
450/450 [==============================] - 0s 810us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 79/100
450/450 [==============================] - 0s 809us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 80/100
450/450 [==============================] - 0s 831us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 81/100
450/450 [==============================] - 0s 806us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 82/100
450/450 [==============================] - 0s 832us/step - loss: 0.3941 - accuracy: 0.8396
Epoch 83/100
450/450 [==============================] - 0s 834us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 84/100
450/450 [==============================] - 0s 810us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 85/100
450/450 [==============================] - 0s 847us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 86/100
450/450 [==============================] - 0s 833us/step - loss: 0.3939 - accuracy: 0.8394
Epoch 87/100
450/450 [==============================] - 0s 807us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 88/100
450/450 [==============================] - 0s 831us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 89/100
450/450 [==============================] - 0s 833us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 90/100
450/450 [==============================] - 0s 818us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 91/100
450/450 [==============================] - 0s 806us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 92/100
450/450 [==============================] - 0s 800us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 93/100
450/450 [==============================] - 0s 840us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 94/100
450/450 [==============================] - 0s 806us/step - loss: 0.3937 - accuracy: 0.8403
Epoch 95/100
450/450 [==============================] - 0s 805us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 96/100
450/450 [==============================] - 0s 831us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 97/100
450/450 [==============================] - 0s 814us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 98/100
450/450 [==============================] - 0s 803us/step - loss: 0.3935 - accuracy: 0.8390
Epoch 99/100
450/450 [==============================] - 0s 831us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 100/100
450/450 [==============================] - 0s 798us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 1/100
450/450 [==============================] - 0s 777us/step - loss: 0.5862 - accuracy: 0.7960
Epoch 2/100
450/450 [==============================] - 0s 754us/step - loss: 0.5185 - accuracy: 0.7962
Epoch 3/100
450/450 [==============================] - 0s 783us/step - loss: 0.5081 - accuracy: 0.7962
Epoch 4/100
450/450 [==============================] - 0s 748us/step - loss: 0.5061 - accuracy: 0.7962
Epoch 5/100
450/450 [==============================] - 0s 759us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 6/100
450/450 [==============================] - 0s 782us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 7/100
450/450 [==============================] - 0s 747us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 8/100
450/450 [==============================] - 0s 816us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 9/100
450/450 [==============================] - 0s 761us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 10/100
450/450 [==============================] - 0s 756us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 11/100
450/450 [==============================] - 0s 754us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 12/100
450/450 [==============================] - 0s 812us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 13/100
450/450 [==============================] - 0s 752us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 14/100
450/450 [==============================] - 0s 751us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 15/100
450/450 [==============================] - 0s 905us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 16/100
450/450 [==============================] - 0s 723us/step - loss: 0.5056 - accuracy: 0.79620s - loss: 0.5120 - accuracy: 0.
Epoch 17/100
450/450 [==============================] - 0s 714us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 18/100
450/450 [==============================] - 0s 725us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 19/100
450/450 [==============================] - 0s 715us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 20/100
450/450 [==============================] - 0s 716us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 21/100
450/450 [==============================] - 0s 723us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 22/100
450/450 [==============================] - 0s 727us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 23/100
450/450 [==============================] - 0s 718us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 24/100
450/450 [==============================] - 0s 736us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 25/100
450/450 [==============================] - 0s 726us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 26/100
450/450 [==============================] - 0s 712us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 27/100
450/450 [==============================] - 0s 751us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 28/100
450/450 [==============================] - 0s 728us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 29/100
450/450 [==============================] - 0s 710us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 30/100
450/450 [==============================] - 0s 739us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 31/100
450/450 [==============================] - 0s 728us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 32/100
450/450 [==============================] - 0s 711us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 33/100
450/450 [==============================] - 0s 727us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 34/100
450/450 [==============================] - 0s 715us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 35/100
450/450 [==============================] - 0s 709us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 36/100
450/450 [==============================] - 0s 731us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 37/100
450/450 [==============================] - 0s 709us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 38/100
450/450 [==============================] - 0s 718us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 39/100
450/450 [==============================] - 0s 743us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 40/100
450/450 [==============================] - 0s 717us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 41/100
450/450 [==============================] - 0s 715us/step - loss: 0.5045 - accuracy: 0.7962
Epoch 42/100
450/450 [==============================] - 0s 746us/step - loss: 0.5042 - accuracy: 0.7962
Epoch 43/100
450/450 [==============================] - 0s 711us/step - loss: 0.5037 - accuracy: 0.7962
Epoch 44/100
450/450 [==============================] - 0s 714us/step - loss: 0.5030 - accuracy: 0.7962
Epoch 45/100
450/450 [==============================] - 0s 748us/step - loss: 0.5020 - accuracy: 0.7962
Epoch 46/100
450/450 [==============================] - 0s 713us/step - loss: 0.5005 - accuracy: 0.7962
Epoch 47/100
450/450 [==============================] - 0s 716us/step - loss: 0.4982 - accuracy: 0.7962
Epoch 48/100
450/450 [==============================] - 0s 752us/step - loss: 0.4947 - accuracy: 0.7962
Epoch 49/100
450/450 [==============================] - 0s 712us/step - loss: 0.4893 - accuracy: 0.7962
Epoch 50/100
450/450 [==============================] - 0s 717us/step - loss: 0.4816 - accuracy: 0.7962
Epoch 51/100
450/450 [==============================] - 0s 741us/step - loss: 0.4717 - accuracy: 0.7962
Epoch 52/100
450/450 [==============================] - 0s 709us/step - loss: 0.4612 - accuracy: 0.7962
Epoch 53/100
450/450 [==============================] - 0s 721us/step - loss: 0.4520 - accuracy: 0.7962
Epoch 54/100
450/450 [==============================] - 0s 741us/step - loss: 0.4450 - accuracy: 0.7962
Epoch 55/100
450/450 [==============================] - 0s 720us/step - loss: 0.4400 - accuracy: 0.7962
Epoch 56/100
450/450 [==============================] - 0s 728us/step - loss: 0.4364 - accuracy: 0.7962
Epoch 57/100
450/450 [==============================] - 0s 760us/step - loss: 0.4338 - accuracy: 0.7962
Epoch 58/100
450/450 [==============================] - 0s 737us/step - loss: 0.4318 - accuracy: 0.7962
Epoch 59/100
450/450 [==============================] - 0s 733us/step - loss: 0.4300 - accuracy: 0.7962
Epoch 60/100
450/450 [==============================] - 0s 759us/step - loss: 0.4282 - accuracy: 0.7962
Epoch 61/100
450/450 [==============================] - 0s 729us/step - loss: 0.4260 - accuracy: 0.7962
Epoch 62/100
450/450 [==============================] - 0s 726us/step - loss: 0.4240 - accuracy: 0.7962
Epoch 63/100
450/450 [==============================] - 0s 747us/step - loss: 0.4213 - accuracy: 0.7962
Epoch 64/100
450/450 [==============================] - 0s 731us/step - loss: 0.4182 - accuracy: 0.7962
Epoch 65/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4149 - accuracy: 0.7962
Epoch 66/100
450/450 [==============================] - 1s 2ms/step - loss: 0.4112 - accuracy: 0.7962
Epoch 67/100
450/450 [==============================] - 1s 1ms/step - loss: 0.4073 - accuracy: 0.7962
Epoch 68/100
450/450 [==============================] - 0s 926us/step - loss: 0.4031 - accuracy: 0.7962
Epoch 69/100
450/450 [==============================] - 0s 860us/step - loss: 0.3995 - accuracy: 0.7962
Epoch 70/100
450/450 [==============================] - 0s 817us/step - loss: 0.3962 - accuracy: 0.8106
Epoch 71/100
450/450 [==============================] - 0s 841us/step - loss: 0.3929 - accuracy: 0.8261
Epoch 72/100
450/450 [==============================] - 0s 772us/step - loss: 0.3900 - accuracy: 0.8285
Epoch 73/100
450/450 [==============================] - 0s 881us/step - loss: 0.3871 - accuracy: 0.8317
Epoch 74/100
450/450 [==============================] - 0s 738us/step - loss: 0.3838 - accuracy: 0.8361
Epoch 75/100
450/450 [==============================] - 0s 784us/step - loss: 0.3801 - accuracy: 0.8449
Epoch 76/100
450/450 [==============================] - 0s 748us/step - loss: 0.3768 - accuracy: 0.8467
Epoch 77/100
450/450 [==============================] - 0s 737us/step - loss: 0.3741 - accuracy: 0.8512
Epoch 78/100
450/450 [==============================] - 0s 759us/step - loss: 0.3712 - accuracy: 0.8519
Epoch 79/100
450/450 [==============================] - 0s 751us/step - loss: 0.3690 - accuracy: 0.8531
Epoch 80/100
450/450 [==============================] - 0s 732us/step - loss: 0.3665 - accuracy: 0.8557
Epoch 81/100
450/450 [==============================] - 0s 821us/step - loss: 0.3654 - accuracy: 0.8554
Epoch 82/100
450/450 [==============================] - 0s 829us/step - loss: 0.3637 - accuracy: 0.8529
Epoch 83/100
450/450 [==============================] - 0s 825us/step - loss: 0.3620 - accuracy: 0.8547
Epoch 84/100
450/450 [==============================] - 0s 730us/step - loss: 0.3615 - accuracy: 0.8561
Epoch 85/100
450/450 [==============================] - 0s 734us/step - loss: 0.3594 - accuracy: 0.8569
Epoch 86/100
450/450 [==============================] - 0s 737us/step - loss: 0.3592 - accuracy: 0.8581
Epoch 87/100
450/450 [==============================] - 0s 726us/step - loss: 0.3588 - accuracy: 0.8572
Epoch 88/100
450/450 [==============================] - 0s 727us/step - loss: 0.3575 - accuracy: 0.8582
Epoch 89/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3566 - accuracy: 0.8581: 0s - loss: 0.3485 - 
Epoch 90/100
450/450 [==============================] - 0s 723us/step - loss: 0.3566 - accuracy: 0.8579
Epoch 91/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3561 - accuracy: 0.8599
Epoch 92/100
450/450 [==============================] - 0s 727us/step - loss: 0.3550 - accuracy: 0.8599
Epoch 93/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3551 - accuracy: 0.8575
Epoch 94/100
450/450 [==============================] - 0s 738us/step - loss: 0.3551 - accuracy: 0.85830s - loss: 0.3561 - accu
Epoch 95/100
450/450 [==============================] - 0s 829us/step - loss: 0.3536 - accuracy: 0.8581
Epoch 96/100
450/450 [==============================] - 0s 838us/step - loss: 0.3535 - accuracy: 0.8581
Epoch 97/100
450/450 [==============================] - 0s 757us/step - loss: 0.3538 - accuracy: 0.8578
Epoch 98/100
450/450 [==============================] - 0s 724us/step - loss: 0.3528 - accuracy: 0.8578
Epoch 99/100
450/450 [==============================] - 0s 753us/step - loss: 0.3519 - accuracy: 0.8583
Epoch 100/100
450/450 [==============================] - 0s 724us/step - loss: 0.3517 - accuracy: 0.8586
Epoch 1/100
450/450 [==============================] - 0s 766us/step - loss: 0.5852 - accuracy: 0.7979
Epoch 2/100
450/450 [==============================] - 0s 766us/step - loss: 0.5160 - accuracy: 0.7986
Epoch 3/100
450/450 [==============================] - 0s 756us/step - loss: 0.5050 - accuracy: 0.7986
Epoch 4/100
450/450 [==============================] - 0s 782us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 5/100
450/450 [==============================] - 0s 771us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 6/100
450/450 [==============================] - 0s 770us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 7/100
450/450 [==============================] - 0s 779us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 8/100
450/450 [==============================] - 0s 757us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 9/100
450/450 [==============================] - 0s 788us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 10/100
450/450 [==============================] - 0s 794us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/100
450/450 [==============================] - 0s 765us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 12/100
450/450 [==============================] - 0s 760us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 13/100
450/450 [==============================] - 0s 786us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 14/100
450/450 [==============================] - 0s 755us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 15/100
450/450 [==============================] - 0s 772us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 16/100
450/450 [==============================] - 0s 758us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/100
450/450 [==============================] - 0s 759us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 18/100
450/450 [==============================] - 0s 780us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/100
450/450 [==============================] - 0s 757us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 20/100
450/450 [==============================] - 0s 764us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 21/100
450/450 [==============================] - 0s 795us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 22/100
450/450 [==============================] - 0s 748us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 23/100
450/450 [==============================] - 0s 763us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 24/100
450/450 [==============================] - 0s 794us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/100
450/450 [==============================] - 0s 751us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/100
450/450 [==============================] - 0s 755us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 27/100
450/450 [==============================] - 0s 770us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/100
450/450 [==============================] - 0s 769us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/100
450/450 [==============================] - 0s 755us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/100
450/450 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/100
450/450 [==============================] - 0s 761us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/100
450/450 [==============================] - 0s 752us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/100
450/450 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/100
450/450 [==============================] - 0s 765us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/100
450/450 [==============================] - 0s 747us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/100
450/450 [==============================] - 0s 767us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/100
450/450 [==============================] - 0s 765us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/100
450/450 [==============================] - 0s 759us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/100
450/450 [==============================] - 0s 814us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/100
450/450 [==============================] - 0s 720us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/100
450/450 [==============================] - 0s 804us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/100
450/450 [==============================] - 0s 733us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/100
450/450 [==============================] - 0s 720us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/100
450/450 [==============================] - 0s 733us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 45/100
450/450 [==============================] - 0s 723us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 46/100
450/450 [==============================] - 0s 722us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 47/100
450/450 [==============================] - 0s 735us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 48/100
450/450 [==============================] - 0s 724us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 49/100
450/450 [==============================] - 0s 722us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 50/100
450/450 [==============================] - 0s 727us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 51/100
450/450 [==============================] - 0s 721us/step - loss: 0.5020 - accuracy: 0.79860s - loss: 0.5010 - accuracy: 0.
Epoch 52/100
450/450 [==============================] - 0s 721us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 53/100
450/450 [==============================] - 0s 726us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 54/100
450/450 [==============================] - 0s 731us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 55/100
450/450 [==============================] - 0s 720us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 56/100
450/450 [==============================] - 0s 729us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 57/100
450/450 [==============================] - 0s 724us/step - loss: 0.5007 - accuracy: 0.7986
Epoch 58/100
450/450 [==============================] - 0s 742us/step - loss: 0.5002 - accuracy: 0.7986
Epoch 59/100
450/450 [==============================] - 0s 731us/step - loss: 0.4992 - accuracy: 0.7986
Epoch 60/100
450/450 [==============================] - 0s 728us/step - loss: 0.4978 - accuracy: 0.7986
Epoch 61/100
450/450 [==============================] - 0s 712us/step - loss: 0.4955 - accuracy: 0.7986
Epoch 62/100
450/450 [==============================] - 0s 905us/step - loss: 0.4918 - accuracy: 0.7986
Epoch 63/100
450/450 [==============================] - 0s 722us/step - loss: 0.4857 - accuracy: 0.7986
Epoch 64/100
450/450 [==============================] - 0s 719us/step - loss: 0.4764 - accuracy: 0.7986
Epoch 65/100
450/450 [==============================] - 0s 740us/step - loss: 0.4643 - accuracy: 0.7986
Epoch 66/100
450/450 [==============================] - 0s 725us/step - loss: 0.4517 - accuracy: 0.7986
Epoch 67/100
450/450 [==============================] - 0s 727us/step - loss: 0.4412 - accuracy: 0.7986
Epoch 68/100
450/450 [==============================] - 0s 737us/step - loss: 0.4344 - accuracy: 0.7986
Epoch 69/100
450/450 [==============================] - 0s 745us/step - loss: 0.4305 - accuracy: 0.7985
Epoch 70/100
450/450 [==============================] - 0s 724us/step - loss: 0.4287 - accuracy: 0.7997
Epoch 71/100
450/450 [==============================] - 0s 735us/step - loss: 0.4272 - accuracy: 0.7992
Epoch 72/100
450/450 [==============================] - 0s 724us/step - loss: 0.4257 - accuracy: 0.8061
Epoch 73/100
450/450 [==============================] - 0s 716us/step - loss: 0.4237 - accuracy: 0.8151
Epoch 74/100
450/450 [==============================] - 0s 737us/step - loss: 0.4209 - accuracy: 0.8228
Epoch 75/100
450/450 [==============================] - 0s 730us/step - loss: 0.4175 - accuracy: 0.8292
Epoch 76/100
450/450 [==============================] - 0s 714us/step - loss: 0.4142 - accuracy: 0.8321
Epoch 77/100
450/450 [==============================] - 0s 742us/step - loss: 0.4106 - accuracy: 0.8354
Epoch 78/100
450/450 [==============================] - 0s 731us/step - loss: 0.4067 - accuracy: 0.8374
Epoch 79/100
450/450 [==============================] - 0s 718us/step - loss: 0.4019 - accuracy: 0.8382
Epoch 80/100
450/450 [==============================] - 0s 742us/step - loss: 0.3962 - accuracy: 0.8411
Epoch 81/100
450/450 [==============================] - 0s 723us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 82/100
450/450 [==============================] - 0s 719us/step - loss: 0.3823 - accuracy: 0.8462
Epoch 83/100
450/450 [==============================] - 0s 725us/step - loss: 0.3754 - accuracy: 0.8497
Epoch 84/100
450/450 [==============================] - 0s 757us/step - loss: 0.3681 - accuracy: 0.8512
Epoch 85/100
450/450 [==============================] - 0s 718us/step - loss: 0.3624 - accuracy: 0.8518
Epoch 86/100
450/450 [==============================] - 0s 738us/step - loss: 0.3579 - accuracy: 0.8543
Epoch 87/100
450/450 [==============================] - 0s 724us/step - loss: 0.3540 - accuracy: 0.8560
Epoch 88/100
450/450 [==============================] - 0s 719us/step - loss: 0.3514 - accuracy: 0.8572
Epoch 89/100
450/450 [==============================] - 0s 734us/step - loss: 0.3489 - accuracy: 0.8601
Epoch 90/100
450/450 [==============================] - 0s 760us/step - loss: 0.3478 - accuracy: 0.8600
Epoch 91/100
450/450 [==============================] - 0s 724us/step - loss: 0.3461 - accuracy: 0.8582
Epoch 92/100
450/450 [==============================] - 0s 742us/step - loss: 0.3454 - accuracy: 0.8589
Epoch 93/100
450/450 [==============================] - 0s 731us/step - loss: 0.3443 - accuracy: 0.8611
Epoch 94/100
450/450 [==============================] - 0s 732us/step - loss: 0.3438 - accuracy: 0.8608
Epoch 95/100
450/450 [==============================] - 0s 731us/step - loss: 0.3430 - accuracy: 0.8597
Epoch 96/100
450/450 [==============================] - 0s 759us/step - loss: 0.3430 - accuracy: 0.8585
Epoch 97/100
450/450 [==============================] - 0s 728us/step - loss: 0.3433 - accuracy: 0.8589
Epoch 98/100
450/450 [==============================] - 0s 736us/step - loss: 0.3428 - accuracy: 0.8610
Epoch 99/100
450/450 [==============================] - 0s 748us/step - loss: 0.3418 - accuracy: 0.8631
Epoch 100/100
450/450 [==============================] - 0s 730us/step - loss: 0.3422 - accuracy: 0.8603
Epoch 1/100
450/450 [==============================] - 0s 747us/step - loss: 0.5849 - accuracy: 0.7976
Epoch 2/100
450/450 [==============================] - 0s 756us/step - loss: 0.5163 - accuracy: 0.7978
Epoch 3/100
450/450 [==============================] - 0s 747us/step - loss: 0.5059 - accuracy: 0.7978
Epoch 4/100
450/450 [==============================] - 0s 755us/step - loss: 0.5040 - accuracy: 0.7978
Epoch 5/100
450/450 [==============================] - 0s 757us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 6/100
450/450 [==============================] - 0s 781us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 7/100
450/450 [==============================] - 0s 752us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 8/100
450/450 [==============================] - 0s 749us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 9/100
450/450 [==============================] - 0s 774us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 10/100
450/450 [==============================] - 0s 755us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 11/100
450/450 [==============================] - 0s 749us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 12/100
450/450 [==============================] - 0s 758us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 13/100
450/450 [==============================] - 0s 748us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 14/100
450/450 [==============================] - 0s 747us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 15/100
450/450 [==============================] - 0s 786us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 16/100
450/450 [==============================] - 0s 767us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 17/100
450/450 [==============================] - 0s 759us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 18/100
450/450 [==============================] - 0s 791us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 19/100
450/450 [==============================] - 0s 747us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 20/100
450/450 [==============================] - 0s 750us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 21/100
450/450 [==============================] - 0s 762us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 22/100
450/450 [==============================] - 0s 759us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 23/100
450/450 [==============================] - 0s 757us/step - loss: 0.5032 - accuracy: 0.79780s - loss: 0.5004 - accuracy: 
Epoch 24/100
450/450 [==============================] - 0s 782us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 25/100
450/450 [==============================] - 0s 747us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 26/100
450/450 [==============================] - 0s 749us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 27/100
450/450 [==============================] - 0s 807us/step - loss: 0.5026 - accuracy: 0.7978
Epoch 28/100
450/450 [==============================] - 0s 750us/step - loss: 0.5024 - accuracy: 0.7978
Epoch 29/100
450/450 [==============================] - 0s 747us/step - loss: 0.5020 - accuracy: 0.7978
Epoch 30/100
450/450 [==============================] - 0s 753us/step - loss: 0.5013 - accuracy: 0.7978
Epoch 31/100
450/450 [==============================] - 0s 752us/step - loss: 0.5003 - accuracy: 0.7978
Epoch 32/100
450/450 [==============================] - 0s 757us/step - loss: 0.4988 - accuracy: 0.7978
Epoch 33/100
450/450 [==============================] - 0s 766us/step - loss: 0.4963 - accuracy: 0.7978
Epoch 34/100
450/450 [==============================] - 0s 753us/step - loss: 0.4923 - accuracy: 0.7978
Epoch 35/100
450/450 [==============================] - 0s 786us/step - loss: 0.4859 - accuracy: 0.7978
Epoch 36/100
450/450 [==============================] - 0s 749us/step - loss: 0.4766 - accuracy: 0.7978
Epoch 37/100
450/450 [==============================] - 0s 770us/step - loss: 0.4652 - accuracy: 0.7978
Epoch 38/100
450/450 [==============================] - 0s 764us/step - loss: 0.4540 - accuracy: 0.7978
Epoch 39/100
450/450 [==============================] - 0s 745us/step - loss: 0.4452 - accuracy: 0.7978
Epoch 40/100
450/450 [==============================] - 0s 755us/step - loss: 0.4390 - accuracy: 0.7978
Epoch 41/100
450/450 [==============================] - 0s 781us/step - loss: 0.4351 - accuracy: 0.7978
Epoch 42/100
450/450 [==============================] - 0s 741us/step - loss: 0.4323 - accuracy: 0.7978
Epoch 43/100
450/450 [==============================] - 0s 755us/step - loss: 0.4306 - accuracy: 0.7978
Epoch 44/100
450/450 [==============================] - 0s 823us/step - loss: 0.4295 - accuracy: 0.7978
Epoch 45/100
450/450 [==============================] - 0s 773us/step - loss: 0.4288 - accuracy: 0.7978
Epoch 46/100
450/450 [==============================] - 0s 719us/step - loss: 0.4281 - accuracy: 0.7978
Epoch 47/100
450/450 [==============================] - 0s 730us/step - loss: 0.4277 - accuracy: 0.7978
Epoch 48/100
450/450 [==============================] - 0s 707us/step - loss: 0.4273 - accuracy: 0.7978
Epoch 49/100
450/450 [==============================] - 0s 716us/step - loss: 0.4270 - accuracy: 0.7976
Epoch 50/100
450/450 [==============================] - 0s 746us/step - loss: 0.4267 - accuracy: 0.7975
Epoch 51/100
450/450 [==============================] - 0s 709us/step - loss: 0.4265 - accuracy: 0.7972
Epoch 52/100
450/450 [==============================] - 0s 744us/step - loss: 0.4263 - accuracy: 0.7967
Epoch 53/100
450/450 [==============================] - 0s 749us/step - loss: 0.4261 - accuracy: 0.7951
Epoch 54/100
450/450 [==============================] - 0s 709us/step - loss: 0.4260 - accuracy: 0.7936
Epoch 55/100
450/450 [==============================] - 0s 720us/step - loss: 0.4257 - accuracy: 0.7936
Epoch 56/100
450/450 [==============================] - 0s 753us/step - loss: 0.4256 - accuracy: 0.7933
Epoch 57/100
450/450 [==============================] - 0s 726us/step - loss: 0.4254 - accuracy: 0.7928
Epoch 58/100
450/450 [==============================] - 0s 721us/step - loss: 0.4253 - accuracy: 0.7928
Epoch 59/100
450/450 [==============================] - 0s 731us/step - loss: 0.4251 - accuracy: 0.7939
Epoch 60/100
450/450 [==============================] - 0s 704us/step - loss: 0.4249 - accuracy: 0.7950
Epoch 61/100
450/450 [==============================] - 0s 712us/step - loss: 0.4247 - accuracy: 0.7937
Epoch 62/100
450/450 [==============================] - 0s 741us/step - loss: 0.4242 - accuracy: 0.7940
Epoch 63/100
450/450 [==============================] - 0s 716us/step - loss: 0.4240 - accuracy: 0.7949
Epoch 64/100
450/450 [==============================] - 0s 714us/step - loss: 0.4234 - accuracy: 0.7928
Epoch 65/100
450/450 [==============================] - 0s 757us/step - loss: 0.4230 - accuracy: 0.7944
Epoch 66/100
450/450 [==============================] - 0s 719us/step - loss: 0.4225 - accuracy: 0.7929
Epoch 67/100
450/450 [==============================] - 0s 742us/step - loss: 0.4215 - accuracy: 0.7922
Epoch 68/100
450/450 [==============================] - 0s 712us/step - loss: 0.4203 - accuracy: 0.7933
Epoch 69/100
450/450 [==============================] - 0s 719us/step - loss: 0.4189 - accuracy: 0.7933
Epoch 70/100
450/450 [==============================] - 0s 723us/step - loss: 0.4172 - accuracy: 0.7951
Epoch 71/100
450/450 [==============================] - 0s 710us/step - loss: 0.4147 - accuracy: 0.7981
Epoch 72/100
450/450 [==============================] - 0s 737us/step - loss: 0.4121 - accuracy: 0.8007
Epoch 73/100
450/450 [==============================] - 0s 732us/step - loss: 0.4094 - accuracy: 0.7999
Epoch 74/100
450/450 [==============================] - 0s 835us/step - loss: 0.4058 - accuracy: 0.8021
Epoch 75/100
450/450 [==============================] - 0s 723us/step - loss: 0.4014 - accuracy: 0.8032
Epoch 76/100
450/450 [==============================] - 0s 717us/step - loss: 0.3961 - accuracy: 0.8044
Epoch 77/100
450/450 [==============================] - 0s 742us/step - loss: 0.3888 - accuracy: 0.8103
Epoch 78/100
450/450 [==============================] - 0s 719us/step - loss: 0.3805 - accuracy: 0.8338
Epoch 79/100
450/450 [==============================] - 0s 726us/step - loss: 0.3726 - accuracy: 0.8406
Epoch 80/100
450/450 [==============================] - 0s 733us/step - loss: 0.3671 - accuracy: 0.8479
Epoch 81/100
450/450 [==============================] - 0s 720us/step - loss: 0.3625 - accuracy: 0.8524
Epoch 82/100
450/450 [==============================] - 0s 732us/step - loss: 0.3588 - accuracy: 0.8554
Epoch 83/100
450/450 [==============================] - 0s 736us/step - loss: 0.3565 - accuracy: 0.8571
Epoch 84/100
450/450 [==============================] - 0s 723us/step - loss: 0.3547 - accuracy: 0.8565
Epoch 85/100
450/450 [==============================] - 0s 715us/step - loss: 0.3530 - accuracy: 0.8579
Epoch 86/100
450/450 [==============================] - 0s 738us/step - loss: 0.3509 - accuracy: 0.8586
Epoch 87/100
450/450 [==============================] - 0s 740us/step - loss: 0.3504 - accuracy: 0.8585
Epoch 88/100
450/450 [==============================] - 0s 713us/step - loss: 0.3490 - accuracy: 0.8583
Epoch 89/100
450/450 [==============================] - 0s 743us/step - loss: 0.3482 - accuracy: 0.8596
Epoch 90/100
450/450 [==============================] - 0s 718us/step - loss: 0.3475 - accuracy: 0.8593
Epoch 91/100
450/450 [==============================] - 0s 713us/step - loss: 0.3464 - accuracy: 0.8606
Epoch 92/100
450/450 [==============================] - 0s 731us/step - loss: 0.3463 - accuracy: 0.8592
Epoch 93/100
450/450 [==============================] - 0s 715us/step - loss: 0.3456 - accuracy: 0.8601
Epoch 94/100
450/450 [==============================] - 0s 712us/step - loss: 0.3447 - accuracy: 0.8612
Epoch 95/100
450/450 [==============================] - 0s 735us/step - loss: 0.3444 - accuracy: 0.8611
Epoch 96/100
450/450 [==============================] - 0s 719us/step - loss: 0.3435 - accuracy: 0.8610
Epoch 97/100
450/450 [==============================] - 0s 713us/step - loss: 0.3435 - accuracy: 0.8615
Epoch 98/100
450/450 [==============================] - 0s 712us/step - loss: 0.3421 - accuracy: 0.8617
Epoch 99/100
450/450 [==============================] - 0s 741us/step - loss: 0.3418 - accuracy: 0.8615
Epoch 100/100
450/450 [==============================] - 0s 717us/step - loss: 0.3412 - accuracy: 0.8610
Epoch 1/100
450/450 [==============================] - 0s 745us/step - loss: 0.5880 - accuracy: 0.7933
Epoch 2/100
450/450 [==============================] - 0s 746us/step - loss: 0.5212 - accuracy: 0.7940
Epoch 3/100
450/450 [==============================] - 0s 784us/step - loss: 0.5111 - accuracy: 0.7940
Epoch 4/100
450/450 [==============================] - 0s 758us/step - loss: 0.5092 - accuracy: 0.7940
Epoch 5/100
450/450 [==============================] - 0s 759us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 6/100
450/450 [==============================] - 0s 765us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 7/100
450/450 [==============================] - 0s 748us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 8/100
450/450 [==============================] - 0s 753us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 9/100
450/450 [==============================] - 0s 777us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 10/100
450/450 [==============================] - 0s 762us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 11/100
450/450 [==============================] - 0s 750us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 12/100
450/450 [==============================] - 0s 825us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 13/100
450/450 [==============================] - 0s 826us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 14/100
450/450 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 15/100
450/450 [==============================] - 0s 735us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 16/100
450/450 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 17/100
450/450 [==============================] - 0s 723us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 18/100
450/450 [==============================] - 0s 837us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 19/100
450/450 [==============================] - 0s 717us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 20/100
450/450 [==============================] - 0s 718us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 21/100
450/450 [==============================] - 0s 759us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 22/100
450/450 [==============================] - 0s 711us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 23/100
450/450 [==============================] - 0s 717us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 24/100
450/450 [==============================] - 0s 745us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 25/100
450/450 [==============================] - 0s 715us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 26/100
450/450 [==============================] - 0s 716us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 27/100
450/450 [==============================] - 0s 742us/step - loss: 0.5078 - accuracy: 0.7940
Epoch 28/100
450/450 [==============================] - 0s 716us/step - loss: 0.5076 - accuracy: 0.7940
Epoch 29/100
450/450 [==============================] - 0s 720us/step - loss: 0.5073 - accuracy: 0.7940
Epoch 30/100
450/450 [==============================] - 0s 751us/step - loss: 0.5069 - accuracy: 0.7940
Epoch 31/100
450/450 [==============================] - 0s 733us/step - loss: 0.5062 - accuracy: 0.7940
Epoch 32/100
450/450 [==============================] - 0s 712us/step - loss: 0.5052 - accuracy: 0.7940
Epoch 33/100
450/450 [==============================] - 0s 733us/step - loss: 0.5037 - accuracy: 0.7940
Epoch 34/100
450/450 [==============================] - 0s 726us/step - loss: 0.5011 - accuracy: 0.7940
Epoch 35/100
450/450 [==============================] - 0s 721us/step - loss: 0.4966 - accuracy: 0.7940
Epoch 36/100
450/450 [==============================] - 0s 752us/step - loss: 0.4887 - accuracy: 0.7940
Epoch 37/100
450/450 [==============================] - 0s 715us/step - loss: 0.4759 - accuracy: 0.7942
Epoch 38/100
450/450 [==============================] - 0s 713us/step - loss: 0.4608 - accuracy: 0.7929
Epoch 39/100
450/450 [==============================] - 0s 777us/step - loss: 0.4496 - accuracy: 0.7950
Epoch 40/100
450/450 [==============================] - 0s 710us/step - loss: 0.4435 - accuracy: 0.7994
Epoch 41/100
450/450 [==============================] - 0s 734us/step - loss: 0.4404 - accuracy: 0.8039
Epoch 42/100
450/450 [==============================] - 0s 729us/step - loss: 0.4382 - accuracy: 0.8056
Epoch 43/100
450/450 [==============================] - 0s 715us/step - loss: 0.4366 - accuracy: 0.8067
Epoch 44/100
450/450 [==============================] - 0s 729us/step - loss: 0.4345 - accuracy: 0.8089
Epoch 45/100
450/450 [==============================] - 0s 734us/step - loss: 0.4325 - accuracy: 0.8104
Epoch 46/100
450/450 [==============================] - 0s 726us/step - loss: 0.4296 - accuracy: 0.8100
Epoch 47/100
450/450 [==============================] - 0s 715us/step - loss: 0.4257 - accuracy: 0.8108
Epoch 48/100
450/450 [==============================] - 0s 738us/step - loss: 0.4200 - accuracy: 0.8174
Epoch 49/100
450/450 [==============================] - 0s 717us/step - loss: 0.4121 - accuracy: 0.8221
Epoch 50/100
450/450 [==============================] - 0s 712us/step - loss: 0.4020 - accuracy: 0.8292
Epoch 51/100
450/450 [==============================] - 0s 743us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 52/100
450/450 [==============================] - 0s 715us/step - loss: 0.3800 - accuracy: 0.8429
Epoch 53/100
450/450 [==============================] - 0s 720us/step - loss: 0.3714 - accuracy: 0.8503
Epoch 54/100
450/450 [==============================] - 0s 748us/step - loss: 0.3653 - accuracy: 0.8535
Epoch 55/100
450/450 [==============================] - 0s 807us/step - loss: 0.3610 - accuracy: 0.8557
Epoch 56/100
450/450 [==============================] - 0s 757us/step - loss: 0.3591 - accuracy: 0.8568
Epoch 57/100
450/450 [==============================] - 0s 740us/step - loss: 0.3574 - accuracy: 0.8579
Epoch 58/100
450/450 [==============================] - 0s 739us/step - loss: 0.3564 - accuracy: 0.8560
Epoch 59/100
450/450 [==============================] - 0s 748us/step - loss: 0.3553 - accuracy: 0.8578
Epoch 60/100
450/450 [==============================] - 0s 735us/step - loss: 0.3547 - accuracy: 0.8564
Epoch 61/100
450/450 [==============================] - 0s 841us/step - loss: 0.3538 - accuracy: 0.8587
Epoch 62/100
450/450 [==============================] - 0s 801us/step - loss: 0.3538 - accuracy: 0.8572
Epoch 63/100
450/450 [==============================] - 0s 743us/step - loss: 0.3529 - accuracy: 0.8589
Epoch 64/100
450/450 [==============================] - 0s 711us/step - loss: 0.3531 - accuracy: 0.8585
Epoch 65/100
450/450 [==============================] - 0s 714us/step - loss: 0.3529 - accuracy: 0.8576
Epoch 66/100
450/450 [==============================] - 0s 751us/step - loss: 0.3530 - accuracy: 0.8567
Epoch 67/100
450/450 [==============================] - 0s 712us/step - loss: 0.3526 - accuracy: 0.8576
Epoch 68/100
450/450 [==============================] - 0s 717us/step - loss: 0.3525 - accuracy: 0.8574
Epoch 69/100
450/450 [==============================] - 0s 755us/step - loss: 0.3522 - accuracy: 0.8587
Epoch 70/100
450/450 [==============================] - 0s 715us/step - loss: 0.3518 - accuracy: 0.8572
Epoch 71/100
450/450 [==============================] - 0s 732us/step - loss: 0.3522 - accuracy: 0.8578
Epoch 72/100
450/450 [==============================] - 0s 738us/step - loss: 0.3518 - accuracy: 0.8582
Epoch 73/100
450/450 [==============================] - 0s 709us/step - loss: 0.3521 - accuracy: 0.8581
Epoch 74/100
450/450 [==============================] - 0s 726us/step - loss: 0.3519 - accuracy: 0.8579
Epoch 75/100
450/450 [==============================] - 0s 744us/step - loss: 0.3513 - accuracy: 0.8586
Epoch 76/100
450/450 [==============================] - 0s 727us/step - loss: 0.3517 - accuracy: 0.8589
Epoch 77/100
450/450 [==============================] - 0s 773us/step - loss: 0.3514 - accuracy: 0.8590
Epoch 78/100
450/450 [==============================] - 0s 771us/step - loss: 0.3505 - accuracy: 0.8596
Epoch 79/100
450/450 [==============================] - 0s 715us/step - loss: 0.3507 - accuracy: 0.8581
Epoch 80/100
450/450 [==============================] - 0s 719us/step - loss: 0.3511 - accuracy: 0.8581
Epoch 81/100
450/450 [==============================] - 0s 732us/step - loss: 0.3510 - accuracy: 0.8590
Epoch 82/100
450/450 [==============================] - 0s 708us/step - loss: 0.3503 - accuracy: 0.8592
Epoch 83/100
450/450 [==============================] - 0s 719us/step - loss: 0.3503 - accuracy: 0.8567
Epoch 84/100
450/450 [==============================] - 0s 745us/step - loss: 0.3499 - accuracy: 0.8586
Epoch 85/100
450/450 [==============================] - 0s 714us/step - loss: 0.3497 - accuracy: 0.8582
Epoch 86/100
450/450 [==============================] - 0s 717us/step - loss: 0.3495 - accuracy: 0.8571
Epoch 87/100
450/450 [==============================] - 0s 742us/step - loss: 0.3490 - accuracy: 0.8594
Epoch 88/100
450/450 [==============================] - 0s 711us/step - loss: 0.3489 - accuracy: 0.8590
Epoch 89/100
450/450 [==============================] - 0s 722us/step - loss: 0.3484 - accuracy: 0.8576
Epoch 90/100
450/450 [==============================] - 0s 740us/step - loss: 0.3481 - accuracy: 0.8596
Epoch 91/100
450/450 [==============================] - 0s 715us/step - loss: 0.3475 - accuracy: 0.8596
Epoch 92/100
450/450 [==============================] - 0s 721us/step - loss: 0.3471 - accuracy: 0.8590
Epoch 93/100
450/450 [==============================] - 0s 725us/step - loss: 0.3464 - accuracy: 0.8583
Epoch 94/100
450/450 [==============================] - 0s 723us/step - loss: 0.3465 - accuracy: 0.8578
Epoch 95/100
450/450 [==============================] - 0s 716us/step - loss: 0.3460 - accuracy: 0.8593
Epoch 96/100
450/450 [==============================] - 0s 734us/step - loss: 0.3458 - accuracy: 0.8596
Epoch 97/100
450/450 [==============================] - 0s 720us/step - loss: 0.3451 - accuracy: 0.8608
Epoch 98/100
450/450 [==============================] - 0s 714us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 99/100
450/450 [==============================] - 0s 740us/step - loss: 0.3437 - accuracy: 0.8592
Epoch 100/100
450/450 [==============================] - 0s 717us/step - loss: 0.3441 - accuracy: 0.8611
Epoch 1/100
450/450 [==============================] - 0s 761us/step - loss: 0.5864 - accuracy: 0.7958
Epoch 2/100
450/450 [==============================] - 0s 753us/step - loss: 0.5185 - accuracy: 0.7960
Epoch 3/100
450/450 [==============================] - 0s 756us/step - loss: 0.5083 - accuracy: 0.7960
Epoch 4/100
450/450 [==============================] - 0s 754us/step - loss: 0.5065 - accuracy: 0.7960
Epoch 5/100
450/450 [==============================] - 0s 776us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 6/100
450/450 [==============================] - 0s 759us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 7/100
450/450 [==============================] - 0s 787us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 8/100
450/450 [==============================] - 0s 754us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 9/100
450/450 [==============================] - 0s 751us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 10/100
450/450 [==============================] - 0s 780us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 11/100
450/450 [==============================] - 0s 749us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 12/100
450/450 [==============================] - 1s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 13/100
450/450 [==============================] - 0s 920us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 14/100
450/450 [==============================] - 0s 893us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 15/100
450/450 [==============================] - 0s 837us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 16/100
450/450 [==============================] - 0s 852us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 17/100
450/450 [==============================] - 0s 804us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 18/100
450/450 [==============================] - 0s 775us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 19/100
450/450 [==============================] - 0s 783us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 20/100
450/450 [==============================] - 0s 756us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 21/100
450/450 [==============================] - 0s 813us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 22/100
450/450 [==============================] - 0s 760us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 23/100
450/450 [==============================] - 0s 729us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 24/100
450/450 [==============================] - 0s 728us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 25/100
450/450 [==============================] - 0s 748us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 26/100
450/450 [==============================] - 0s 725us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 27/100
450/450 [==============================] - 0s 762us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 28/100
450/450 [==============================] - 0s 758us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 29/100
450/450 [==============================] - 0s 850us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 30/100
450/450 [==============================] - 0s 825us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 31/100
450/450 [==============================] - 0s 735us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 32/100
450/450 [==============================] - 0s 734us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 33/100
450/450 [==============================] - 0s 724us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 34/100
450/450 [==============================] - 0s 729us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 35/100
450/450 [==============================] - 0s 744us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 36/100
450/450 [==============================] - 0s 997us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 37/100
450/450 [==============================] - 0s 747us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 38/100
450/450 [==============================] - 0s 954us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 39/100
450/450 [==============================] - 0s 721us/step - loss: 0.5052 - accuracy: 0.7960
Epoch 40/100
450/450 [==============================] - 0s 801us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 41/100
450/450 [==============================] - 0s 719us/step - loss: 0.5046 - accuracy: 0.7960
Epoch 42/100
450/450 [==============================] - 0s 768us/step - loss: 0.5041 - accuracy: 0.7960
Epoch 43/100
450/450 [==============================] - 0s 830us/step - loss: 0.5035 - accuracy: 0.7960
Epoch 44/100
450/450 [==============================] - 0s 824us/step - loss: 0.5025 - accuracy: 0.7960
Epoch 45/100
450/450 [==============================] - 0s 743us/step - loss: 0.5009 - accuracy: 0.7960
Epoch 46/100
450/450 [==============================] - 0s 754us/step - loss: 0.4984 - accuracy: 0.7960
Epoch 47/100
450/450 [==============================] - 0s 724us/step - loss: 0.4945 - accuracy: 0.7960
Epoch 48/100
450/450 [==============================] - 0s 754us/step - loss: 0.4880 - accuracy: 0.7960
Epoch 49/100
450/450 [==============================] - 0s 733us/step - loss: 0.4778 - accuracy: 0.7960
Epoch 50/100
450/450 [==============================] - 0s 718us/step - loss: 0.4636 - accuracy: 0.7960
Epoch 51/100
450/450 [==============================] - 0s 744us/step - loss: 0.4476 - accuracy: 0.7960
Epoch 52/100
450/450 [==============================] - 0s 741us/step - loss: 0.4344 - accuracy: 0.7957
Epoch 53/100
450/450 [==============================] - 0s 722us/step - loss: 0.4261 - accuracy: 0.7969
Epoch 54/100
450/450 [==============================] - 0s 723us/step - loss: 0.4193 - accuracy: 0.8024
Epoch 55/100
450/450 [==============================] - 0s 750us/step - loss: 0.4117 - accuracy: 0.8125
Epoch 56/100
450/450 [==============================] - 0s 718us/step - loss: 0.4023 - accuracy: 0.8226
Epoch 57/100
450/450 [==============================] - 0s 730us/step - loss: 0.3916 - accuracy: 0.8351
Epoch 58/100
450/450 [==============================] - 0s 742us/step - loss: 0.3818 - accuracy: 0.8419
Epoch 59/100
450/450 [==============================] - 0s 718us/step - loss: 0.3736 - accuracy: 0.8478
Epoch 60/100
450/450 [==============================] - 0s 727us/step - loss: 0.3678 - accuracy: 0.8533
Epoch 61/100
450/450 [==============================] - 0s 763us/step - loss: 0.3633 - accuracy: 0.8544
Epoch 62/100
450/450 [==============================] - 0s 724us/step - loss: 0.3592 - accuracy: 0.8542
Epoch 63/100
450/450 [==============================] - 0s 725us/step - loss: 0.3567 - accuracy: 0.8569
Epoch 64/100
450/450 [==============================] - 0s 758us/step - loss: 0.3539 - accuracy: 0.8587
Epoch 65/100
450/450 [==============================] - 0s 723us/step - loss: 0.3532 - accuracy: 0.8585
Epoch 66/100
450/450 [==============================] - 0s 723us/step - loss: 0.3523 - accuracy: 0.8594
Epoch 67/100
450/450 [==============================] - 0s 763us/step - loss: 0.3514 - accuracy: 0.8590
Epoch 68/100
450/450 [==============================] - 0s 723us/step - loss: 0.3508 - accuracy: 0.8576
Epoch 69/100
450/450 [==============================] - 0s 724us/step - loss: 0.3501 - accuracy: 0.8589
Epoch 70/100
450/450 [==============================] - 0s 751us/step - loss: 0.3496 - accuracy: 0.8586
Epoch 71/100
450/450 [==============================] - 0s 727us/step - loss: 0.3501 - accuracy: 0.8590
Epoch 72/100
450/450 [==============================] - 0s 728us/step - loss: 0.3491 - accuracy: 0.8585
Epoch 73/100
450/450 [==============================] - 0s 884us/step - loss: 0.3500 - accuracy: 0.8599
Epoch 74/100
450/450 [==============================] - 0s 726us/step - loss: 0.3486 - accuracy: 0.8568
Epoch 75/100
450/450 [==============================] - 0s 721us/step - loss: 0.3490 - accuracy: 0.8560
Epoch 76/100
450/450 [==============================] - 0s 741us/step - loss: 0.3492 - accuracy: 0.8594
Epoch 77/100
450/450 [==============================] - 0s 721us/step - loss: 0.3490 - accuracy: 0.8568
Epoch 78/100
450/450 [==============================] - 0s 733us/step - loss: 0.3489 - accuracy: 0.8579
Epoch 79/100
450/450 [==============================] - 0s 729us/step - loss: 0.3486 - accuracy: 0.8593
Epoch 80/100
450/450 [==============================] - 0s 732us/step - loss: 0.3485 - accuracy: 0.8583
Epoch 81/100
450/450 [==============================] - 0s 728us/step - loss: 0.3483 - accuracy: 0.8592
Epoch 82/100
450/450 [==============================] - 0s 746us/step - loss: 0.3481 - accuracy: 0.8575
Epoch 83/100
450/450 [==============================] - 0s 720us/step - loss: 0.3484 - accuracy: 0.8596
Epoch 84/100
450/450 [==============================] - 0s 721us/step - loss: 0.3475 - accuracy: 0.8582
Epoch 85/100
450/450 [==============================] - 0s 744us/step - loss: 0.3477 - accuracy: 0.8597
Epoch 86/100
450/450 [==============================] - 0s 721us/step - loss: 0.3478 - accuracy: 0.8571
Epoch 87/100
450/450 [==============================] - 0s 728us/step - loss: 0.3482 - accuracy: 0.8593
Epoch 88/100
450/450 [==============================] - 0s 748us/step - loss: 0.3466 - accuracy: 0.8583
Epoch 89/100
450/450 [==============================] - 0s 718us/step - loss: 0.3475 - accuracy: 0.8597
Epoch 90/100
450/450 [==============================] - 0s 729us/step - loss: 0.3471 - accuracy: 0.8581
Epoch 91/100
450/450 [==============================] - 0s 759us/step - loss: 0.3478 - accuracy: 0.8579
Epoch 92/100
450/450 [==============================] - 0s 720us/step - loss: 0.3478 - accuracy: 0.8593
Epoch 93/100
450/450 [==============================] - 0s 730us/step - loss: 0.3472 - accuracy: 0.8589
Epoch 94/100
450/450 [==============================] - 0s 844us/step - loss: 0.3475 - accuracy: 0.8581
Epoch 95/100
450/450 [==============================] - 0s 715us/step - loss: 0.3473 - accuracy: 0.8590
Epoch 96/100
450/450 [==============================] - 0s 724us/step - loss: 0.3468 - accuracy: 0.8585
Epoch 97/100
450/450 [==============================] - 0s 745us/step - loss: 0.3463 - accuracy: 0.8579
Epoch 98/100
450/450 [==============================] - 0s 714us/step - loss: 0.3465 - accuracy: 0.8574
Epoch 99/100
450/450 [==============================] - 0s 728us/step - loss: 0.3472 - accuracy: 0.8585
Epoch 100/100
450/450 [==============================] - 0s 733us/step - loss: 0.3459 - accuracy: 0.8578
Epoch 1/100
450/450 [==============================] - 0s 748us/step - loss: 0.5869 - accuracy: 0.7937
Epoch 2/100
450/450 [==============================] - 0s 791us/step - loss: 0.5197 - accuracy: 0.7953
Epoch 3/100
450/450 [==============================] - 0s 752us/step - loss: 0.5094 - accuracy: 0.7953
Epoch 4/100
450/450 [==============================] - 0s 777us/step - loss: 0.5074 - accuracy: 0.7953
Epoch 5/100
450/450 [==============================] - 0s 766us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 6/100
450/450 [==============================] - 0s 752us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 7/100
450/450 [==============================] - 0s 765us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 8/100
450/450 [==============================] - 0s 777us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 9/100
450/450 [==============================] - 0s 773us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 10/100
450/450 [==============================] - 0s 764us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 11/100
450/450 [==============================] - 0s 750us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 12/100
450/450 [==============================] - 0s 754us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 13/100
450/450 [==============================] - 0s 761us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 14/100
450/450 [==============================] - 0s 756us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 15/100
450/450 [==============================] - 0s 762us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 16/100
450/450 [==============================] - 0s 767us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 17/100
450/450 [==============================] - 0s 755us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 18/100
450/450 [==============================] - 0s 762us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 19/100
450/450 [==============================] - 0s 777us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 20/100
450/450 [==============================] - 0s 773us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/100
450/450 [==============================] - 0s 759us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/100
450/450 [==============================] - 0s 776us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/100
450/450 [==============================] - 0s 746us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/100
450/450 [==============================] - 0s 758us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/100
450/450 [==============================] - 0s 764us/step - loss: 0.5069 - accuracy: 0.79530s - loss: 0.4995 - accuracy: 
Epoch 26/100
450/450 [==============================] - 0s 751us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/100
450/450 [==============================] - 0s 758us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/100
450/450 [==============================] - 0s 790us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 29/100
450/450 [==============================] - 0s 752us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 30/100
450/450 [==============================] - 0s 780us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 31/100
450/450 [==============================] - 0s 758us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 32/100
450/450 [==============================] - 0s 750us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 33/100
450/450 [==============================] - 0s 764us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 34/100
450/450 [==============================] - 0s 769us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 35/100
450/450 [==============================] - 0s 758us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 36/100
450/450 [==============================] - 0s 780us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 37/100
450/450 [==============================] - 0s 759us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 38/100
450/450 [==============================] - 0s 754us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 39/100
450/450 [==============================] - 0s 774us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 40/100
450/450 [==============================] - 0s 763us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 41/100
450/450 [==============================] - 0s 753us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 42/100
450/450 [==============================] - 0s 836us/step - loss: 0.5060 - accuracy: 0.7953
Epoch 43/100
450/450 [==============================] - 0s 793us/step - loss: 0.5058 - accuracy: 0.7953
Epoch 44/100
450/450 [==============================] - 0s 807us/step - loss: 0.5054 - accuracy: 0.7953
Epoch 45/100
450/450 [==============================] - 0s 841us/step - loss: 0.5048 - accuracy: 0.7953
Epoch 46/100
450/450 [==============================] - 0s 767us/step - loss: 0.5040 - accuracy: 0.7953
Epoch 47/100
450/450 [==============================] - 0s 801us/step - loss: 0.5028 - accuracy: 0.7953
Epoch 48/100
450/450 [==============================] - 0s 794us/step - loss: 0.5008 - accuracy: 0.7953
Epoch 49/100
450/450 [==============================] - 0s 767us/step - loss: 0.4976 - accuracy: 0.7953
Epoch 50/100
450/450 [==============================] - 0s 772us/step - loss: 0.4924 - accuracy: 0.7953
Epoch 51/100
450/450 [==============================] - 0s 781us/step - loss: 0.4845 - accuracy: 0.7953
Epoch 52/100
450/450 [==============================] - 0s 758us/step - loss: 0.4733 - accuracy: 0.7953
Epoch 53/100
450/450 [==============================] - 0s 782us/step - loss: 0.4602 - accuracy: 0.7953
Epoch 54/100
450/450 [==============================] - 0s 754us/step - loss: 0.4481 - accuracy: 0.7953
Epoch 55/100
450/450 [==============================] - 0s 751us/step - loss: 0.4396 - accuracy: 0.7953
Epoch 56/100
450/450 [==============================] - 0s 777us/step - loss: 0.4350 - accuracy: 0.7951
Epoch 57/100
450/450 [==============================] - 0s 757us/step - loss: 0.4327 - accuracy: 0.7940
Epoch 58/100
450/450 [==============================] - 0s 754us/step - loss: 0.4312 - accuracy: 0.7951
Epoch 59/100
450/450 [==============================] - 0s 764us/step - loss: 0.4298 - accuracy: 0.7978
Epoch 60/100
450/450 [==============================] - 0s 755us/step - loss: 0.4276 - accuracy: 0.8043
Epoch 61/100
450/450 [==============================] - 0s 753us/step - loss: 0.4245 - accuracy: 0.8119
Epoch 62/100
450/450 [==============================] - 0s 787us/step - loss: 0.4197 - accuracy: 0.8219
Epoch 63/100
450/450 [==============================] - 0s 750us/step - loss: 0.4127 - accuracy: 0.8290
Epoch 64/100
450/450 [==============================] - 0s 753us/step - loss: 0.4050 - accuracy: 0.8346
Epoch 65/100
450/450 [==============================] - 0s 794us/step - loss: 0.3967 - accuracy: 0.83930s - loss: 0.3967 - accuracy: 0.83
Epoch 66/100
450/450 [==============================] - 0s 750us/step - loss: 0.3881 - accuracy: 0.8431
Epoch 67/100
450/450 [==============================] - 0s 751us/step - loss: 0.3794 - accuracy: 0.8458
Epoch 68/100
450/450 [==============================] - 0s 771us/step - loss: 0.3714 - accuracy: 0.8501
Epoch 69/100
450/450 [==============================] - 0s 754us/step - loss: 0.3649 - accuracy: 0.8532
Epoch 70/100
450/450 [==============================] - 0s 772us/step - loss: 0.3595 - accuracy: 0.85710s - loss: 0.3595 - accuracy: 0.85
Epoch 71/100
450/450 [==============================] - 0s 762us/step - loss: 0.3553 - accuracy: 0.8576
Epoch 72/100
450/450 [==============================] - 0s 767us/step - loss: 0.3527 - accuracy: 0.8567
Epoch 73/100
450/450 [==============================] - 0s 834us/step - loss: 0.3508 - accuracy: 0.8575
Epoch 74/100
450/450 [==============================] - 0s 723us/step - loss: 0.3494 - accuracy: 0.8585
Epoch 75/100
450/450 [==============================] - 0s 725us/step - loss: 0.3482 - accuracy: 0.8583
Epoch 76/100
450/450 [==============================] - 0s 730us/step - loss: 0.3470 - accuracy: 0.8619
Epoch 77/100
450/450 [==============================] - 0s 738us/step - loss: 0.3471 - accuracy: 0.8592
Epoch 78/100
450/450 [==============================] - 0s 719us/step - loss: 0.3470 - accuracy: 0.8596
Epoch 79/100
450/450 [==============================] - 0s 740us/step - loss: 0.3463 - accuracy: 0.8596
Epoch 80/100
450/450 [==============================] - 0s 716us/step - loss: 0.3463 - accuracy: 0.8604
Epoch 81/100
450/450 [==============================] - 0s 722us/step - loss: 0.3452 - accuracy: 0.8576
Epoch 82/100
450/450 [==============================] - 0s 827us/step - loss: 0.3453 - accuracy: 0.8568
Epoch 83/100
450/450 [==============================] - 0s 725us/step - loss: 0.3449 - accuracy: 0.8607
Epoch 84/100
450/450 [==============================] - 0s 719us/step - loss: 0.3453 - accuracy: 0.8600
Epoch 85/100
450/450 [==============================] - 0s 742us/step - loss: 0.3449 - accuracy: 0.8599
Epoch 86/100
450/450 [==============================] - 0s 719us/step - loss: 0.3451 - accuracy: 0.8604
Epoch 87/100
450/450 [==============================] - 0s 721us/step - loss: 0.3446 - accuracy: 0.8581
Epoch 88/100
450/450 [==============================] - 0s 738us/step - loss: 0.3436 - accuracy: 0.8579
Epoch 89/100
450/450 [==============================] - 0s 719us/step - loss: 0.3441 - accuracy: 0.8589
Epoch 90/100
450/450 [==============================] - 0s 721us/step - loss: 0.3444 - accuracy: 0.8582
Epoch 91/100
450/450 [==============================] - 0s 737us/step - loss: 0.3436 - accuracy: 0.8583
Epoch 92/100
450/450 [==============================] - 0s 724us/step - loss: 0.3439 - accuracy: 0.8581
Epoch 93/100
450/450 [==============================] - 0s 719us/step - loss: 0.3427 - accuracy: 0.8618
Epoch 94/100
450/450 [==============================] - 0s 727us/step - loss: 0.3425 - accuracy: 0.8599
Epoch 95/100
450/450 [==============================] - 0s 727us/step - loss: 0.3425 - accuracy: 0.8600
Epoch 96/100
450/450 [==============================] - 0s 725us/step - loss: 0.3429 - accuracy: 0.8615
Epoch 97/100
450/450 [==============================] - 0s 744us/step - loss: 0.3426 - accuracy: 0.8583
Epoch 98/100
450/450 [==============================] - 0s 727us/step - loss: 0.3425 - accuracy: 0.8579
Epoch 99/100
450/450 [==============================] - 0s 719us/step - loss: 0.3421 - accuracy: 0.8593
Epoch 100/100
450/450 [==============================] - 0s 740us/step - loss: 0.3422 - accuracy: 0.8572
Epoch 1/100
450/450 [==============================] - 0s 762us/step - loss: 0.5850 - accuracy: 0.7965
Epoch 2/100
450/450 [==============================] - 0s 768us/step - loss: 0.5166 - accuracy: 0.7974
Epoch 3/100
450/450 [==============================] - 0s 760us/step - loss: 0.5065 - accuracy: 0.7974
Epoch 4/100
450/450 [==============================] - 0s 761us/step - loss: 0.5045 - accuracy: 0.7974
Epoch 5/100
450/450 [==============================] - 0s 760us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 6/100
450/450 [==============================] - 0s 778us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 7/100
450/450 [==============================] - 0s 763us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 8/100
450/450 [==============================] - 0s 780us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 9/100
450/450 [==============================] - 0s 756us/step - loss: 0.5041 - accuracy: 0.79740s - loss: 0.4981 - accu
Epoch 10/100
450/450 [==============================] - 0s 750us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 11/100
450/450 [==============================] - 0s 791us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 12/100
450/450 [==============================] - 0s 790us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 13/100
450/450 [==============================] - 0s 752us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 14/100
450/450 [==============================] - 0s 773us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 15/100
450/450 [==============================] - 0s 744us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 16/100
450/450 [==============================] - 0s 796us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 17/100
450/450 [==============================] - 0s 763us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 18/100
450/450 [==============================] - 0s 747us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 19/100
450/450 [==============================] - 0s 765us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 20/100
450/450 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 21/100
450/450 [==============================] - 0s 745us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 22/100
450/450 [==============================] - 0s 769us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 23/100
450/450 [==============================] - 0s 755us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 24/100
450/450 [==============================] - 0s 745us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 25/100
450/450 [==============================] - 0s 756us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 26/100
450/450 [==============================] - 0s 803us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 27/100
450/450 [==============================] - 0s 758us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 28/100
450/450 [==============================] - 0s 778us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 29/100
450/450 [==============================] - 0s 783us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 30/100
450/450 [==============================] - 0s 779us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 31/100
450/450 [==============================] - 0s 759us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 32/100
450/450 [==============================] - 0s 772us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 33/100
450/450 [==============================] - 0s 766us/step - loss: 0.5031 - accuracy: 0.7974
Epoch 34/100
450/450 [==============================] - 0s 776us/step - loss: 0.5028 - accuracy: 0.7974
Epoch 35/100
450/450 [==============================] - 0s 778us/step - loss: 0.5023 - accuracy: 0.7974
Epoch 36/100
450/450 [==============================] - 0s 753us/step - loss: 0.5017 - accuracy: 0.7974
Epoch 37/100
450/450 [==============================] - 0s 787us/step - loss: 0.5008 - accuracy: 0.7974
Epoch 38/100
450/450 [==============================] - 0s 761us/step - loss: 0.4994 - accuracy: 0.7974
Epoch 39/100
450/450 [==============================] - 0s 804us/step - loss: 0.4971 - accuracy: 0.7974
Epoch 40/100
450/450 [==============================] - 0s 798us/step - loss: 0.4936 - accuracy: 0.7974
Epoch 41/100
450/450 [==============================] - 0s 713us/step - loss: 0.4878 - accuracy: 0.7974
Epoch 42/100
450/450 [==============================] - 0s 717us/step - loss: 0.4785 - accuracy: 0.7974
Epoch 43/100
450/450 [==============================] - 0s 737us/step - loss: 0.4646 - accuracy: 0.7974
Epoch 44/100
450/450 [==============================] - 0s 719us/step - loss: 0.4483 - accuracy: 0.7974
Epoch 45/100
450/450 [==============================] - 0s 724us/step - loss: 0.4351 - accuracy: 0.7960
Epoch 46/100
450/450 [==============================] - 0s 737us/step - loss: 0.4282 - accuracy: 0.7989
Epoch 47/100
450/450 [==============================] - 0s 713us/step - loss: 0.4242 - accuracy: 0.8042
Epoch 48/100
450/450 [==============================] - 0s 723us/step - loss: 0.4208 - accuracy: 0.8107
Epoch 49/100
450/450 [==============================] - 0s 737us/step - loss: 0.4166 - accuracy: 0.8185
Epoch 50/100
450/450 [==============================] - 0s 719us/step - loss: 0.4113 - accuracy: 0.8247
Epoch 51/100
450/450 [==============================] - 0s 728us/step - loss: 0.4043 - accuracy: 0.8307
Epoch 52/100
450/450 [==============================] - 0s 726us/step - loss: 0.3961 - accuracy: 0.8360
Epoch 53/100
450/450 [==============================] - 0s 727us/step - loss: 0.3874 - accuracy: 0.8411
Epoch 54/100
450/450 [==============================] - 0s 715us/step - loss: 0.3792 - accuracy: 0.8449
Epoch 55/100
450/450 [==============================] - 0s 747us/step - loss: 0.3722 - accuracy: 0.8496
Epoch 56/100
450/450 [==============================] - 0s 715us/step - loss: 0.3661 - accuracy: 0.8526
Epoch 57/100
450/450 [==============================] - 0s 727us/step - loss: 0.3610 - accuracy: 0.8546
Epoch 58/100
450/450 [==============================] - 0s 764us/step - loss: 0.3575 - accuracy: 0.8549
Epoch 59/100
450/450 [==============================] - 0s 713us/step - loss: 0.3549 - accuracy: 0.8554
Epoch 60/100
450/450 [==============================] - 0s 718us/step - loss: 0.3521 - accuracy: 0.8583
Epoch 61/100
450/450 [==============================] - 0s 738us/step - loss: 0.3504 - accuracy: 0.8581
Epoch 62/100
450/450 [==============================] - 0s 715us/step - loss: 0.3486 - accuracy: 0.8604
Epoch 63/100
450/450 [==============================] - 0s 715us/step - loss: 0.3485 - accuracy: 0.8615
Epoch 64/100
450/450 [==============================] - 0s 732us/step - loss: 0.3477 - accuracy: 0.8586
Epoch 65/100
450/450 [==============================] - 0s 730us/step - loss: 0.3457 - accuracy: 0.8612
Epoch 66/100
450/450 [==============================] - 0s 713us/step - loss: 0.3459 - accuracy: 0.8619
Epoch 67/100
450/450 [==============================] - 0s 828us/step - loss: 0.3452 - accuracy: 0.8606
Epoch 68/100
450/450 [==============================] - 0s 712us/step - loss: 0.3442 - accuracy: 0.8586
Epoch 69/100
450/450 [==============================] - 0s 717us/step - loss: 0.3440 - accuracy: 0.8589
Epoch 70/100
450/450 [==============================] - 0s 742us/step - loss: 0.3427 - accuracy: 0.86140s - loss: 0.3330 - accuracy: 
Epoch 71/100
450/450 [==============================] - 0s 714us/step - loss: 0.3424 - accuracy: 0.8600
Epoch 72/100
450/450 [==============================] - 0s 712us/step - loss: 0.3418 - accuracy: 0.8578
Epoch 73/100
450/450 [==============================] - 0s 731us/step - loss: 0.3411 - accuracy: 0.8611
Epoch 74/100
450/450 [==============================] - 0s 715us/step - loss: 0.3407 - accuracy: 0.8611
Epoch 75/100
450/450 [==============================] - 0s 717us/step - loss: 0.3396 - accuracy: 0.8615
Epoch 76/100
450/450 [==============================] - 0s 737us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 77/100
450/450 [==============================] - 0s 717us/step - loss: 0.3386 - accuracy: 0.8604
Epoch 78/100
450/450 [==============================] - 0s 710us/step - loss: 0.3384 - accuracy: 0.8621
Epoch 79/100
450/450 [==============================] - 0s 734us/step - loss: 0.3371 - accuracy: 0.8600
Epoch 80/100
450/450 [==============================] - 0s 725us/step - loss: 0.3369 - accuracy: 0.8621
Epoch 81/100
450/450 [==============================] - 0s 712us/step - loss: 0.3367 - accuracy: 0.8611
Epoch 82/100
450/450 [==============================] - 0s 728us/step - loss: 0.3356 - accuracy: 0.8628
Epoch 83/100
450/450 [==============================] - 0s 727us/step - loss: 0.3361 - accuracy: 0.8617
Epoch 84/100
450/450 [==============================] - 0s 718us/step - loss: 0.3361 - accuracy: 0.8637
Epoch 85/100
450/450 [==============================] - 0s 748us/step - loss: 0.3362 - accuracy: 0.8624
Epoch 86/100
450/450 [==============================] - 0s 790us/step - loss: 0.3358 - accuracy: 0.8626
Epoch 87/100
450/450 [==============================] - 0s 716us/step - loss: 0.3351 - accuracy: 0.8615
Epoch 88/100
450/450 [==============================] - 0s 737us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 89/100
450/450 [==============================] - 0s 719us/step - loss: 0.3354 - accuracy: 0.8632
Epoch 90/100
450/450 [==============================] - 0s 719us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 91/100
450/450 [==============================] - 0s 736us/step - loss: 0.3347 - accuracy: 0.8639
Epoch 92/100
450/450 [==============================] - 0s 719us/step - loss: 0.3345 - accuracy: 0.8637
Epoch 93/100
450/450 [==============================] - 0s 720us/step - loss: 0.3350 - accuracy: 0.8635
Epoch 94/100
450/450 [==============================] - 0s 745us/step - loss: 0.3343 - accuracy: 0.8636
Epoch 95/100
450/450 [==============================] - 0s 729us/step - loss: 0.3346 - accuracy: 0.8628
Epoch 96/100
450/450 [==============================] - 0s 713us/step - loss: 0.3345 - accuracy: 0.8650
Epoch 97/100
450/450 [==============================] - 0s 796us/step - loss: 0.3341 - accuracy: 0.8631
Epoch 98/100
450/450 [==============================] - 0s 718us/step - loss: 0.3341 - accuracy: 0.8626
Epoch 99/100
450/450 [==============================] - 0s 723us/step - loss: 0.3339 - accuracy: 0.8631
Epoch 100/100
450/450 [==============================] - 0s 726us/step - loss: 0.3339 - accuracy: 0.8644
Epoch 1/100
450/450 [==============================] - 0s 737us/step - loss: 0.5853 - accuracy: 0.7975
Epoch 2/100
450/450 [==============================] - 0s 775us/step - loss: 0.5157 - accuracy: 0.7986
Epoch 3/100
450/450 [==============================] - 0s 732us/step - loss: 0.5048 - accuracy: 0.7986
Epoch 4/100
450/450 [==============================] - 0s 765us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 5/100
450/450 [==============================] - 0s 750us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 6/100
450/450 [==============================] - 0s 748us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 7/100
450/450 [==============================] - 0s 752us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 8/100
450/450 [==============================] - 0s 770us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 9/100
450/450 [==============================] - 0s 746us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 10/100
450/450 [==============================] - 0s 751us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 11/100
450/450 [==============================] - 0s 767us/step - loss: 0.5023 - accuracy: 0.79860s - loss: 0.4973 - accuracy: 0.
Epoch 12/100
450/450 [==============================] - 0s 747us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 13/100
450/450 [==============================] - 0s 754us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 14/100
450/450 [==============================] - 0s 768us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/100
450/450 [==============================] - 0s 744us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 16/100
450/450 [==============================] - 0s 758us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 17/100
450/450 [==============================] - 0s 777us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 18/100
450/450 [==============================] - 0s 756us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 19/100
450/450 [==============================] - 0s 753us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 20/100
450/450 [==============================] - 0s 787us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 21/100
450/450 [==============================] - 0s 751us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 22/100
450/450 [==============================] - 0s 760us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 23/100
450/450 [==============================] - 0s 776us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 24/100
450/450 [==============================] - 0s 751us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 25/100
450/450 [==============================] - 0s 778us/step - loss: 0.5011 - accuracy: 0.7986
Epoch 26/100
450/450 [==============================] - 0s 753us/step - loss: 0.5006 - accuracy: 0.7986
Epoch 27/100
450/450 [==============================] - 0s 752us/step - loss: 0.4998 - accuracy: 0.7986
Epoch 28/100
450/450 [==============================] - 0s 771us/step - loss: 0.4984 - accuracy: 0.7986
Epoch 29/100
450/450 [==============================] - 0s 757us/step - loss: 0.4959 - accuracy: 0.7986
Epoch 30/100
450/450 [==============================] - 0s 756us/step - loss: 0.4911 - accuracy: 0.7986
Epoch 31/100
450/450 [==============================] - 0s 778us/step - loss: 0.4820 - accuracy: 0.7986
Epoch 32/100
450/450 [==============================] - 0s 752us/step - loss: 0.4678 - accuracy: 0.7982
Epoch 33/100
450/450 [==============================] - 0s 751us/step - loss: 0.4541 - accuracy: 0.8000
Epoch 34/100
450/450 [==============================] - 0s 760us/step - loss: 0.4453 - accuracy: 0.8029
Epoch 35/100
450/450 [==============================] - 0s 752us/step - loss: 0.4393 - accuracy: 0.8081
Epoch 36/100
450/450 [==============================] - 0s 759us/step - loss: 0.4347 - accuracy: 0.8093
Epoch 37/100
450/450 [==============================] - 0s 780us/step - loss: 0.4298 - accuracy: 0.8124
Epoch 38/100
450/450 [==============================] - 0s 754us/step - loss: 0.4243 - accuracy: 0.8167
Epoch 39/100
450/450 [==============================] - 0s 754us/step - loss: 0.4185 - accuracy: 0.8221
Epoch 40/100
450/450 [==============================] - 0s 783us/step - loss: 0.4125 - accuracy: 0.8258
Epoch 41/100
450/450 [==============================] - 0s 742us/step - loss: 0.4066 - accuracy: 0.8278
Epoch 42/100
450/450 [==============================] - 0s 750us/step - loss: 0.4006 - accuracy: 0.8322
Epoch 43/100
450/450 [==============================] - 0s 771us/step - loss: 0.3947 - accuracy: 0.8360
Epoch 44/100
450/450 [==============================] - 0s 747us/step - loss: 0.3896 - accuracy: 0.8392
Epoch 45/100
450/450 [==============================] - 0s 748us/step - loss: 0.3850 - accuracy: 0.8408
Epoch 46/100
450/450 [==============================] - 0s 775us/step - loss: 0.3815 - accuracy: 0.8426
Epoch 47/100
450/450 [==============================] - 0s 750us/step - loss: 0.3792 - accuracy: 0.8432
Epoch 48/100
450/450 [==============================] - 0s 762us/step - loss: 0.3777 - accuracy: 0.8425
Epoch 49/100
450/450 [==============================] - 0s 780us/step - loss: 0.3758 - accuracy: 0.8439
Epoch 50/100
450/450 [==============================] - 0s 743us/step - loss: 0.3746 - accuracy: 0.8443
Epoch 51/100
450/450 [==============================] - 0s 768us/step - loss: 0.3735 - accuracy: 0.8449
Epoch 52/100
450/450 [==============================] - 0s 775us/step - loss: 0.3722 - accuracy: 0.8450
Epoch 53/100
450/450 [==============================] - 0s 747us/step - loss: 0.3717 - accuracy: 0.8465
Epoch 54/100
450/450 [==============================] - 0s 786us/step - loss: 0.3710 - accuracy: 0.8461
Epoch 55/100
450/450 [==============================] - 0s 757us/step - loss: 0.3708 - accuracy: 0.8449
Epoch 56/100
450/450 [==============================] - 0s 749us/step - loss: 0.3704 - accuracy: 0.8458
Epoch 57/100
450/450 [==============================] - 0s 812us/step - loss: 0.3699 - accuracy: 0.8439
Epoch 58/100
450/450 [==============================] - 0s 755us/step - loss: 0.3696 - accuracy: 0.8431
Epoch 59/100
450/450 [==============================] - 0s 961us/step - loss: 0.3695 - accuracy: 0.8458
Epoch 60/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3692 - accuracy: 0.8453
Epoch 61/100
450/450 [==============================] - 0s 853us/step - loss: 0.3690 - accuracy: 0.8438
Epoch 62/100
450/450 [==============================] - 0s 821us/step - loss: 0.3693 - accuracy: 0.8456
Epoch 63/100
450/450 [==============================] - 0s 882us/step - loss: 0.3688 - accuracy: 0.8457
Epoch 64/100
450/450 [==============================] - 0s 854us/step - loss: 0.3690 - accuracy: 0.8424
Epoch 65/100
450/450 [==============================] - 0s 782us/step - loss: 0.3690 - accuracy: 0.8436
Epoch 66/100
450/450 [==============================] - 0s 771us/step - loss: 0.3683 - accuracy: 0.8456
Epoch 67/100
450/450 [==============================] - 0s 821us/step - loss: 0.3688 - accuracy: 0.8440
Epoch 68/100
450/450 [==============================] - 0s 729us/step - loss: 0.3685 - accuracy: 0.8432
Epoch 69/100
450/450 [==============================] - 0s 732us/step - loss: 0.3685 - accuracy: 0.8450
Epoch 70/100
450/450 [==============================] - 0s 749us/step - loss: 0.3686 - accuracy: 0.8440
Epoch 71/100
450/450 [==============================] - 0s 759us/step - loss: 0.3683 - accuracy: 0.8467
Epoch 72/100
450/450 [==============================] - 0s 716us/step - loss: 0.3684 - accuracy: 0.8456
Epoch 73/100
450/450 [==============================] - 0s 721us/step - loss: 0.3684 - accuracy: 0.8457
Epoch 74/100
450/450 [==============================] - 0s 750us/step - loss: 0.3679 - accuracy: 0.8442
Epoch 75/100
450/450 [==============================] - 0s 723us/step - loss: 0.3683 - accuracy: 0.8443
Epoch 76/100
450/450 [==============================] - 0s 807us/step - loss: 0.3682 - accuracy: 0.8474
Epoch 77/100
450/450 [==============================] - 0s 823us/step - loss: 0.3675 - accuracy: 0.8444
Epoch 78/100
450/450 [==============================] - 0s 771us/step - loss: 0.3679 - accuracy: 0.8447
Epoch 79/100
450/450 [==============================] - 0s 722us/step - loss: 0.3679 - accuracy: 0.8444
Epoch 80/100
450/450 [==============================] - 0s 774us/step - loss: 0.3677 - accuracy: 0.8464
Epoch 81/100
450/450 [==============================] - 0s 721us/step - loss: 0.3675 - accuracy: 0.8476
Epoch 82/100
450/450 [==============================] - 0s 748us/step - loss: 0.3676 - accuracy: 0.8442
Epoch 83/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3674 - accuracy: 0.8450
Epoch 84/100
450/450 [==============================] - 0s 848us/step - loss: 0.3674 - accuracy: 0.8458
Epoch 85/100
450/450 [==============================] - 0s 1ms/step - loss: 0.3675 - accuracy: 0.8454
Epoch 86/100
450/450 [==============================] - 0s 715us/step - loss: 0.3676 - accuracy: 0.8449
Epoch 87/100
450/450 [==============================] - 0s 860us/step - loss: 0.3676 - accuracy: 0.8457
Epoch 88/100
450/450 [==============================] - 0s 793us/step - loss: 0.3673 - accuracy: 0.8472
Epoch 89/100
450/450 [==============================] - 0s 755us/step - loss: 0.3675 - accuracy: 0.8450
Epoch 90/100
450/450 [==============================] - 0s 824us/step - loss: 0.3672 - accuracy: 0.8451
Epoch 91/100
450/450 [==============================] - 0s 827us/step - loss: 0.3669 - accuracy: 0.8458
Epoch 92/100
450/450 [==============================] - 0s 751us/step - loss: 0.3670 - accuracy: 0.8449
Epoch 93/100
450/450 [==============================] - 0s 744us/step - loss: 0.3673 - accuracy: 0.8435
Epoch 94/100
450/450 [==============================] - 0s 731us/step - loss: 0.3670 - accuracy: 0.8458
Epoch 95/100
450/450 [==============================] - 0s 725us/step - loss: 0.3673 - accuracy: 0.8454
Epoch 96/100
450/450 [==============================] - 0s 739us/step - loss: 0.3673 - accuracy: 0.8446
Epoch 97/100
450/450 [==============================] - 0s 725us/step - loss: 0.3671 - accuracy: 0.8440
Epoch 98/100
450/450 [==============================] - 0s 729us/step - loss: 0.3668 - accuracy: 0.8438
Epoch 99/100
450/450 [==============================] - 0s 741us/step - loss: 0.3669 - accuracy: 0.8462
Epoch 100/100
450/450 [==============================] - 0s 723us/step - loss: 0.3669 - accuracy: 0.8467
Epoch 1/100
450/450 [==============================] - 0s 747us/step - loss: 0.5861 - accuracy: 0.7957
Epoch 2/100
450/450 [==============================] - 0s 748us/step - loss: 0.5182 - accuracy: 0.7964
Epoch 3/100
450/450 [==============================] - 0s 755us/step - loss: 0.5079 - accuracy: 0.7964
Epoch 4/100
450/450 [==============================] - 0s 754us/step - loss: 0.5060 - accuracy: 0.7964
Epoch 5/100
450/450 [==============================] - 0s 733us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 6/100
450/450 [==============================] - 0s 744us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 7/100
450/450 [==============================] - 0s 793us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 8/100
450/450 [==============================] - 0s 742us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 9/100
450/450 [==============================] - 0s 747us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 10/100
450/450 [==============================] - 0s 782us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 11/100
450/450 [==============================] - 0s 744us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 12/100
450/450 [==============================] - 0s 777us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 13/100
450/450 [==============================] - 0s 754us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 14/100
450/450 [==============================] - 0s 762us/step - loss: 0.5054 - accuracy: 0.79640s - loss: 0.5101 - accuracy: 0.79
Epoch 15/100
450/450 [==============================] - 0s 800us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 16/100
450/450 [==============================] - 0s 750us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 17/100
450/450 [==============================] - 0s 753us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 18/100
450/450 [==============================] - 0s 795us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 19/100
450/450 [==============================] - 0s 753us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 20/100
450/450 [==============================] - 0s 770us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 21/100
450/450 [==============================] - 0s 762us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 22/100
450/450 [==============================] - 0s 757us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 23/100
450/450 [==============================] - 0s 761us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 24/100
450/450 [==============================] - 0s 768us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 25/100
450/450 [==============================] - 0s 775us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 26/100
450/450 [==============================] - 0s 789us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 27/100
450/450 [==============================] - 0s 776us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 28/100
450/450 [==============================] - 0s 760us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 29/100
450/450 [==============================] - 0s 748us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 30/100
450/450 [==============================] - 0s 807us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 31/100
450/450 [==============================] - 0s 746us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 32/100
450/450 [==============================] - 0s 752us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 33/100
450/450 [==============================] - 0s 765us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 34/100
450/450 [==============================] - 0s 749us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 35/100
450/450 [==============================] - 0s 763us/step - loss: 0.5043 - accuracy: 0.7964
Epoch 36/100
450/450 [==============================] - 0s 812us/step - loss: 0.5039 - accuracy: 0.7964
Epoch 37/100
450/450 [==============================] - 0s 750us/step - loss: 0.5034 - accuracy: 0.7964
Epoch 38/100
450/450 [==============================] - 0s 874us/step - loss: 0.5028 - accuracy: 0.7964
Epoch 39/100
450/450 [==============================] - 0s 717us/step - loss: 0.5018 - accuracy: 0.7964
Epoch 40/100
450/450 [==============================] - 0s 707us/step - loss: 0.5004 - accuracy: 0.7964
Epoch 41/100
450/450 [==============================] - 0s 724us/step - loss: 0.4983 - accuracy: 0.7964
Epoch 42/100
450/450 [==============================] - 0s 714us/step - loss: 0.4952 - accuracy: 0.7964
Epoch 43/100
450/450 [==============================] - 0s 704us/step - loss: 0.4907 - accuracy: 0.7964
Epoch 44/100
450/450 [==============================] - 0s 734us/step - loss: 0.4842 - accuracy: 0.7964
Epoch 45/100
450/450 [==============================] - 0s 715us/step - loss: 0.4756 - accuracy: 0.7964
Epoch 46/100
450/450 [==============================] - 0s 706us/step - loss: 0.4654 - accuracy: 0.7964
Epoch 47/100
450/450 [==============================] - 0s 741us/step - loss: 0.4548 - accuracy: 0.7964
Epoch 48/100
450/450 [==============================] - 0s 714us/step - loss: 0.4454 - accuracy: 0.7964
Epoch 49/100
450/450 [==============================] - 0s 713us/step - loss: 0.4380 - accuracy: 0.7964
Epoch 50/100
450/450 [==============================] - 0s 726us/step - loss: 0.4322 - accuracy: 0.7964
Epoch 51/100
450/450 [==============================] - 0s 729us/step - loss: 0.4273 - accuracy: 0.7964
Epoch 52/100
450/450 [==============================] - 0s 709us/step - loss: 0.4229 - accuracy: 0.7964
Epoch 53/100
450/450 [==============================] - 0s 715us/step - loss: 0.4184 - accuracy: 0.7964
Epoch 54/100
450/450 [==============================] - 0s 741us/step - loss: 0.4135 - accuracy: 0.7964
Epoch 55/100
450/450 [==============================] - 0s 758us/step - loss: 0.4083 - accuracy: 0.7964
Epoch 56/100
450/450 [==============================] - 0s 726us/step - loss: 0.4027 - accuracy: 0.7964
Epoch 57/100
450/450 [==============================] - 0s 739us/step - loss: 0.3976 - accuracy: 0.7964
Epoch 58/100
450/450 [==============================] - 0s 718us/step - loss: 0.3928 - accuracy: 0.7983
Epoch 59/100
450/450 [==============================] - 0s 723us/step - loss: 0.3885 - accuracy: 0.8233
Epoch 60/100
450/450 [==============================] - 0s 731us/step - loss: 0.3842 - accuracy: 0.8428
Epoch 61/100
450/450 [==============================] - 0s 752us/step - loss: 0.3803 - accuracy: 0.8478
Epoch 62/100
450/450 [==============================] - 0s 773us/step - loss: 0.3768 - accuracy: 0.8499
Epoch 63/100
450/450 [==============================] - 0s 732us/step - loss: 0.3740 - accuracy: 0.8506
Epoch 64/100
450/450 [==============================] - 0s 720us/step - loss: 0.3712 - accuracy: 0.8529
Epoch 65/100
450/450 [==============================] - 0s 727us/step - loss: 0.3685 - accuracy: 0.8537
Epoch 66/100
450/450 [==============================] - 0s 792us/step - loss: 0.3667 - accuracy: 0.8546
Epoch 67/100
450/450 [==============================] - 0s 714us/step - loss: 0.3652 - accuracy: 0.8547
Epoch 68/100
450/450 [==============================] - 0s 723us/step - loss: 0.3633 - accuracy: 0.8542
Epoch 69/100
450/450 [==============================] - 0s 731us/step - loss: 0.3617 - accuracy: 0.8557
Epoch 70/100
450/450 [==============================] - 0s 709us/step - loss: 0.3605 - accuracy: 0.8565
Epoch 71/100
450/450 [==============================] - 0s 720us/step - loss: 0.3596 - accuracy: 0.8572
Epoch 72/100
450/450 [==============================] - 0s 736us/step - loss: 0.3578 - accuracy: 0.8550
Epoch 73/100
450/450 [==============================] - 0s 706us/step - loss: 0.3575 - accuracy: 0.8564
Epoch 74/100
450/450 [==============================] - 0s 737us/step - loss: 0.3564 - accuracy: 0.8569
Epoch 75/100
450/450 [==============================] - 0s 726us/step - loss: 0.3556 - accuracy: 0.8583
Epoch 76/100
450/450 [==============================] - 0s 709us/step - loss: 0.3550 - accuracy: 0.8567
Epoch 77/100
450/450 [==============================] - 0s 722us/step - loss: 0.3543 - accuracy: 0.8587
Epoch 78/100
450/450 [==============================] - 0s 709us/step - loss: 0.3535 - accuracy: 0.8581
Epoch 79/100
450/450 [==============================] - 0s 717us/step - loss: 0.3536 - accuracy: 0.8578
Epoch 80/100
450/450 [==============================] - 0s 711us/step - loss: 0.3531 - accuracy: 0.8569
Epoch 81/100
450/450 [==============================] - 0s 735us/step - loss: 0.3522 - accuracy: 0.8553
Epoch 82/100
450/450 [==============================] - 0s 715us/step - loss: 0.3523 - accuracy: 0.8596
Epoch 83/100
450/450 [==============================] - 0s 745us/step - loss: 0.3519 - accuracy: 0.8576
Epoch 84/100
450/450 [==============================] - 0s 706us/step - loss: 0.3519 - accuracy: 0.8571
Epoch 85/100
450/450 [==============================] - 0s 857us/step - loss: 0.3515 - accuracy: 0.8585
Epoch 86/100
450/450 [==============================] - 0s 717us/step - loss: 0.3512 - accuracy: 0.8578
Epoch 87/100
450/450 [==============================] - 0s 720us/step - loss: 0.3509 - accuracy: 0.8569
Epoch 88/100
450/450 [==============================] - 0s 716us/step - loss: 0.3512 - accuracy: 0.8597
Epoch 89/100
450/450 [==============================] - 0s 720us/step - loss: 0.3509 - accuracy: 0.8592
Epoch 90/100
450/450 [==============================] - 0s 723us/step - loss: 0.3510 - accuracy: 0.8558
Epoch 91/100
450/450 [==============================] - 0s 713us/step - loss: 0.3506 - accuracy: 0.8586
Epoch 92/100
450/450 [==============================] - 0s 727us/step - loss: 0.3504 - accuracy: 0.8578
Epoch 93/100
450/450 [==============================] - 0s 732us/step - loss: 0.3503 - accuracy: 0.8571
Epoch 94/100
450/450 [==============================] - 0s 719us/step - loss: 0.3501 - accuracy: 0.8571
Epoch 95/100
450/450 [==============================] - 0s 721us/step - loss: 0.3499 - accuracy: 0.8599
Epoch 96/100
450/450 [==============================] - 0s 732us/step - loss: 0.3497 - accuracy: 0.8590
Epoch 97/100
450/450 [==============================] - 0s 749us/step - loss: 0.3489 - accuracy: 0.8576
Epoch 98/100
450/450 [==============================] - 0s 724us/step - loss: 0.3494 - accuracy: 0.8583
Epoch 99/100
450/450 [==============================] - 0s 732us/step - loss: 0.3484 - accuracy: 0.8585
Epoch 100/100
450/450 [==============================] - 0s 727us/step - loss: 0.3495 - accuracy: 0.8582
Epoch 1/100
450/450 [==============================] - 0s 784us/step - loss: 0.5848 - accuracy: 0.7976
Epoch 2/100
450/450 [==============================] - 0s 758us/step - loss: 0.5155 - accuracy: 0.7985
Epoch 3/100
450/450 [==============================] - 0s 765us/step - loss: 0.5050 - accuracy: 0.7985
Epoch 4/100
450/450 [==============================] - 0s 799us/step - loss: 0.5031 - accuracy: 0.7985
Epoch 5/100
450/450 [==============================] - 0s 769us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 6/100
450/450 [==============================] - 0s 775us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 7/100
450/450 [==============================] - 0s 772us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 8/100
450/450 [==============================] - 0s 757us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 9/100
450/450 [==============================] - 0s 770us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 10/100
450/450 [==============================] - 0s 771us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 11/100
450/450 [==============================] - 0s 763us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 12/100
450/450 [==============================] - 0s 810us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 13/100
450/450 [==============================] - 0s 769us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 14/100
450/450 [==============================] - 0s 772us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 15/100
450/450 [==============================] - 0s 780us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 16/100
450/450 [==============================] - 0s 768us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 17/100
450/450 [==============================] - 0s 764us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 18/100
450/450 [==============================] - 0s 804us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 19/100
450/450 [==============================] - 0s 775us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 20/100
450/450 [==============================] - 0s 765us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 21/100
450/450 [==============================] - 0s 791us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 22/100
450/450 [==============================] - 0s 763us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 23/100
450/450 [==============================] - 0s 747us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 24/100
450/450 [==============================] - 0s 789us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 25/100
450/450 [==============================] - 0s 749us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 26/100
450/450 [==============================] - 0s 749us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 27/100
450/450 [==============================] - 0s 783us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 28/100
450/450 [==============================] - 0s 747us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 29/100
450/450 [==============================] - 0s 772us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 30/100
450/450 [==============================] - 0s 751us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 31/100
450/450 [==============================] - 0s 751us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 32/100
450/450 [==============================] - 0s 768us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 33/100
450/450 [==============================] - 0s 750us/step - loss: 0.5016 - accuracy: 0.7985
Epoch 34/100
450/450 [==============================] - 0s 747us/step - loss: 0.5013 - accuracy: 0.7985
Epoch 35/100
450/450 [==============================] - 0s 793us/step - loss: 0.5009 - accuracy: 0.7985
Epoch 36/100
450/450 [==============================] - 0s 775us/step - loss: 0.5003 - accuracy: 0.7985
Epoch 37/100
450/450 [==============================] - 0s 759us/step - loss: 0.4993 - accuracy: 0.7985
Epoch 38/100
450/450 [==============================] - 0s 809us/step - loss: 0.4977 - accuracy: 0.7985
Epoch 39/100
450/450 [==============================] - 0s 759us/step - loss: 0.4952 - accuracy: 0.7985
Epoch 40/100
450/450 [==============================] - 0s 760us/step - loss: 0.4911 - accuracy: 0.7985
Epoch 41/100
450/450 [==============================] - 0s 771us/step - loss: 0.4842 - accuracy: 0.7985
Epoch 42/100
450/450 [==============================] - 0s 759us/step - loss: 0.4737 - accuracy: 0.7985
Epoch 43/100
450/450 [==============================] - 0s 734us/step - loss: 0.4601 - accuracy: 0.7985
Epoch 44/100
450/450 [==============================] - 0s 734us/step - loss: 0.4461 - accuracy: 0.7985
Epoch 45/100
450/450 [==============================] - 0s 712us/step - loss: 0.4356 - accuracy: 0.7985
Epoch 46/100
450/450 [==============================] - 0s 723us/step - loss: 0.4295 - accuracy: 0.7981
Epoch 47/100
450/450 [==============================] - 0s 736us/step - loss: 0.4266 - accuracy: 0.79920s - loss: 0.4272 - accuracy: 0.79
Epoch 48/100
450/450 [==============================] - 0s 719us/step - loss: 0.4248 - accuracy: 0.8056
Epoch 49/100
450/450 [==============================] - 0s 791us/step - loss: 0.4229 - accuracy: 0.8121
Epoch 50/100
450/450 [==============================] - 0s 737us/step - loss: 0.4207 - accuracy: 0.8183
Epoch 51/100
450/450 [==============================] - 0s 722us/step - loss: 0.4182 - accuracy: 0.8244
Epoch 52/100
450/450 [==============================] - 0s 725us/step - loss: 0.4155 - accuracy: 0.8293
Epoch 53/100
450/450 [==============================] - 0s 734us/step - loss: 0.4128 - accuracy: 0.8304
Epoch 54/100
450/450 [==============================] - 0s 734us/step - loss: 0.4101 - accuracy: 0.8344
Epoch 55/100
450/450 [==============================] - 0s 722us/step - loss: 0.4069 - accuracy: 0.8358
Epoch 56/100
450/450 [==============================] - 0s 724us/step - loss: 0.4030 - accuracy: 0.8361
Epoch 57/100
450/450 [==============================] - 0s 725us/step - loss: 0.3989 - accuracy: 0.8403
Epoch 58/100
450/450 [==============================] - 0s 726us/step - loss: 0.3935 - accuracy: 0.8411
Epoch 59/100
450/450 [==============================] - 0s 729us/step - loss: 0.3880 - accuracy: 0.8464
Epoch 60/100
450/450 [==============================] - 0s 718us/step - loss: 0.3821 - accuracy: 0.8486
Epoch 61/100
450/450 [==============================] - 0s 720us/step - loss: 0.3761 - accuracy: 0.8504
Epoch 62/100
450/450 [==============================] - 0s 802us/step - loss: 0.3702 - accuracy: 0.8539
Epoch 63/100
450/450 [==============================] - 0s 746us/step - loss: 0.3655 - accuracy: 0.8549
Epoch 64/100
450/450 [==============================] - 0s 777us/step - loss: 0.3621 - accuracy: 0.8568
Epoch 65/100
450/450 [==============================] - 0s 732us/step - loss: 0.3590 - accuracy: 0.8565
Epoch 66/100
450/450 [==============================] - 0s 744us/step - loss: 0.3567 - accuracy: 0.8582
Epoch 67/100
450/450 [==============================] - 0s 741us/step - loss: 0.3555 - accuracy: 0.8589
Epoch 68/100
450/450 [==============================] - 0s 764us/step - loss: 0.3539 - accuracy: 0.8594
Epoch 69/100
450/450 [==============================] - 0s 762us/step - loss: 0.3527 - accuracy: 0.8581
Epoch 70/100
450/450 [==============================] - 0s 722us/step - loss: 0.3513 - accuracy: 0.8585
Epoch 71/100
450/450 [==============================] - 0s 748us/step - loss: 0.3512 - accuracy: 0.85850s - loss: 0.3538 - accuracy: 
Epoch 72/100
450/450 [==============================] - 0s 727us/step - loss: 0.3499 - accuracy: 0.8579
Epoch 73/100
450/450 [==============================] - 0s 725us/step - loss: 0.3495 - accuracy: 0.8581
Epoch 74/100
450/450 [==============================] - 0s 734us/step - loss: 0.3487 - accuracy: 0.8578
Epoch 75/100
450/450 [==============================] - 0s 725us/step - loss: 0.3478 - accuracy: 0.8585
Epoch 76/100
450/450 [==============================] - 0s 733us/step - loss: 0.3473 - accuracy: 0.8581
Epoch 77/100
450/450 [==============================] - 0s 746us/step - loss: 0.3463 - accuracy: 0.8585
Epoch 78/100
450/450 [==============================] - 0s 726us/step - loss: 0.3457 - accuracy: 0.8575
Epoch 79/100
450/450 [==============================] - 0s 738us/step - loss: 0.3455 - accuracy: 0.8578
Epoch 80/100
450/450 [==============================] - 0s 735us/step - loss: 0.3450 - accuracy: 0.8592
Epoch 81/100
450/450 [==============================] - 0s 730us/step - loss: 0.3444 - accuracy: 0.8581
Epoch 82/100
450/450 [==============================] - 0s 727us/step - loss: 0.3442 - accuracy: 0.8590
Epoch 83/100
450/450 [==============================] - 0s 782us/step - loss: 0.3433 - accuracy: 0.8600
Epoch 84/100
450/450 [==============================] - 0s 736us/step - loss: 0.3433 - accuracy: 0.8586
Epoch 85/100
450/450 [==============================] - 0s 730us/step - loss: 0.3426 - accuracy: 0.8600
Epoch 86/100
450/450 [==============================] - 0s 728us/step - loss: 0.3418 - accuracy: 0.8571
Epoch 87/100
450/450 [==============================] - 0s 719us/step - loss: 0.3417 - accuracy: 0.8586
Epoch 88/100
450/450 [==============================] - 0s 720us/step - loss: 0.3404 - accuracy: 0.8610
Epoch 89/100
450/450 [==============================] - 0s 734us/step - loss: 0.3410 - accuracy: 0.8581
Epoch 90/100
450/450 [==============================] - 0s 727us/step - loss: 0.3405 - accuracy: 0.8579
Epoch 91/100
450/450 [==============================] - 0s 716us/step - loss: 0.3397 - accuracy: 0.8583
Epoch 92/100
450/450 [==============================] - 0s 723us/step - loss: 0.3394 - accuracy: 0.8608
Epoch 93/100
450/450 [==============================] - 0s 720us/step - loss: 0.3392 - accuracy: 0.8604
Epoch 94/100
450/450 [==============================] - 0s 726us/step - loss: 0.3393 - accuracy: 0.8608
Epoch 95/100
450/450 [==============================] - 0s 739us/step - loss: 0.3390 - accuracy: 0.8615
Epoch 96/100
450/450 [==============================] - 0s 894us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 97/100
450/450 [==============================] - 0s 747us/step - loss: 0.3381 - accuracy: 0.8624
Epoch 98/100
450/450 [==============================] - 0s 749us/step - loss: 0.3385 - accuracy: 0.8618
Epoch 99/100
450/450 [==============================] - 0s 724us/step - loss: 0.3376 - accuracy: 0.8618
Epoch 100/100
450/450 [==============================] - 0s 733us/step - loss: 0.3374 - accuracy: 0.8622
Epoch 1/500
450/450 [==============================] - 0s 782us/step - loss: 0.5413 - accuracy: 0.7957
Epoch 2/500
450/450 [==============================] - 0s 774us/step - loss: 0.4386 - accuracy: 0.7962
Epoch 3/500
450/450 [==============================] - 0s 782us/step - loss: 0.4351 - accuracy: 0.7962
Epoch 4/500
450/450 [==============================] - 0s 776us/step - loss: 0.4336 - accuracy: 0.7962
Epoch 5/500
450/450 [==============================] - 0s 805us/step - loss: 0.4326 - accuracy: 0.7962
Epoch 6/500
450/450 [==============================] - 0s 779us/step - loss: 0.4317 - accuracy: 0.7962
Epoch 7/500
450/450 [==============================] - 0s 774us/step - loss: 0.4306 - accuracy: 0.7962
Epoch 8/500
450/450 [==============================] - 0s 791us/step - loss: 0.4298 - accuracy: 0.7962
Epoch 9/500
450/450 [==============================] - 0s 797us/step - loss: 0.4283 - accuracy: 0.8046
Epoch 10/500
450/450 [==============================] - 0s 784us/step - loss: 0.4255 - accuracy: 0.8194
Epoch 11/500
450/450 [==============================] - 0s 852us/step - loss: 0.4230 - accuracy: 0.8232
Epoch 12/500
450/450 [==============================] - 0s 803us/step - loss: 0.4216 - accuracy: 0.8261
Epoch 13/500
450/450 [==============================] - 0s 816us/step - loss: 0.4201 - accuracy: 0.8268
Epoch 14/500
450/450 [==============================] - 0s 873us/step - loss: 0.4185 - accuracy: 0.8281
Epoch 15/500
450/450 [==============================] - 0s 745us/step - loss: 0.4174 - accuracy: 0.8285
Epoch 16/500
450/450 [==============================] - 0s 760us/step - loss: 0.4164 - accuracy: 0.8290
Epoch 17/500
450/450 [==============================] - 0s 746us/step - loss: 0.4158 - accuracy: 0.8297
Epoch 18/500
450/450 [==============================] - 0s 743us/step - loss: 0.4150 - accuracy: 0.8296
Epoch 19/500
450/450 [==============================] - 0s 768us/step - loss: 0.4145 - accuracy: 0.8307
Epoch 20/500
450/450 [==============================] - 0s 752us/step - loss: 0.4140 - accuracy: 0.8310
Epoch 21/500
450/450 [==============================] - 0s 736us/step - loss: 0.4134 - accuracy: 0.8321
Epoch 22/500
450/450 [==============================] - 0s 754us/step - loss: 0.4132 - accuracy: 0.8310
Epoch 23/500
450/450 [==============================] - 0s 747us/step - loss: 0.4126 - accuracy: 0.8333
Epoch 24/500
450/450 [==============================] - 0s 742us/step - loss: 0.4121 - accuracy: 0.8311
Epoch 25/500
450/450 [==============================] - 0s 768us/step - loss: 0.4117 - accuracy: 0.8336
Epoch 26/500
450/450 [==============================] - 0s 740us/step - loss: 0.4113 - accuracy: 0.8333
Epoch 27/500
450/450 [==============================] - 0s 733us/step - loss: 0.4109 - accuracy: 0.8349
Epoch 28/500
450/450 [==============================] - 0s 760us/step - loss: 0.4104 - accuracy: 0.8346
Epoch 29/500
450/450 [==============================] - 0s 744us/step - loss: 0.4100 - accuracy: 0.8344
Epoch 30/500
450/450 [==============================] - 0s 810us/step - loss: 0.4101 - accuracy: 0.8350
Epoch 31/500
450/450 [==============================] - 0s 767us/step - loss: 0.4099 - accuracy: 0.8332
Epoch 32/500
450/450 [==============================] - 0s 734us/step - loss: 0.4094 - accuracy: 0.8356
Epoch 33/500
450/450 [==============================] - 0s 736us/step - loss: 0.4088 - accuracy: 0.8350
Epoch 34/500
450/450 [==============================] - 0s 746us/step - loss: 0.4089 - accuracy: 0.8343
Epoch 35/500
450/450 [==============================] - 0s 747us/step - loss: 0.4090 - accuracy: 0.8353
Epoch 36/500
450/450 [==============================] - 0s 744us/step - loss: 0.4086 - accuracy: 0.8340
Epoch 37/500
450/450 [==============================] - 0s 756us/step - loss: 0.4082 - accuracy: 0.8360
Epoch 38/500
450/450 [==============================] - 0s 764us/step - loss: 0.4080 - accuracy: 0.8354
Epoch 39/500
450/450 [==============================] - 0s 739us/step - loss: 0.4077 - accuracy: 0.8346
Epoch 40/500
450/450 [==============================] - 0s 760us/step - loss: 0.4074 - accuracy: 0.8351
Epoch 41/500
450/450 [==============================] - 0s 767us/step - loss: 0.4073 - accuracy: 0.8344
Epoch 42/500
450/450 [==============================] - 0s 754us/step - loss: 0.4069 - accuracy: 0.8358
Epoch 43/500
450/450 [==============================] - 0s 763us/step - loss: 0.4068 - accuracy: 0.8350
Epoch 44/500
450/450 [==============================] - 0s 754us/step - loss: 0.4065 - accuracy: 0.8350
Epoch 45/500
450/450 [==============================] - 0s 743us/step - loss: 0.4061 - accuracy: 0.8361
Epoch 46/500
450/450 [==============================] - 0s 770us/step - loss: 0.4061 - accuracy: 0.8346
Epoch 47/500
450/450 [==============================] - 0s 747us/step - loss: 0.4061 - accuracy: 0.8346
Epoch 48/500
450/450 [==============================] - 0s 752us/step - loss: 0.4056 - accuracy: 0.8371
Epoch 49/500
450/450 [==============================] - 0s 765us/step - loss: 0.4054 - accuracy: 0.8351
Epoch 50/500
450/450 [==============================] - 0s 748us/step - loss: 0.4050 - accuracy: 0.8351
Epoch 51/500
450/450 [==============================] - 0s 763us/step - loss: 0.4049 - accuracy: 0.8347
Epoch 52/500
450/450 [==============================] - 0s 747us/step - loss: 0.4045 - accuracy: 0.8358
Epoch 53/500
450/450 [==============================] - 0s 747us/step - loss: 0.4050 - accuracy: 0.8357
Epoch 54/500
450/450 [==============================] - 0s 749us/step - loss: 0.4043 - accuracy: 0.8356
Epoch 55/500
450/450 [==============================] - 0s 766us/step - loss: 0.4041 - accuracy: 0.8363
Epoch 56/500
450/450 [==============================] - 0s 756us/step - loss: 0.4040 - accuracy: 0.8356
Epoch 57/500
450/450 [==============================] - 0s 773us/step - loss: 0.4034 - accuracy: 0.8351
Epoch 58/500
450/450 [==============================] - 0s 759us/step - loss: 0.4037 - accuracy: 0.8365
Epoch 59/500
450/450 [==============================] - 0s 752us/step - loss: 0.4035 - accuracy: 0.8344
Epoch 60/500
450/450 [==============================] - 0s 772us/step - loss: 0.4036 - accuracy: 0.8351
Epoch 61/500
450/450 [==============================] - 0s 761us/step - loss: 0.4033 - accuracy: 0.8356
Epoch 62/500
450/450 [==============================] - 0s 753us/step - loss: 0.4031 - accuracy: 0.8357
Epoch 63/500
450/450 [==============================] - 0s 803us/step - loss: 0.4031 - accuracy: 0.8347
Epoch 64/500
450/450 [==============================] - 0s 750us/step - loss: 0.4030 - accuracy: 0.8353
Epoch 65/500
450/450 [==============================] - 0s 769us/step - loss: 0.4028 - accuracy: 0.8347
Epoch 66/500
450/450 [==============================] - 0s 762us/step - loss: 0.4028 - accuracy: 0.8347
Epoch 67/500
450/450 [==============================] - 0s 755us/step - loss: 0.4027 - accuracy: 0.8354
Epoch 68/500
450/450 [==============================] - 0s 752us/step - loss: 0.4029 - accuracy: 0.8351
Epoch 69/500
450/450 [==============================] - 0s 764us/step - loss: 0.4024 - accuracy: 0.8346
Epoch 70/500
450/450 [==============================] - 0s 774us/step - loss: 0.4024 - accuracy: 0.8349
Epoch 71/500
450/450 [==============================] - 0s 751us/step - loss: 0.4020 - accuracy: 0.8351
Epoch 72/500
450/450 [==============================] - 0s 753us/step - loss: 0.4020 - accuracy: 0.8354
Epoch 73/500
450/450 [==============================] - 0s 750us/step - loss: 0.4021 - accuracy: 0.8346
Epoch 74/500
450/450 [==============================] - 0s 747us/step - loss: 0.4024 - accuracy: 0.8356
Epoch 75/500
450/450 [==============================] - 0s 746us/step - loss: 0.4021 - accuracy: 0.8354
Epoch 76/500
450/450 [==============================] - 0s 758us/step - loss: 0.4021 - accuracy: 0.8354
Epoch 77/500
450/450 [==============================] - 0s 759us/step - loss: 0.4022 - accuracy: 0.8350
Epoch 78/500
450/450 [==============================] - 0s 762us/step - loss: 0.4021 - accuracy: 0.8356
Epoch 79/500
450/450 [==============================] - 0s 753us/step - loss: 0.4021 - accuracy: 0.8356
Epoch 80/500
450/450 [==============================] - 0s 758us/step - loss: 0.4025 - accuracy: 0.8332
Epoch 81/500
450/450 [==============================] - 0s 758us/step - loss: 0.4022 - accuracy: 0.8361
Epoch 82/500
450/450 [==============================] - 0s 757us/step - loss: 0.4022 - accuracy: 0.8358
Epoch 83/500
450/450 [==============================] - 0s 758us/step - loss: 0.4018 - accuracy: 0.8346
Epoch 84/500
450/450 [==============================] - 0s 763us/step - loss: 0.4020 - accuracy: 0.8354
Epoch 85/500
450/450 [==============================] - 0s 749us/step - loss: 0.4022 - accuracy: 0.8344
Epoch 86/500
450/450 [==============================] - 0s 779us/step - loss: 0.4020 - accuracy: 0.8349
Epoch 87/500
450/450 [==============================] - 0s 758us/step - loss: 0.4020 - accuracy: 0.8360
Epoch 88/500
450/450 [==============================] - 0s 752us/step - loss: 0.4021 - accuracy: 0.8367
Epoch 89/500
450/450 [==============================] - 0s 774us/step - loss: 0.4017 - accuracy: 0.8360
Epoch 90/500
450/450 [==============================] - 0s 759us/step - loss: 0.4019 - accuracy: 0.8343
Epoch 91/500
450/450 [==============================] - 0s 741us/step - loss: 0.4020 - accuracy: 0.8340
Epoch 92/500
450/450 [==============================] - 0s 804us/step - loss: 0.4021 - accuracy: 0.8358
Epoch 93/500
450/450 [==============================] - 0s 749us/step - loss: 0.4020 - accuracy: 0.8357
Epoch 94/500
450/450 [==============================] - 0s 748us/step - loss: 0.4016 - accuracy: 0.8338
Epoch 95/500
450/450 [==============================] - 0s 758us/step - loss: 0.4020 - accuracy: 0.8353
Epoch 96/500
450/450 [==============================] - 0s 992us/step - loss: 0.4017 - accuracy: 0.8364
Epoch 97/500
450/450 [==============================] - 0s 872us/step - loss: 0.4018 - accuracy: 0.8346
Epoch 98/500
450/450 [==============================] - 0s 761us/step - loss: 0.4018 - accuracy: 0.8353
Epoch 99/500
450/450 [==============================] - 0s 747us/step - loss: 0.4016 - accuracy: 0.8342
Epoch 100/500
450/450 [==============================] - 0s 769us/step - loss: 0.4020 - accuracy: 0.8363
Epoch 101/500
450/450 [==============================] - 0s 751us/step - loss: 0.4021 - accuracy: 0.8353
Epoch 102/500
450/450 [==============================] - 0s 744us/step - loss: 0.4018 - accuracy: 0.8353
Epoch 103/500
450/450 [==============================] - 0s 764us/step - loss: 0.4018 - accuracy: 0.8342
Epoch 104/500
450/450 [==============================] - 0s 746us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 105/500
450/450 [==============================] - 0s 758us/step - loss: 0.4017 - accuracy: 0.8339
Epoch 106/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4022 - accuracy: 0.8360
Epoch 107/500
450/450 [==============================] - 0s 846us/step - loss: 0.4016 - accuracy: 0.8349
Epoch 108/500
450/450 [==============================] - 0s 915us/step - loss: 0.4017 - accuracy: 0.8354
Epoch 109/500
450/450 [==============================] - 0s 972us/step - loss: 0.4017 - accuracy: 0.8350
Epoch 110/500
450/450 [==============================] - 0s 864us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 111/500
450/450 [==============================] - 0s 842us/step - loss: 0.4019 - accuracy: 0.8358
Epoch 112/500
450/450 [==============================] - 0s 853us/step - loss: 0.4017 - accuracy: 0.8361
Epoch 113/500
450/450 [==============================] - 0s 819us/step - loss: 0.4016 - accuracy: 0.8353
Epoch 114/500
450/450 [==============================] - 0s 776us/step - loss: 0.4016 - accuracy: 0.8343
Epoch 115/500
450/450 [==============================] - 0s 783us/step - loss: 0.4014 - accuracy: 0.8356
Epoch 116/500
450/450 [==============================] - 0s 764us/step - loss: 0.4017 - accuracy: 0.8354
Epoch 117/500
450/450 [==============================] - 0s 794us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 118/500
450/450 [==============================] - 0s 758us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 119/500
450/450 [==============================] - 0s 811us/step - loss: 0.4016 - accuracy: 0.8340
Epoch 120/500
450/450 [==============================] - 0s 771us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 121/500
450/450 [==============================] - 0s 891us/step - loss: 0.4019 - accuracy: 0.8354
Epoch 122/500
450/450 [==============================] - 0s 896us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 123/500
450/450 [==============================] - 0s 836us/step - loss: 0.4015 - accuracy: 0.8350
Epoch 124/500
450/450 [==============================] - 0s 798us/step - loss: 0.4016 - accuracy: 0.8350
Epoch 125/500
450/450 [==============================] - 0s 797us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 126/500
450/450 [==============================] - 0s 764us/step - loss: 0.4014 - accuracy: 0.8350
Epoch 127/500
450/450 [==============================] - 0s 793us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 128/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8354
Epoch 129/500
450/450 [==============================] - 0s 788us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 130/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4015 - accuracy: 0.8357
Epoch 131/500
450/450 [==============================] - 0s 758us/step - loss: 0.4012 - accuracy: 0.8342
Epoch 132/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4015 - accuracy: 0.8360
Epoch 133/500
450/450 [==============================] - 0s 803us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 134/500
450/450 [==============================] - 0s 862us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 135/500
450/450 [==============================] - 0s 879us/step - loss: 0.4018 - accuracy: 0.8364
Epoch 136/500
450/450 [==============================] - 0s 793us/step - loss: 0.4017 - accuracy: 0.8336
Epoch 137/500
450/450 [==============================] - 0s 776us/step - loss: 0.4012 - accuracy: 0.8353
Epoch 138/500
450/450 [==============================] - 0s 764us/step - loss: 0.4015 - accuracy: 0.8343
Epoch 139/500
450/450 [==============================] - 0s 795us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 140/500
450/450 [==============================] - 0s 766us/step - loss: 0.4012 - accuracy: 0.8357
Epoch 141/500
450/450 [==============================] - 0s 767us/step - loss: 0.4015 - accuracy: 0.8347
Epoch 142/500
450/450 [==============================] - 0s 764us/step - loss: 0.4017 - accuracy: 0.8351
Epoch 143/500
450/450 [==============================] - 0s 791us/step - loss: 0.4010 - accuracy: 0.8349
Epoch 144/500
450/450 [==============================] - 0s 770us/step - loss: 0.4015 - accuracy: 0.8365
Epoch 145/500
450/450 [==============================] - 0s 814us/step - loss: 0.4011 - accuracy: 0.8367
Epoch 146/500
450/450 [==============================] - 0s 763us/step - loss: 0.4016 - accuracy: 0.8350
Epoch 147/500
450/450 [==============================] - 0s 772us/step - loss: 0.4017 - accuracy: 0.8350
Epoch 148/500
450/450 [==============================] - 0s 798us/step - loss: 0.4016 - accuracy: 0.8356
Epoch 149/500
450/450 [==============================] - 0s 764us/step - loss: 0.4014 - accuracy: 0.8343
Epoch 150/500
450/450 [==============================] - 0s 760us/step - loss: 0.4015 - accuracy: 0.8353
Epoch 151/500
450/450 [==============================] - 0s 800us/step - loss: 0.4013 - accuracy: 0.8363
Epoch 152/500
450/450 [==============================] - 0s 791us/step - loss: 0.4016 - accuracy: 0.8371
Epoch 153/500
450/450 [==============================] - 0s 763us/step - loss: 0.4014 - accuracy: 0.8353
Epoch 154/500
450/450 [==============================] - 0s 771us/step - loss: 0.4013 - accuracy: 0.8350
Epoch 155/500
450/450 [==============================] - 0s 763us/step - loss: 0.4013 - accuracy: 0.8365
Epoch 156/500
450/450 [==============================] - 0s 764us/step - loss: 0.4014 - accuracy: 0.8353
Epoch 157/500
450/450 [==============================] - 0s 777us/step - loss: 0.4016 - accuracy: 0.8361
Epoch 158/500
450/450 [==============================] - 0s 756us/step - loss: 0.4018 - accuracy: 0.8354
Epoch 159/500
450/450 [==============================] - 0s 760us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 160/500
450/450 [==============================] - 0s 764us/step - loss: 0.4015 - accuracy: 0.8346
Epoch 161/500
450/450 [==============================] - 0s 773us/step - loss: 0.4014 - accuracy: 0.8360
Epoch 162/500
450/450 [==============================] - 0s 793us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 163/500
450/450 [==============================] - 0s 765us/step - loss: 0.4015 - accuracy: 0.8350
Epoch 164/500
450/450 [==============================] - 0s 770us/step - loss: 0.4012 - accuracy: 0.8364
Epoch 165/500
450/450 [==============================] - 0s 795us/step - loss: 0.4010 - accuracy: 0.8368
Epoch 166/500
450/450 [==============================] - 0s 761us/step - loss: 0.4017 - accuracy: 0.8356
Epoch 167/500
450/450 [==============================] - 0s 762us/step - loss: 0.4017 - accuracy: 0.83610s - loss: 0.4018 - accuracy: 
Epoch 168/500
450/450 [==============================] - 0s 781us/step - loss: 0.4013 - accuracy: 0.8363
Epoch 169/500
450/450 [==============================] - 0s 772us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 170/500
450/450 [==============================] - 0s 767us/step - loss: 0.4012 - accuracy: 0.8363
Epoch 171/500
450/450 [==============================] - 0s 793us/step - loss: 0.4012 - accuracy: 0.8353
Epoch 172/500
450/450 [==============================] - 0s 761us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 173/500
450/450 [==============================] - 0s 759us/step - loss: 0.4014 - accuracy: 0.8351
Epoch 174/500
450/450 [==============================] - 0s 775us/step - loss: 0.4011 - accuracy: 0.8361
Epoch 175/500
450/450 [==============================] - 0s 757us/step - loss: 0.4011 - accuracy: 0.83670s - loss: 0.4022 - accuracy: 0.83
Epoch 176/500
450/450 [==============================] - 0s 765us/step - loss: 0.4013 - accuracy: 0.8368
Epoch 177/500
450/450 [==============================] - 0s 777us/step - loss: 0.4013 - accuracy: 0.8358
Epoch 178/500
450/450 [==============================] - 0s 756us/step - loss: 0.4010 - accuracy: 0.8344
Epoch 179/500
450/450 [==============================] - 0s 756us/step - loss: 0.4011 - accuracy: 0.8357
Epoch 180/500
450/450 [==============================] - 0s 787us/step - loss: 0.4013 - accuracy: 0.8354
Epoch 181/500
450/450 [==============================] - 0s 779us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 182/500
450/450 [==============================] - 0s 856us/step - loss: 0.4012 - accuracy: 0.8342
Epoch 183/500
450/450 [==============================] - 0s 809us/step - loss: 0.4013 - accuracy: 0.8354
Epoch 184/500
450/450 [==============================] - 0s 760us/step - loss: 0.4012 - accuracy: 0.8353
Epoch 185/500
450/450 [==============================] - 0s 792us/step - loss: 0.4018 - accuracy: 0.8347
Epoch 186/500
450/450 [==============================] - 0s 764us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 187/500
450/450 [==============================] - 0s 761us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 188/500
450/450 [==============================] - 0s 788us/step - loss: 0.4012 - accuracy: 0.8367
Epoch 189/500
450/450 [==============================] - 0s 765us/step - loss: 0.4015 - accuracy: 0.8346
Epoch 190/500
450/450 [==============================] - 0s 757us/step - loss: 0.4011 - accuracy: 0.8365
Epoch 191/500
450/450 [==============================] - 0s 801us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 192/500
450/450 [==============================] - 0s 949us/step - loss: 0.4011 - accuracy: 0.8357
Epoch 193/500
450/450 [==============================] - 0s 876us/step - loss: 0.4013 - accuracy: 0.8367
Epoch 194/500
450/450 [==============================] - 0s 771us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 195/500
450/450 [==============================] - 0s 761us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 196/500
450/450 [==============================] - 0s 823us/step - loss: 0.4010 - accuracy: 0.8356
Epoch 197/500
450/450 [==============================] - 0s 768us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 198/500
450/450 [==============================] - 0s 757us/step - loss: 0.4012 - accuracy: 0.8354
Epoch 199/500
450/450 [==============================] - 0s 761us/step - loss: 0.4011 - accuracy: 0.8365
Epoch 200/500
450/450 [==============================] - 0s 760us/step - loss: 0.4013 - accuracy: 0.8368
Epoch 201/500
450/450 [==============================] - 0s 751us/step - loss: 0.4014 - accuracy: 0.8347
Epoch 202/500
450/450 [==============================] - 0s 761us/step - loss: 0.4011 - accuracy: 0.8354
Epoch 203/500
450/450 [==============================] - 0s 767us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 204/500
450/450 [==============================] - 0s 757us/step - loss: 0.4011 - accuracy: 0.8350
Epoch 205/500
450/450 [==============================] - 0s 766us/step - loss: 0.4011 - accuracy: 0.8342
Epoch 206/500
450/450 [==============================] - 0s 761us/step - loss: 0.4010 - accuracy: 0.8367
Epoch 207/500
450/450 [==============================] - 0s 766us/step - loss: 0.4012 - accuracy: 0.8350
Epoch 208/500
450/450 [==============================] - 0s 819us/step - loss: 0.4012 - accuracy: 0.8349
Epoch 209/500
450/450 [==============================] - 0s 754us/step - loss: 0.4011 - accuracy: 0.8349
Epoch 210/500
450/450 [==============================] - 0s 758us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 211/500
450/450 [==============================] - 0s 755us/step - loss: 0.4010 - accuracy: 0.8342
Epoch 212/500
450/450 [==============================] - 0s 758us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 213/500
450/450 [==============================] - 0s 758us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 214/500
450/450 [==============================] - 0s 761us/step - loss: 0.4009 - accuracy: 0.8347
Epoch 215/500
450/450 [==============================] - 0s 750us/step - loss: 0.4010 - accuracy: 0.8340
Epoch 216/500
450/450 [==============================] - 0s 766us/step - loss: 0.4012 - accuracy: 0.8350
Epoch 217/500
450/450 [==============================] - 0s 772us/step - loss: 0.4013 - accuracy: 0.8350
Epoch 218/500
450/450 [==============================] - 0s 761us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 219/500
450/450 [==============================] - 0s 758us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 220/500
450/450 [==============================] - 0s 757us/step - loss: 0.4009 - accuracy: 0.8351
Epoch 221/500
450/450 [==============================] - 0s 761us/step - loss: 0.4011 - accuracy: 0.8342
Epoch 222/500
450/450 [==============================] - 0s 763us/step - loss: 0.4011 - accuracy: 0.8347
Epoch 223/500
450/450 [==============================] - 0s 771us/step - loss: 0.4014 - accuracy: 0.8357
Epoch 224/500
450/450 [==============================] - 0s 752us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 225/500
450/450 [==============================] - 0s 769us/step - loss: 0.4013 - accuracy: 0.8353
Epoch 226/500
450/450 [==============================] - 0s 756us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 227/500
450/450 [==============================] - 0s 745us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 228/500
450/450 [==============================] - 0s 775us/step - loss: 0.4013 - accuracy: 0.8353
Epoch 229/500
450/450 [==============================] - 0s 755us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 230/500
450/450 [==============================] - 0s 749us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 231/500
450/450 [==============================] - 0s 781us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 232/500
450/450 [==============================] - 0s 783us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 233/500
450/450 [==============================] - 0s 778us/step - loss: 0.4014 - accuracy: 0.8357
Epoch 234/500
450/450 [==============================] - 0s 775us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 235/500
450/450 [==============================] - 0s 802us/step - loss: 0.4008 - accuracy: 0.8361
Epoch 236/500
450/450 [==============================] - 0s 792us/step - loss: 0.4011 - accuracy: 0.8342
Epoch 237/500
450/450 [==============================] - 0s 775us/step - loss: 0.4011 - accuracy: 0.8347
Epoch 238/500
450/450 [==============================] - 0s 776us/step - loss: 0.4010 - accuracy: 0.8349
Epoch 239/500
450/450 [==============================] - 0s 775us/step - loss: 0.4010 - accuracy: 0.8360
Epoch 240/500
450/450 [==============================] - 0s 765us/step - loss: 0.4011 - accuracy: 0.8354
Epoch 241/500
450/450 [==============================] - 0s 762us/step - loss: 0.4011 - accuracy: 0.8342
Epoch 242/500
450/450 [==============================] - 0s 782us/step - loss: 0.4010 - accuracy: 0.8351
Epoch 243/500
450/450 [==============================] - 0s 763us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 244/500
450/450 [==============================] - 0s 781us/step - loss: 0.4009 - accuracy: 0.8346
Epoch 245/500
450/450 [==============================] - 0s 778us/step - loss: 0.4009 - accuracy: 0.8347
Epoch 246/500
450/450 [==============================] - 0s 764us/step - loss: 0.4008 - accuracy: 0.8351
Epoch 247/500
450/450 [==============================] - 0s 759us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 248/500
450/450 [==============================] - 0s 764us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 249/500
450/450 [==============================] - 0s 760us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 250/500
450/450 [==============================] - 0s 747us/step - loss: 0.4011 - accuracy: 0.8349
Epoch 251/500
450/450 [==============================] - 0s 771us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 252/500
450/450 [==============================] - 0s 756us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 253/500
450/450 [==============================] - 0s 752us/step - loss: 0.4006 - accuracy: 0.8350
Epoch 254/500
450/450 [==============================] - 0s 767us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 255/500
450/450 [==============================] - 0s 755us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 256/500
450/450 [==============================] - 0s 757us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 257/500
450/450 [==============================] - 0s 763us/step - loss: 0.4009 - accuracy: 0.8340
Epoch 258/500
450/450 [==============================] - 0s 752us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 259/500
450/450 [==============================] - 0s 764us/step - loss: 0.4005 - accuracy: 0.8346
Epoch 260/500
450/450 [==============================] - 0s 769us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 261/500
450/450 [==============================] - 0s 764us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 262/500
450/450 [==============================] - 0s 775us/step - loss: 0.4012 - accuracy: 0.8358
Epoch 263/500
450/450 [==============================] - 0s 753us/step - loss: 0.4012 - accuracy: 0.8329
Epoch 264/500
450/450 [==============================] - 0s 761us/step - loss: 0.4008 - accuracy: 0.8343
Epoch 265/500
450/450 [==============================] - 0s 788us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 266/500
450/450 [==============================] - 0s 769us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 267/500
450/450 [==============================] - 0s 754us/step - loss: 0.4013 - accuracy: 0.8349
Epoch 268/500
450/450 [==============================] - 0s 781us/step - loss: 0.4012 - accuracy: 0.8331
Epoch 269/500
450/450 [==============================] - 0s 751us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 270/500
450/450 [==============================] - 0s 752us/step - loss: 0.4011 - accuracy: 0.8335
Epoch 271/500
450/450 [==============================] - 0s 785us/step - loss: 0.4006 - accuracy: 0.8338
Epoch 272/500
450/450 [==============================] - 0s 752us/step - loss: 0.4007 - accuracy: 0.83680s - loss: 0.3864 - accuracy
Epoch 273/500
450/450 [==============================] - 0s 748us/step - loss: 0.4011 - accuracy: 0.8386
Epoch 274/500
450/450 [==============================] - 0s 772us/step - loss: 0.4010 - accuracy: 0.8343
Epoch 275/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8358
Epoch 276/500
450/450 [==============================] - 0s 750us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 277/500
450/450 [==============================] - 0s 787us/step - loss: 0.4010 - accuracy: 0.8351
Epoch 278/500
450/450 [==============================] - 0s 748us/step - loss: 0.4012 - accuracy: 0.8344
Epoch 279/500
450/450 [==============================] - 0s 752us/step - loss: 0.4012 - accuracy: 0.8349
Epoch 280/500
450/450 [==============================] - 0s 785us/step - loss: 0.4007 - accuracy: 0.8347
Epoch 281/500
450/450 [==============================] - 0s 754us/step - loss: 0.4009 - accuracy: 0.8343
Epoch 282/500
450/450 [==============================] - 0s 755us/step - loss: 0.4011 - accuracy: 0.8360
Epoch 283/500
450/450 [==============================] - 0s 779us/step - loss: 0.4010 - accuracy: 0.8356
Epoch 284/500
450/450 [==============================] - 0s 776us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 285/500
450/450 [==============================] - 0s 751us/step - loss: 0.4009 - accuracy: 0.8336
Epoch 286/500
450/450 [==============================] - 0s 779us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 287/500
450/450 [==============================] - 0s 787us/step - loss: 0.4010 - accuracy: 0.8333
Epoch 288/500
450/450 [==============================] - 0s 855us/step - loss: 0.4010 - accuracy: 0.8351
Epoch 289/500
450/450 [==============================] - 0s 757us/step - loss: 0.4010 - accuracy: 0.8340
Epoch 290/500
450/450 [==============================] - 0s 758us/step - loss: 0.4010 - accuracy: 0.8343
Epoch 291/500
450/450 [==============================] - 0s 766us/step - loss: 0.4007 - accuracy: 0.8354
Epoch 292/500
450/450 [==============================] - 0s 754us/step - loss: 0.4008 - accuracy: 0.8347
Epoch 293/500
450/450 [==============================] - 0s 752us/step - loss: 0.4006 - accuracy: 0.8343
Epoch 294/500
450/450 [==============================] - 0s 783us/step - loss: 0.4010 - accuracy: 0.8343
Epoch 295/500
450/450 [==============================] - 0s 772us/step - loss: 0.4003 - accuracy: 0.8357
Epoch 296/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8335
Epoch 297/500
450/450 [==============================] - 0s 780us/step - loss: 0.4009 - accuracy: 0.8358
Epoch 298/500
450/450 [==============================] - 0s 753us/step - loss: 0.4008 - accuracy: 0.8350
Epoch 299/500
450/450 [==============================] - 0s 748us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 300/500
450/450 [==============================] - 0s 782us/step - loss: 0.4009 - accuracy: 0.8340
Epoch 301/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8338
Epoch 302/500
450/450 [==============================] - 0s 746us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 303/500
450/450 [==============================] - 0s 787us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 304/500
450/450 [==============================] - 0s 754us/step - loss: 0.4012 - accuracy: 0.8342
Epoch 305/500
450/450 [==============================] - 0s 775us/step - loss: 0.4008 - accuracy: 0.8342
Epoch 306/500
450/450 [==============================] - 0s 755us/step - loss: 0.4009 - accuracy: 0.8367
Epoch 307/500
450/450 [==============================] - 0s 775us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 308/500
450/450 [==============================] - 0s 912us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 309/500
450/450 [==============================] - 0s 785us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 310/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 311/500
450/450 [==============================] - 0s 787us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 312/500
450/450 [==============================] - 0s 754us/step - loss: 0.4007 - accuracy: 0.8349
Epoch 313/500
450/450 [==============================] - 0s 756us/step - loss: 0.4011 - accuracy: 0.8360
Epoch 314/500
450/450 [==============================] - 0s 806us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 315/500
450/450 [==============================] - 0s 759us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 316/500
450/450 [==============================] - 0s 752us/step - loss: 0.4008 - accuracy: 0.8350
Epoch 317/500
450/450 [==============================] - 0s 782us/step - loss: 0.4004 - accuracy: 0.8340
Epoch 318/500
450/450 [==============================] - 0s 758us/step - loss: 0.4011 - accuracy: 0.8333
Epoch 319/500
450/450 [==============================] - 0s 764us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 320/500
450/450 [==============================] - 0s 767us/step - loss: 0.4005 - accuracy: 0.8354
Epoch 321/500
450/450 [==============================] - 0s 753us/step - loss: 0.4006 - accuracy: 0.8368
Epoch 322/500
450/450 [==============================] - 0s 756us/step - loss: 0.4010 - accuracy: 0.8349
Epoch 323/500
450/450 [==============================] - 0s 787us/step - loss: 0.4010 - accuracy: 0.8360
Epoch 324/500
450/450 [==============================] - 0s 757us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 325/500
450/450 [==============================] - 0s 755us/step - loss: 0.4011 - accuracy: 0.8347
Epoch 326/500
450/450 [==============================] - 0s 778us/step - loss: 0.4011 - accuracy: 0.8343
Epoch 327/500
450/450 [==============================] - 0s 755us/step - loss: 0.4008 - accuracy: 0.8351
Epoch 328/500
450/450 [==============================] - 0s 793us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 329/500
450/450 [==============================] - 0s 749us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 330/500
450/450 [==============================] - 0s 752us/step - loss: 0.4007 - accuracy: 0.8343
Epoch 331/500
450/450 [==============================] - 0s 775us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 332/500
450/450 [==============================] - 0s 751us/step - loss: 0.4010 - accuracy: 0.8350
Epoch 333/500
450/450 [==============================] - 0s 750us/step - loss: 0.4007 - accuracy: 0.8347
Epoch 334/500
450/450 [==============================] - 0s 777us/step - loss: 0.4010 - accuracy: 0.8340
Epoch 335/500
450/450 [==============================] - 0s 754us/step - loss: 0.4007 - accuracy: 0.8349
Epoch 336/500
450/450 [==============================] - 0s 756us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 337/500
450/450 [==============================] - 0s 774us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 338/500
450/450 [==============================] - 0s 755us/step - loss: 0.4010 - accuracy: 0.8350
Epoch 339/500
450/450 [==============================] - 0s 754us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 340/500
450/450 [==============================] - 0s 772us/step - loss: 0.4014 - accuracy: 0.8346
Epoch 341/500
450/450 [==============================] - 0s 800us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 342/500
450/450 [==============================] - 0s 759us/step - loss: 0.4011 - accuracy: 0.8367
Epoch 343/500
450/450 [==============================] - 0s 777us/step - loss: 0.4008 - accuracy: 0.8339
Epoch 344/500
450/450 [==============================] - 0s 759us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 345/500
450/450 [==============================] - 0s 754us/step - loss: 0.4010 - accuracy: 0.8329
Epoch 346/500
450/450 [==============================] - 0s 780us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 347/500
450/450 [==============================] - 0s 760us/step - loss: 0.4006 - accuracy: 0.8343
Epoch 348/500
450/450 [==============================] - 0s 760us/step - loss: 0.4005 - accuracy: 0.8354
Epoch 349/500
450/450 [==============================] - 0s 771us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 350/500
450/450 [==============================] - 0s 765us/step - loss: 0.4006 - accuracy: 0.8338
Epoch 351/500
450/450 [==============================] - 0s 758us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 352/500
450/450 [==============================] - 0s 777us/step - loss: 0.4009 - accuracy: 0.8368
Epoch 353/500
450/450 [==============================] - 0s 760us/step - loss: 0.4011 - accuracy: 0.8351
Epoch 354/500
450/450 [==============================] - 0s 763us/step - loss: 0.4008 - accuracy: 0.8349
Epoch 355/500
450/450 [==============================] - 0s 849us/step - loss: 0.4008 - accuracy: 0.8343
Epoch 356/500
450/450 [==============================] - 0s 751us/step - loss: 0.4008 - accuracy: 0.8347
Epoch 357/500
450/450 [==============================] - 0s 777us/step - loss: 0.4011 - accuracy: 0.8347
Epoch 358/500
450/450 [==============================] - 0s 762us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 359/500
450/450 [==============================] - 0s 754us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 360/500
450/450 [==============================] - 0s 777us/step - loss: 0.4009 - accuracy: 0.8346
Epoch 361/500
450/450 [==============================] - 0s 756us/step - loss: 0.4007 - accuracy: 0.8351
Epoch 362/500
450/450 [==============================] - 0s 746us/step - loss: 0.4010 - accuracy: 0.8354
Epoch 363/500
450/450 [==============================] - 0s 775us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 364/500
450/450 [==============================] - 0s 760us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 365/500
450/450 [==============================] - 0s 747us/step - loss: 0.4010 - accuracy: 0.8372
Epoch 366/500
450/450 [==============================] - 0s 782us/step - loss: 0.4009 - accuracy: 0.8347
Epoch 367/500
450/450 [==============================] - 0s 759us/step - loss: 0.4004 - accuracy: 0.8339
Epoch 368/500
450/450 [==============================] - 0s 752us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 369/500
450/450 [==============================] - 0s 779us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 370/500
450/450 [==============================] - 0s 798us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 371/500
450/450 [==============================] - 0s 754us/step - loss: 0.4007 - accuracy: 0.8364
Epoch 372/500
450/450 [==============================] - 0s 774us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 373/500
450/450 [==============================] - 0s 755us/step - loss: 0.4003 - accuracy: 0.8350
Epoch 374/500
450/450 [==============================] - 0s 785us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 375/500
450/450 [==============================] - 0s 745us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 376/500
450/450 [==============================] - 0s 771us/step - loss: 0.4007 - accuracy: 0.8344
Epoch 377/500
450/450 [==============================] - 0s 770us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 378/500
450/450 [==============================] - 0s 745us/step - loss: 0.4007 - accuracy: 0.8346
Epoch 379/500
450/450 [==============================] - 0s 760us/step - loss: 0.4009 - accuracy: 0.8340
Epoch 380/500
450/450 [==============================] - 0s 787us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 381/500
450/450 [==============================] - 0s 769us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 382/500
450/450 [==============================] - 0s 748us/step - loss: 0.4005 - accuracy: 0.8340
Epoch 383/500
450/450 [==============================] - 0s 787us/step - loss: 0.4007 - accuracy: 0.8340
Epoch 384/500
450/450 [==============================] - 0s 757us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 385/500
450/450 [==============================] - 0s 748us/step - loss: 0.4007 - accuracy: 0.8361
Epoch 386/500
450/450 [==============================] - 0s 786us/step - loss: 0.4010 - accuracy: 0.8356
Epoch 387/500
450/450 [==============================] - 0s 757us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 388/500
450/450 [==============================] - 0s 742us/step - loss: 0.4011 - accuracy: 0.8354
Epoch 389/500
450/450 [==============================] - 0s 867us/step - loss: 0.4009 - accuracy: 0.8357
Epoch 390/500
450/450 [==============================] - 0s 779us/step - loss: 0.4011 - accuracy: 0.8353
Epoch 391/500
450/450 [==============================] - 0s 788us/step - loss: 0.4011 - accuracy: 0.8350
Epoch 392/500
450/450 [==============================] - 0s 783us/step - loss: 0.4008 - accuracy: 0.83610s - loss: 0.3972 - accuracy: 
Epoch 393/500
450/450 [==============================] - 0s 791us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 394/500
450/450 [==============================] - 0s 788us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 395/500
450/450 [==============================] - 0s 821us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 396/500
450/450 [==============================] - 0s 786us/step - loss: 0.4009 - accuracy: 0.8343
Epoch 397/500
450/450 [==============================] - 0s 780us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 398/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 399/500
450/450 [==============================] - 0s 756us/step - loss: 0.4010 - accuracy: 0.8354
Epoch 400/500
450/450 [==============================] - 0s 762us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 401/500
450/450 [==============================] - 0s 747us/step - loss: 0.4008 - accuracy: 0.8344
Epoch 402/500
450/450 [==============================] - 0s 755us/step - loss: 0.4008 - accuracy: 0.8347
Epoch 403/500
450/450 [==============================] - 0s 775us/step - loss: 0.4007 - accuracy: 0.8354
Epoch 404/500
450/450 [==============================] - 0s 783us/step - loss: 0.4004 - accuracy: 0.8344
Epoch 405/500
450/450 [==============================] - 0s 798us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 406/500
450/450 [==============================] - 0s 804us/step - loss: 0.4009 - accuracy: 0.8374
Epoch 407/500
450/450 [==============================] - 0s 766us/step - loss: 0.4008 - accuracy: 0.8367
Epoch 408/500
450/450 [==============================] - 0s 770us/step - loss: 0.4009 - accuracy: 0.8351
Epoch 409/500
450/450 [==============================] - 0s 809us/step - loss: 0.4009 - accuracy: 0.8347
Epoch 410/500
450/450 [==============================] - 0s 771us/step - loss: 0.4004 - accuracy: 0.8349
Epoch 411/500
450/450 [==============================] - 0s 768us/step - loss: 0.4007 - accuracy: 0.83430s - loss: 0.3991 - accuracy: 0.83
Epoch 412/500
450/450 [==============================] - 0s 820us/step - loss: 0.4009 - accuracy: 0.8349
Epoch 413/500
450/450 [==============================] - 0s 776us/step - loss: 0.4007 - accuracy: 0.8356
Epoch 414/500
450/450 [==============================] - 0s 778us/step - loss: 0.4010 - accuracy: 0.8351
Epoch 415/500
450/450 [==============================] - 0s 806us/step - loss: 0.4010 - accuracy: 0.8344
Epoch 416/500
450/450 [==============================] - 0s 756us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 417/500
450/450 [==============================] - 0s 774us/step - loss: 0.4009 - accuracy: 0.8367
Epoch 418/500
450/450 [==============================] - 0s 753us/step - loss: 0.4009 - accuracy: 0.8336
Epoch 419/500
450/450 [==============================] - 0s 755us/step - loss: 0.4007 - accuracy: 0.8350
Epoch 420/500
450/450 [==============================] - 0s 778us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 421/500
450/450 [==============================] - 0s 757us/step - loss: 0.4010 - accuracy: 0.8347
Epoch 422/500
450/450 [==============================] - 0s 758us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 423/500
450/450 [==============================] - 0s 789us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 424/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8344
Epoch 425/500
450/450 [==============================] - 0s 750us/step - loss: 0.4007 - accuracy: 0.8335
Epoch 426/500
450/450 [==============================] - 0s 784us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 427/500
450/450 [==============================] - 0s 751us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 428/500
450/450 [==============================] - 0s 749us/step - loss: 0.4007 - accuracy: 0.8351
Epoch 429/500
450/450 [==============================] - 0s 765us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 430/500
450/450 [==============================] - 0s 749us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 431/500
450/450 [==============================] - 0s 765us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 432/500
450/450 [==============================] - 0s 774us/step - loss: 0.4011 - accuracy: 0.8353
Epoch 433/500
450/450 [==============================] - 0s 780us/step - loss: 0.4008 - accuracy: 0.83560s - loss: 0.4028 - accuracy: 0.
Epoch 434/500
450/450 [==============================] - 0s 754us/step - loss: 0.4009 - accuracy: 0.8374
Epoch 435/500
450/450 [==============================] - 0s 778us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 436/500
450/450 [==============================] - 0s 756us/step - loss: 0.4006 - accuracy: 0.8353
Epoch 437/500
450/450 [==============================] - 0s 775us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 438/500
450/450 [==============================] - 0s 768us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 439/500
450/450 [==============================] - 0s 757us/step - loss: 0.4005 - accuracy: 0.8354
Epoch 440/500
450/450 [==============================] - 0s 769us/step - loss: 0.4005 - accuracy: 0.8347
Epoch 441/500
450/450 [==============================] - 0s 746us/step - loss: 0.4007 - accuracy: 0.8344
Epoch 442/500
450/450 [==============================] - 0s 758us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 443/500
450/450 [==============================] - 0s 768us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 444/500
450/450 [==============================] - 0s 761us/step - loss: 0.4005 - accuracy: 0.8351
Epoch 445/500
450/450 [==============================] - 0s 997us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 446/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4008 - accuracy: 0.8351
Epoch 447/500
450/450 [==============================] - 0s 944us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 448/500
450/450 [==============================] - 0s 875us/step - loss: 0.4005 - accuracy: 0.8367
Epoch 449/500
450/450 [==============================] - 0s 837us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 450/500
450/450 [==============================] - 0s 921us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 451/500
450/450 [==============================] - 0s 810us/step - loss: 0.4006 - accuracy: 0.8344
Epoch 452/500
450/450 [==============================] - 0s 807us/step - loss: 0.4009 - accuracy: 0.8343
Epoch 453/500
450/450 [==============================] - 0s 817us/step - loss: 0.4006 - accuracy: 0.8351
Epoch 454/500
450/450 [==============================] - 0s 850us/step - loss: 0.4009 - accuracy: 0.8343
Epoch 455/500
450/450 [==============================] - 0s 797us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 456/500
450/450 [==============================] - 0s 791us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 457/500
450/450 [==============================] - 0s 754us/step - loss: 0.4006 - accuracy: 0.8336
Epoch 458/500
450/450 [==============================] - 0s 783us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 459/500
450/450 [==============================] - 0s 783us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 460/500
450/450 [==============================] - 0s 772us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 461/500
450/450 [==============================] - 0s 855us/step - loss: 0.4008 - accuracy: 0.8335
Epoch 462/500
450/450 [==============================] - 0s 852us/step - loss: 0.4007 - accuracy: 0.83470s - loss: 0.4023 - accuracy: 0.
Epoch 463/500
450/450 [==============================] - 0s 814us/step - loss: 0.4008 - accuracy: 0.8350
Epoch 464/500
450/450 [==============================] - 0s 779us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 465/500
450/450 [==============================] - 0s 762us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 466/500
450/450 [==============================] - 0s 752us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 467/500
450/450 [==============================] - 0s 768us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 468/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4006 - accuracy: 0.8338
Epoch 469/500
450/450 [==============================] - 0s 843us/step - loss: 0.4005 - accuracy: 0.8349
Epoch 470/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8349
Epoch 471/500
450/450 [==============================] - 0s 748us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 472/500
450/450 [==============================] - 0s 797us/step - loss: 0.4008 - accuracy: 0.8351
Epoch 473/500
450/450 [==============================] - 0s 754us/step - loss: 0.4008 - accuracy: 0.8346
Epoch 474/500
450/450 [==============================] - 0s 845us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 475/500
450/450 [==============================] - 0s 843us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 476/500
450/450 [==============================] - 0s 828us/step - loss: 0.4006 - accuracy: 0.8349
Epoch 477/500
450/450 [==============================] - 0s 766us/step - loss: 0.4006 - accuracy: 0.8328
Epoch 478/500
450/450 [==============================] - 0s 773us/step - loss: 0.4009 - accuracy: 0.8353
Epoch 479/500
450/450 [==============================] - 0s 752us/step - loss: 0.4007 - accuracy: 0.8353
Epoch 480/500
450/450 [==============================] - 0s 802us/step - loss: 0.4005 - accuracy: 0.8351
Epoch 481/500
450/450 [==============================] - 0s 757us/step - loss: 0.4006 - accuracy: 0.8350
Epoch 482/500
450/450 [==============================] - 0s 752us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 483/500
450/450 [==============================] - 0s 772us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 484/500
450/450 [==============================] - 0s 763us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 485/500
450/450 [==============================] - 0s 746us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 486/500
450/450 [==============================] - 0s 776us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 487/500
450/450 [==============================] - 0s 761us/step - loss: 0.4006 - accuracy: 0.8351
Epoch 488/500
450/450 [==============================] - 0s 761us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 489/500
450/450 [==============================] - 0s 774us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 490/500
450/450 [==============================] - 0s 755us/step - loss: 0.4008 - accuracy: 0.8344
Epoch 491/500
450/450 [==============================] - 0s 753us/step - loss: 0.4006 - accuracy: 0.8361
Epoch 492/500
450/450 [==============================] - 0s 792us/step - loss: 0.4010 - accuracy: 0.8350
Epoch 493/500
450/450 [==============================] - 0s 759us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 494/500
450/450 [==============================] - 0s 752us/step - loss: 0.4009 - accuracy: 0.8344
Epoch 495/500
450/450 [==============================] - 0s 761us/step - loss: 0.4009 - accuracy: 0.8349
Epoch 496/500
450/450 [==============================] - 0s 759us/step - loss: 0.4005 - accuracy: 0.8343
Epoch 497/500
450/450 [==============================] - 0s 761us/step - loss: 0.4005 - accuracy: 0.8351
Epoch 498/500
450/450 [==============================] - 0s 766us/step - loss: 0.4008 - accuracy: 0.8346
Epoch 499/500
450/450 [==============================] - 0s 772us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 500/500
450/450 [==============================] - 0s 826us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 1/500
450/450 [==============================] - 0s 765us/step - loss: 0.5240 - accuracy: 0.7969
Epoch 2/500
450/450 [==============================] - 0s 996us/step - loss: 0.4338 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 766us/step - loss: 0.4303 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 738us/step - loss: 0.4269 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 773us/step - loss: 0.4226 - accuracy: 0.7986
Epoch 6/500
450/450 [==============================] - 0s 820us/step - loss: 0.4196 - accuracy: 0.8161
Epoch 7/500
450/450 [==============================] - 0s 780us/step - loss: 0.4166 - accuracy: 0.8272
Epoch 8/500
450/450 [==============================] - 0s 762us/step - loss: 0.4152 - accuracy: 0.8307
Epoch 9/500
450/450 [==============================] - 0s 759us/step - loss: 0.4140 - accuracy: 0.8325
Epoch 10/500
450/450 [==============================] - 0s 786us/step - loss: 0.4127 - accuracy: 0.8322
Epoch 11/500
450/450 [==============================] - 0s 738us/step - loss: 0.4117 - accuracy: 0.8332
Epoch 12/500
450/450 [==============================] - 0s 747us/step - loss: 0.4108 - accuracy: 0.8332
Epoch 13/500
450/450 [==============================] - 0s 774us/step - loss: 0.4101 - accuracy: 0.8350
Epoch 14/500
450/450 [==============================] - 0s 865us/step - loss: 0.4092 - accuracy: 0.8371
Epoch 15/500
450/450 [==============================] - 0s 772us/step - loss: 0.4082 - accuracy: 0.8367
Epoch 16/500
450/450 [==============================] - 0s 780us/step - loss: 0.4076 - accuracy: 0.8365
Epoch 17/500
450/450 [==============================] - 0s 747us/step - loss: 0.4071 - accuracy: 0.8369
Epoch 18/500
450/450 [==============================] - 0s 741us/step - loss: 0.4059 - accuracy: 0.8372
Epoch 19/500
450/450 [==============================] - 0s 763us/step - loss: 0.4054 - accuracy: 0.8369
Epoch 20/500
450/450 [==============================] - 0s 760us/step - loss: 0.4047 - accuracy: 0.8364
Epoch 21/500
450/450 [==============================] - 0s 739us/step - loss: 0.4040 - accuracy: 0.8376
Epoch 22/500
450/450 [==============================] - 0s 857us/step - loss: 0.4034 - accuracy: 0.8381
Epoch 23/500
450/450 [==============================] - 0s 748us/step - loss: 0.4030 - accuracy: 0.8386
Epoch 24/500
450/450 [==============================] - 0s 740us/step - loss: 0.4026 - accuracy: 0.8381
Epoch 25/500
450/450 [==============================] - 0s 771us/step - loss: 0.4019 - accuracy: 0.8372
Epoch 26/500
450/450 [==============================] - 0s 749us/step - loss: 0.4015 - accuracy: 0.8374
Epoch 27/500
450/450 [==============================] - 0s 740us/step - loss: 0.4014 - accuracy: 0.8383
Epoch 28/500
450/450 [==============================] - 0s 770us/step - loss: 0.4011 - accuracy: 0.8385
Epoch 29/500
450/450 [==============================] - 0s 749us/step - loss: 0.4007 - accuracy: 0.8382
Epoch 30/500
450/450 [==============================] - 0s 737us/step - loss: 0.4002 - accuracy: 0.8375
Epoch 31/500
450/450 [==============================] - 0s 771us/step - loss: 0.4004 - accuracy: 0.8382
Epoch 32/500
450/450 [==============================] - 0s 750us/step - loss: 0.4000 - accuracy: 0.8385
Epoch 33/500
450/450 [==============================] - 0s 769us/step - loss: 0.3998 - accuracy: 0.8390
Epoch 34/500
450/450 [==============================] - ETA: 0s - loss: 0.3999 - accuracy: 0.83 - 0s 782us/step - loss: 0.3995 - accuracy: 0.8381
Epoch 35/500
450/450 [==============================] - 0s 801us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 36/500
450/450 [==============================] - 0s 760us/step - loss: 0.3997 - accuracy: 0.8389
Epoch 37/500
450/450 [==============================] - 0s 756us/step - loss: 0.3991 - accuracy: 0.8385
Epoch 38/500
450/450 [==============================] - 0s 766us/step - loss: 0.3989 - accuracy: 0.8390
Epoch 39/500
450/450 [==============================] - 0s 770us/step - loss: 0.3989 - accuracy: 0.8400
Epoch 40/500
450/450 [==============================] - 0s 742us/step - loss: 0.3988 - accuracy: 0.8389
Epoch 41/500
450/450 [==============================] - 0s 752us/step - loss: 0.3983 - accuracy: 0.8403
Epoch 42/500
450/450 [==============================] - 0s 771us/step - loss: 0.3982 - accuracy: 0.8399
Epoch 43/500
450/450 [==============================] - 0s 751us/step - loss: 0.3985 - accuracy: 0.8394
Epoch 44/500
450/450 [==============================] - 0s 749us/step - loss: 0.3982 - accuracy: 0.8396
Epoch 45/500
450/450 [==============================] - 0s 771us/step - loss: 0.3982 - accuracy: 0.8390
Epoch 46/500
450/450 [==============================] - 0s 748us/step - loss: 0.3978 - accuracy: 0.8404
Epoch 47/500
450/450 [==============================] - 0s 746us/step - loss: 0.3976 - accuracy: 0.8400
Epoch 48/500
450/450 [==============================] - 0s 784us/step - loss: 0.3977 - accuracy: 0.8399
Epoch 49/500
450/450 [==============================] - 0s 755us/step - loss: 0.3979 - accuracy: 0.8386
Epoch 50/500
450/450 [==============================] - 0s 756us/step - loss: 0.3973 - accuracy: 0.8394
Epoch 51/500
450/450 [==============================] - 0s 763us/step - loss: 0.3970 - accuracy: 0.8401
Epoch 52/500
450/450 [==============================] - 0s 753us/step - loss: 0.3973 - accuracy: 0.8410
Epoch 53/500
450/450 [==============================] - 0s 756us/step - loss: 0.3971 - accuracy: 0.8399
Epoch 54/500
450/450 [==============================] - 0s 820us/step - loss: 0.3969 - accuracy: 0.8394
Epoch 55/500
450/450 [==============================] - 0s 783us/step - loss: 0.3970 - accuracy: 0.8393
Epoch 56/500
450/450 [==============================] - 0s 740us/step - loss: 0.3967 - accuracy: 0.8389
Epoch 57/500
450/450 [==============================] - 0s 777us/step - loss: 0.3970 - accuracy: 0.8389
Epoch 58/500
450/450 [==============================] - 0s 747us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 59/500
450/450 [==============================] - 0s 775us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 60/500
450/450 [==============================] - 0s 750us/step - loss: 0.3966 - accuracy: 0.8397
Epoch 61/500
450/450 [==============================] - 0s 749us/step - loss: 0.3968 - accuracy: 0.8396
Epoch 62/500
450/450 [==============================] - 0s 743us/step - loss: 0.3966 - accuracy: 0.8419
Epoch 63/500
450/450 [==============================] - 0s 777us/step - loss: 0.3964 - accuracy: 0.8400
Epoch 64/500
450/450 [==============================] - 0s 755us/step - loss: 0.3967 - accuracy: 0.8397
Epoch 65/500
450/450 [==============================] - 0s 753us/step - loss: 0.3965 - accuracy: 0.8410
Epoch 66/500
450/450 [==============================] - 0s 741us/step - loss: 0.3967 - accuracy: 0.8410
Epoch 67/500
450/450 [==============================] - 0s 752us/step - loss: 0.3961 - accuracy: 0.8404
Epoch 68/500
450/450 [==============================] - 0s 757us/step - loss: 0.3966 - accuracy: 0.8404
Epoch 69/500
450/450 [==============================] - 0s 746us/step - loss: 0.3964 - accuracy: 0.8411
Epoch 70/500
450/450 [==============================] - 0s 747us/step - loss: 0.3964 - accuracy: 0.8397
Epoch 71/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8396
Epoch 72/500
450/450 [==============================] - 0s 779us/step - loss: 0.3961 - accuracy: 0.8396
Epoch 73/500
450/450 [==============================] - 0s 755us/step - loss: 0.3963 - accuracy: 0.8394
Epoch 74/500
450/450 [==============================] - 0s 779us/step - loss: 0.3962 - accuracy: 0.8411
Epoch 75/500
450/450 [==============================] - 0s 755us/step - loss: 0.3956 - accuracy: 0.8419
Epoch 76/500
450/450 [==============================] - 0s 751us/step - loss: 0.3958 - accuracy: 0.8394
Epoch 77/500
450/450 [==============================] - 0s 811us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 78/500
450/450 [==============================] - 0s 744us/step - loss: 0.3956 - accuracy: 0.8417
Epoch 79/500
450/450 [==============================] - 0s 770us/step - loss: 0.3962 - accuracy: 0.8393
Epoch 80/500
450/450 [==============================] - 0s 745us/step - loss: 0.3955 - accuracy: 0.8403
Epoch 81/500
450/450 [==============================] - 0s 752us/step - loss: 0.3956 - accuracy: 0.8397
Epoch 82/500
450/450 [==============================] - 0s 915us/step - loss: 0.3959 - accuracy: 0.8401
Epoch 83/500
450/450 [==============================] - 0s 738us/step - loss: 0.3959 - accuracy: 0.8396
Epoch 84/500
450/450 [==============================] - 0s 744us/step - loss: 0.3961 - accuracy: 0.8401
Epoch 85/500
450/450 [==============================] - 0s 758us/step - loss: 0.3958 - accuracy: 0.84010s - loss: 0.3905 - accuracy: 
Epoch 86/500
450/450 [==============================] - 0s 742us/step - loss: 0.3958 - accuracy: 0.8399
Epoch 87/500
450/450 [==============================] - 0s 751us/step - loss: 0.3957 - accuracy: 0.8406
Epoch 88/500
450/450 [==============================] - 0s 774us/step - loss: 0.3960 - accuracy: 0.8400
Epoch 89/500
450/450 [==============================] - 0s 751us/step - loss: 0.3955 - accuracy: 0.8396
Epoch 90/500
450/450 [==============================] - 0s 750us/step - loss: 0.3960 - accuracy: 0.8411
Epoch 91/500
450/450 [==============================] - 0s 773us/step - loss: 0.3952 - accuracy: 0.8394
Epoch 92/500
450/450 [==============================] - 0s 746us/step - loss: 0.3958 - accuracy: 0.8411
Epoch 93/500
450/450 [==============================] - 0s 740us/step - loss: 0.3959 - accuracy: 0.8403
Epoch 94/500
450/450 [==============================] - 0s 770us/step - loss: 0.3958 - accuracy: 0.8410
Epoch 95/500
450/450 [==============================] - 0s 747us/step - loss: 0.3954 - accuracy: 0.8397
Epoch 96/500
450/450 [==============================] - 0s 745us/step - loss: 0.3955 - accuracy: 0.8417
Epoch 97/500
450/450 [==============================] - 0s 755us/step - loss: 0.3957 - accuracy: 0.8401
Epoch 98/500
450/450 [==============================] - 0s 750us/step - loss: 0.3955 - accuracy: 0.8400
Epoch 99/500
450/450 [==============================] - 0s 837us/step - loss: 0.3954 - accuracy: 0.8404
Epoch 100/500
450/450 [==============================] - 0s 879us/step - loss: 0.3958 - accuracy: 0.8404
Epoch 101/500
450/450 [==============================] - 0s 785us/step - loss: 0.3955 - accuracy: 0.8401
Epoch 102/500
450/450 [==============================] - 0s 872us/step - loss: 0.3958 - accuracy: 0.8407
Epoch 103/500
450/450 [==============================] - 0s 871us/step - loss: 0.3954 - accuracy: 0.8396
Epoch 104/500
450/450 [==============================] - 0s 797us/step - loss: 0.3958 - accuracy: 0.8407
Epoch 105/500
450/450 [==============================] - 0s 862us/step - loss: 0.3957 - accuracy: 0.8396
Epoch 106/500
450/450 [==============================] - 0s 773us/step - loss: 0.3959 - accuracy: 0.8408
Epoch 107/500
450/450 [==============================] - 0s 766us/step - loss: 0.3956 - accuracy: 0.8400
Epoch 108/500
450/450 [==============================] - 0s 775us/step - loss: 0.3954 - accuracy: 0.8415
Epoch 109/500
450/450 [==============================] - 0s 760us/step - loss: 0.3956 - accuracy: 0.8390
Epoch 110/500
450/450 [==============================] - 0s 756us/step - loss: 0.3953 - accuracy: 0.8407
Epoch 111/500
450/450 [==============================] - 0s 778us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 112/500
450/450 [==============================] - 0s 876us/step - loss: 0.3955 - accuracy: 0.8397
Epoch 113/500
450/450 [==============================] - 0s 801us/step - loss: 0.3955 - accuracy: 0.8401
Epoch 114/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8403
Epoch 115/500
450/450 [==============================] - 0s 786us/step - loss: 0.3956 - accuracy: 0.8406
Epoch 116/500
450/450 [==============================] - 0s 750us/step - loss: 0.3951 - accuracy: 0.8397
Epoch 117/500
450/450 [==============================] - 0s 758us/step - loss: 0.3955 - accuracy: 0.8407
Epoch 118/500
450/450 [==============================] - 0s 747us/step - loss: 0.3957 - accuracy: 0.8407
Epoch 119/500
450/450 [==============================] - 0s 780us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 120/500
450/450 [==============================] - 0s 760us/step - loss: 0.3954 - accuracy: 0.8399
Epoch 121/500
450/450 [==============================] - 0s 788us/step - loss: 0.3953 - accuracy: 0.8417
Epoch 122/500
450/450 [==============================] - 0s 740us/step - loss: 0.3955 - accuracy: 0.8407
Epoch 123/500
450/450 [==============================] - 0s 777us/step - loss: 0.3953 - accuracy: 0.8408
Epoch 124/500
450/450 [==============================] - 0s 755us/step - loss: 0.3956 - accuracy: 0.8408
Epoch 125/500
450/450 [==============================] - 0s 816us/step - loss: 0.3943 - accuracy: 0.8404
Epoch 126/500
450/450 [==============================] - 0s 748us/step - loss: 0.3954 - accuracy: 0.8403
Epoch 127/500
450/450 [==============================] - 0s 758us/step - loss: 0.3954 - accuracy: 0.8401
Epoch 128/500
450/450 [==============================] - 0s 767us/step - loss: 0.3950 - accuracy: 0.8404
Epoch 129/500
450/450 [==============================] - 0s 760us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 130/500
450/450 [==============================] - 0s 791us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 131/500
450/450 [==============================] - 0s 742us/step - loss: 0.3959 - accuracy: 0.8419
Epoch 132/500
450/450 [==============================] - 0s 749us/step - loss: 0.3952 - accuracy: 0.8407
Epoch 133/500
450/450 [==============================] - 0s 778us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 134/500
450/450 [==============================] - 0s 774us/step - loss: 0.3949 - accuracy: 0.8419
Epoch 135/500
450/450 [==============================] - 0s 741us/step - loss: 0.3951 - accuracy: 0.8407
Epoch 136/500
450/450 [==============================] - 0s 765us/step - loss: 0.3952 - accuracy: 0.8408
Epoch 137/500
450/450 [==============================] - 0s 750us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 138/500
450/450 [==============================] - 0s 738us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 139/500
450/450 [==============================] - 0s 772us/step - loss: 0.3955 - accuracy: 0.8400
Epoch 140/500
450/450 [==============================] - 0s 752us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 141/500
450/450 [==============================] - 0s 735us/step - loss: 0.3954 - accuracy: 0.8396
Epoch 142/500
450/450 [==============================] - 0s 779us/step - loss: 0.3950 - accuracy: 0.8397
Epoch 143/500
450/450 [==============================] - 0s 749us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 144/500
450/450 [==============================] - 0s 763us/step - loss: 0.3950 - accuracy: 0.8410
Epoch 145/500
450/450 [==============================] - 0s 750us/step - loss: 0.3950 - accuracy: 0.8399
Epoch 146/500
450/450 [==============================] - 0s 750us/step - loss: 0.3954 - accuracy: 0.8400
Epoch 147/500
450/450 [==============================] - 0s 741us/step - loss: 0.3947 - accuracy: 0.8404
Epoch 148/500
450/450 [==============================] - 0s 772us/step - loss: 0.3953 - accuracy: 0.8397
Epoch 149/500
450/450 [==============================] - 0s 751us/step - loss: 0.3950 - accuracy: 0.8401
Epoch 150/500
450/450 [==============================] - 0s 758us/step - loss: 0.3953 - accuracy: 0.8400
Epoch 151/500
450/450 [==============================] - 0s 747us/step - loss: 0.3950 - accuracy: 0.8419
Epoch 152/500
450/450 [==============================] - 0s 749us/step - loss: 0.3950 - accuracy: 0.8403
Epoch 153/500
450/450 [==============================] - 0s 757us/step - loss: 0.3954 - accuracy: 0.8406
Epoch 154/500
450/450 [==============================] - 0s 782us/step - loss: 0.3951 - accuracy: 0.8401
Epoch 155/500
450/450 [==============================] - 0s 751us/step - loss: 0.3949 - accuracy: 0.8404
Epoch 156/500
450/450 [==============================] - 0s 767us/step - loss: 0.3949 - accuracy: 0.8397
Epoch 157/500
450/450 [==============================] - 0s 749us/step - loss: 0.3950 - accuracy: 0.8417
Epoch 158/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8389
Epoch 159/500
450/450 [==============================] - 0s 772us/step - loss: 0.3954 - accuracy: 0.8400
Epoch 160/500
450/450 [==============================] - 0s 743us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 161/500
450/450 [==============================] - 0s 754us/step - loss: 0.3953 - accuracy: 0.8404
Epoch 162/500
450/450 [==============================] - 0s 766us/step - loss: 0.3953 - accuracy: 0.8410
Epoch 163/500
450/450 [==============================] - 0s 761us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 164/500
450/450 [==============================] - 0s 761us/step - loss: 0.3955 - accuracy: 0.8410
Epoch 165/500
450/450 [==============================] - 0s 768us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 166/500
450/450 [==============================] - 0s 744us/step - loss: 0.3950 - accuracy: 0.8410
Epoch 167/500
450/450 [==============================] - 0s 760us/step - loss: 0.3950 - accuracy: 0.8413
Epoch 168/500
450/450 [==============================] - 0s 779us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 169/500
450/450 [==============================] - 0s 738us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 170/500
450/450 [==============================] - 0s 747us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 171/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8407
Epoch 172/500
450/450 [==============================] - 0s 874us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 173/500
450/450 [==============================] - 0s 778us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 174/500
450/450 [==============================] - 0s 938us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 175/500
450/450 [==============================] - 0s 757us/step - loss: 0.3951 - accuracy: 0.8403
Epoch 176/500
450/450 [==============================] - 0s 778us/step - loss: 0.3953 - accuracy: 0.8404
Epoch 177/500
450/450 [==============================] - 0s 752us/step - loss: 0.3949 - accuracy: 0.8406
Epoch 178/500
450/450 [==============================] - 0s 759us/step - loss: 0.3952 - accuracy: 0.8408
Epoch 179/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8400
Epoch 180/500
450/450 [==============================] - 0s 756us/step - loss: 0.3947 - accuracy: 0.8407
Epoch 181/500
450/450 [==============================] - 0s 752us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 182/500
450/450 [==============================] - 0s 763us/step - loss: 0.3951 - accuracy: 0.8410
Epoch 183/500
450/450 [==============================] - 0s 743us/step - loss: 0.3950 - accuracy: 0.8403
Epoch 184/500
450/450 [==============================] - 0s 772us/step - loss: 0.3950 - accuracy: 0.8413
Epoch 185/500
450/450 [==============================] - 0s 780us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 186/500
450/450 [==============================] - 0s 758us/step - loss: 0.3951 - accuracy: 0.84010s - loss: 0.4062 - accura
Epoch 187/500
450/450 [==============================] - 0s 758us/step - loss: 0.3950 - accuracy: 0.8404
Epoch 188/500
450/450 [==============================] - 0s 772us/step - loss: 0.3947 - accuracy: 0.8415
Epoch 189/500
450/450 [==============================] - 0s 751us/step - loss: 0.3948 - accuracy: 0.8394
Epoch 190/500
450/450 [==============================] - 0s 747us/step - loss: 0.3947 - accuracy: 0.8394
Epoch 191/500
450/450 [==============================] - 0s 770us/step - loss: 0.3949 - accuracy: 0.8407
Epoch 192/500
450/450 [==============================] - 0s 764us/step - loss: 0.3949 - accuracy: 0.8414
Epoch 193/500
450/450 [==============================] - 0s 747us/step - loss: 0.3948 - accuracy: 0.8404
Epoch 194/500
450/450 [==============================] - 0s 865us/step - loss: 0.3948 - accuracy: 0.8410
Epoch 195/500
450/450 [==============================] - 0s 757us/step - loss: 0.3948 - accuracy: 0.8403
Epoch 196/500
450/450 [==============================] - 0s 749us/step - loss: 0.3947 - accuracy: 0.8399
Epoch 197/500
450/450 [==============================] - 0s 811us/step - loss: 0.3948 - accuracy: 0.8401
Epoch 198/500
450/450 [==============================] - 0s 748us/step - loss: 0.3945 - accuracy: 0.8421
Epoch 199/500
450/450 [==============================] - 0s 785us/step - loss: 0.3948 - accuracy: 0.8404
Epoch 200/500
450/450 [==============================] - 0s 740us/step - loss: 0.3946 - accuracy: 0.8396
Epoch 201/500
450/450 [==============================] - 0s 762us/step - loss: 0.3947 - accuracy: 0.8401
Epoch 202/500
450/450 [==============================] - 0s 761us/step - loss: 0.3948 - accuracy: 0.8401
Epoch 203/500
450/450 [==============================] - 0s 744us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 204/500
450/450 [==============================] - 0s 745us/step - loss: 0.3945 - accuracy: 0.8397
Epoch 205/500
450/450 [==============================] - 0s 785us/step - loss: 0.3947 - accuracy: 0.8399
Epoch 206/500
450/450 [==============================] - 0s 743us/step - loss: 0.3945 - accuracy: 0.8400
Epoch 207/500
450/450 [==============================] - 0s 744us/step - loss: 0.3945 - accuracy: 0.8401
Epoch 208/500
450/450 [==============================] - 0s 776us/step - loss: 0.3945 - accuracy: 0.8394
Epoch 209/500
450/450 [==============================] - 0s 766us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 210/500
450/450 [==============================] - 0s 750us/step - loss: 0.3940 - accuracy: 0.8400
Epoch 211/500
450/450 [==============================] - 0s 771us/step - loss: 0.3942 - accuracy: 0.8393
Epoch 212/500
450/450 [==============================] - 0s 747us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 213/500
450/450 [==============================] - 0s 750us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 214/500
450/450 [==============================] - 0s 776us/step - loss: 0.3942 - accuracy: 0.8401
Epoch 215/500
450/450 [==============================] - 0s 762us/step - loss: 0.3936 - accuracy: 0.8407
Epoch 216/500
450/450 [==============================] - 0s 742us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 217/500
450/450 [==============================] - 0s 753us/step - loss: 0.3936 - accuracy: 0.8408
Epoch 218/500
450/450 [==============================] - 0s 750us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 219/500
450/450 [==============================] - 0s 741us/step - loss: 0.3937 - accuracy: 0.8411
Epoch 220/500
450/450 [==============================] - 0s 774us/step - loss: 0.3936 - accuracy: 0.8397
Epoch 221/500
450/450 [==============================] - 0s 763us/step - loss: 0.3929 - accuracy: 0.8413
Epoch 222/500
450/450 [==============================] - 0s 743us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 223/500
450/450 [==============================] - 0s 764us/step - loss: 0.3934 - accuracy: 0.8407
Epoch 224/500
450/450 [==============================] - 0s 752us/step - loss: 0.3934 - accuracy: 0.8404
Epoch 225/500
450/450 [==============================] - 0s 751us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 226/500
450/450 [==============================] - 0s 763us/step - loss: 0.3933 - accuracy: 0.8410
Epoch 227/500
450/450 [==============================] - 0s 751us/step - loss: 0.3933 - accuracy: 0.8399
Epoch 228/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8415
Epoch 229/500
450/450 [==============================] - 0s 772us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 230/500
450/450 [==============================] - 0s 758us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 231/500
450/450 [==============================] - 0s 783us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 232/500
450/450 [==============================] - 0s 759us/step - loss: 0.3932 - accuracy: 0.8399
Epoch 233/500
450/450 [==============================] - 0s 756us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 234/500
450/450 [==============================] - 0s 761us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 235/500
450/450 [==============================] - 0s 796us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 236/500
450/450 [==============================] - 0s 760us/step - loss: 0.3931 - accuracy: 0.8407
Epoch 237/500
450/450 [==============================] - 0s 783us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 238/500
450/450 [==============================] - 0s 752us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 239/500
450/450 [==============================] - 0s 753us/step - loss: 0.3930 - accuracy: 0.8407
Epoch 240/500
450/450 [==============================] - 0s 802us/step - loss: 0.3932 - accuracy: 0.8404
Epoch 241/500
450/450 [==============================] - 0s 756us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 242/500
450/450 [==============================] - 0s 761us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 243/500
450/450 [==============================] - 0s 783us/step - loss: 0.3930 - accuracy: 0.8403
Epoch 244/500
450/450 [==============================] - 0s 760us/step - loss: 0.3932 - accuracy: 0.8413
Epoch 245/500
450/450 [==============================] - 0s 759us/step - loss: 0.3929 - accuracy: 0.8396
Epoch 246/500
450/450 [==============================] - 0s 796us/step - loss: 0.3928 - accuracy: 0.8404
Epoch 247/500
450/450 [==============================] - 0s 760us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 248/500
450/450 [==============================] - 0s 751us/step - loss: 0.3926 - accuracy: 0.8400
Epoch 249/500
450/450 [==============================] - 0s 809us/step - loss: 0.3928 - accuracy: 0.8411
Epoch 250/500
450/450 [==============================] - 0s 762us/step - loss: 0.3929 - accuracy: 0.8410
Epoch 251/500
450/450 [==============================] - 0s 758us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 252/500
450/450 [==============================] - 0s 772us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 253/500
450/450 [==============================] - 0s 758us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 254/500
450/450 [==============================] - 0s 775us/step - loss: 0.3927 - accuracy: 0.8410
Epoch 255/500
450/450 [==============================] - 0s 750us/step - loss: 0.3928 - accuracy: 0.8413
Epoch 256/500
450/450 [==============================] - 0s 757us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 257/500
450/450 [==============================] - 0s 781us/step - loss: 0.3928 - accuracy: 0.8389
Epoch 258/500
450/450 [==============================] - 0s 747us/step - loss: 0.3928 - accuracy: 0.8401
Epoch 259/500
450/450 [==============================] - 0s 754us/step - loss: 0.3929 - accuracy: 0.8392
Epoch 260/500
450/450 [==============================] - 0s 776us/step - loss: 0.3929 - accuracy: 0.8397
Epoch 261/500
450/450 [==============================] - 0s 738us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 262/500
450/450 [==============================] - 0s 758us/step - loss: 0.3930 - accuracy: 0.8400
Epoch 263/500
450/450 [==============================] - 0s 778us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 264/500
450/450 [==============================] - 0s 744us/step - loss: 0.3929 - accuracy: 0.8407
Epoch 265/500
450/450 [==============================] - 0s 756us/step - loss: 0.3927 - accuracy: 0.8413
Epoch 266/500
450/450 [==============================] - 0s 775us/step - loss: 0.3929 - accuracy: 0.8400
Epoch 267/500
450/450 [==============================] - 0s 748us/step - loss: 0.3925 - accuracy: 0.8392
Epoch 268/500
450/450 [==============================] - 0s 747us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 269/500
450/450 [==============================] - 0s 764us/step - loss: 0.3930 - accuracy: 0.8408
Epoch 270/500
450/450 [==============================] - 0s 747us/step - loss: 0.3927 - accuracy: 0.8408
Epoch 271/500
450/450 [==============================] - 0s 763us/step - loss: 0.3927 - accuracy: 0.8411
Epoch 272/500
450/450 [==============================] - 0s 786us/step - loss: 0.3927 - accuracy: 0.8413
Epoch 273/500
450/450 [==============================] - 0s 765us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 274/500
450/450 [==============================] - 0s 765us/step - loss: 0.3925 - accuracy: 0.8404
Epoch 275/500
450/450 [==============================] - 0s 792us/step - loss: 0.3925 - accuracy: 0.8392
Epoch 276/500
450/450 [==============================] - 0s 776us/step - loss: 0.3925 - accuracy: 0.8407
Epoch 277/500
450/450 [==============================] - 0s 753us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 278/500
450/450 [==============================] - 0s 807us/step - loss: 0.3931 - accuracy: 0.8403
Epoch 279/500
450/450 [==============================] - 0s 763us/step - loss: 0.3926 - accuracy: 0.8394
Epoch 280/500
450/450 [==============================] - 0s 788us/step - loss: 0.3928 - accuracy: 0.8403
Epoch 281/500
450/450 [==============================] - 0s 781us/step - loss: 0.3934 - accuracy: 0.8403
Epoch 282/500
450/450 [==============================] - 0s 761us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 283/500
450/450 [==============================] - 0s 786us/step - loss: 0.3929 - accuracy: 0.8400
Epoch 284/500
450/450 [==============================] - 0s 754us/step - loss: 0.3929 - accuracy: 0.8396
Epoch 285/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3928 - accuracy: 0.8404
Epoch 286/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3926 - accuracy: 0.8396
Epoch 287/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3927 - accuracy: 0.8396
Epoch 288/500
450/450 [==============================] - 0s 872us/step - loss: 0.3925 - accuracy: 0.8407
Epoch 289/500
450/450 [==============================] - 0s 830us/step - loss: 0.3927 - accuracy: 0.8413
Epoch 290/500
450/450 [==============================] - 0s 862us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 291/500
450/450 [==============================] - 0s 906us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 292/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 293/500
450/450 [==============================] - 0s 864us/step - loss: 0.3927 - accuracy: 0.8397
Epoch 294/500
450/450 [==============================] - 0s 826us/step - loss: 0.3926 - accuracy: 0.8404
Epoch 295/500
450/450 [==============================] - 0s 772us/step - loss: 0.3927 - accuracy: 0.8410
Epoch 296/500
450/450 [==============================] - 0s 761us/step - loss: 0.3930 - accuracy: 0.8403
Epoch 297/500
450/450 [==============================] - 0s 786us/step - loss: 0.3925 - accuracy: 0.8388
Epoch 298/500
450/450 [==============================] - 0s 758us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 299/500
450/450 [==============================] - 0s 807us/step - loss: 0.3929 - accuracy: 0.8399
Epoch 300/500
450/450 [==============================] - 0s 768us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 301/500
450/450 [==============================] - 0s 876us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 302/500
450/450 [==============================] - 0s 835us/step - loss: 0.3927 - accuracy: 0.8400
Epoch 303/500
450/450 [==============================] - 0s 867us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 304/500
450/450 [==============================] - 0s 774us/step - loss: 0.3929 - accuracy: 0.8388
Epoch 305/500
450/450 [==============================] - 0s 760us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 306/500
450/450 [==============================] - 0s 763us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 307/500
450/450 [==============================] - 0s 757us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 308/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3927 - accuracy: 0.8406
Epoch 309/500
450/450 [==============================] - 0s 759us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 310/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3927 - accuracy: 0.8406
Epoch 311/500
450/450 [==============================] - 0s 791us/step - loss: 0.3927 - accuracy: 0.8399
Epoch 312/500
450/450 [==============================] - 0s 749us/step - loss: 0.3929 - accuracy: 0.8381
Epoch 313/500
450/450 [==============================] - 0s 797us/step - loss: 0.3925 - accuracy: 0.8403
Epoch 314/500
450/450 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 315/500
450/450 [==============================] - 0s 837us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 316/500
450/450 [==============================] - 0s 851us/step - loss: 0.3927 - accuracy: 0.8415
Epoch 317/500
450/450 [==============================] - 0s 831us/step - loss: 0.3929 - accuracy: 0.8400
Epoch 318/500
450/450 [==============================] - 0s 752us/step - loss: 0.3927 - accuracy: 0.8393
Epoch 319/500
450/450 [==============================] - 0s 779us/step - loss: 0.3925 - accuracy: 0.8386
Epoch 320/500
450/450 [==============================] - 0s 756us/step - loss: 0.3924 - accuracy: 0.8399
Epoch 321/500
450/450 [==============================] - 0s 748us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 322/500
450/450 [==============================] - 0s 766us/step - loss: 0.3928 - accuracy: 0.8404
Epoch 323/500
450/450 [==============================] - 0s 749us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 324/500
450/450 [==============================] - 0s 774us/step - loss: 0.3925 - accuracy: 0.8399
Epoch 325/500
450/450 [==============================] - 0s 753us/step - loss: 0.3927 - accuracy: 0.8381
Epoch 326/500
450/450 [==============================] - 0s 753us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 327/500
450/450 [==============================] - 0s 762us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 328/500
450/450 [==============================] - 0s 772us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 329/500
450/450 [==============================] - 0s 747us/step - loss: 0.3927 - accuracy: 0.83900s - loss: 0.3880 - accuracy: 0.
Epoch 330/500
450/450 [==============================] - 0s 753us/step - loss: 0.3927 - accuracy: 0.8404
Epoch 331/500
450/450 [==============================] - 0s 772us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 332/500
450/450 [==============================] - 0s 769us/step - loss: 0.3926 - accuracy: 0.8399
Epoch 333/500
450/450 [==============================] - 0s 749us/step - loss: 0.3927 - accuracy: 0.8401
Epoch 334/500
450/450 [==============================] - 0s 769us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 335/500
450/450 [==============================] - 0s 752us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 336/500
450/450 [==============================] - 0s 747us/step - loss: 0.3926 - accuracy: 0.8397
Epoch 337/500
450/450 [==============================] - 0s 770us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 338/500
450/450 [==============================] - 0s 752us/step - loss: 0.3929 - accuracy: 0.8396
Epoch 339/500
450/450 [==============================] - 0s 752us/step - loss: 0.3927 - accuracy: 0.8406
Epoch 340/500
450/450 [==============================] - 0s 770us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 341/500
450/450 [==============================] - 0s 756us/step - loss: 0.3924 - accuracy: 0.8400
Epoch 342/500
450/450 [==============================] - 0s 763us/step - loss: 0.3927 - accuracy: 0.8400
Epoch 343/500
450/450 [==============================] - 0s 749us/step - loss: 0.3924 - accuracy: 0.8407
Epoch 344/500
450/450 [==============================] - 0s 751us/step - loss: 0.3925 - accuracy: 0.8383
Epoch 345/500
450/450 [==============================] - 0s 762us/step - loss: 0.3926 - accuracy: 0.8407
Epoch 346/500
450/450 [==============================] - 0s 764us/step - loss: 0.3926 - accuracy: 0.8389
Epoch 347/500
450/450 [==============================] - 0s 755us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 348/500
450/450 [==============================] - 0s 788us/step - loss: 0.3922 - accuracy: 0.8390
Epoch 349/500
450/450 [==============================] - 0s 748us/step - loss: 0.3926 - accuracy: 0.8397
Epoch 350/500
450/450 [==============================] - 0s 767us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 351/500
450/450 [==============================] - 0s 782us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 352/500
450/450 [==============================] - 0s 751us/step - loss: 0.3923 - accuracy: 0.8410
Epoch 353/500
450/450 [==============================] - 0s 757us/step - loss: 0.3925 - accuracy: 0.8393
Epoch 354/500
450/450 [==============================] - 0s 785us/step - loss: 0.3922 - accuracy: 0.8408
Epoch 355/500
450/450 [==============================] - 0s 748us/step - loss: 0.3926 - accuracy: 0.8389
Epoch 356/500
450/450 [==============================] - 0s 753us/step - loss: 0.3926 - accuracy: 0.8406
Epoch 357/500
450/450 [==============================] - 0s 781us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 358/500
450/450 [==============================] - 0s 748us/step - loss: 0.3927 - accuracy: 0.8392
Epoch 359/500
450/450 [==============================] - 0s 752us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 360/500
450/450 [==============================] - 0s 766us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 361/500
450/450 [==============================] - 0s 769us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 362/500
450/450 [==============================] - 0s 746us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 363/500
450/450 [==============================] - 0s 864us/step - loss: 0.3924 - accuracy: 0.8399
Epoch 364/500
450/450 [==============================] - 0s 761us/step - loss: 0.3924 - accuracy: 0.8406
Epoch 365/500
450/450 [==============================] - 0s 749us/step - loss: 0.3926 - accuracy: 0.8404
Epoch 366/500
450/450 [==============================] - 0s 775us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 367/500
450/450 [==============================] - 0s 807us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 368/500
450/450 [==============================] - 0s 760us/step - loss: 0.3925 - accuracy: 0.8403
Epoch 369/500
450/450 [==============================] - 0s 784us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 370/500
450/450 [==============================] - 0s 758us/step - loss: 0.3924 - accuracy: 0.8390
Epoch 371/500
450/450 [==============================] - 0s 769us/step - loss: 0.3925 - accuracy: 0.83970s - loss: 0.3932 - accuracy: 
Epoch 372/500
450/450 [==============================] - 0s 752us/step - loss: 0.3921 - accuracy: 0.8408
Epoch 373/500
450/450 [==============================] - 0s 750us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 374/500
450/450 [==============================] - 0s 775us/step - loss: 0.3924 - accuracy: 0.8401
Epoch 375/500
450/450 [==============================] - 0s 745us/step - loss: 0.3927 - accuracy: 0.8401
Epoch 376/500
450/450 [==============================] - 0s 761us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 377/500
450/450 [==============================] - 0s 767us/step - loss: 0.3923 - accuracy: 0.8392
Epoch 378/500
450/450 [==============================] - 0s 765us/step - loss: 0.3930 - accuracy: 0.8397
Epoch 379/500
450/450 [==============================] - 0s 761us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 380/500
450/450 [==============================] - 0s 789us/step - loss: 0.3925 - accuracy: 0.8403
Epoch 381/500
450/450 [==============================] - 0s 743us/step - loss: 0.3919 - accuracy: 0.8403
Epoch 382/500
450/450 [==============================] - 0s 756us/step - loss: 0.3926 - accuracy: 0.8400
Epoch 383/500
450/450 [==============================] - 0s 797us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 384/500
450/450 [==============================] - 0s 751us/step - loss: 0.3926 - accuracy: 0.8404
Epoch 385/500
450/450 [==============================] - 0s 755us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 386/500
450/450 [==============================] - 0s 785us/step - loss: 0.3925 - accuracy: 0.8386
Epoch 387/500
450/450 [==============================] - 0s 756us/step - loss: 0.3925 - accuracy: 0.8396
Epoch 388/500
450/450 [==============================] - 0s 757us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 389/500
450/450 [==============================] - 0s 839us/step - loss: 0.3924 - accuracy: 0.8401
Epoch 390/500
450/450 [==============================] - 0s 754us/step - loss: 0.3925 - accuracy: 0.8388
Epoch 391/500
450/450 [==============================] - 0s 760us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 392/500
450/450 [==============================] - 0s 757us/step - loss: 0.3923 - accuracy: 0.8393
Epoch 393/500
450/450 [==============================] - 0s 754us/step - loss: 0.3927 - accuracy: 0.8396
Epoch 394/500
450/450 [==============================] - 0s 772us/step - loss: 0.3926 - accuracy: 0.8399
Epoch 395/500
450/450 [==============================] - 0s 757us/step - loss: 0.3925 - accuracy: 0.8399
Epoch 396/500
450/450 [==============================] - 0s 760us/step - loss: 0.3923 - accuracy: 0.8392
Epoch 397/500
450/450 [==============================] - 0s 776us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 398/500
450/450 [==============================] - 0s 760us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 399/500
450/450 [==============================] - 0s 805us/step - loss: 0.3928 - accuracy: 0.8401
Epoch 400/500
450/450 [==============================] - 0s 750us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 401/500
450/450 [==============================] - 0s 753us/step - loss: 0.3925 - accuracy: 0.8396
Epoch 402/500
450/450 [==============================] - 0s 755us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 403/500
450/450 [==============================] - 0s 753us/step - loss: 0.3924 - accuracy: 0.8383
Epoch 404/500
450/450 [==============================] - 0s 779us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 405/500
450/450 [==============================] - 0s 767us/step - loss: 0.3928 - accuracy: 0.8394
Epoch 406/500
450/450 [==============================] - 0s 764us/step - loss: 0.3925 - accuracy: 0.8410
Epoch 407/500
450/450 [==============================] - 0s 746us/step - loss: 0.3925 - accuracy: 0.8396
Epoch 408/500
450/450 [==============================] - 0s 753us/step - loss: 0.3925 - accuracy: 0.8389
Epoch 409/500
450/450 [==============================] - 0s 792us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 410/500
450/450 [==============================] - 0s 746us/step - loss: 0.3923 - accuracy: 0.8385
Epoch 411/500
450/450 [==============================] - 0s 780us/step - loss: 0.3921 - accuracy: 0.8403
Epoch 412/500
450/450 [==============================] - 0s 754us/step - loss: 0.3923 - accuracy: 0.83890s - loss: 0.3829 - accura
Epoch 413/500
450/450 [==============================] - 0s 753us/step - loss: 0.3920 - accuracy: 0.8397
Epoch 414/500
450/450 [==============================] - 0s 755us/step - loss: 0.3927 - accuracy: 0.8404
Epoch 415/500
450/450 [==============================] - 0s 887us/step - loss: 0.3923 - accuracy: 0.8386
Epoch 416/500
450/450 [==============================] - 0s 815us/step - loss: 0.3926 - accuracy: 0.83920s - loss: 0.3931 - accuracy: 0.83
Epoch 417/500
450/450 [==============================] - 0s 783us/step - loss: 0.3925 - accuracy: 0.8410
Epoch 418/500
450/450 [==============================] - 0s 853us/step - loss: 0.3923 - accuracy: 0.8386
Epoch 419/500
450/450 [==============================] - 0s 765us/step - loss: 0.3922 - accuracy: 0.8399
Epoch 420/500
450/450 [==============================] - 0s 771us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 421/500
450/450 [==============================] - 0s 750us/step - loss: 0.3924 - accuracy: 0.8403
Epoch 422/500
450/450 [==============================] - 0s 755us/step - loss: 0.3923 - accuracy: 0.8388
Epoch 423/500
450/450 [==============================] - 0s 758us/step - loss: 0.3927 - accuracy: 0.8393
Epoch 424/500
450/450 [==============================] - 0s 761us/step - loss: 0.3924 - accuracy: 0.8386
Epoch 425/500
450/450 [==============================] - 0s 769us/step - loss: 0.3922 - accuracy: 0.8399
Epoch 426/500
450/450 [==============================] - 0s 781us/step - loss: 0.3924 - accuracy: 0.8390
Epoch 427/500
450/450 [==============================] - 0s 757us/step - loss: 0.3924 - accuracy: 0.8394
Epoch 428/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3923 - accuracy: 0.8394
Epoch 429/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3925 - accuracy: 0.8400
Epoch 430/500
450/450 [==============================] - 0s 745us/step - loss: 0.3926 - accuracy: 0.8404
Epoch 431/500
450/450 [==============================] - 0s 777us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 432/500
450/450 [==============================] - 0s 813us/step - loss: 0.3923 - accuracy: 0.8403
Epoch 433/500
450/450 [==============================] - 0s 751us/step - loss: 0.3923 - accuracy: 0.8410
Epoch 434/500
450/450 [==============================] - 0s 746us/step - loss: 0.3927 - accuracy: 0.8392
Epoch 435/500
450/450 [==============================] - 0s 754us/step - loss: 0.3923 - accuracy: 0.8396
Epoch 436/500
450/450 [==============================] - 0s 780us/step - loss: 0.3922 - accuracy: 0.8392
Epoch 437/500
450/450 [==============================] - 0s 752us/step - loss: 0.3924 - accuracy: 0.8397
Epoch 438/500
450/450 [==============================] - 0s 762us/step - loss: 0.3924 - accuracy: 0.8410
Epoch 439/500
450/450 [==============================] - 0s 750us/step - loss: 0.3924 - accuracy: 0.8393
Epoch 440/500
450/450 [==============================] - 0s 749us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 441/500
450/450 [==============================] - 0s 781us/step - loss: 0.3922 - accuracy: 0.8401
Epoch 442/500
450/450 [==============================] - 0s 759us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 443/500
450/450 [==============================] - 0s 755us/step - loss: 0.3923 - accuracy: 0.8396
Epoch 444/500
450/450 [==============================] - 0s 799us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 445/500
450/450 [==============================] - 0s 779us/step - loss: 0.3925 - accuracy: 0.8397
Epoch 446/500
450/450 [==============================] - 0s 747us/step - loss: 0.3921 - accuracy: 0.8390
Epoch 447/500
450/450 [==============================] - 0s 777us/step - loss: 0.3924 - accuracy: 0.8408
Epoch 448/500
450/450 [==============================] - 0s 781us/step - loss: 0.3921 - accuracy: 0.8399
Epoch 449/500
450/450 [==============================] - 0s 766us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 450/500
450/450 [==============================] - 0s 791us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 451/500
450/450 [==============================] - 0s 766us/step - loss: 0.3922 - accuracy: 0.8403
Epoch 452/500
450/450 [==============================] - 0s 758us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 453/500
450/450 [==============================] - 0s 784us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 454/500
450/450 [==============================] - 0s 759us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 455/500
450/450 [==============================] - 0s 775us/step - loss: 0.3924 - accuracy: 0.8393
Epoch 456/500
450/450 [==============================] - 0s 762us/step - loss: 0.3927 - accuracy: 0.8397
Epoch 457/500
450/450 [==============================] - 0s 748us/step - loss: 0.3921 - accuracy: 0.8394
Epoch 458/500
450/450 [==============================] - 0s 815us/step - loss: 0.3922 - accuracy: 0.8396
Epoch 459/500
450/450 [==============================] - 0s 756us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 460/500
450/450 [==============================] - 0s 749us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 461/500
450/450 [==============================] - 0s 805us/step - loss: 0.3923 - accuracy: 0.8393
Epoch 462/500
450/450 [==============================] - 0s 777us/step - loss: 0.3924 - accuracy: 0.8388
Epoch 463/500
450/450 [==============================] - 0s 760us/step - loss: 0.3923 - accuracy: 0.8407
Epoch 464/500
450/450 [==============================] - 0s 923us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 465/500
450/450 [==============================] - 0s 779us/step - loss: 0.3925 - accuracy: 0.83990s - loss: 0.3915 - accuracy: 0.83
Epoch 466/500
450/450 [==============================] - 0s 757us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 467/500
450/450 [==============================] - 0s 782us/step - loss: 0.3923 - accuracy: 0.8390
Epoch 468/500
450/450 [==============================] - 0s 766us/step - loss: 0.3920 - accuracy: 0.8408
Epoch 469/500
450/450 [==============================] - 0s 754us/step - loss: 0.3923 - accuracy: 0.8397
Epoch 470/500
450/450 [==============================] - 0s 762us/step - loss: 0.3922 - accuracy: 0.8404
Epoch 471/500
450/450 [==============================] - 0s 757us/step - loss: 0.3924 - accuracy: 0.8397
Epoch 472/500
450/450 [==============================] - 0s 774us/step - loss: 0.3923 - accuracy: 0.8408
Epoch 473/500
450/450 [==============================] - 0s 910us/step - loss: 0.3929 - accuracy: 0.83860s - loss: 0.3884 - accuracy
Epoch 474/500
450/450 [==============================] - 0s 759us/step - loss: 0.3923 - accuracy: 0.8397
Epoch 475/500
450/450 [==============================] - 0s 778us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 476/500
450/450 [==============================] - 0s 756us/step - loss: 0.3921 - accuracy: 0.8393
Epoch 477/500
450/450 [==============================] - 0s 750us/step - loss: 0.3921 - accuracy: 0.8400
Epoch 478/500
450/450 [==============================] - 0s 765us/step - loss: 0.3921 - accuracy: 0.8390
Epoch 479/500
450/450 [==============================] - 0s 744us/step - loss: 0.3924 - accuracy: 0.8400
Epoch 480/500
450/450 [==============================] - 0s 750us/step - loss: 0.3921 - accuracy: 0.8394
Epoch 481/500
450/450 [==============================] - 0s 782us/step - loss: 0.3918 - accuracy: 0.8403
Epoch 482/500
450/450 [==============================] - 0s 747us/step - loss: 0.3924 - accuracy: 0.8390
Epoch 483/500
450/450 [==============================] - 0s 765us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 484/500
450/450 [==============================] - 0s 754us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 485/500
450/450 [==============================] - 0s 749us/step - loss: 0.3928 - accuracy: 0.8406
Epoch 486/500
450/450 [==============================] - 0s 761us/step - loss: 0.3921 - accuracy: 0.8385
Epoch 487/500
450/450 [==============================] - 0s 777us/step - loss: 0.3925 - accuracy: 0.8397
Epoch 488/500
450/450 [==============================] - 0s 751us/step - loss: 0.3923 - accuracy: 0.8394
Epoch 489/500
450/450 [==============================] - 0s 805us/step - loss: 0.3925 - accuracy: 0.8411
Epoch 490/500
450/450 [==============================] - 0s 748us/step - loss: 0.3921 - accuracy: 0.8394
Epoch 491/500
450/450 [==============================] - 0s 747us/step - loss: 0.3923 - accuracy: 0.8394
Epoch 492/500
450/450 [==============================] - 0s 766us/step - loss: 0.3919 - accuracy: 0.8401
Epoch 493/500
450/450 [==============================] - 0s 749us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 494/500
450/450 [==============================] - 0s 751us/step - loss: 0.3927 - accuracy: 0.8396
Epoch 495/500
450/450 [==============================] - 0s 757us/step - loss: 0.3921 - accuracy: 0.8397
Epoch 496/500
450/450 [==============================] - 0s 761us/step - loss: 0.3924 - accuracy: 0.8389
Epoch 497/500
450/450 [==============================] - 0s 754us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 498/500
450/450 [==============================] - 0s 770us/step - loss: 0.3926 - accuracy: 0.8379
Epoch 499/500
450/450 [==============================] - 0s 750us/step - loss: 0.3920 - accuracy: 0.83970s - loss: 0.3920 - accuracy: 0.
Epoch 500/500
450/450 [==============================] - 0s 761us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 1/500
450/450 [==============================] - 0s 845us/step - loss: 0.5266 - accuracy: 0.7974
Epoch 2/500
450/450 [==============================] - 0s 856us/step - loss: 0.4343 - accuracy: 0.7978
Epoch 3/500
450/450 [==============================] - 0s 806us/step - loss: 0.4304 - accuracy: 0.7978
Epoch 4/500
450/450 [==============================] - 0s 804us/step - loss: 0.4281 - accuracy: 0.7978
Epoch 5/500
450/450 [==============================] - 0s 806us/step - loss: 0.4250 - accuracy: 0.7978
Epoch 6/500
450/450 [==============================] - 0s 834us/step - loss: 0.4214 - accuracy: 0.7992
Epoch 7/500
450/450 [==============================] - 0s 805us/step - loss: 0.4191 - accuracy: 0.8235
Epoch 8/500
450/450 [==============================] - 0s 830us/step - loss: 0.4174 - accuracy: 0.8282
Epoch 9/500
450/450 [==============================] - 0s 802us/step - loss: 0.4158 - accuracy: 0.8304
Epoch 10/500
450/450 [==============================] - 0s 804us/step - loss: 0.4145 - accuracy: 0.8310
Epoch 11/500
450/450 [==============================] - 0s 826us/step - loss: 0.4129 - accuracy: 0.8318
Epoch 12/500
450/450 [==============================] - 0s 798us/step - loss: 0.4119 - accuracy: 0.8322
Epoch 13/500
450/450 [==============================] - 0s 832us/step - loss: 0.4107 - accuracy: 0.8350
Epoch 14/500
450/450 [==============================] - 0s 820us/step - loss: 0.4101 - accuracy: 0.8346
Epoch 15/500
450/450 [==============================] - 0s 797us/step - loss: 0.4094 - accuracy: 0.8357
Epoch 16/500
450/450 [==============================] - 0s 826us/step - loss: 0.4087 - accuracy: 0.8357
Epoch 17/500
450/450 [==============================] - 0s 804us/step - loss: 0.4079 - accuracy: 0.8349
Epoch 18/500
450/450 [==============================] - 0s 791us/step - loss: 0.4076 - accuracy: 0.8351
Epoch 19/500
450/450 [==============================] - 0s 829us/step - loss: 0.4068 - accuracy: 0.8363
Epoch 20/500
450/450 [==============================] - 0s 811us/step - loss: 0.4063 - accuracy: 0.8367
Epoch 21/500
450/450 [==============================] - 0s 791us/step - loss: 0.4057 - accuracy: 0.8358
Epoch 22/500
450/450 [==============================] - 0s 826us/step - loss: 0.4053 - accuracy: 0.8361
Epoch 23/500
450/450 [==============================] - 0s 815us/step - loss: 0.4051 - accuracy: 0.8385
Epoch 24/500
450/450 [==============================] - 0s 831us/step - loss: 0.4044 - accuracy: 0.8372
Epoch 25/500
450/450 [==============================] - 0s 804us/step - loss: 0.4041 - accuracy: 0.8376
Epoch 26/500
450/450 [==============================] - 0s 800us/step - loss: 0.4036 - accuracy: 0.8375
Epoch 27/500
450/450 [==============================] - 0s 833us/step - loss: 0.4033 - accuracy: 0.8367
Epoch 28/500
450/450 [==============================] - 0s 828us/step - loss: 0.4025 - accuracy: 0.8376
Epoch 29/500
450/450 [==============================] - 0s 809us/step - loss: 0.4025 - accuracy: 0.8372
Epoch 30/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4019 - accuracy: 0.8367
Epoch 31/500
450/450 [==============================] - 0s 763us/step - loss: 0.4015 - accuracy: 0.8378
Epoch 32/500
450/450 [==============================] - 0s 778us/step - loss: 0.4016 - accuracy: 0.8363
Epoch 33/500
450/450 [==============================] - 0s 766us/step - loss: 0.4013 - accuracy: 0.8381
Epoch 34/500
450/450 [==============================] - 0s 768us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 35/500
450/450 [==============================] - 0s 791us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 36/500
450/450 [==============================] - 0s 757us/step - loss: 0.4002 - accuracy: 0.8378
Epoch 37/500
450/450 [==============================] - 0s 754us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 38/500
450/450 [==============================] - 0s 782us/step - loss: 0.3998 - accuracy: 0.8375
Epoch 39/500
450/450 [==============================] - 0s 751us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 40/500
450/450 [==============================] - 0s 760us/step - loss: 0.3994 - accuracy: 0.8367
Epoch 41/500
450/450 [==============================] - 0s 768us/step - loss: 0.3996 - accuracy: 0.8378
Epoch 42/500
450/450 [==============================] - 0s 757us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 43/500
450/450 [==============================] - 0s 751us/step - loss: 0.3989 - accuracy: 0.8376
Epoch 44/500
450/450 [==============================] - 0s 754us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 45/500
450/450 [==============================] - 0s 794us/step - loss: 0.3987 - accuracy: 0.8375
Epoch 46/500
450/450 [==============================] - 0s 756us/step - loss: 0.3986 - accuracy: 0.8376
Epoch 47/500
450/450 [==============================] - 0s 769us/step - loss: 0.3986 - accuracy: 0.8388
Epoch 48/500
450/450 [==============================] - 0s 750us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 49/500
450/450 [==============================] - 0s 768us/step - loss: 0.3980 - accuracy: 0.8385
Epoch 50/500
450/450 [==============================] - 0s 755us/step - loss: 0.3983 - accuracy: 0.8388
Epoch 51/500
450/450 [==============================] - 0s 768us/step - loss: 0.3981 - accuracy: 0.8386
Epoch 52/500
450/450 [==============================] - 0s 755us/step - loss: 0.3978 - accuracy: 0.8374
Epoch 53/500
450/450 [==============================] - 0s 755us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 54/500
450/450 [==============================] - 0s 971us/step - loss: 0.3978 - accuracy: 0.8393
Epoch 55/500
450/450 [==============================] - 0s 842us/step - loss: 0.3978 - accuracy: 0.8371
Epoch 56/500
450/450 [==============================] - 0s 766us/step - loss: 0.3976 - accuracy: 0.8376
Epoch 57/500
450/450 [==============================] - 0s 756us/step - loss: 0.3977 - accuracy: 0.8374
Epoch 58/500
450/450 [==============================] - 0s 761us/step - loss: 0.3974 - accuracy: 0.8368
Epoch 59/500
450/450 [==============================] - 0s 746us/step - loss: 0.3976 - accuracy: 0.8385
Epoch 60/500
450/450 [==============================] - 0s 743us/step - loss: 0.3975 - accuracy: 0.8371
Epoch 61/500
450/450 [==============================] - 0s 762us/step - loss: 0.3970 - accuracy: 0.8375
Epoch 62/500
450/450 [==============================] - 0s 751us/step - loss: 0.3973 - accuracy: 0.8385
Epoch 63/500
450/450 [==============================] - 0s 744us/step - loss: 0.3968 - accuracy: 0.8376
Epoch 64/500
450/450 [==============================] - 0s 794us/step - loss: 0.3972 - accuracy: 0.8382
Epoch 65/500
450/450 [==============================] - 0s 757us/step - loss: 0.3969 - accuracy: 0.8381
Epoch 66/500
450/450 [==============================] - 0s 762us/step - loss: 0.3967 - accuracy: 0.8365
Epoch 67/500
450/450 [==============================] - 0s 749us/step - loss: 0.3967 - accuracy: 0.8371
Epoch 68/500
450/450 [==============================] - 0s 752us/step - loss: 0.3965 - accuracy: 0.8386
Epoch 69/500
450/450 [==============================] - 0s 770us/step - loss: 0.3967 - accuracy: 0.8394
Epoch 70/500
450/450 [==============================] - 0s 785us/step - loss: 0.3965 - accuracy: 0.8386
Epoch 71/500
450/450 [==============================] - 0s 752us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 72/500
450/450 [==============================] - 0s 767us/step - loss: 0.3959 - accuracy: 0.8376
Epoch 73/500
450/450 [==============================] - 0s 746us/step - loss: 0.3960 - accuracy: 0.8393
Epoch 74/500
450/450 [==============================] - 0s 750us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 75/500
450/450 [==============================] - 0s 751us/step - loss: 0.3959 - accuracy: 0.8375
Epoch 76/500
450/450 [==============================] - 0s 758us/step - loss: 0.3958 - accuracy: 0.8390
Epoch 77/500
450/450 [==============================] - 0s 752us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 78/500
450/450 [==============================] - 0s 765us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 79/500
450/450 [==============================] - 0s 750us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 80/500
450/450 [==============================] - 0s 754us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 81/500
450/450 [==============================] - 0s 785us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 82/500
450/450 [==============================] - 0s 758us/step - loss: 0.3947 - accuracy: 0.8394
Epoch 83/500
450/450 [==============================] - 0s 760us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 84/500
450/450 [==============================] - 0s 765us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 85/500
450/450 [==============================] - 0s 762us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 86/500
450/450 [==============================] - 0s 752us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 87/500
450/450 [==============================] - 0s 776us/step - loss: 0.3940 - accuracy: 0.8374
Epoch 88/500
450/450 [==============================] - 0s 749us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 89/500
450/450 [==============================] - 0s 748us/step - loss: 0.3941 - accuracy: 0.8376
Epoch 90/500
450/450 [==============================] - 0s 773us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 91/500
450/450 [==============================] - 0s 760us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 92/500
450/450 [==============================] - 0s 751us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 93/500
450/450 [==============================] - 0s 767us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 94/500
450/450 [==============================] - 0s 748us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 95/500
450/450 [==============================] - 0s 755us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 96/500
450/450 [==============================] - 0s 766us/step - loss: 0.3942 - accuracy: 0.8400
Epoch 97/500
450/450 [==============================] - 0s 757us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 98/500
450/450 [==============================] - 0s 761us/step - loss: 0.3941 - accuracy: 0.8386
Epoch 99/500
450/450 [==============================] - 0s 768us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 100/500
450/450 [==============================] - 0s 749us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 101/500
450/450 [==============================] - 0s 746us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 102/500
450/450 [==============================] - 0s 754us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 103/500
450/450 [==============================] - 0s 746us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 104/500
450/450 [==============================] - 0s 747us/step - loss: 0.3940 - accuracy: 0.8381
Epoch 105/500
450/450 [==============================] - 0s 766us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 106/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 107/500
450/450 [==============================] - 0s 777us/step - loss: 0.3939 - accuracy: 0.8403
Epoch 108/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8389
Epoch 109/500
450/450 [==============================] - 0s 755us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 110/500
450/450 [==============================] - 0s 772us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 111/500
450/450 [==============================] - 0s 748us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 112/500
450/450 [==============================] - 0s 752us/step - loss: 0.3939 - accuracy: 0.8379
Epoch 113/500
450/450 [==============================] - 0s 782us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 114/500
450/450 [==============================] - 0s 761us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 115/500
450/450 [==============================] - 0s 753us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 116/500
450/450 [==============================] - 0s 771us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 117/500
450/450 [==============================] - 0s 753us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 118/500
450/450 [==============================] - 0s 747us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 119/500
450/450 [==============================] - 0s 757us/step - loss: 0.3940 - accuracy: 0.8396
Epoch 120/500
450/450 [==============================] - 0s 749us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 121/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3935 - accuracy: 0.8390
Epoch 122/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3933 - accuracy: 0.8403
Epoch 123/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8371
Epoch 124/500
450/450 [==============================] - 0s 863us/step - loss: 0.3938 - accuracy: 0.8363
Epoch 125/500
450/450 [==============================] - 0s 949us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 126/500
450/450 [==============================] - 0s 955us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 127/500
450/450 [==============================] - 0s 928us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 128/500
450/450 [==============================] - 0s 896us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 129/500
450/450 [==============================] - 0s 835us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 130/500
450/450 [==============================] - 0s 793us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 131/500
450/450 [==============================] - 0s 760us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 132/500
450/450 [==============================] - 0s 799us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 133/500
450/450 [==============================] - 0s 758us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 134/500
450/450 [==============================] - 0s 804us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 135/500
450/450 [==============================] - 0s 768us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 136/500
450/450 [==============================] - 0s 841us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 137/500
450/450 [==============================] - 0s 846us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 138/500
450/450 [==============================] - 0s 829us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 139/500
450/450 [==============================] - 0s 769us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 140/500
450/450 [==============================] - 0s 758us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 141/500
450/450 [==============================] - 0s 749us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 142/500
450/450 [==============================] - 0s 769us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 143/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8357
Epoch 144/500
450/450 [==============================] - 0s 765us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 145/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3933 - accuracy: 0.8372
Epoch 146/500
450/450 [==============================] - 0s 776us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 147/500
450/450 [==============================] - 0s 802us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 148/500
450/450 [==============================] - 0s 758us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 149/500
450/450 [==============================] - 0s 840us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 150/500
450/450 [==============================] - 0s 846us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 151/500
450/450 [==============================] - 0s 847us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 152/500
450/450 [==============================] - 0s 778us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 153/500
450/450 [==============================] - 0s 772us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 154/500
450/450 [==============================] - 0s 765us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 155/500
450/450 [==============================] - 0s 779us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 156/500
450/450 [==============================] - 0s 755us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 157/500
450/450 [==============================] - 0s 751us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 158/500
450/450 [==============================] - 0s 772us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 159/500
450/450 [==============================] - 0s 756us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 160/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8383
Epoch 161/500
450/450 [==============================] - 0s 749us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 162/500
450/450 [==============================] - 0s 758us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 163/500
450/450 [==============================] - 0s 777us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 164/500
450/450 [==============================] - 0s 761us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 165/500
450/450 [==============================] - 0s 757us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 166/500
450/450 [==============================] - 0s 785us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 167/500
450/450 [==============================] - 0s 773us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 168/500
450/450 [==============================] - 0s 765us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 169/500
450/450 [==============================] - 0s 781us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 170/500
450/450 [==============================] - 0s 765us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 171/500
450/450 [==============================] - 0s 765us/step - loss: 0.3933 - accuracy: 0.8399
Epoch 172/500
450/450 [==============================] - 0s 848us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 173/500
450/450 [==============================] - 0s 769us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 174/500
450/450 [==============================] - 0s 758us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 175/500
450/450 [==============================] - 0s 780us/step - loss: 0.3935 - accuracy: 0.8371
Epoch 176/500
450/450 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8399
Epoch 177/500
450/450 [==============================] - 0s 761us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 178/500
450/450 [==============================] - 0s 791us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 179/500
450/450 [==============================] - 0s 759us/step - loss: 0.3934 - accuracy: 0.8364
Epoch 180/500
450/450 [==============================] - 0s 771us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 181/500
450/450 [==============================] - 0s 774us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 182/500
450/450 [==============================] - 0s 765us/step - loss: 0.3933 - accuracy: 0.83610s - loss: 0.3971 - accuracy: 
Epoch 183/500
450/450 [==============================] - 0s 781us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 184/500
450/450 [==============================] - 0s 752us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 185/500
450/450 [==============================] - 0s 769us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 186/500
450/450 [==============================] - 0s 768us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 187/500
450/450 [==============================] - 0s 746us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 188/500
450/450 [==============================] - 0s 761us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 189/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 190/500
450/450 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 191/500
450/450 [==============================] - 0s 757us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 192/500
450/450 [==============================] - 0s 778us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 193/500
450/450 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 194/500
450/450 [==============================] - 0s 774us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 195/500
450/450 [==============================] - 0s 795us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 196/500
450/450 [==============================] - 0s 768us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 197/500
450/450 [==============================] - 0s 756us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 198/500
450/450 [==============================] - 0s 856us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 199/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 200/500
450/450 [==============================] - 0s 757us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 201/500
450/450 [==============================] - 0s 790us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 202/500
450/450 [==============================] - 0s 759us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 203/500
450/450 [==============================] - 0s 764us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 204/500
450/450 [==============================] - 0s 774us/step - loss: 0.3935 - accuracy: 0.83630s - loss: 0.3948 - accuracy: 0.
Epoch 205/500
450/450 [==============================] - 0s 751us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 206/500
450/450 [==============================] - 0s 769us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 207/500
450/450 [==============================] - 0s 774us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 208/500
450/450 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 209/500
450/450 [==============================] - 0s 791us/step - loss: 0.3929 - accuracy: 0.8364
Epoch 210/500
450/450 [==============================] - 0s 760us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 211/500
450/450 [==============================] - 0s 753us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 212/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 213/500
450/450 [==============================] - 0s 769us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 214/500
450/450 [==============================] - 0s 760us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 215/500
450/450 [==============================] - 0s 942us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 216/500
450/450 [==============================] - 0s 770us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 217/500
450/450 [==============================] - 0s 770us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 218/500
450/450 [==============================] - 0s 787us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 219/500
450/450 [==============================] - 0s 762us/step - loss: 0.3931 - accuracy: 0.8364
Epoch 220/500
450/450 [==============================] - 0s 763us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 221/500
450/450 [==============================] - 0s 781us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 222/500
450/450 [==============================] - 0s 760us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 223/500
450/450 [==============================] - 0s 781us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 224/500
450/450 [==============================] - 0s 778us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 225/500
450/450 [==============================] - 0s 762us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 226/500
450/450 [==============================] - 0s 785us/step - loss: 0.3927 - accuracy: 0.8383
Epoch 227/500
450/450 [==============================] - 0s 761us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 228/500
450/450 [==============================] - 0s 771us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 229/500
450/450 [==============================] - 0s 784us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 230/500
450/450 [==============================] - 0s 750us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 231/500
450/450 [==============================] - 0s 751us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 232/500
450/450 [==============================] - 0s 786us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 233/500
450/450 [==============================] - 0s 763us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 234/500
450/450 [==============================] - 0s 766us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 235/500
450/450 [==============================] - 0s 751us/step - loss: 0.3934 - accuracy: 0.8367
Epoch 236/500
450/450 [==============================] - 0s 758us/step - loss: 0.3929 - accuracy: 0.8364
Epoch 237/500
450/450 [==============================] - 0s 769us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 238/500
450/450 [==============================] - 0s 770us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 239/500
450/450 [==============================] - 0s 756us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 240/500
450/450 [==============================] - 0s 767us/step - loss: 0.3925 - accuracy: 0.8368
Epoch 241/500
450/450 [==============================] - 0s 759us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 242/500
450/450 [==============================] - 0s 750us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 243/500
450/450 [==============================] - 0s 756us/step - loss: 0.3932 - accuracy: 0.8364
Epoch 244/500
450/450 [==============================] - 0s 773us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 245/500
450/450 [==============================] - 0s 751us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 246/500
450/450 [==============================] - 0s 771us/step - loss: 0.3930 - accuracy: 0.8346
Epoch 247/500
450/450 [==============================] - 0s 764us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 248/500
450/450 [==============================] - 0s 801us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 249/500
450/450 [==============================] - 0s 837us/step - loss: 0.3930 - accuracy: 0.8367
Epoch 250/500
450/450 [==============================] - 0s 800us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 251/500
450/450 [==============================] - 0s 771us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 252/500
450/450 [==============================] - 0s 821us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 253/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 254/500
450/450 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 255/500
450/450 [==============================] - 0s 787us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 256/500
450/450 [==============================] - 0s 761us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 257/500
450/450 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 258/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 259/500
450/450 [==============================] - 0s 818us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 260/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3934 - accuracy: 0.8386
Epoch 261/500
450/450 [==============================] - 0s 768us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 262/500
450/450 [==============================] - 0s 773us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 263/500
450/450 [==============================] - 0s 767us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 264/500
450/450 [==============================] - 0s 755us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 265/500
450/450 [==============================] - 0s 769us/step - loss: 0.3933 - accuracy: 0.8361
Epoch 266/500
450/450 [==============================] - 0s 764us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 267/500
450/450 [==============================] - 0s 761us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 268/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 269/500
450/450 [==============================] - 0s 759us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 270/500
450/450 [==============================] - 0s 765us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 271/500
450/450 [==============================] - 0s 754us/step - loss: 0.3928 - accuracy: 0.8385
Epoch 272/500
450/450 [==============================] - 0s 774us/step - loss: 0.3936 - accuracy: 0.8363
Epoch 273/500
450/450 [==============================] - 0s 760us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 274/500
450/450 [==============================] - 0s 777us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 275/500
450/450 [==============================] - 0s 759us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 276/500
450/450 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 277/500
450/450 [==============================] - 0s 793us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 278/500
450/450 [==============================] - 0s 752us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 279/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 280/500
450/450 [==============================] - 0s 769us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 281/500
450/450 [==============================] - 0s 766us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 282/500
450/450 [==============================] - 0s 806us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 283/500
450/450 [==============================] - 0s 772us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 284/500
450/450 [==============================] - 0s 752us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 285/500
450/450 [==============================] - 0s 748us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 286/500
450/450 [==============================] - 0s 773us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 287/500
450/450 [==============================] - 0s 753us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 288/500
450/450 [==============================] - 0s 761us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 289/500
450/450 [==============================] - 0s 764us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 290/500
450/450 [==============================] - 0s 750us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 291/500
450/450 [==============================] - 0s 750us/step - loss: 0.3928 - accuracy: 0.8378
Epoch 292/500
450/450 [==============================] - 0s 770us/step - loss: 0.3927 - accuracy: 0.8379
Epoch 293/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 294/500
450/450 [==============================] - 0s 757us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 295/500
450/450 [==============================] - 0s 773us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 296/500
450/450 [==============================] - 0s 756us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 297/500
450/450 [==============================] - 0s 750us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 298/500
450/450 [==============================] - 0s 765us/step - loss: 0.3934 - accuracy: 0.8353
Epoch 299/500
450/450 [==============================] - 0s 774us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 300/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 301/500
450/450 [==============================] - 0s 751us/step - loss: 0.3931 - accuracy: 0.8368
Epoch 302/500
450/450 [==============================] - 0s 753us/step - loss: 0.3934 - accuracy: 0.8367
Epoch 303/500
450/450 [==============================] - 0s 814us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 304/500
450/450 [==============================] - 0s 787us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 305/500
450/450 [==============================] - 0s 758us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 306/500
450/450 [==============================] - 0s 765us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 307/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 308/500
450/450 [==============================] - 0s 755us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 309/500
450/450 [==============================] - 0s 764us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 310/500
450/450 [==============================] - 0s 757us/step - loss: 0.3933 - accuracy: 0.8367
Epoch 311/500
450/450 [==============================] - 0s 754us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 312/500
450/450 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 313/500
450/450 [==============================] - 0s 749us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 314/500
450/450 [==============================] - 0s 755us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 315/500
450/450 [==============================] - 0s 763us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 316/500
450/450 [==============================] - 0s 750us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 317/500
450/450 [==============================] - 0s 754us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 318/500
450/450 [==============================] - 0s 863us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 319/500
450/450 [==============================] - 0s 794us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 320/500
450/450 [==============================] - 0s 787us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 321/500
450/450 [==============================] - 0s 779us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 322/500
450/450 [==============================] - 0s 774us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 323/500
450/450 [==============================] - 0s 800us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 324/500
450/450 [==============================] - 0s 832us/step - loss: 0.3930 - accuracy: 0.8367
Epoch 325/500
450/450 [==============================] - 0s 910us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 326/500
450/450 [==============================] - 0s 821us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 327/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 328/500
450/450 [==============================] - 0s 762us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 329/500
450/450 [==============================] - 0s 766us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 330/500
450/450 [==============================] - 0s 755us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 331/500
450/450 [==============================] - 0s 758us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 332/500
450/450 [==============================] - 0s 768us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 333/500
450/450 [==============================] - 0s 756us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 334/500
450/450 [==============================] - 0s 757us/step - loss: 0.3925 - accuracy: 0.8369
Epoch 335/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 336/500
450/450 [==============================] - 0s 759us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 337/500
450/450 [==============================] - 0s 784us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 338/500
450/450 [==============================] - 0s 777us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 339/500
450/450 [==============================] - 0s 763us/step - loss: 0.3930 - accuracy: 0.8368
Epoch 340/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 341/500
450/450 [==============================] - 0s 764us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 342/500
450/450 [==============================] - 0s 767us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 343/500
450/450 [==============================] - 0s 776us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 344/500
450/450 [==============================] - 0s 764us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 345/500
450/450 [==============================] - 0s 762us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 346/500
450/450 [==============================] - 0s 775us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 347/500
450/450 [==============================] - 0s 769us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 348/500
450/450 [==============================] - 0s 763us/step - loss: 0.3926 - accuracy: 0.8375
Epoch 349/500
450/450 [==============================] - 0s 773us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 350/500
450/450 [==============================] - 0s 764us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 351/500
450/450 [==============================] - 0s 766us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 352/500
450/450 [==============================] - 0s 771us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 353/500
450/450 [==============================] - 0s 800us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 354/500
450/450 [==============================] - 0s 763us/step - loss: 0.3931 - accuracy: 0.8353
Epoch 355/500
450/450 [==============================] - 0s 763us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 356/500
450/450 [==============================] - 0s 821us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 357/500
450/450 [==============================] - 0s 804us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 358/500
450/450 [==============================] - 0s 781us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 359/500
450/450 [==============================] - 0s 850us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 360/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3931 - accuracy: 0.8379
Epoch 361/500
450/450 [==============================] - 0s 772us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 362/500
450/450 [==============================] - 0s 766us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 363/500
450/450 [==============================] - 0s 817us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 364/500
450/450 [==============================] - 0s 749us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 365/500
450/450 [==============================] - 0s 773us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 366/500
450/450 [==============================] - 0s 757us/step - loss: 0.3928 - accuracy: 0.8364
Epoch 367/500
450/450 [==============================] - 0s 753us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 368/500
450/450 [==============================] - 0s 859us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 369/500
450/450 [==============================] - 0s 750us/step - loss: 0.3928 - accuracy: 0.8379
Epoch 370/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 371/500
450/450 [==============================] - 0s 768us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 372/500
450/450 [==============================] - 0s 751us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 373/500
450/450 [==============================] - 0s 753us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 374/500
450/450 [==============================] - 0s 766us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 375/500
450/450 [==============================] - 0s 754us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 376/500
450/450 [==============================] - 0s 754us/step - loss: 0.3930 - accuracy: 0.8364
Epoch 377/500
450/450 [==============================] - 0s 774us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 378/500
450/450 [==============================] - 0s 753us/step - loss: 0.3928 - accuracy: 0.8389
Epoch 379/500
450/450 [==============================] - 0s 764us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 380/500
450/450 [==============================] - 0s 773us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 381/500
450/450 [==============================] - 0s 777us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 382/500
450/450 [==============================] - 0s 757us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 383/500
450/450 [==============================] - 0s 767us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 384/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 385/500
450/450 [==============================] - 0s 761us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 386/500
450/450 [==============================] - 0s 770us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 387/500
450/450 [==============================] - 0s 756us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 388/500
450/450 [==============================] - 0s 785us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 389/500
450/450 [==============================] - 0s 761us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 390/500
450/450 [==============================] - 0s 754us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 391/500
450/450 [==============================] - 0s 777us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 392/500
450/450 [==============================] - 0s 778us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 393/500
450/450 [==============================] - 0s 879us/step - loss: 0.3931 - accuracy: 0.8368
Epoch 394/500
450/450 [==============================] - 0s 884us/step - loss: 0.3928 - accuracy: 0.8386
Epoch 395/500
450/450 [==============================] - 0s 792us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 396/500
450/450 [==============================] - 0s 839us/step - loss: 0.3926 - accuracy: 0.8386
Epoch 397/500
450/450 [==============================] - 0s 948us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 398/500
450/450 [==============================] - 0s 821us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 399/500
450/450 [==============================] - 0s 807us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 400/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 401/500
450/450 [==============================] - 0s 755us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 402/500
450/450 [==============================] - 0s 781us/step - loss: 0.3932 - accuracy: 0.8364
Epoch 403/500
450/450 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 404/500
450/450 [==============================] - 0s 770us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 405/500
450/450 [==============================] - 0s 756us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 406/500
450/450 [==============================] - 0s 754us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 407/500
450/450 [==============================] - 0s 771us/step - loss: 0.3929 - accuracy: 0.8364
Epoch 408/500
450/450 [==============================] - 0s 784us/step - loss: 0.3931 - accuracy: 0.8367
Epoch 409/500
450/450 [==============================] - 0s 761us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 410/500
450/450 [==============================] - 0s 762us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 411/500
450/450 [==============================] - 0s 766us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 412/500
450/450 [==============================] - 0s 758us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 413/500
450/450 [==============================] - 0s 758us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 414/500
450/450 [==============================] - 0s 764us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 415/500
450/450 [==============================] - 0s 754us/step - loss: 0.3927 - accuracy: 0.8379
Epoch 416/500
450/450 [==============================] - 0s 774us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 417/500
450/450 [==============================] - 0s 756us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 418/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 419/500
450/450 [==============================] - 0s 765us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 420/500
450/450 [==============================] - 0s 757us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 421/500
450/450 [==============================] - 0s 755us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 422/500
450/450 [==============================] - 0s 777us/step - loss: 0.3926 - accuracy: 0.8369
Epoch 423/500
450/450 [==============================] - 0s 761us/step - loss: 0.3926 - accuracy: 0.8378
Epoch 424/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 425/500
450/450 [==============================] - 0s 765us/step - loss: 0.3927 - accuracy: 0.8381
Epoch 426/500
450/450 [==============================] - 0s 759us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 427/500
450/450 [==============================] - 0s 754us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 428/500
450/450 [==============================] - 0s 787us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 429/500
450/450 [==============================] - 0s 750us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 430/500
450/450 [==============================] - 0s 756us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 431/500
450/450 [==============================] - 0s 794us/step - loss: 0.3926 - accuracy: 0.8385
Epoch 432/500
450/450 [==============================] - 0s 774us/step - loss: 0.3932 - accuracy: 0.83960s - loss: 0.3965 - accuracy: 0.
Epoch 433/500
450/450 [==============================] - 0s 760us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 434/500
450/450 [==============================] - 0s 778us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 435/500
450/450 [==============================] - 0s 753us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 436/500
450/450 [==============================] - 0s 770us/step - loss: 0.3930 - accuracy: 0.8368
Epoch 437/500
450/450 [==============================] - 0s 789us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 438/500
450/450 [==============================] - 0s 758us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 439/500
450/450 [==============================] - 0s 752us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 440/500
450/450 [==============================] - 0s 820us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 441/500
450/450 [==============================] - 0s 755us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 442/500
450/450 [==============================] - 0s 764us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 443/500
450/450 [==============================] - 0s 758us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 444/500
450/450 [==============================] - 0s 756us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 445/500
450/450 [==============================] - 0s 765us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 446/500
450/450 [==============================] - 0s 752us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 447/500
450/450 [==============================] - 0s 755us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 448/500
450/450 [==============================] - 0s 761us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 449/500
450/450 [==============================] - 0s 759us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 450/500
450/450 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 451/500
450/450 [==============================] - 0s 757us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 452/500
450/450 [==============================] - 0s 762us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 453/500
450/450 [==============================] - 0s 766us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 454/500
450/450 [==============================] - 0s 764us/step - loss: 0.3926 - accuracy: 0.8371
Epoch 455/500
450/450 [==============================] - 0s 753us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 456/500
450/450 [==============================] - 0s 768us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 457/500
450/450 [==============================] - 0s 842us/step - loss: 0.3930 - accuracy: 0.8365
Epoch 458/500
450/450 [==============================] - 0s 937us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 459/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3934 - accuracy: 0.8372
Epoch 460/500
450/450 [==============================] - 0s 841us/step - loss: 0.3927 - accuracy: 0.8378
Epoch 461/500
450/450 [==============================] - 0s 972us/step - loss: 0.3929 - accuracy: 0.8388
Epoch 462/500
450/450 [==============================] - 0s 903us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 463/500
450/450 [==============================] - 0s 975us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 464/500
450/450 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 465/500
450/450 [==============================] - 0s 836us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 466/500
450/450 [==============================] - 0s 821us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 467/500
450/450 [==============================] - 0s 865us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 468/500
450/450 [==============================] - 0s 775us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 469/500
450/450 [==============================] - 0s 772us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 470/500
450/450 [==============================] - 0s 763us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 471/500
450/450 [==============================] - 0s 752us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 472/500
450/450 [==============================] - 0s 847us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 473/500
450/450 [==============================] - 0s 763us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 474/500
450/450 [==============================] - 0s 844us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 475/500
450/450 [==============================] - 0s 869us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 476/500
450/450 [==============================] - 0s 860us/step - loss: 0.3926 - accuracy: 0.8382
Epoch 477/500
450/450 [==============================] - 0s 836us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 478/500
450/450 [==============================] - 0s 771us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 479/500
450/450 [==============================] - 0s 753us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 480/500
450/450 [==============================] - 0s 780us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 481/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3931 - accuracy: 0.8378: 0s - loss: 0.3924 - accuracy
Epoch 482/500
450/450 [==============================] - 0s 772us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 483/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8379
Epoch 484/500
450/450 [==============================] - 0s 779us/step - loss: 0.3931 - accuracy: 0.8365
Epoch 485/500
450/450 [==============================] - 0s 864us/step - loss: 0.3926 - accuracy: 0.8379
Epoch 486/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 487/500
450/450 [==============================] - 0s 841us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 488/500
450/450 [==============================] - 0s 862us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 489/500
450/450 [==============================] - 0s 811us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 490/500
450/450 [==============================] - 0s 781us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 491/500
450/450 [==============================] - 0s 757us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 492/500
450/450 [==============================] - 0s 799us/step - loss: 0.3927 - accuracy: 0.8369
Epoch 493/500
450/450 [==============================] - 0s 764us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 494/500
450/450 [==============================] - 0s 757us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 495/500
450/450 [==============================] - 0s 760us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 496/500
450/450 [==============================] - 0s 818us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 497/500
450/450 [==============================] - 0s 760us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 498/500
450/450 [==============================] - 0s 766us/step - loss: 0.3929 - accuracy: 0.8365
Epoch 499/500
450/450 [==============================] - 0s 760us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 500/500
450/450 [==============================] - 0s 830us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 1/500
450/450 [==============================] - 0s 774us/step - loss: 0.5389 - accuracy: 0.7928
Epoch 2/500
450/450 [==============================] - 0s 784us/step - loss: 0.4387 - accuracy: 0.7940
Epoch 3/500
450/450 [==============================] - 0s 813us/step - loss: 0.4357 - accuracy: 0.7940
Epoch 4/500
450/450 [==============================] - 0s 796us/step - loss: 0.4339 - accuracy: 0.7940
Epoch 5/500
450/450 [==============================] - 0s 793us/step - loss: 0.4324 - accuracy: 0.7940
Epoch 6/500
450/450 [==============================] - 0s 797us/step - loss: 0.4300 - accuracy: 0.7940
Epoch 7/500
450/450 [==============================] - 0s 787us/step - loss: 0.4271 - accuracy: 0.8025
Epoch 8/500
450/450 [==============================] - 0s 837us/step - loss: 0.4247 - accuracy: 0.8183
Epoch 9/500
450/450 [==============================] - 0s 790us/step - loss: 0.4231 - accuracy: 0.8232
Epoch 10/500
450/450 [==============================] - 0s 787us/step - loss: 0.4217 - accuracy: 0.8249
Epoch 11/500
450/450 [==============================] - 0s 817us/step - loss: 0.4207 - accuracy: 0.8271
Epoch 12/500
450/450 [==============================] - 0s 791us/step - loss: 0.4195 - accuracy: 0.8282
Epoch 13/500
450/450 [==============================] - 0s 785us/step - loss: 0.4185 - accuracy: 0.8296
Epoch 14/500
450/450 [==============================] - 0s 819us/step - loss: 0.4176 - accuracy: 0.8293
Epoch 15/500
450/450 [==============================] - 0s 811us/step - loss: 0.4170 - accuracy: 0.8304
Epoch 16/500
450/450 [==============================] - 0s 811us/step - loss: 0.4160 - accuracy: 0.8301
Epoch 17/500
450/450 [==============================] - 0s 837us/step - loss: 0.4154 - accuracy: 0.8315
Epoch 18/500
450/450 [==============================] - 0s 811us/step - loss: 0.4147 - accuracy: 0.8310
Epoch 19/500
450/450 [==============================] - 0s 835us/step - loss: 0.4144 - accuracy: 0.8328
Epoch 20/500
450/450 [==============================] - 0s 793us/step - loss: 0.4135 - accuracy: 0.8324
Epoch 21/500
450/450 [==============================] - 0s 801us/step - loss: 0.4134 - accuracy: 0.8331
Epoch 22/500
450/450 [==============================] - 0s 802us/step - loss: 0.4124 - accuracy: 0.8338
Epoch 23/500
450/450 [==============================] - 0s 788us/step - loss: 0.4118 - accuracy: 0.8347
Epoch 24/500
450/450 [==============================] - 0s 783us/step - loss: 0.4111 - accuracy: 0.8326
Epoch 25/500
450/450 [==============================] - 0s 825us/step - loss: 0.4106 - accuracy: 0.8346
Epoch 26/500
450/450 [==============================] - 0s 794us/step - loss: 0.4097 - accuracy: 0.8344
Epoch 27/500
450/450 [==============================] - 0s 832us/step - loss: 0.4095 - accuracy: 0.8357
Epoch 28/500
450/450 [==============================] - 0s 814us/step - loss: 0.4090 - accuracy: 0.8339
Epoch 29/500
450/450 [==============================] - 0s 797us/step - loss: 0.4087 - accuracy: 0.8329
Epoch 30/500
450/450 [==============================] - 0s 846us/step - loss: 0.4082 - accuracy: 0.8338
Epoch 31/500
450/450 [==============================] - 0s 807us/step - loss: 0.4078 - accuracy: 0.8344
Epoch 32/500
450/450 [==============================] - 0s 799us/step - loss: 0.4072 - accuracy: 0.8333
Epoch 33/500
450/450 [==============================] - 0s 916us/step - loss: 0.4071 - accuracy: 0.8338
Epoch 34/500
450/450 [==============================] - 0s 763us/step - loss: 0.4066 - accuracy: 0.8343
Epoch 35/500
450/450 [==============================] - 0s 745us/step - loss: 0.4066 - accuracy: 0.8338
Epoch 36/500
450/450 [==============================] - 0s 774us/step - loss: 0.4059 - accuracy: 0.8336
Epoch 37/500
450/450 [==============================] - 0s 756us/step - loss: 0.4055 - accuracy: 0.83510s - loss: 0.4165 - accuracy: 
Epoch 38/500
450/450 [==============================] - 0s 751us/step - loss: 0.4056 - accuracy: 0.8339
Epoch 39/500
450/450 [==============================] - 0s 748us/step - loss: 0.4053 - accuracy: 0.8344
Epoch 40/500
450/450 [==============================] - 0s 751us/step - loss: 0.4052 - accuracy: 0.8339
Epoch 41/500
450/450 [==============================] - 0s 805us/step - loss: 0.4048 - accuracy: 0.8339
Epoch 42/500
450/450 [==============================] - 0s 744us/step - loss: 0.4047 - accuracy: 0.8347
Epoch 43/500
450/450 [==============================] - 0s 747us/step - loss: 0.4046 - accuracy: 0.8343
Epoch 44/500
450/450 [==============================] - 0s 779us/step - loss: 0.4043 - accuracy: 0.8340
Epoch 45/500
450/450 [==============================] - 0s 748us/step - loss: 0.4040 - accuracy: 0.8338
Epoch 46/500
450/450 [==============================] - 0s 740us/step - loss: 0.4038 - accuracy: 0.8347
Epoch 47/500
450/450 [==============================] - 0s 763us/step - loss: 0.4037 - accuracy: 0.8343
Epoch 48/500
450/450 [==============================] - 0s 767us/step - loss: 0.4038 - accuracy: 0.8342
Epoch 49/500
450/450 [==============================] - 0s 822us/step - loss: 0.4032 - accuracy: 0.8350
Epoch 50/500
450/450 [==============================] - 0s 768us/step - loss: 0.4030 - accuracy: 0.8342
Epoch 51/500
450/450 [==============================] - 0s 737us/step - loss: 0.4028 - accuracy: 0.8329
Epoch 52/500
450/450 [==============================] - 0s 746us/step - loss: 0.4027 - accuracy: 0.8346
Epoch 53/500
450/450 [==============================] - 0s 784us/step - loss: 0.4028 - accuracy: 0.8350
Epoch 54/500
450/450 [==============================] - 0s 746us/step - loss: 0.4026 - accuracy: 0.8332
Epoch 55/500
450/450 [==============================] - 0s 746us/step - loss: 0.4021 - accuracy: 0.8344
Epoch 56/500
450/450 [==============================] - 0s 763us/step - loss: 0.4021 - accuracy: 0.8354
Epoch 57/500
450/450 [==============================] - 0s 744us/step - loss: 0.4018 - accuracy: 0.8360
Epoch 58/500
450/450 [==============================] - 0s 751us/step - loss: 0.4021 - accuracy: 0.8335
Epoch 59/500
450/450 [==============================] - 0s 809us/step - loss: 0.4016 - accuracy: 0.8335
Epoch 60/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4019 - accuracy: 0.8356
Epoch 61/500
450/450 [==============================] - 0s 797us/step - loss: 0.4017 - accuracy: 0.8344
Epoch 62/500
450/450 [==============================] - 0s 734us/step - loss: 0.4015 - accuracy: 0.8336
Epoch 63/500
450/450 [==============================] - 0s 751us/step - loss: 0.4013 - accuracy: 0.8356
Epoch 64/500
450/450 [==============================] - 0s 757us/step - loss: 0.4016 - accuracy: 0.8344
Epoch 65/500
450/450 [==============================] - 0s 738us/step - loss: 0.4014 - accuracy: 0.8353
Epoch 66/500
450/450 [==============================] - 0s 742us/step - loss: 0.4011 - accuracy: 0.8340
Epoch 67/500
450/450 [==============================] - 0s 757us/step - loss: 0.4013 - accuracy: 0.8346
Epoch 68/500
450/450 [==============================] - 0s 745us/step - loss: 0.4013 - accuracy: 0.8343
Epoch 69/500
450/450 [==============================] - 0s 757us/step - loss: 0.4009 - accuracy: 0.8357
Epoch 70/500
450/450 [==============================] - 0s 740us/step - loss: 0.4011 - accuracy: 0.8344
Epoch 71/500
450/450 [==============================] - 0s 740us/step - loss: 0.4009 - accuracy: 0.8343
Epoch 72/500
450/450 [==============================] - 0s 749us/step - loss: 0.4010 - accuracy: 0.8336
Epoch 73/500
450/450 [==============================] - 0s 746us/step - loss: 0.4009 - accuracy: 0.8340
Epoch 74/500
450/450 [==============================] - 0s 763us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 75/500
450/450 [==============================] - 0s 748us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 76/500
450/450 [==============================] - 0s 749us/step - loss: 0.4010 - accuracy: 0.8346
Epoch 77/500
450/450 [==============================] - 0s 746us/step - loss: 0.4005 - accuracy: 0.8339
Epoch 78/500
450/450 [==============================] - 0s 741us/step - loss: 0.4008 - accuracy: 0.8342
Epoch 79/500
450/450 [==============================] - 0s 762us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 80/500
450/450 [==============================] - 0s 743us/step - loss: 0.4005 - accuracy: 0.8338
Epoch 81/500
450/450 [==============================] - 0s 747us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 82/500
450/450 [==============================] - 0s 771us/step - loss: 0.4005 - accuracy: 0.8353
Epoch 83/500
450/450 [==============================] - 0s 740us/step - loss: 0.4000 - accuracy: 0.8343
Epoch 84/500
450/450 [==============================] - 0s 747us/step - loss: 0.4008 - accuracy: 0.8350
Epoch 85/500
450/450 [==============================] - 0s 759us/step - loss: 0.4007 - accuracy: 0.8339
Epoch 86/500
450/450 [==============================] - 0s 742us/step - loss: 0.4001 - accuracy: 0.8342
Epoch 87/500
450/450 [==============================] - 0s 745us/step - loss: 0.4006 - accuracy: 0.8343
Epoch 88/500
450/450 [==============================] - 0s 766us/step - loss: 0.4006 - accuracy: 0.8349
Epoch 89/500
450/450 [==============================] - 0s 760us/step - loss: 0.4005 - accuracy: 0.8342
Epoch 90/500
450/450 [==============================] - 0s 743us/step - loss: 0.4002 - accuracy: 0.8347
Epoch 91/500
450/450 [==============================] - 0s 764us/step - loss: 0.4002 - accuracy: 0.8347
Epoch 92/500
450/450 [==============================] - 0s 740us/step - loss: 0.4000 - accuracy: 0.8350
Epoch 93/500
450/450 [==============================] - 0s 742us/step - loss: 0.4004 - accuracy: 0.8351
Epoch 94/500
450/450 [==============================] - 0s 791us/step - loss: 0.4000 - accuracy: 0.8342
Epoch 95/500
450/450 [==============================] - 0s 740us/step - loss: 0.4002 - accuracy: 0.8325
Epoch 96/500
450/450 [==============================] - 0s 753us/step - loss: 0.3999 - accuracy: 0.8346
Epoch 97/500
450/450 [==============================] - 0s 736us/step - loss: 0.4005 - accuracy: 0.8333
Epoch 98/500
450/450 [==============================] - 0s 735us/step - loss: 0.4001 - accuracy: 0.8343
Epoch 99/500
450/450 [==============================] - 0s 743us/step - loss: 0.4002 - accuracy: 0.8335
Epoch 100/500
450/450 [==============================] - 0s 762us/step - loss: 0.4000 - accuracy: 0.8344
Epoch 101/500
450/450 [==============================] - 0s 736us/step - loss: 0.4000 - accuracy: 0.8356
Epoch 102/500
450/450 [==============================] - 0s 758us/step - loss: 0.4002 - accuracy: 0.8350
Epoch 103/500
450/450 [==============================] - 0s 771us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 104/500
450/450 [==============================] - 0s 744us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 105/500
450/450 [==============================] - 0s 771us/step - loss: 0.4003 - accuracy: 0.8335
Epoch 106/500
450/450 [==============================] - 0s 738us/step - loss: 0.3997 - accuracy: 0.8363
Epoch 107/500
450/450 [==============================] - 0s 736us/step - loss: 0.3996 - accuracy: 0.8353
Epoch 108/500
450/450 [==============================] - 0s 758us/step - loss: 0.3997 - accuracy: 0.8358
Epoch 109/500
450/450 [==============================] - 0s 773us/step - loss: 0.3998 - accuracy: 0.8343
Epoch 110/500
450/450 [==============================] - 0s 805us/step - loss: 0.3998 - accuracy: 0.8340
Epoch 111/500
450/450 [==============================] - 0s 849us/step - loss: 0.3999 - accuracy: 0.83420s - loss: 0.3981 - accuracy: 0.83
Epoch 112/500
450/450 [==============================] - 0s 794us/step - loss: 0.3997 - accuracy: 0.8342
Epoch 113/500
450/450 [==============================] - 0s 779us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 114/500
450/450 [==============================] - 0s 767us/step - loss: 0.3993 - accuracy: 0.8344
Epoch 115/500
450/450 [==============================] - 0s 746us/step - loss: 0.3997 - accuracy: 0.8346
Epoch 116/500
450/450 [==============================] - 0s 741us/step - loss: 0.4000 - accuracy: 0.8353
Epoch 117/500
450/450 [==============================] - 0s 768us/step - loss: 0.3997 - accuracy: 0.8350
Epoch 118/500
450/450 [==============================] - 0s 760us/step - loss: 0.3995 - accuracy: 0.8351
Epoch 119/500
450/450 [==============================] - 0s 748us/step - loss: 0.3997 - accuracy: 0.8351
Epoch 120/500
450/450 [==============================] - 0s 761us/step - loss: 0.4000 - accuracy: 0.8363
Epoch 121/500
450/450 [==============================] - 0s 740us/step - loss: 0.3997 - accuracy: 0.8353
Epoch 122/500
450/450 [==============================] - 0s 742us/step - loss: 0.3996 - accuracy: 0.8350
Epoch 123/500
450/450 [==============================] - 0s 766us/step - loss: 0.3994 - accuracy: 0.8346
Epoch 124/500
450/450 [==============================] - 0s 742us/step - loss: 0.3997 - accuracy: 0.8347
Epoch 125/500
450/450 [==============================] - 0s 749us/step - loss: 0.3997 - accuracy: 0.8342
Epoch 126/500
450/450 [==============================] - 0s 760us/step - loss: 0.3997 - accuracy: 0.8361
Epoch 127/500
450/450 [==============================] - 0s 742us/step - loss: 0.3994 - accuracy: 0.8340
Epoch 128/500
450/450 [==============================] - 0s 749us/step - loss: 0.3997 - accuracy: 0.8340
Epoch 129/500
450/450 [==============================] - 0s 764us/step - loss: 0.3997 - accuracy: 0.8346
Epoch 130/500
450/450 [==============================] - 0s 744us/step - loss: 0.3993 - accuracy: 0.8346
Epoch 131/500
450/450 [==============================] - 0s 778us/step - loss: 0.3996 - accuracy: 0.8344
Epoch 132/500
450/450 [==============================] - 0s 745us/step - loss: 0.3994 - accuracy: 0.8343
Epoch 133/500
450/450 [==============================] - 0s 743us/step - loss: 0.3996 - accuracy: 0.8360
Epoch 134/500
450/450 [==============================] - 0s 765us/step - loss: 0.3994 - accuracy: 0.8361
Epoch 135/500
450/450 [==============================] - 0s 739us/step - loss: 0.3998 - accuracy: 0.8346
Epoch 136/500
450/450 [==============================] - 0s 758us/step - loss: 0.3995 - accuracy: 0.8343
Epoch 137/500
450/450 [==============================] - 0s 768us/step - loss: 0.3995 - accuracy: 0.8353
Epoch 138/500
450/450 [==============================] - 0s 735us/step - loss: 0.3990 - accuracy: 0.8346
Epoch 139/500
450/450 [==============================] - 0s 748us/step - loss: 0.3993 - accuracy: 0.8361
Epoch 140/500
450/450 [==============================] - 0s 753us/step - loss: 0.3992 - accuracy: 0.8339
Epoch 141/500
450/450 [==============================] - 0s 738us/step - loss: 0.3996 - accuracy: 0.8335
Epoch 142/500
450/450 [==============================] - 0s 745us/step - loss: 0.3990 - accuracy: 0.8346
Epoch 143/500
450/450 [==============================] - 0s 773us/step - loss: 0.3991 - accuracy: 0.8353
Epoch 144/500
450/450 [==============================] - 0s 745us/step - loss: 0.3992 - accuracy: 0.8347
Epoch 145/500
450/450 [==============================] - 0s 736us/step - loss: 0.3994 - accuracy: 0.8344
Epoch 146/500
450/450 [==============================] - 0s 780us/step - loss: 0.3990 - accuracy: 0.8363
Epoch 147/500
450/450 [==============================] - 0s 760us/step - loss: 0.3994 - accuracy: 0.8350
Epoch 148/500
450/450 [==============================] - 0s 746us/step - loss: 0.3992 - accuracy: 0.8346
Epoch 149/500
450/450 [==============================] - 0s 765us/step - loss: 0.3990 - accuracy: 0.8335
Epoch 150/500
450/450 [==============================] - 0s 740us/step - loss: 0.3991 - accuracy: 0.8346
Epoch 151/500
450/450 [==============================] - 0s 749us/step - loss: 0.3993 - accuracy: 0.8361
Epoch 152/500
450/450 [==============================] - 0s 762us/step - loss: 0.3989 - accuracy: 0.8353
Epoch 153/500
450/450 [==============================] - 0s 755us/step - loss: 0.3992 - accuracy: 0.8346
Epoch 154/500
450/450 [==============================] - 0s 745us/step - loss: 0.3992 - accuracy: 0.8361
Epoch 155/500
450/450 [==============================] - 0s 896us/step - loss: 0.3989 - accuracy: 0.8376
Epoch 156/500
450/450 [==============================] - 0s 785us/step - loss: 0.3990 - accuracy: 0.8342
Epoch 157/500
450/450 [==============================] - 0s 819us/step - loss: 0.3993 - accuracy: 0.8357
Epoch 158/500
450/450 [==============================] - 0s 775us/step - loss: 0.3988 - accuracy: 0.8344
Epoch 159/500
450/450 [==============================] - 0s 778us/step - loss: 0.3989 - accuracy: 0.8349
Epoch 160/500
450/450 [==============================] - 0s 814us/step - loss: 0.3990 - accuracy: 0.8344
Epoch 161/500
450/450 [==============================] - 0s 932us/step - loss: 0.3987 - accuracy: 0.8332
Epoch 162/500
450/450 [==============================] - 0s 951us/step - loss: 0.3989 - accuracy: 0.8328
Epoch 163/500
450/450 [==============================] - 0s 807us/step - loss: 0.3989 - accuracy: 0.8365
Epoch 164/500
450/450 [==============================] - 0s 771us/step - loss: 0.3984 - accuracy: 0.8339
Epoch 165/500
450/450 [==============================] - 0s 749us/step - loss: 0.3984 - accuracy: 0.8336
Epoch 166/500
450/450 [==============================] - 0s 776us/step - loss: 0.3987 - accuracy: 0.8356
Epoch 167/500
450/450 [==============================] - 0s 756us/step - loss: 0.3987 - accuracy: 0.8346
Epoch 168/500
450/450 [==============================] - 0s 769us/step - loss: 0.3985 - accuracy: 0.8350
Epoch 169/500
450/450 [==============================] - 0s 748us/step - loss: 0.3981 - accuracy: 0.8354
Epoch 170/500
450/450 [==============================] - 0s 749us/step - loss: 0.3989 - accuracy: 0.8344
Epoch 171/500
450/450 [==============================] - 0s 749us/step - loss: 0.3985 - accuracy: 0.8343
Epoch 172/500
450/450 [==============================] - 0s 753us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 173/500
450/450 [==============================] - 0s 756us/step - loss: 0.3987 - accuracy: 0.8344
Epoch 174/500
450/450 [==============================] - 0s 768us/step - loss: 0.3981 - accuracy: 0.8354
Epoch 175/500
450/450 [==============================] - 0s 749us/step - loss: 0.3981 - accuracy: 0.8353
Epoch 176/500
450/450 [==============================] - 0s 746us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 177/500
450/450 [==============================] - 0s 777us/step - loss: 0.3979 - accuracy: 0.8353
Epoch 178/500
450/450 [==============================] - 0s 740us/step - loss: 0.3982 - accuracy: 0.8357
Epoch 179/500
450/450 [==============================] - 0s 750us/step - loss: 0.3978 - accuracy: 0.8363
Epoch 180/500
450/450 [==============================] - 0s 776us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 181/500
450/450 [==============================] - 0s 738us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 182/500
450/450 [==============================] - 0s 780us/step - loss: 0.3982 - accuracy: 0.8353
Epoch 183/500
450/450 [==============================] - 0s 881us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 184/500
450/450 [==============================] - 0s 839us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 185/500
450/450 [==============================] - 0s 759us/step - loss: 0.3978 - accuracy: 0.8371
Epoch 186/500
450/450 [==============================] - 0s 773us/step - loss: 0.3976 - accuracy: 0.8371
Epoch 187/500
450/450 [==============================] - 0s 751us/step - loss: 0.3978 - accuracy: 0.8363
Epoch 188/500
450/450 [==============================] - 0s 770us/step - loss: 0.3975 - accuracy: 0.8364
Epoch 189/500
450/450 [==============================] - 0s 777us/step - loss: 0.3979 - accuracy: 0.8357
Epoch 190/500
450/450 [==============================] - 0s 768us/step - loss: 0.3975 - accuracy: 0.8363
Epoch 191/500
450/450 [==============================] - 0s 753us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 192/500
450/450 [==============================] - 0s 761us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 193/500
450/450 [==============================] - 0s 764us/step - loss: 0.3973 - accuracy: 0.8358
Epoch 194/500
450/450 [==============================] - 0s 752us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 195/500
450/450 [==============================] - 0s 754us/step - loss: 0.3975 - accuracy: 0.8367
Epoch 196/500
450/450 [==============================] - 0s 753us/step - loss: 0.3971 - accuracy: 0.8353
Epoch 197/500
450/450 [==============================] - 0s 764us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 198/500
450/450 [==============================] - 0s 754us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 199/500
450/450 [==============================] - 0s 753us/step - loss: 0.3969 - accuracy: 0.8375
Epoch 200/500
450/450 [==============================] - 0s 772us/step - loss: 0.3965 - accuracy: 0.8369
Epoch 201/500
450/450 [==============================] - 0s 752us/step - loss: 0.3968 - accuracy: 0.8369
Epoch 202/500
450/450 [==============================] - 0s 755us/step - loss: 0.3968 - accuracy: 0.8360
Epoch 203/500
450/450 [==============================] - 0s 771us/step - loss: 0.3969 - accuracy: 0.8361
Epoch 204/500
450/450 [==============================] - 0s 750us/step - loss: 0.3965 - accuracy: 0.8356
Epoch 205/500
450/450 [==============================] - 0s 781us/step - loss: 0.3969 - accuracy: 0.8361
Epoch 206/500
450/450 [==============================] - 0s 849us/step - loss: 0.3968 - accuracy: 0.8368
Epoch 207/500
450/450 [==============================] - 0s 741us/step - loss: 0.3968 - accuracy: 0.8356
Epoch 208/500
450/450 [==============================] - 0s 765us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 209/500
450/450 [==============================] - 0s 769us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 210/500
450/450 [==============================] - 0s 750us/step - loss: 0.3968 - accuracy: 0.8340
Epoch 211/500
450/450 [==============================] - 0s 745us/step - loss: 0.3966 - accuracy: 0.8364
Epoch 212/500
450/450 [==============================] - 0s 763us/step - loss: 0.3970 - accuracy: 0.8367
Epoch 213/500
450/450 [==============================] - 0s 741us/step - loss: 0.3967 - accuracy: 0.8357
Epoch 214/500
450/450 [==============================] - 0s 764us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 215/500
450/450 [==============================] - 0s 769us/step - loss: 0.3965 - accuracy: 0.8354
Epoch 216/500
450/450 [==============================] - 0s 739us/step - loss: 0.3966 - accuracy: 0.8363
Epoch 217/500
450/450 [==============================] - 0s 766us/step - loss: 0.3964 - accuracy: 0.8368
Epoch 218/500
450/450 [==============================] - 0s 773us/step - loss: 0.3964 - accuracy: 0.8356
Epoch 219/500
450/450 [==============================] - 0s 750us/step - loss: 0.3963 - accuracy: 0.8346
Epoch 220/500
450/450 [==============================] - 0s 766us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 221/500
450/450 [==============================] - 0s 768us/step - loss: 0.3963 - accuracy: 0.8364
Epoch 222/500
450/450 [==============================] - 0s 774us/step - loss: 0.3961 - accuracy: 0.8361
Epoch 223/500
450/450 [==============================] - 0s 759us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 224/500
450/450 [==============================] - 0s 750us/step - loss: 0.3959 - accuracy: 0.8346
Epoch 225/500
450/450 [==============================] - 0s 757us/step - loss: 0.3961 - accuracy: 0.8358
Epoch 226/500
450/450 [==============================] - 0s 774us/step - loss: 0.3960 - accuracy: 0.83680s - loss: 0.3901 - accuracy: 0.
Epoch 227/500
450/450 [==============================] - 0s 757us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 228/500
450/450 [==============================] - 0s 762us/step - loss: 0.3961 - accuracy: 0.8358
Epoch 229/500
450/450 [==============================] - 0s 773us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 230/500
450/450 [==============================] - 0s 762us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 231/500
450/450 [==============================] - 0s 748us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 232/500
450/450 [==============================] - 0s 774us/step - loss: 0.3962 - accuracy: 0.8372
Epoch 233/500
450/450 [==============================] - 0s 762us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 234/500
450/450 [==============================] - 0s 759us/step - loss: 0.3960 - accuracy: 0.8346
Epoch 235/500
450/450 [==============================] - 0s 769us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 236/500
450/450 [==============================] - 0s 753us/step - loss: 0.3959 - accuracy: 0.8372
Epoch 237/500
450/450 [==============================] - 0s 750us/step - loss: 0.3957 - accuracy: 0.8369
Epoch 238/500
450/450 [==============================] - 0s 754us/step - loss: 0.3959 - accuracy: 0.8361
Epoch 239/500
450/450 [==============================] - 0s 742us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 240/500
450/450 [==============================] - 0s 744us/step - loss: 0.3959 - accuracy: 0.8357
Epoch 241/500
450/450 [==============================] - 0s 847us/step - loss: 0.3957 - accuracy: 0.83650s - loss: 0.3906 - accuracy: 0.
Epoch 242/500
450/450 [==============================] - 0s 768us/step - loss: 0.3958 - accuracy: 0.8363
Epoch 243/500
450/450 [==============================] - 0s 812us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 244/500
450/450 [==============================] - 0s 769us/step - loss: 0.3955 - accuracy: 0.8350
Epoch 245/500
450/450 [==============================] - 0s 765us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 246/500
450/450 [==============================] - 0s 799us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 247/500
450/450 [==============================] - 0s 854us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 248/500
450/450 [==============================] - 0s 853us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 249/500
450/450 [==============================] - 0s 763us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 250/500
450/450 [==============================] - 0s 743us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 251/500
450/450 [==============================] - 0s 743us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 252/500
450/450 [==============================] - 0s 753us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 253/500
450/450 [==============================] - 0s 740us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 254/500
450/450 [==============================] - 0s 741us/step - loss: 0.3956 - accuracy: 0.8364
Epoch 255/500
450/450 [==============================] - 0s 769us/step - loss: 0.3959 - accuracy: 0.8365
Epoch 256/500
450/450 [==============================] - 0s 742us/step - loss: 0.3958 - accuracy: 0.8358
Epoch 257/500
450/450 [==============================] - 0s 762us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 258/500
450/450 [==============================] - 0s 765us/step - loss: 0.3960 - accuracy: 0.83720s - loss: 0.3738 - accu
Epoch 259/500
450/450 [==============================] - 0s 738us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 260/500
450/450 [==============================] - 0s 745us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 261/500
450/450 [==============================] - 0s 821us/step - loss: 0.3956 - accuracy: 0.8382
Epoch 262/500
450/450 [==============================] - 0s 746us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 263/500
450/450 [==============================] - 0s 741us/step - loss: 0.3958 - accuracy: 0.8357
Epoch 264/500
450/450 [==============================] - 0s 754us/step - loss: 0.3957 - accuracy: 0.8372
Epoch 265/500
450/450 [==============================] - 0s 743us/step - loss: 0.3957 - accuracy: 0.8360
Epoch 266/500
450/450 [==============================] - 0s 776us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 267/500
450/450 [==============================] - 0s 735us/step - loss: 0.3954 - accuracy: 0.8364
Epoch 268/500
450/450 [==============================] - 0s 743us/step - loss: 0.3957 - accuracy: 0.8360
Epoch 269/500
450/450 [==============================] - 0s 763us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 270/500
450/450 [==============================] - 0s 743us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 271/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8361
Epoch 272/500
450/450 [==============================] - 0s 793us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 273/500
450/450 [==============================] - 0s 752us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 274/500
450/450 [==============================] - 0s 878us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 275/500
450/450 [==============================] - 0s 742us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 276/500
450/450 [==============================] - 0s 744us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 277/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 278/500
450/450 [==============================] - 0s 740us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 279/500
450/450 [==============================] - 0s 749us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 280/500
450/450 [==============================] - 0s 768us/step - loss: 0.3954 - accuracy: 0.8350
Epoch 281/500
450/450 [==============================] - 0s 743us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 282/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 283/500
450/450 [==============================] - 0s 769us/step - loss: 0.3953 - accuracy: 0.8346
Epoch 284/500
450/450 [==============================] - 0s 745us/step - loss: 0.3955 - accuracy: 0.8354
Epoch 285/500
450/450 [==============================] - 0s 748us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 286/500
450/450 [==============================] - 0s 804us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 287/500
450/450 [==============================] - 0s 751us/step - loss: 0.3955 - accuracy: 0.8372
Epoch 288/500
450/450 [==============================] - 0s 754us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 289/500
450/450 [==============================] - 0s 777us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 290/500
450/450 [==============================] - 0s 764us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 291/500
450/450 [==============================] - 0s 737us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 292/500
450/450 [==============================] - 0s 762us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 293/500
450/450 [==============================] - 0s 752us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 294/500
450/450 [==============================] - 0s 747us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 295/500
450/450 [==============================] - 0s 778us/step - loss: 0.3956 - accuracy: 0.8353
Epoch 296/500
450/450 [==============================] - 0s 745us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 297/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8371
Epoch 298/500
450/450 [==============================] - 0s 984us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 299/500
450/450 [==============================] - 0s 980us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 300/500
450/450 [==============================] - 0s 876us/step - loss: 0.3955 - accuracy: 0.8347
Epoch 301/500
450/450 [==============================] - 0s 955us/step - loss: 0.3955 - accuracy: 0.8381
Epoch 302/500
450/450 [==============================] - 0s 908us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 303/500
450/450 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 304/500
450/450 [==============================] - 0s 875us/step - loss: 0.3954 - accuracy: 0.8358
Epoch 305/500
450/450 [==============================] - 0s 774us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 306/500
450/450 [==============================] - 0s 810us/step - loss: 0.3957 - accuracy: 0.8361
Epoch 307/500
450/450 [==============================] - 0s 772us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 308/500
450/450 [==============================] - 0s 791us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 309/500
450/450 [==============================] - 0s 804us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 310/500
450/450 [==============================] - 0s 771us/step - loss: 0.3952 - accuracy: 0.8363
Epoch 311/500
450/450 [==============================] - 0s 783us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 312/500
450/450 [==============================] - 0s 777us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 313/500
450/450 [==============================] - 0s 887us/step - loss: 0.3953 - accuracy: 0.8344
Epoch 314/500
450/450 [==============================] - 0s 865us/step - loss: 0.3954 - accuracy: 0.8351
Epoch 315/500
450/450 [==============================] - 0s 790us/step - loss: 0.3957 - accuracy: 0.8357
Epoch 316/500
450/450 [==============================] - 0s 772us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 317/500
450/450 [==============================] - 0s 757us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 318/500
450/450 [==============================] - 0s 772us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 319/500
450/450 [==============================] - 0s 766us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 320/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8382
Epoch 321/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8364
Epoch 322/500
450/450 [==============================] - 0s 760us/step - loss: 0.3953 - accuracy: 0.8356
Epoch 323/500
450/450 [==============================] - 0s 788us/step - loss: 0.3956 - accuracy: 0.8376
Epoch 324/500
450/450 [==============================] - 0s 781us/step - loss: 0.3950 - accuracy: 0.8358
Epoch 325/500
450/450 [==============================] - 0s 793us/step - loss: 0.3957 - accuracy: 0.8361
Epoch 326/500
450/450 [==============================] - 0s 858us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 327/500
450/450 [==============================] - 0s 850us/step - loss: 0.3953 - accuracy: 0.8369
Epoch 328/500
450/450 [==============================] - 0s 812us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 329/500
450/450 [==============================] - 0s 777us/step - loss: 0.3956 - accuracy: 0.8375
Epoch 330/500
450/450 [==============================] - 0s 766us/step - loss: 0.3953 - accuracy: 0.8360
Epoch 331/500
450/450 [==============================] - 0s 794us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 332/500
450/450 [==============================] - 0s 764us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 333/500
450/450 [==============================] - 0s 757us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 334/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 335/500
450/450 [==============================] - 0s 773us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 336/500
450/450 [==============================] - 0s 768us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 337/500
450/450 [==============================] - 0s 774us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 338/500
450/450 [==============================] - 0s 760us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 339/500
450/450 [==============================] - 0s 769us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 340/500
450/450 [==============================] - 0s 789us/step - loss: 0.3953 - accuracy: 0.8368
Epoch 341/500
450/450 [==============================] - 0s 764us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 342/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 343/500
450/450 [==============================] - 0s 784us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 344/500
450/450 [==============================] - 0s 771us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 345/500
450/450 [==============================] - 0s 797us/step - loss: 0.3951 - accuracy: 0.8354
Epoch 346/500
450/450 [==============================] - 0s 814us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 347/500
450/450 [==============================] - 0s 757us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 348/500
450/450 [==============================] - 0s 760us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 349/500
450/450 [==============================] - 0s 802us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 350/500
450/450 [==============================] - 0s 763us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 351/500
450/450 [==============================] - 0s 766us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 352/500
450/450 [==============================] - 0s 773us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 353/500
450/450 [==============================] - 0s 757us/step - loss: 0.3952 - accuracy: 0.8353
Epoch 354/500
450/450 [==============================] - 0s 760us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 355/500
450/450 [==============================] - 0s 774us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 356/500
450/450 [==============================] - 0s 756us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 357/500
450/450 [==============================] - 0s 798us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 358/500
450/450 [==============================] - 0s 763us/step - loss: 0.3953 - accuracy: 0.8360
Epoch 359/500
450/450 [==============================] - 0s 764us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 360/500
450/450 [==============================] - 0s 792us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 361/500
450/450 [==============================] - 0s 772us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 362/500
450/450 [==============================] - 0s 768us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 363/500
450/450 [==============================] - 0s 815us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 364/500
450/450 [==============================] - 0s 766us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 365/500
450/450 [==============================] - 0s 766us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 366/500
450/450 [==============================] - 0s 770us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 367/500
450/450 [==============================] - 0s 834us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 368/500
450/450 [==============================] - 0s 933us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 369/500
450/450 [==============================] - 0s 857us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 370/500
450/450 [==============================] - 0s 781us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 371/500
450/450 [==============================] - 0s 788us/step - loss: 0.3952 - accuracy: 0.8347
Epoch 372/500
450/450 [==============================] - 0s 772us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 373/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 374/500
450/450 [==============================] - 0s 858us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 375/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 376/500
450/450 [==============================] - 0s 769us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 377/500
450/450 [==============================] - 0s 796us/step - loss: 0.3956 - accuracy: 0.8364
Epoch 378/500
450/450 [==============================] - 0s 782us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 379/500
450/450 [==============================] - 0s 770us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 380/500
450/450 [==============================] - 0s 770us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 381/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8357
Epoch 382/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 383/500
450/450 [==============================] - 0s 764us/step - loss: 0.3950 - accuracy: 0.8358
Epoch 384/500
450/450 [==============================] - 0s 761us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 385/500
450/450 [==============================] - 0s 794us/step - loss: 0.3949 - accuracy: 0.8356
Epoch 386/500
450/450 [==============================] - 0s 767us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 387/500
450/450 [==============================] - 0s 776us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 388/500
450/450 [==============================] - 0s 845us/step - loss: 0.3953 - accuracy: 0.8358
Epoch 389/500
450/450 [==============================] - 0s 801us/step - loss: 0.3947 - accuracy: 0.8358
Epoch 390/500
450/450 [==============================] - 0s 805us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 391/500
450/450 [==============================] - 0s 782us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 392/500
450/450 [==============================] - 0s 772us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 393/500
450/450 [==============================] - 0s 788us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 394/500
450/450 [==============================] - 0s 782us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 395/500
450/450 [==============================] - 0s 778us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 396/500
450/450 [==============================] - 0s 791us/step - loss: 0.3950 - accuracy: 0.8367
Epoch 397/500
450/450 [==============================] - 0s 774us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 398/500
450/450 [==============================] - 0s 778us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 399/500
450/450 [==============================] - 0s 791us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 400/500
450/450 [==============================] - 0s 788us/step - loss: 0.3950 - accuracy: 0.8357
Epoch 401/500
450/450 [==============================] - 0s 774us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 402/500
450/450 [==============================] - 0s 787us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 403/500
450/450 [==============================] - 0s 770us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 404/500
450/450 [==============================] - 0s 832us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 405/500
450/450 [==============================] - 0s 794us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 406/500
450/450 [==============================] - 0s 764us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 407/500
450/450 [==============================] - 0s 776us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 408/500
450/450 [==============================] - 0s 770us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 409/500
450/450 [==============================] - 0s 768us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 410/500
450/450 [==============================] - 0s 791us/step - loss: 0.3950 - accuracy: 0.8354
Epoch 411/500
450/450 [==============================] - 0s 774us/step - loss: 0.3953 - accuracy: 0.8369
Epoch 412/500
450/450 [==============================] - 0s 870us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 413/500
450/450 [==============================] - 0s 944us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 414/500
450/450 [==============================] - 0s 876us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 415/500
450/450 [==============================] - 0s 941us/step - loss: 0.3948 - accuracy: 0.8364
Epoch 416/500
450/450 [==============================] - 0s 880us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 417/500
450/450 [==============================] - 0s 863us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 418/500
450/450 [==============================] - 0s 912us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 419/500
450/450 [==============================] - 0s 877us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 420/500
450/450 [==============================] - 0s 864us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 421/500
450/450 [==============================] - 0s 926us/step - loss: 0.3949 - accuracy: 0.83780s - loss: 0.3957 - accuracy: 
Epoch 422/500
450/450 [==============================] - 0s 918us/step - loss: 0.3952 - accuracy: 0.8357
Epoch 423/500
450/450 [==============================] - 0s 889us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 424/500
450/450 [==============================] - 0s 803us/step - loss: 0.3954 - accuracy: 0.8358
Epoch 425/500
450/450 [==============================] - 0s 948us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 426/500
450/450 [==============================] - 0s 919us/step - loss: 0.3950 - accuracy: 0.8353
Epoch 427/500
450/450 [==============================] - 0s 922us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 428/500
450/450 [==============================] - 0s 949us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 429/500
450/450 [==============================] - 0s 826us/step - loss: 0.3954 - accuracy: 0.8354
Epoch 430/500
450/450 [==============================] - 0s 843us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 431/500
450/450 [==============================] - 0s 917us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 432/500
450/450 [==============================] - 0s 908us/step - loss: 0.3945 - accuracy: 0.8371
Epoch 433/500
450/450 [==============================] - 0s 786us/step - loss: 0.3953 - accuracy: 0.8353
Epoch 434/500
450/450 [==============================] - 0s 764us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 435/500
450/450 [==============================] - 0s 819us/step - loss: 0.3952 - accuracy: 0.8372
Epoch 436/500
450/450 [==============================] - 0s 803us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 437/500
450/450 [==============================] - 0s 759us/step - loss: 0.3948 - accuracy: 0.8357
Epoch 438/500
450/450 [==============================] - 0s 779us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 439/500
450/450 [==============================] - 0s 780us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 440/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 441/500
450/450 [==============================] - 0s 782us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 442/500
450/450 [==============================] - 0s 762us/step - loss: 0.3950 - accuracy: 0.8354
Epoch 443/500
450/450 [==============================] - 0s 792us/step - loss: 0.3951 - accuracy: 0.8349
Epoch 444/500
450/450 [==============================] - 0s 779us/step - loss: 0.3951 - accuracy: 0.8358
Epoch 445/500
450/450 [==============================] - 0s 772us/step - loss: 0.3948 - accuracy: 0.8349
Epoch 446/500
450/450 [==============================] - 0s 762us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 447/500
450/450 [==============================] - 0s 774us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 448/500
450/450 [==============================] - 0s 782us/step - loss: 0.3952 - accuracy: 0.8361
Epoch 449/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8358
Epoch 450/500
450/450 [==============================] - 0s 846us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 451/500
450/450 [==============================] - 0s 773us/step - loss: 0.3952 - accuracy: 0.8361
Epoch 452/500
450/450 [==============================] - 0s 787us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 453/500
450/450 [==============================] - 0s 777us/step - loss: 0.3947 - accuracy: 0.8358
Epoch 454/500
450/450 [==============================] - 0s 771us/step - loss: 0.3949 - accuracy: 0.8361
Epoch 455/500
450/450 [==============================] - 0s 777us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 456/500
450/450 [==============================] - 0s 766us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 457/500
450/450 [==============================] - 0s 763us/step - loss: 0.3952 - accuracy: 0.8363
Epoch 458/500
450/450 [==============================] - 0s 800us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 459/500
450/450 [==============================] - 0s 771us/step - loss: 0.3949 - accuracy: 0.8358
Epoch 460/500
450/450 [==============================] - 0s 775us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 461/500
450/450 [==============================] - 0s 788us/step - loss: 0.3950 - accuracy: 0.8367
Epoch 462/500
450/450 [==============================] - 0s 760us/step - loss: 0.3947 - accuracy: 0.8369
Epoch 463/500
450/450 [==============================] - 0s 773us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 464/500
450/450 [==============================] - 0s 803us/step - loss: 0.3950 - accuracy: 0.8356
Epoch 465/500
450/450 [==============================] - 0s 761us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 466/500
450/450 [==============================] - 0s 778us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 467/500
450/450 [==============================] - 0s 795us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 468/500
450/450 [==============================] - 0s 762us/step - loss: 0.3943 - accuracy: 0.8358
Epoch 469/500
450/450 [==============================] - 0s 835us/step - loss: 0.3954 - accuracy: 0.8354
Epoch 470/500
450/450 [==============================] - 0s 957us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 471/500
450/450 [==============================] - 0s 828us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 472/500
450/450 [==============================] - 0s 767us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 473/500
450/450 [==============================] - 0s 763us/step - loss: 0.3945 - accuracy: 0.8356
Epoch 474/500
450/450 [==============================] - 0s 814us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 475/500
450/450 [==============================] - 0s 816us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 476/500
450/450 [==============================] - 0s 811us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 477/500
450/450 [==============================] - 0s 782us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 478/500
450/450 [==============================] - 0s 776us/step - loss: 0.3951 - accuracy: 0.8374
Epoch 479/500
450/450 [==============================] - 0s 768us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 480/500
450/450 [==============================] - 0s 765us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 481/500
450/450 [==============================] - 0s 832us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 482/500
450/450 [==============================] - 0s 761us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 483/500
450/450 [==============================] - 0s 777us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 484/500
450/450 [==============================] - 0s 772us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 485/500
450/450 [==============================] - 0s 758us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 486/500
450/450 [==============================] - 0s 779us/step - loss: 0.3953 - accuracy: 0.8376
Epoch 487/500
450/450 [==============================] - 0s 762us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 488/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 489/500
450/450 [==============================] - 0s 774us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 490/500
450/450 [==============================] - 0s 760us/step - loss: 0.3947 - accuracy: 0.8364
Epoch 491/500
450/450 [==============================] - 0s 809us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 492/500
450/450 [==============================] - 0s 754us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 493/500
450/450 [==============================] - 0s 760us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 494/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 495/500
450/450 [==============================] - 0s 883us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 496/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8357
Epoch 497/500
450/450 [==============================] - 0s 821us/step - loss: 0.3948 - accuracy: 0.8372
Epoch 498/500
450/450 [==============================] - 0s 763us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 499/500
450/450 [==============================] - 0s 760us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 500/500
450/450 [==============================] - 0s 782us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 1/500
450/450 [==============================] - 0s 795us/step - loss: 0.5325 - accuracy: 0.7960
Epoch 2/500
450/450 [==============================] - 0s 777us/step - loss: 0.4349 - accuracy: 0.7960
Epoch 3/500
450/450 [==============================] - 0s 779us/step - loss: 0.4301 - accuracy: 0.7960
Epoch 4/500
450/450 [==============================] - 0s 835us/step - loss: 0.4262 - accuracy: 0.7960
Epoch 5/500
450/450 [==============================] - 0s 778us/step - loss: 0.4226 - accuracy: 0.7975
Epoch 6/500
450/450 [==============================] - 0s 772us/step - loss: 0.4197 - accuracy: 0.8189
Epoch 7/500
450/450 [==============================] - 0s 806us/step - loss: 0.4175 - accuracy: 0.8260
Epoch 8/500
450/450 [==============================] - 0s 808us/step - loss: 0.4157 - accuracy: 0.8288
Epoch 9/500
450/450 [==============================] - 0s 781us/step - loss: 0.4140 - accuracy: 0.8286
Epoch 10/500
450/450 [==============================] - 0s 788us/step - loss: 0.4121 - accuracy: 0.8317
Epoch 11/500
450/450 [==============================] - 0s 787us/step - loss: 0.4106 - accuracy: 0.8329
Epoch 12/500
450/450 [==============================] - 0s 775us/step - loss: 0.4090 - accuracy: 0.8333
Epoch 13/500
450/450 [==============================] - 0s 832us/step - loss: 0.4082 - accuracy: 0.8347
Epoch 14/500
450/450 [==============================] - 0s 806us/step - loss: 0.4071 - accuracy: 0.8342
Epoch 15/500
450/450 [==============================] - 0s 832us/step - loss: 0.4060 - accuracy: 0.8340
Epoch 16/500
450/450 [==============================] - 0s 788us/step - loss: 0.4049 - accuracy: 0.8367
Epoch 17/500
450/450 [==============================] - 0s 780us/step - loss: 0.4043 - accuracy: 0.8349
Epoch 18/500
450/450 [==============================] - 0s 813us/step - loss: 0.4031 - accuracy: 0.8371
Epoch 19/500
450/450 [==============================] - 0s 798us/step - loss: 0.4028 - accuracy: 0.8367
Epoch 20/500
450/450 [==============================] - 0s 817us/step - loss: 0.4025 - accuracy: 0.8369
Epoch 21/500
450/450 [==============================] - 0s 821us/step - loss: 0.4016 - accuracy: 0.8371
Epoch 22/500
450/450 [==============================] - 0s 791us/step - loss: 0.4013 - accuracy: 0.8389
Epoch 23/500
450/450 [==============================] - 0s 789us/step - loss: 0.4007 - accuracy: 0.8381
Epoch 24/500
450/450 [==============================] - 0s 816us/step - loss: 0.4002 - accuracy: 0.8374
Epoch 25/500
450/450 [==============================] - 0s 811us/step - loss: 0.4007 - accuracy: 0.8388
Epoch 26/500
450/450 [==============================] - 0s 803us/step - loss: 0.4000 - accuracy: 0.8393
Epoch 27/500
450/450 [==============================] - 0s 778us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 28/500
450/450 [==============================] - 0s 794us/step - loss: 0.3997 - accuracy: 0.8385
Epoch 29/500
450/450 [==============================] - 0s 812us/step - loss: 0.3991 - accuracy: 0.8379
Epoch 30/500
450/450 [==============================] - 0s 791us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 31/500
450/450 [==============================] - 0s 782us/step - loss: 0.3990 - accuracy: 0.8381
Epoch 32/500
450/450 [==============================] - 0s 823us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 33/500
450/450 [==============================] - 0s 790us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 34/500
450/450 [==============================] - 0s 780us/step - loss: 0.3984 - accuracy: 0.8376
Epoch 35/500
450/450 [==============================] - 0s 809us/step - loss: 0.3984 - accuracy: 0.8378
Epoch 36/500
450/450 [==============================] - 0s 788us/step - loss: 0.3979 - accuracy: 0.8368
Epoch 37/500
450/450 [==============================] - 0s 875us/step - loss: 0.3978 - accuracy: 0.8389
Epoch 38/500
450/450 [==============================] - 0s 781us/step - loss: 0.3975 - accuracy: 0.8382
Epoch 39/500
450/450 [==============================] - 0s 748us/step - loss: 0.3974 - accuracy: 0.8393
Epoch 40/500
450/450 [==============================] - 0s 771us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 41/500
450/450 [==============================] - 0s 741us/step - loss: 0.3971 - accuracy: 0.8385
Epoch 42/500
450/450 [==============================] - 0s 745us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 43/500
450/450 [==============================] - 0s 770us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 44/500
450/450 [==============================] - 0s 742us/step - loss: 0.3970 - accuracy: 0.8386
Epoch 45/500
450/450 [==============================] - 0s 743us/step - loss: 0.3967 - accuracy: 0.8393
Epoch 46/500
450/450 [==============================] - 0s 769us/step - loss: 0.3969 - accuracy: 0.8381
Epoch 47/500
450/450 [==============================] - 0s 744us/step - loss: 0.3967 - accuracy: 0.8388
Epoch 48/500
450/450 [==============================] - 0s 759us/step - loss: 0.3967 - accuracy: 0.8390
Epoch 49/500
450/450 [==============================] - 0s 779us/step - loss: 0.3965 - accuracy: 0.83720s - loss: 0.3985 - accuracy
Epoch 50/500
450/450 [==============================] - 0s 785us/step - loss: 0.3962 - accuracy: 0.8403
Epoch 51/500
450/450 [==============================] - 0s 754us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 52/500
450/450 [==============================] - 0s 758us/step - loss: 0.3958 - accuracy: 0.8394
Epoch 53/500
450/450 [==============================] - 0s 761us/step - loss: 0.3956 - accuracy: 0.8389
Epoch 54/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3957 - accuracy: 0.8397
Epoch 55/500
450/450 [==============================] - 0s 748us/step - loss: 0.3959 - accuracy: 0.8396
Epoch 56/500
450/450 [==============================] - 0s 863us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 57/500
450/450 [==============================] - 0s 784us/step - loss: 0.3957 - accuracy: 0.8406
Epoch 58/500
450/450 [==============================] - 0s 751us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 59/500
450/450 [==============================] - 0s 750us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 60/500
450/450 [==============================] - 0s 776us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 61/500
450/450 [==============================] - 0s 742us/step - loss: 0.3944 - accuracy: 0.8396
Epoch 62/500
450/450 [==============================] - 0s 750us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 63/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8399
Epoch 64/500
450/450 [==============================] - 0s 751us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 65/500
450/450 [==============================] - 0s 748us/step - loss: 0.3953 - accuracy: 0.8396
Epoch 66/500
450/450 [==============================] - 0s 766us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 67/500
450/450 [==============================] - 0s 740us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 68/500
450/450 [==============================] - 0s 746us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 69/500
450/450 [==============================] - 0s 776us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 70/500
450/450 [==============================] - 0s 744us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 71/500
450/450 [==============================] - 0s 746us/step - loss: 0.3947 - accuracy: 0.8389
Epoch 72/500
450/450 [==============================] - 0s 751us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 73/500
450/450 [==============================] - 0s 741us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 74/500
450/450 [==============================] - 0s 761us/step - loss: 0.3948 - accuracy: 0.8383
Epoch 75/500
450/450 [==============================] - 0s 743us/step - loss: 0.3951 - accuracy: 0.8389
Epoch 76/500
450/450 [==============================] - 0s 743us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 77/500
450/450 [==============================] - 0s 759us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 78/500
450/450 [==============================] - 0s 770us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 79/500
450/450 [==============================] - 0s 744us/step - loss: 0.3948 - accuracy: 0.8394
Epoch 80/500
450/450 [==============================] - 0s 798us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 81/500
450/450 [==============================] - 0s 748us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 82/500
450/450 [==============================] - 0s 745us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 83/500
450/450 [==============================] - 0s 754us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 84/500
450/450 [==============================] - 0s 750us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 85/500
450/450 [==============================] - 0s 753us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 86/500
450/450 [==============================] - 0s 767us/step - loss: 0.3945 - accuracy: 0.8383
Epoch 87/500
450/450 [==============================] - 0s 748us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 88/500
450/450 [==============================] - 0s 767us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 89/500
450/450 [==============================] - 0s 803us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 90/500
450/450 [==============================] - 0s 795us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 91/500
450/450 [==============================] - 0s 770us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 92/500
450/450 [==============================] - 0s 767us/step - loss: 0.3941 - accuracy: 0.8372
Epoch 93/500
450/450 [==============================] - 0s 774us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 94/500
450/450 [==============================] - 0s 754us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 95/500
450/450 [==============================] - 0s 772us/step - loss: 0.3942 - accuracy: 0.8379
Epoch 96/500
450/450 [==============================] - 0s 753us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 97/500
450/450 [==============================] - 0s 765us/step - loss: 0.3944 - accuracy: 0.8394
Epoch 98/500
450/450 [==============================] - 0s 773us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 99/500
450/450 [==============================] - 0s 762us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 100/500
450/450 [==============================] - 0s 751us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 101/500
450/450 [==============================] - 0s 766us/step - loss: 0.3939 - accuracy: 0.8365
Epoch 102/500
450/450 [==============================] - 0s 740us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 103/500
450/450 [==============================] - 0s 769us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 104/500
450/450 [==============================] - 0s 745us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 105/500
450/450 [==============================] - 0s 741us/step - loss: 0.3940 - accuracy: 0.8369
Epoch 106/500
450/450 [==============================] - 0s 757us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 107/500
450/450 [==============================] - 0s 759us/step - loss: 0.3943 - accuracy: 0.8368
Epoch 108/500
450/450 [==============================] - 0s 739us/step - loss: 0.3944 - accuracy: 0.8394
Epoch 109/500
450/450 [==============================] - 0s 760us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 110/500
450/450 [==============================] - 0s 749us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 111/500
450/450 [==============================] - 0s 740us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 112/500
450/450 [==============================] - 0s 761us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 113/500
450/450 [==============================] - 0s 793us/step - loss: 0.3943 - accuracy: 0.8379
Epoch 114/500
450/450 [==============================] - 0s 885us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 115/500
450/450 [==============================] - 0s 758us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 116/500
450/450 [==============================] - 0s 747us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 117/500
450/450 [==============================] - 0s 755us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 118/500
450/450 [==============================] - 0s 754us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 119/500
450/450 [==============================] - 0s 776us/step - loss: 0.3942 - accuracy: 0.8385
Epoch 120/500
450/450 [==============================] - 0s 740us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 121/500
450/450 [==============================] - 0s 773us/step - loss: 0.3938 - accuracy: 0.8396
Epoch 122/500
450/450 [==============================] - 0s 756us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 123/500
450/450 [==============================] - 0s 743us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 124/500
450/450 [==============================] - 0s 763us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 125/500
450/450 [==============================] - 0s 741us/step - loss: 0.3940 - accuracy: 0.8381
Epoch 126/500
450/450 [==============================] - 0s 746us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 127/500
450/450 [==============================] - 0s 764us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 128/500
450/450 [==============================] - 0s 743us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 129/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3941 - accuracy: 0.8379
Epoch 130/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3940 - accuracy: 0.8375
Epoch 131/500
450/450 [==============================] - 0s 975us/step - loss: 0.3940 - accuracy: 0.8379
Epoch 132/500
450/450 [==============================] - 0s 876us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 133/500
450/450 [==============================] - 0s 909us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 134/500
450/450 [==============================] - 0s 977us/step - loss: 0.3941 - accuracy: 0.8371
Epoch 135/500
450/450 [==============================] - 0s 936us/step - loss: 0.3940 - accuracy: 0.8381
Epoch 136/500
450/450 [==============================] - 0s 821us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 137/500
450/450 [==============================] - 0s 835us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 138/500
450/450 [==============================] - 0s 822us/step - loss: 0.3940 - accuracy: 0.8371
Epoch 139/500
450/450 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 140/500
450/450 [==============================] - 0s 749us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 141/500
450/450 [==============================] - 0s 768us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 142/500
450/450 [==============================] - 0s 814us/step - loss: 0.3940 - accuracy: 0.8374
Epoch 143/500
450/450 [==============================] - 0s 777us/step - loss: 0.3940 - accuracy: 0.8369
Epoch 144/500
450/450 [==============================] - 0s 781us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 145/500
450/450 [==============================] - 0s 838us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 146/500
450/450 [==============================] - 0s 835us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 147/500
450/450 [==============================] - 0s 790us/step - loss: 0.3943 - accuracy: 0.8376
Epoch 148/500
450/450 [==============================] - 0s 748us/step - loss: 0.3942 - accuracy: 0.8388
Epoch 149/500
450/450 [==============================] - 0s 758us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 150/500
450/450 [==============================] - 0s 772us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 151/500
450/450 [==============================] - 0s 747us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 152/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3939 - accuracy: 0.8389
Epoch 153/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8365
Epoch 154/500
450/450 [==============================] - 0s 853us/step - loss: 0.3941 - accuracy: 0.8368
Epoch 155/500
450/450 [==============================] - 0s 749us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 156/500
450/450 [==============================] - 0s 776us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 157/500
450/450 [==============================] - 0s 755us/step - loss: 0.3941 - accuracy: 0.8360
Epoch 158/500
450/450 [==============================] - 0s 838us/step - loss: 0.3938 - accuracy: 0.8371
Epoch 159/500
450/450 [==============================] - 0s 889us/step - loss: 0.3941 - accuracy: 0.8378
Epoch 160/500
450/450 [==============================] - 0s 801us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 161/500
450/450 [==============================] - 0s 749us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 162/500
450/450 [==============================] - 0s 789us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 163/500
450/450 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8374
Epoch 164/500
450/450 [==============================] - 0s 748us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 165/500
450/450 [==============================] - 0s 746us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 166/500
450/450 [==============================] - 0s 780us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 167/500
450/450 [==============================] - 0s 751us/step - loss: 0.3940 - accuracy: 0.8375
Epoch 168/500
450/450 [==============================] - 0s 774us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 169/500
450/450 [==============================] - 0s 747us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 170/500
450/450 [==============================] - 0s 751us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 171/500
450/450 [==============================] - 0s 776us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 172/500
450/450 [==============================] - 0s 747us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 173/500
450/450 [==============================] - 0s 753us/step - loss: 0.3935 - accuracy: 0.8363
Epoch 174/500
450/450 [==============================] - 0s 809us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 175/500
450/450 [==============================] - 0s 754us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 176/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 177/500
450/450 [==============================] - 0s 752us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 178/500
450/450 [==============================] - 0s 747us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 179/500
450/450 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8379
Epoch 180/500
450/450 [==============================] - 0s 783us/step - loss: 0.3938 - accuracy: 0.8363
Epoch 181/500
450/450 [==============================] - 0s 746us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 182/500
450/450 [==============================] - 0s 752us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 183/500
450/450 [==============================] - 0s 775us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 184/500
450/450 [==============================] - 0s 745us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 185/500
450/450 [==============================] - 0s 751us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 186/500
450/450 [==============================] - 0s 777us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 187/500
450/450 [==============================] - 0s 747us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 188/500
450/450 [==============================] - 0s 761us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 189/500
450/450 [==============================] - 0s 778us/step - loss: 0.3941 - accuracy: 0.8386
Epoch 190/500
450/450 [==============================] - 0s 749us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 191/500
450/450 [==============================] - 0s 748us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 192/500
450/450 [==============================] - 0s 764us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 193/500
450/450 [==============================] - 0s 753us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 194/500
450/450 [==============================] - 0s 750us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 195/500
450/450 [==============================] - 0s 786us/step - loss: 0.3941 - accuracy: 0.8372
Epoch 196/500
450/450 [==============================] - 0s 741us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 197/500
450/450 [==============================] - 0s 747us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 198/500
450/450 [==============================] - 0s 978us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 199/500
450/450 [==============================] - 0s 750us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 200/500
450/450 [==============================] - 0s 777us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 201/500
450/450 [==============================] - 0s 761us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 202/500
450/450 [==============================] - 0s 753us/step - loss: 0.3936 - accuracy: 0.8394
Epoch 203/500
450/450 [==============================] - 0s 771us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 204/500
450/450 [==============================] - 0s 765us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 205/500
450/450 [==============================] - 0s 753us/step - loss: 0.3942 - accuracy: 0.8385
Epoch 206/500
450/450 [==============================] - 0s 848us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 207/500
450/450 [==============================] - 0s 884us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 208/500
450/450 [==============================] - 0s 796us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 209/500
450/450 [==============================] - 0s 771us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 210/500
450/450 [==============================] - 0s 753us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 211/500
450/450 [==============================] - 0s 778us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 212/500
450/450 [==============================] - 0s 757us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 213/500
450/450 [==============================] - 0s 759us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 214/500
450/450 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 215/500
450/450 [==============================] - 0s 807us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 216/500
450/450 [==============================] - 0s 793us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 217/500
450/450 [==============================] - 0s 795us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 218/500
450/450 [==============================] - 0s 759us/step - loss: 0.3941 - accuracy: 0.8392
Epoch 219/500
450/450 [==============================] - 0s 772us/step - loss: 0.3938 - accuracy: 0.8394
Epoch 220/500
450/450 [==============================] - 0s 777us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 221/500
450/450 [==============================] - 0s 777us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 222/500
450/450 [==============================] - 0s 749us/step - loss: 0.3937 - accuracy: 0.8406
Epoch 223/500
450/450 [==============================] - 0s 762us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 224/500
450/450 [==============================] - 0s 805us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 225/500
450/450 [==============================] - 0s 807us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 226/500
450/450 [==============================] - 0s 781us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 227/500
450/450 [==============================] - 0s 764us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 228/500
450/450 [==============================] - 0s 776us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 229/500
450/450 [==============================] - 0s 750us/step - loss: 0.3938 - accuracy: 0.83860s - loss: 0.3915 - accuracy: 0.84
Epoch 230/500
450/450 [==============================] - 0s 760us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 231/500
450/450 [==============================] - 0s 771us/step - loss: 0.3941 - accuracy: 0.8378
Epoch 232/500
450/450 [==============================] - 0s 778us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 233/500
450/450 [==============================] - 0s 862us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 234/500
450/450 [==============================] - 0s 790us/step - loss: 0.3939 - accuracy: 0.8390
Epoch 235/500
450/450 [==============================] - 0s 751us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 236/500
450/450 [==============================] - 0s 759us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 237/500
450/450 [==============================] - 0s 784us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 238/500
450/450 [==============================] - 0s 748us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 239/500
450/450 [==============================] - 0s 745us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 240/500
450/450 [==============================] - 0s 818us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 241/500
450/450 [==============================] - 0s 742us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 242/500
450/450 [==============================] - 0s 756us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 243/500
450/450 [==============================] - 0s 748us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 244/500
450/450 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 245/500
450/450 [==============================] - 0s 762us/step - loss: 0.3933 - accuracy: 0.8368
Epoch 246/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8364
Epoch 247/500
450/450 [==============================] - 0s 755us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 248/500
450/450 [==============================] - 0s 773us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 249/500
450/450 [==============================] - 0s 744us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 250/500
450/450 [==============================] - 0s 749us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 251/500
450/450 [==============================] - 0s 759us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 252/500
450/450 [==============================] - 0s 754us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 253/500
450/450 [==============================] - 0s 818us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 254/500
450/450 [==============================] - 0s 802us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 255/500
450/450 [==============================] - 0s 759us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 256/500
450/450 [==============================] - 0s 756us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 257/500
450/450 [==============================] - 0s 773us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 258/500
450/450 [==============================] - 0s 778us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 259/500
450/450 [==============================] - 0s 844us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 260/500
450/450 [==============================] - 0s 774us/step - loss: 0.3938 - accuracy: 0.8382
Epoch 261/500
450/450 [==============================] - 0s 762us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 262/500
450/450 [==============================] - 0s 757us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 263/500
450/450 [==============================] - 0s 766us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 264/500
450/450 [==============================] - 0s 744us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 265/500
450/450 [==============================] - 0s 746us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 266/500
450/450 [==============================] - 0s 765us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 267/500
450/450 [==============================] - 0s 755us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 268/500
450/450 [==============================] - 0s 750us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 269/500
450/450 [==============================] - 0s 801us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 270/500
450/450 [==============================] - 0s 744us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 271/500
450/450 [==============================] - 0s 749us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 272/500
450/450 [==============================] - 0s 778us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 273/500
450/450 [==============================] - 0s 754us/step - loss: 0.3941 - accuracy: 0.8385
Epoch 274/500
450/450 [==============================] - 0s 769us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 275/500
450/450 [==============================] - 0s 750us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 276/500
450/450 [==============================] - 0s 753us/step - loss: 0.3938 - accuracy: 0.8371
Epoch 277/500
450/450 [==============================] - 0s 768us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 278/500
450/450 [==============================] - 0s 749us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 279/500
450/450 [==============================] - 0s 750us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 280/500
450/450 [==============================] - 0s 769us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 281/500
450/450 [==============================] - 0s 746us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 282/500
450/450 [==============================] - 0s 757us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 283/500
450/450 [==============================] - 0s 767us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 284/500
450/450 [==============================] - 0s 749us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 285/500
450/450 [==============================] - 0s 753us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 286/500
450/450 [==============================] - 0s 779us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 287/500
450/450 [==============================] - 0s 741us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 288/500
450/450 [==============================] - 0s 768us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 289/500
450/450 [==============================] - 0s 765us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 290/500
450/450 [==============================] - 0s 752us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 291/500
450/450 [==============================] - 0s 746us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 292/500
450/450 [==============================] - 0s 776us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 293/500
450/450 [==============================] - 0s 746us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 294/500
450/450 [==============================] - 0s 750us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 295/500
450/450 [==============================] - 0s 772us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 296/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 297/500
450/450 [==============================] - 0s 755us/step - loss: 0.3938 - accuracy: 0.8389
Epoch 298/500
450/450 [==============================] - 0s 769us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 299/500
450/450 [==============================] - 0s 743us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 300/500
450/450 [==============================] - 0s 749us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 301/500
450/450 [==============================] - 0s 783us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 302/500
450/450 [==============================] - 0s 744us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 303/500
450/450 [==============================] - 0s 765us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 304/500
450/450 [==============================] - 0s 775us/step - loss: 0.3935 - accuracy: 0.8376
Epoch 305/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 306/500
450/450 [==============================] - 0s 763us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 307/500
450/450 [==============================] - 0s 753us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 308/500
450/450 [==============================] - 0s 759us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 309/500
450/450 [==============================] - 0s 911us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 310/500
450/450 [==============================] - 0s 821us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 311/500
450/450 [==============================] - 0s 762us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 312/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 313/500
450/450 [==============================] - 0s 752us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 314/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 315/500
450/450 [==============================] - 0s 766us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 316/500
450/450 [==============================] - 0s 744us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 317/500
450/450 [==============================] - 0s 750us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 318/500
450/450 [==============================] - 0s 766us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 319/500
450/450 [==============================] - 0s 759us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 320/500
450/450 [==============================] - 0s 751us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 321/500
450/450 [==============================] - 0s 770us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 322/500
450/450 [==============================] - 0s 750us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 323/500
450/450 [==============================] - 0s 745us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 324/500
450/450 [==============================] - 0s 757us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 325/500
450/450 [==============================] - 0s 747us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 326/500
450/450 [==============================] - 0s 781us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 327/500
450/450 [==============================] - 0s 905us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 328/500
450/450 [==============================] - 0s 781us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 329/500
450/450 [==============================] - 0s 752us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 330/500
450/450 [==============================] - 0s 760us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 331/500
450/450 [==============================] - 0s 743us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 332/500
450/450 [==============================] - 0s 764us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 333/500
450/450 [==============================] - 0s 757us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 334/500
450/450 [==============================] - 0s 743us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 335/500
450/450 [==============================] - 0s 775us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 336/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 337/500
450/450 [==============================] - 0s 742us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 338/500
450/450 [==============================] - 0s 760us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 339/500
450/450 [==============================] - 0s 755us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 340/500
450/450 [==============================] - 0s 752us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 341/500
450/450 [==============================] - 0s 767us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 342/500
450/450 [==============================] - 0s 752us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 343/500
450/450 [==============================] - 0s 762us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 344/500
450/450 [==============================] - 0s 769us/step - loss: 0.3937 - accuracy: 0.8360
Epoch 345/500
450/450 [==============================] - 0s 747us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 346/500
450/450 [==============================] - 0s 748us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 347/500
450/450 [==============================] - 0s 774us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 348/500
450/450 [==============================] - 0s 755us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 349/500
450/450 [==============================] - 0s 746us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 350/500
450/450 [==============================] - 0s 764us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 351/500
450/450 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 352/500
450/450 [==============================] - 0s 750us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 353/500
450/450 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 354/500
450/450 [==============================] - 0s 745us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 355/500
450/450 [==============================] - 0s 750us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 356/500
450/450 [==============================] - 0s 778us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 357/500
450/450 [==============================] - 0s 750us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 358/500
450/450 [==============================] - 0s 762us/step - loss: 0.3936 - accuracy: 0.8369
Epoch 359/500
450/450 [==============================] - 0s 742us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 360/500
450/450 [==============================] - 0s 756us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 361/500
450/450 [==============================] - 0s 796us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 362/500
450/450 [==============================] - 0s 746us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 363/500
450/450 [==============================] - 0s 850us/step - loss: 0.3938 - accuracy: 0.8397
Epoch 364/500
450/450 [==============================] - 0s 797us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 365/500
450/450 [==============================] - 0s 753us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 366/500
450/450 [==============================] - 0s 750us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 367/500
450/450 [==============================] - 0s 814us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 368/500
450/450 [==============================] - 0s 746us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 369/500
450/450 [==============================] - 0s 746us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 370/500
450/450 [==============================] - 0s 760us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 371/500
450/450 [==============================] - 0s 747us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 372/500
450/450 [==============================] - 0s 744us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 373/500
450/450 [==============================] - 0s 776us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 374/500
450/450 [==============================] - 0s 748us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 375/500
450/450 [==============================] - 0s 744us/step - loss: 0.3935 - accuracy: 0.8363
Epoch 376/500
450/450 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 377/500
450/450 [==============================] - 0s 747us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 378/500
450/450 [==============================] - 0s 751us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 379/500
450/450 [==============================] - 0s 860us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 380/500
450/450 [==============================] - 0s 744us/step - loss: 0.3937 - accuracy: 0.8365
Epoch 381/500
450/450 [==============================] - 0s 750us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 382/500
450/450 [==============================] - 0s 753us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 383/500
450/450 [==============================] - 0s 747us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 384/500
450/450 [==============================] - 0s 765us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 385/500
450/450 [==============================] - 0s 750us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 386/500
450/450 [==============================] - 0s 749us/step - loss: 0.3935 - accuracy: 0.83720s - loss: 0.3913 - accuracy: 0.83
Epoch 387/500
450/450 [==============================] - 0s 767us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 388/500
450/450 [==============================] - 0s 749us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 389/500
450/450 [==============================] - 0s 754us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 390/500
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 391/500
450/450 [==============================] - 0s 748us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 392/500
450/450 [==============================] - 0s 755us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 393/500
450/450 [==============================] - 0s 770us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 394/500
450/450 [==============================] - 0s 766us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 395/500
450/450 [==============================] - 0s 842us/step - loss: 0.3935 - accuracy: 0.8376
Epoch 396/500
450/450 [==============================] - 0s 861us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 397/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 398/500
450/450 [==============================] - 0s 764us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 399/500
450/450 [==============================] - 0s 761us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 400/500
450/450 [==============================] - 0s 747us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 401/500
450/450 [==============================] - 0s 749us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 402/500
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 403/500
450/450 [==============================] - 0s 748us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 404/500
450/450 [==============================] - 0s 774us/step - loss: 0.3934 - accuracy: 0.8371
Epoch 405/500
450/450 [==============================] - 0s 757us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 406/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 407/500
450/450 [==============================] - 0s 779us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 408/500
450/450 [==============================] - 0s 751us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 409/500
450/450 [==============================] - 0s 747us/step - loss: 0.3935 - accuracy: 0.8365
Epoch 410/500
450/450 [==============================] - 0s 767us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 411/500
450/450 [==============================] - 0s 745us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 412/500
450/450 [==============================] - 0s 745us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 413/500
450/450 [==============================] - 0s 777us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 414/500
450/450 [==============================] - 0s 757us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 415/500
450/450 [==============================] - 0s 779us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 416/500
450/450 [==============================] - 0s 753us/step - loss: 0.3936 - accuracy: 0.83860s - loss: 0.3909 - accuracy: 0.83
Epoch 417/500
450/450 [==============================] - 0s 744us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 418/500
450/450 [==============================] - 0s 762us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 419/500
450/450 [==============================] - 0s 749us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 420/500
450/450 [==============================] - 0s 759us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 421/500
450/450 [==============================] - 0s 751us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 422/500
450/450 [==============================] - 0s 769us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 423/500
450/450 [==============================] - 0s 746us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 424/500
450/450 [==============================] - 0s 744us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 425/500
450/450 [==============================] - 0s 778us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 426/500
450/450 [==============================] - 0s 746us/step - loss: 0.3933 - accuracy: 0.8368
Epoch 427/500
450/450 [==============================] - 0s 723us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 428/500
450/450 [==============================] - 0s 725us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 429/500
450/450 [==============================] - 0s 698us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 430/500
450/450 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 431/500
450/450 [==============================] - 0s 740us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 432/500
450/450 [==============================] - 0s 706us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 433/500
450/450 [==============================] - 0s 702us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 434/500
450/450 [==============================] - 0s 764us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 435/500
450/450 [==============================] - 0s 717us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 436/500
450/450 [==============================] - 0s 736us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 437/500
450/450 [==============================] - 0s 740us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 438/500
450/450 [==============================] - 0s 716us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 439/500
450/450 [==============================] - 0s 735us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 440/500
450/450 [==============================] - 0s 741us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 441/500
450/450 [==============================] - 0s 708us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 442/500
450/450 [==============================] - 0s 731us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 443/500
450/450 [==============================] - 0s 723us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 444/500
450/450 [==============================] - 0s 721us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 445/500
450/450 [==============================] - 0s 726us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 446/500
450/450 [==============================] - 0s 737us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 447/500
450/450 [==============================] - 0s 731us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 448/500
450/450 [==============================] - 0s 724us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 449/500
450/450 [==============================] - 0s 725us/step - loss: 0.3936 - accuracy: 0.8364
Epoch 450/500
450/450 [==============================] - 0s 722us/step - loss: 0.3928 - accuracy: 0.8374
Epoch 451/500
450/450 [==============================] - 0s 709us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 452/500
450/450 [==============================] - 0s 755us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 453/500
450/450 [==============================] - 0s 727us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 454/500
450/450 [==============================] - 0s 725us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 455/500
450/450 [==============================] - 0s 746us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 456/500
450/450 [==============================] - 0s 722us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 457/500
450/450 [==============================] - 0s 743us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 458/500
450/450 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 459/500
450/450 [==============================] - 0s 752us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 460/500
450/450 [==============================] - 0s 760us/step - loss: 0.3930 - accuracy: 0.8365
Epoch 461/500
450/450 [==============================] - 0s 816us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 462/500
450/450 [==============================] - 0s 754us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 463/500
450/450 [==============================] - 0s 754us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 464/500
450/450 [==============================] - 0s 773us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 465/500
450/450 [==============================] - 0s 756us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 466/500
450/450 [==============================] - 0s 838us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 467/500
450/450 [==============================] - 0s 796us/step - loss: 0.3935 - accuracy: 0.8371
Epoch 468/500
450/450 [==============================] - 0s 754us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 469/500
450/450 [==============================] - 0s 787us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 470/500
450/450 [==============================] - 0s 750us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 471/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8388: 0s - loss: 0.3969 - accuracy: 
Epoch 472/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3933 - accuracy: 0.8376
Epoch 473/500
450/450 [==============================] - 0s 800us/step - loss: 0.3932 - accuracy: 0.8368
Epoch 474/500
450/450 [==============================] - 0s 940us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 475/500
450/450 [==============================] - 0s 911us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 476/500
450/450 [==============================] - 0s 959us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 477/500
450/450 [==============================] - 0s 777us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 478/500
450/450 [==============================] - 0s 829us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 479/500
450/450 [==============================] - 0s 750us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 480/500
450/450 [==============================] - 0s 838us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 481/500
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 482/500
450/450 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 483/500
450/450 [==============================] - 0s 771us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 484/500
450/450 [==============================] - 0s 797us/step - loss: 0.3935 - accuracy: 0.8390
Epoch 485/500
450/450 [==============================] - 0s 782us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 486/500
450/450 [==============================] - 0s 754us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 487/500
450/450 [==============================] - 0s 838us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 488/500
450/450 [==============================] - 0s 863us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 489/500
450/450 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 490/500
450/450 [==============================] - 0s 780us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 491/500
450/450 [==============================] - 0s 751us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 492/500
450/450 [==============================] - 0s 758us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 493/500
450/450 [==============================] - 0s 789us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 494/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8364
Epoch 495/500
450/450 [==============================] - 0s 750us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 496/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8394
Epoch 497/500
450/450 [==============================] - 0s 759us/step - loss: 0.3935 - accuracy: 0.8367
Epoch 498/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 499/500
450/450 [==============================] - 0s 755us/step - loss: 0.3934 - accuracy: 0.8364
Epoch 500/500
450/450 [==============================] - 0s 820us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 1/500
450/450 [==============================] - 0s 809us/step - loss: 0.5270 - accuracy: 0.7950
Epoch 2/500
450/450 [==============================] - 0s 749us/step - loss: 0.4363 - accuracy: 0.7953
Epoch 3/500
450/450 [==============================] - 0s 752us/step - loss: 0.4317 - accuracy: 0.7953
Epoch 4/500
450/450 [==============================] - 0s 737us/step - loss: 0.4283 - accuracy: 0.7953
Epoch 5/500
450/450 [==============================] - 0s 779us/step - loss: 0.4246 - accuracy: 0.8054
Epoch 6/500
450/450 [==============================] - 0s 743us/step - loss: 0.4221 - accuracy: 0.8194
Epoch 7/500
450/450 [==============================] - 0s 742us/step - loss: 0.4198 - accuracy: 0.8244
Epoch 8/500
450/450 [==============================] - 0s 741us/step - loss: 0.4183 - accuracy: 0.8278
Epoch 9/500
450/450 [==============================] - 0s 778us/step - loss: 0.4165 - accuracy: 0.8289
Epoch 10/500
450/450 [==============================] - 0s 736us/step - loss: 0.4151 - accuracy: 0.8311
Epoch 11/500
450/450 [==============================] - 0s 754us/step - loss: 0.4136 - accuracy: 0.8315
Epoch 12/500
450/450 [==============================] - 0s 745us/step - loss: 0.4123 - accuracy: 0.8333
Epoch 13/500
450/450 [==============================] - 0s 741us/step - loss: 0.4108 - accuracy: 0.8343
Epoch 14/500
450/450 [==============================] - 0s 768us/step - loss: 0.4097 - accuracy: 0.8343
Epoch 15/500
450/450 [==============================] - 0s 737us/step - loss: 0.4089 - accuracy: 0.8347
Epoch 16/500
450/450 [==============================] - 0s 747us/step - loss: 0.4079 - accuracy: 0.8344
Epoch 17/500
450/450 [==============================] - 0s 757us/step - loss: 0.4073 - accuracy: 0.8346
Epoch 18/500
450/450 [==============================] - 0s 751us/step - loss: 0.4065 - accuracy: 0.8347
Epoch 19/500
450/450 [==============================] - 0s 744us/step - loss: 0.4061 - accuracy: 0.8365
Epoch 20/500
450/450 [==============================] - 0s 756us/step - loss: 0.4056 - accuracy: 0.8347
Epoch 21/500
450/450 [==============================] - 0s 741us/step - loss: 0.4047 - accuracy: 0.8367
Epoch 22/500
450/450 [==============================] - 0s 739us/step - loss: 0.4045 - accuracy: 0.8354
Epoch 23/500
450/450 [==============================] - 0s 826us/step - loss: 0.4043 - accuracy: 0.8358
Epoch 24/500
450/450 [==============================] - 0s 736us/step - loss: 0.4036 - accuracy: 0.8363
Epoch 25/500
450/450 [==============================] - 0s 731us/step - loss: 0.4033 - accuracy: 0.8364
Epoch 26/500
450/450 [==============================] - 0s 747us/step - loss: 0.4031 - accuracy: 0.8351
Epoch 27/500
450/450 [==============================] - 0s 729us/step - loss: 0.4028 - accuracy: 0.8357
Epoch 28/500
450/450 [==============================] - 0s 734us/step - loss: 0.4022 - accuracy: 0.8354
Epoch 29/500
450/450 [==============================] - 0s 760us/step - loss: 0.4017 - accuracy: 0.8358
Epoch 30/500
450/450 [==============================] - 0s 736us/step - loss: 0.4014 - accuracy: 0.8365
Epoch 31/500
450/450 [==============================] - 0s 758us/step - loss: 0.4016 - accuracy: 0.8371
Epoch 32/500
450/450 [==============================] - 0s 770us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 33/500
450/450 [==============================] - 0s 856us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 34/500
450/450 [==============================] - 0s 799us/step - loss: 0.4003 - accuracy: 0.8382
Epoch 35/500
450/450 [==============================] - 0s 762us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 36/500
450/450 [==============================] - 0s 746us/step - loss: 0.4005 - accuracy: 0.8361
Epoch 37/500
450/450 [==============================] - 0s 758us/step - loss: 0.4001 - accuracy: 0.8364
Epoch 38/500
450/450 [==============================] - 0s 742us/step - loss: 0.4001 - accuracy: 0.8343
Epoch 39/500
450/450 [==============================] - 0s 734us/step - loss: 0.3999 - accuracy: 0.8358
Epoch 40/500
450/450 [==============================] - 0s 742us/step - loss: 0.3996 - accuracy: 0.83630s - loss: 0.4012 - accuracy: 0.83
Epoch 41/500
450/450 [==============================] - 0s 776us/step - loss: 0.3999 - accuracy: 0.8374
Epoch 42/500
450/450 [==============================] - 0s 798us/step - loss: 0.3991 - accuracy: 0.8353
Epoch 43/500
450/450 [==============================] - 0s 812us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 44/500
450/450 [==============================] - 0s 751us/step - loss: 0.3989 - accuracy: 0.8365
Epoch 45/500
450/450 [==============================] - 0s 732us/step - loss: 0.3988 - accuracy: 0.8356
Epoch 46/500
450/450 [==============================] - 0s 776us/step - loss: 0.3985 - accuracy: 0.8353
Epoch 47/500
450/450 [==============================] - 0s 745us/step - loss: 0.3985 - accuracy: 0.8346
Epoch 48/500
450/450 [==============================] - 0s 758us/step - loss: 0.3985 - accuracy: 0.83670s - loss: 0.3974 - accuracy: 0.
Epoch 49/500
450/450 [==============================] - 0s 920us/step - loss: 0.3981 - accuracy: 0.83570s - loss: 0.3898 - accuracy: 
Epoch 50/500
450/450 [==============================] - 0s 734us/step - loss: 0.3981 - accuracy: 0.8374
Epoch 51/500
450/450 [==============================] - 0s 738us/step - loss: 0.3975 - accuracy: 0.8371
Epoch 52/500
450/450 [==============================] - 0s 757us/step - loss: 0.3979 - accuracy: 0.8368
Epoch 53/500
450/450 [==============================] - 0s 743us/step - loss: 0.3975 - accuracy: 0.8353
Epoch 54/500
450/450 [==============================] - 0s 740us/step - loss: 0.3974 - accuracy: 0.8358
Epoch 55/500
450/450 [==============================] - 0s 792us/step - loss: 0.3974 - accuracy: 0.8367
Epoch 56/500
450/450 [==============================] - 0s 738us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 57/500
450/450 [==============================] - 0s 749us/step - loss: 0.3975 - accuracy: 0.8365
Epoch 58/500
450/450 [==============================] - 0s 739us/step - loss: 0.3971 - accuracy: 0.8369
Epoch 59/500
450/450 [==============================] - 0s 749us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 60/500
450/450 [==============================] - 0s 757us/step - loss: 0.3970 - accuracy: 0.8379
Epoch 61/500
450/450 [==============================] - 0s 760us/step - loss: 0.3970 - accuracy: 0.8365
Epoch 62/500
450/450 [==============================] - 0s 748us/step - loss: 0.3969 - accuracy: 0.8374
Epoch 63/500
450/450 [==============================] - 0s 784us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 64/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8401
Epoch 65/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3970 - accuracy: 0.8361
Epoch 66/500
450/450 [==============================] - 0s 963us/step - loss: 0.3969 - accuracy: 0.8368
Epoch 67/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8365
Epoch 68/500
450/450 [==============================] - 0s 911us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 69/500
450/450 [==============================] - 0s 811us/step - loss: 0.3971 - accuracy: 0.8364
Epoch 70/500
450/450 [==============================] - 0s 793us/step - loss: 0.3968 - accuracy: 0.8361
Epoch 71/500
450/450 [==============================] - 0s 903us/step - loss: 0.3966 - accuracy: 0.8374
Epoch 72/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8358
Epoch 73/500
450/450 [==============================] - 0s 868us/step - loss: 0.3966 - accuracy: 0.8360
Epoch 74/500
450/450 [==============================] - 0s 877us/step - loss: 0.3968 - accuracy: 0.8374
Epoch 75/500
450/450 [==============================] - 0s 811us/step - loss: 0.3966 - accuracy: 0.8374
Epoch 76/500
450/450 [==============================] - 0s 829us/step - loss: 0.3963 - accuracy: 0.8363
Epoch 77/500
450/450 [==============================] - 0s 853us/step - loss: 0.3967 - accuracy: 0.8365
Epoch 78/500
450/450 [==============================] - 0s 891us/step - loss: 0.3963 - accuracy: 0.8371
Epoch 79/500
450/450 [==============================] - 0s 927us/step - loss: 0.3962 - accuracy: 0.83890s - loss: 0.3968 - accuracy: 0.
Epoch 80/500
450/450 [==============================] - 0s 953us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 81/500
450/450 [==============================] - 0s 882us/step - loss: 0.3966 - accuracy: 0.8368
Epoch 82/500
450/450 [==============================] - 0s 902us/step - loss: 0.3962 - accuracy: 0.8372
Epoch 83/500
450/450 [==============================] - 0s 814us/step - loss: 0.3969 - accuracy: 0.8358
Epoch 84/500
450/450 [==============================] - 0s 750us/step - loss: 0.3967 - accuracy: 0.8379
Epoch 85/500
450/450 [==============================] - 0s 769us/step - loss: 0.3966 - accuracy: 0.8376
Epoch 86/500
450/450 [==============================] - 0s 749us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 87/500
450/450 [==============================] - 0s 746us/step - loss: 0.3968 - accuracy: 0.8379
Epoch 88/500
450/450 [==============================] - 0s 770us/step - loss: 0.3965 - accuracy: 0.8367
Epoch 89/500
450/450 [==============================] - 0s 743us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 90/500
450/450 [==============================] - 0s 755us/step - loss: 0.3963 - accuracy: 0.8356
Epoch 91/500
450/450 [==============================] - 0s 771us/step - loss: 0.3963 - accuracy: 0.8376
Epoch 92/500
450/450 [==============================] - 0s 747us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 93/500
450/450 [==============================] - 0s 752us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 94/500
450/450 [==============================] - 0s 768us/step - loss: 0.3968 - accuracy: 0.8361
Epoch 95/500
450/450 [==============================] - 0s 737us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 96/500
450/450 [==============================] - 0s 756us/step - loss: 0.3959 - accuracy: 0.8358
Epoch 97/500
450/450 [==============================] - 0s 765us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 98/500
450/450 [==============================] - 0s 737us/step - loss: 0.3965 - accuracy: 0.8368
Epoch 99/500
450/450 [==============================] - 0s 743us/step - loss: 0.3965 - accuracy: 0.8368
Epoch 100/500
450/450 [==============================] - 0s 766us/step - loss: 0.3967 - accuracy: 0.8369
Epoch 101/500
450/450 [==============================] - 0s 753us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 102/500
450/450 [==============================] - 0s 745us/step - loss: 0.3962 - accuracy: 0.8372
Epoch 103/500
450/450 [==============================] - 0s 783us/step - loss: 0.3965 - accuracy: 0.8364
Epoch 104/500
450/450 [==============================] - 0s 740us/step - loss: 0.3964 - accuracy: 0.8360
Epoch 105/500
450/450 [==============================] - 0s 740us/step - loss: 0.3965 - accuracy: 0.8364
Epoch 106/500
450/450 [==============================] - 0s 778us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 107/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3957 - accuracy: 0.8369
Epoch 108/500
450/450 [==============================] - 0s 976us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 109/500
450/450 [==============================] - 0s 751us/step - loss: 0.3963 - accuracy: 0.8358
Epoch 110/500
450/450 [==============================] - 0s 990us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 111/500
450/450 [==============================] - 0s 794us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 112/500
450/450 [==============================] - 0s 776us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 113/500
450/450 [==============================] - 0s 762us/step - loss: 0.3958 - accuracy: 0.8343
Epoch 114/500
450/450 [==============================] - 0s 778us/step - loss: 0.3961 - accuracy: 0.8376
Epoch 115/500
450/450 [==============================] - 0s 747us/step - loss: 0.3959 - accuracy: 0.8358
Epoch 116/500
450/450 [==============================] - 0s 769us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 117/500
450/450 [==============================] - 0s 754us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 118/500
450/450 [==============================] - 0s 743us/step - loss: 0.3965 - accuracy: 0.8349
Epoch 119/500
450/450 [==============================] - 0s 758us/step - loss: 0.3959 - accuracy: 0.8356
Epoch 120/500
450/450 [==============================] - 0s 741us/step - loss: 0.3958 - accuracy: 0.8360
Epoch 121/500
450/450 [==============================] - 0s 741us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 122/500
450/450 [==============================] - 0s 766us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 123/500
450/450 [==============================] - 0s 747us/step - loss: 0.3958 - accuracy: 0.8358
Epoch 124/500
450/450 [==============================] - 0s 743us/step - loss: 0.3959 - accuracy: 0.8372
Epoch 125/500
450/450 [==============================] - 0s 764us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 126/500
450/450 [==============================] - 0s 747us/step - loss: 0.3957 - accuracy: 0.8372
Epoch 127/500
450/450 [==============================] - 0s 746us/step - loss: 0.3963 - accuracy: 0.8375
Epoch 128/500
450/450 [==============================] - 0s 754us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 129/500
450/450 [==============================] - 0s 756us/step - loss: 0.3958 - accuracy: 0.8369
Epoch 130/500
450/450 [==============================] - 0s 751us/step - loss: 0.3962 - accuracy: 0.8363
Epoch 131/500
450/450 [==============================] - 0s 765us/step - loss: 0.3958 - accuracy: 0.8360
Epoch 132/500
450/450 [==============================] - 0s 775us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 133/500
450/450 [==============================] - 0s 785us/step - loss: 0.3959 - accuracy: 0.8361
Epoch 134/500
450/450 [==============================] - 0s 764us/step - loss: 0.3960 - accuracy: 0.83750s - loss: 0.3914 - accuracy: 0.
Epoch 135/500
450/450 [==============================] - 0s 736us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 136/500
450/450 [==============================] - 0s 741us/step - loss: 0.3962 - accuracy: 0.8351
Epoch 137/500
450/450 [==============================] - 0s 771us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 138/500
450/450 [==============================] - 0s 736us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 139/500
450/450 [==============================] - 0s 752us/step - loss: 0.3959 - accuracy: 0.8347
Epoch 140/500
450/450 [==============================] - 0s 809us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 141/500
450/450 [==============================] - 0s 740us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 142/500
450/450 [==============================] - 0s 756us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 143/500
450/450 [==============================] - 0s 759us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 144/500
450/450 [==============================] - 0s 741us/step - loss: 0.3959 - accuracy: 0.8365
Epoch 145/500
450/450 [==============================] - 0s 742us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 146/500
450/450 [==============================] - 0s 742us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 147/500
450/450 [==============================] - 0s 763us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 148/500
450/450 [==============================] - 0s 742us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 149/500
450/450 [==============================] - 0s 780us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 150/500
450/450 [==============================] - 0s 762us/step - loss: 0.3957 - accuracy: 0.8356
Epoch 151/500
450/450 [==============================] - 0s 773us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 152/500
450/450 [==============================] - 0s 747us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 153/500
450/450 [==============================] - 0s 743us/step - loss: 0.3957 - accuracy: 0.8360
Epoch 154/500
450/450 [==============================] - 0s 768us/step - loss: 0.3960 - accuracy: 0.8383
Epoch 155/500
450/450 [==============================] - 0s 746us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 156/500
450/450 [==============================] - 0s 749us/step - loss: 0.3955 - accuracy: 0.8349
Epoch 157/500
450/450 [==============================] - 0s 772us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 158/500
450/450 [==============================] - 0s 775us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 159/500
450/450 [==============================] - 0s 748us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 160/500
450/450 [==============================] - 0s 767us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 161/500
450/450 [==============================] - 0s 741us/step - loss: 0.3958 - accuracy: 0.8364
Epoch 162/500
450/450 [==============================] - 0s 746us/step - loss: 0.3956 - accuracy: 0.83580s - loss: 0.3914 - accuracy: 
Epoch 163/500
450/450 [==============================] - 0s 762us/step - loss: 0.3959 - accuracy: 0.8367
Epoch 164/500
450/450 [==============================] - 0s 746us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 165/500
450/450 [==============================] - 0s 744us/step - loss: 0.3964 - accuracy: 0.8369
Epoch 166/500
450/450 [==============================] - 0s 760us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 167/500
450/450 [==============================] - 0s 744us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 168/500
450/450 [==============================] - 0s 775us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 169/500
450/450 [==============================] - 0s 964us/step - loss: 0.3956 - accuracy: 0.8364
Epoch 170/500
450/450 [==============================] - 0s 746us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 171/500
450/450 [==============================] - 0s 760us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 172/500
450/450 [==============================] - 0s 777us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 173/500
450/450 [==============================] - 0s 748us/step - loss: 0.3958 - accuracy: 0.8372
Epoch 174/500
450/450 [==============================] - 0s 769us/step - loss: 0.3960 - accuracy: 0.8364
Epoch 175/500
450/450 [==============================] - 0s 749us/step - loss: 0.3958 - accuracy: 0.8357
Epoch 176/500
450/450 [==============================] - 0s 738us/step - loss: 0.3958 - accuracy: 0.8356
Epoch 177/500
450/450 [==============================] - 0s 745us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 178/500
450/450 [==============================] - 0s 770us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 179/500
450/450 [==============================] - 0s 738us/step - loss: 0.3958 - accuracy: 0.8363
Epoch 180/500
450/450 [==============================] - 0s 755us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 181/500
450/450 [==============================] - 0s 740us/step - loss: 0.3958 - accuracy: 0.8353
Epoch 182/500
450/450 [==============================] - 0s 745us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 183/500
450/450 [==============================] - 0s 782us/step - loss: 0.3954 - accuracy: 0.8372
Epoch 184/500
450/450 [==============================] - 0s 747us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 185/500
450/450 [==============================] - 0s 741us/step - loss: 0.3956 - accuracy: 0.8385
Epoch 186/500
450/450 [==============================] - 0s 768us/step - loss: 0.3957 - accuracy: 0.8374
Epoch 187/500
450/450 [==============================] - 0s 753us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 188/500
450/450 [==============================] - 0s 741us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 189/500
450/450 [==============================] - 0s 767us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 190/500
450/450 [==============================] - 0s 741us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 191/500
450/450 [==============================] - 0s 739us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 192/500
450/450 [==============================] - 0s 767us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 193/500
450/450 [==============================] - 0s 744us/step - loss: 0.3954 - accuracy: 0.8358
Epoch 194/500
450/450 [==============================] - 0s 740us/step - loss: 0.3957 - accuracy: 0.8371
Epoch 195/500
450/450 [==============================] - 0s 755us/step - loss: 0.3956 - accuracy: 0.8353
Epoch 196/500
450/450 [==============================] - 0s 736us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 197/500
450/450 [==============================] - 0s 738us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 198/500
450/450 [==============================] - 0s 771us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 199/500
450/450 [==============================] - 0s 745us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 200/500
450/450 [==============================] - 0s 750us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 201/500
450/450 [==============================] - 0s 767us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 202/500
450/450 [==============================] - 0s 746us/step - loss: 0.3954 - accuracy: 0.8378
Epoch 203/500
450/450 [==============================] - 0s 734us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 204/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 205/500
450/450 [==============================] - 0s 753us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 206/500
450/450 [==============================] - 0s 738us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 207/500
450/450 [==============================] - 0s 761us/step - loss: 0.3956 - accuracy: 0.8351
Epoch 208/500
450/450 [==============================] - 0s 739us/step - loss: 0.3957 - accuracy: 0.8361
Epoch 209/500
450/450 [==============================] - 0s 737us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 210/500
450/450 [==============================] - 0s 767us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 211/500
450/450 [==============================] - 0s 742us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 212/500
450/450 [==============================] - 0s 740us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 213/500
450/450 [==============================] - 0s 795us/step - loss: 0.3959 - accuracy: 0.8353
Epoch 214/500
450/450 [==============================] - 0s 742us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 215/500
450/450 [==============================] - 0s 748us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 216/500
450/450 [==============================] - 0s 758us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 217/500
450/450 [==============================] - 0s 746us/step - loss: 0.3958 - accuracy: 0.8363
Epoch 218/500
450/450 [==============================] - 0s 820us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 219/500
450/450 [==============================] - 0s 836us/step - loss: 0.3950 - accuracy: 0.83510s - loss: 0.3910 - accuracy: 
Epoch 220/500
450/450 [==============================] - 0s 741us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 221/500
450/450 [==============================] - 0s 762us/step - loss: 0.3954 - accuracy: 0.8372
Epoch 222/500
450/450 [==============================] - 0s 737us/step - loss: 0.3957 - accuracy: 0.8357
Epoch 223/500
450/450 [==============================] - 0s 748us/step - loss: 0.3958 - accuracy: 0.8365
Epoch 224/500
450/450 [==============================] - 0s 759us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 225/500
450/450 [==============================] - 0s 738us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 226/500
450/450 [==============================] - 0s 741us/step - loss: 0.3960 - accuracy: 0.8339
Epoch 227/500
450/450 [==============================] - 0s 750us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 228/500
450/450 [==============================] - 0s 742us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 229/500
450/450 [==============================] - 0s 740us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 230/500
450/450 [==============================] - 0s 769us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 231/500
450/450 [==============================] - 0s 744us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 232/500
450/450 [==============================] - 0s 793us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 233/500
450/450 [==============================] - 0s 911us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 234/500
450/450 [==============================] - 0s 767us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 235/500
450/450 [==============================] - 0s 744us/step - loss: 0.3957 - accuracy: 0.8376
Epoch 236/500
450/450 [==============================] - 0s 862us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 237/500
450/450 [==============================] - 0s 752us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 238/500
450/450 [==============================] - 0s 754us/step - loss: 0.3957 - accuracy: 0.8361
Epoch 239/500
450/450 [==============================] - 0s 834us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 240/500
450/450 [==============================] - 0s 746us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 241/500
450/450 [==============================] - 0s 999us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 242/500
450/450 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 243/500
450/450 [==============================] - 0s 847us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 244/500
450/450 [==============================] - 0s 778us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 245/500
450/450 [==============================] - 0s 752us/step - loss: 0.3958 - accuracy: 0.8368
Epoch 246/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8350
Epoch 247/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3952 - accuracy: 0.8369
Epoch 248/500
450/450 [==============================] - 0s 806us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 249/500
450/450 [==============================] - 0s 876us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 250/500
450/450 [==============================] - 0s 770us/step - loss: 0.3955 - accuracy: 0.83810s - loss: 0.3988 - accuracy: 0.
Epoch 251/500
450/450 [==============================] - 0s 764us/step - loss: 0.3957 - accuracy: 0.8344
Epoch 252/500
450/450 [==============================] - 0s 786us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 253/500
450/450 [==============================] - 0s 753us/step - loss: 0.3958 - accuracy: 0.8357
Epoch 254/500
450/450 [==============================] - 0s 758us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 255/500
450/450 [==============================] - 0s 748us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 256/500
450/450 [==============================] - 0s 756us/step - loss: 0.3955 - accuracy: 0.8394
Epoch 257/500
450/450 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 258/500
450/450 [==============================] - 0s 757us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 259/500
450/450 [==============================] - 0s 744us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 260/500
450/450 [==============================] - 0s 765us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 261/500
450/450 [==============================] - 0s 740us/step - loss: 0.3953 - accuracy: 0.8356
Epoch 262/500
450/450 [==============================] - 0s 757us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 263/500
450/450 [==============================] - 0s 763us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 264/500
450/450 [==============================] - 0s 737us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 265/500
450/450 [==============================] - 0s 743us/step - loss: 0.3957 - accuracy: 0.8365
Epoch 266/500
450/450 [==============================] - 0s 772us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 267/500
450/450 [==============================] - 0s 748us/step - loss: 0.3957 - accuracy: 0.8376
Epoch 268/500
450/450 [==============================] - 0s 760us/step - loss: 0.3953 - accuracy: 0.8354
Epoch 269/500
450/450 [==============================] - 0s 917us/step - loss: 0.3953 - accuracy: 0.8356
Epoch 270/500
450/450 [==============================] - 0s 817us/step - loss: 0.3955 - accuracy: 0.8357
Epoch 271/500
450/450 [==============================] - 0s 771us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 272/500
450/450 [==============================] - 0s 752us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 273/500
450/450 [==============================] - 0s 762us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 274/500
450/450 [==============================] - 0s 774us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 275/500
450/450 [==============================] - 0s 749us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 276/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8357
Epoch 277/500
450/450 [==============================] - 0s 790us/step - loss: 0.3956 - accuracy: 0.8375
Epoch 278/500
450/450 [==============================] - 0s 752us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 279/500
450/450 [==============================] - 0s 754us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 280/500
450/450 [==============================] - 0s 825us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 281/500
450/450 [==============================] - 0s 752us/step - loss: 0.3958 - accuracy: 0.8364
Epoch 282/500
450/450 [==============================] - 0s 752us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 283/500
450/450 [==============================] - 0s 769us/step - loss: 0.3955 - accuracy: 0.8378
Epoch 284/500
450/450 [==============================] - 0s 757us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 285/500
450/450 [==============================] - 0s 765us/step - loss: 0.3957 - accuracy: 0.8374
Epoch 286/500
450/450 [==============================] - 0s 774us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 287/500
450/450 [==============================] - 0s 751us/step - loss: 0.3953 - accuracy: 0.8357
Epoch 288/500
450/450 [==============================] - 0s 749us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 289/500
450/450 [==============================] - 0s 779us/step - loss: 0.3958 - accuracy: 0.8357
Epoch 290/500
450/450 [==============================] - 0s 767us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 291/500
450/450 [==============================] - 0s 907us/step - loss: 0.3957 - accuracy: 0.8353
Epoch 292/500
450/450 [==============================] - 0s 762us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 293/500
450/450 [==============================] - 0s 754us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 294/500
450/450 [==============================] - 0s 796us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 295/500
450/450 [==============================] - 0s 748us/step - loss: 0.3959 - accuracy: 0.8351
Epoch 296/500
450/450 [==============================] - 0s 756us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 297/500
450/450 [==============================] - 0s 799us/step - loss: 0.3957 - accuracy: 0.8356
Epoch 298/500
450/450 [==============================] - 0s 754us/step - loss: 0.3955 - accuracy: 0.8372
Epoch 299/500
450/450 [==============================] - 0s 756us/step - loss: 0.3953 - accuracy: 0.8349
Epoch 300/500
450/450 [==============================] - 0s 775us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 301/500
450/450 [==============================] - 0s 764us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 302/500
450/450 [==============================] - 0s 760us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 303/500
450/450 [==============================] - 0s 781us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 304/500
450/450 [==============================] - 0s 748us/step - loss: 0.3952 - accuracy: 0.8363
Epoch 305/500
450/450 [==============================] - 0s 761us/step - loss: 0.3953 - accuracy: 0.8368
Epoch 306/500
450/450 [==============================] - 0s 781us/step - loss: 0.3951 - accuracy: 0.8353
Epoch 307/500
450/450 [==============================] - 0s 757us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 308/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8363
Epoch 309/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8367
Epoch 310/500
450/450 [==============================] - 0s 997us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 311/500
450/450 [==============================] - 0s 858us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 312/500
450/450 [==============================] - 0s 863us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 313/500
450/450 [==============================] - 0s 925us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 314/500
450/450 [==============================] - 0s 877us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 315/500
450/450 [==============================] - 0s 774us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 316/500
450/450 [==============================] - 0s 867us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 317/500
450/450 [==============================] - 0s 831us/step - loss: 0.3952 - accuracy: 0.8364
Epoch 318/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 319/500
450/450 [==============================] - 0s 774us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 320/500
450/450 [==============================] - 0s 795us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 321/500
450/450 [==============================] - 0s 756us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 322/500
450/450 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 323/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8356
Epoch 324/500
450/450 [==============================] - 0s 887us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 325/500
450/450 [==============================] - 0s 844us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 326/500
450/450 [==============================] - 0s 799us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 327/500
450/450 [==============================] - 0s 754us/step - loss: 0.3958 - accuracy: 0.8361
Epoch 328/500
450/450 [==============================] - 0s 759us/step - loss: 0.3953 - accuracy: 0.8376
Epoch 329/500
450/450 [==============================] - 0s 781us/step - loss: 0.3955 - accuracy: 0.8356
Epoch 330/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8371: 0s - loss: 0.3957 - accuracy: 0.
Epoch 331/500
450/450 [==============================] - 0s 827us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 332/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8378
Epoch 333/500
450/450 [==============================] - 0s 770us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 334/500
450/450 [==============================] - 0s 791us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 335/500
450/450 [==============================] - 0s 754us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 336/500
450/450 [==============================] - 0s 813us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 337/500
450/450 [==============================] - 0s 850us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 338/500
450/450 [==============================] - 0s 841us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 339/500
450/450 [==============================] - 0s 812us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 340/500
450/450 [==============================] - 0s 775us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 341/500
450/450 [==============================] - 0s 761us/step - loss: 0.3955 - accuracy: 0.8357
Epoch 342/500
450/450 [==============================] - 0s 803us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 343/500
450/450 [==============================] - 0s 754us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 344/500
450/450 [==============================] - 0s 756us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 345/500
450/450 [==============================] - 0s 775us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 346/500
450/450 [==============================] - 0s 756us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 347/500
450/450 [==============================] - 0s 774us/step - loss: 0.3953 - accuracy: 0.8358
Epoch 348/500
450/450 [==============================] - 0s 777us/step - loss: 0.3954 - accuracy: 0.8354
Epoch 349/500
450/450 [==============================] - 0s 749us/step - loss: 0.3951 - accuracy: 0.8374
Epoch 350/500
450/450 [==============================] - 0s 766us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 351/500
450/450 [==============================] - 0s 773us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 352/500
450/450 [==============================] - 0s 757us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 353/500
450/450 [==============================] - 0s 782us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 354/500
450/450 [==============================] - 0s 766us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 355/500
450/450 [==============================] - 0s 749us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 356/500
450/450 [==============================] - 0s 778us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 357/500
450/450 [==============================] - 0s 755us/step - loss: 0.3952 - accuracy: 0.8361
Epoch 358/500
450/450 [==============================] - 0s 749us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 359/500
450/450 [==============================] - 0s 794us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 360/500
450/450 [==============================] - 0s 755us/step - loss: 0.3951 - accuracy: 0.8346
Epoch 361/500
450/450 [==============================] - 0s 758us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 362/500
450/450 [==============================] - 0s 784us/step - loss: 0.3951 - accuracy: 0.8358
Epoch 363/500
450/450 [==============================] - 0s 778us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 364/500
450/450 [==============================] - 0s 782us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 365/500
450/450 [==============================] - 0s 950us/step - loss: 0.3957 - accuracy: 0.8358
Epoch 366/500
450/450 [==============================] - 0s 820us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 367/500
450/450 [==============================] - 0s 854us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 368/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8353
Epoch 369/500
450/450 [==============================] - 0s 758us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 370/500
450/450 [==============================] - 0s 774us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 371/500
450/450 [==============================] - 0s 815us/step - loss: 0.3953 - accuracy: 0.83640s - loss: 0.4112 - ac
Epoch 372/500
450/450 [==============================] - 0s 781us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 373/500
450/450 [==============================] - 0s 757us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 374/500
450/450 [==============================] - 0s 761us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 375/500
450/450 [==============================] - 0s 758us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 376/500
450/450 [==============================] - 0s 773us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 377/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 378/500
450/450 [==============================] - 0s 758us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 379/500
450/450 [==============================] - 0s 772us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 380/500
450/450 [==============================] - 0s 769us/step - loss: 0.3953 - accuracy: 0.8368
Epoch 381/500
450/450 [==============================] - 0s 758us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 382/500
450/450 [==============================] - 0s 777us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 383/500
450/450 [==============================] - 0s 759us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 384/500
450/450 [==============================] - 0s 752us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 385/500
450/450 [==============================] - 0s 854us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 386/500
450/450 [==============================] - 0s 755us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 387/500
450/450 [==============================] - 0s 770us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 388/500
450/450 [==============================] - 0s 753us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 389/500
450/450 [==============================] - 0s 756us/step - loss: 0.3952 - accuracy: 0.8363
Epoch 390/500
450/450 [==============================] - 0s 774us/step - loss: 0.3951 - accuracy: 0.8346
Epoch 391/500
450/450 [==============================] - 0s 748us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 392/500
450/450 [==============================] - 0s 760us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 393/500
450/450 [==============================] - 0s 790us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 394/500
450/450 [==============================] - 0s 745us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 395/500
450/450 [==============================] - 0s 765us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 396/500
450/450 [==============================] - 0s 791us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 397/500
450/450 [==============================] - 0s 776us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 398/500
450/450 [==============================] - 0s 763us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 399/500
450/450 [==============================] - 0s 786us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 400/500
450/450 [==============================] - 0s 767us/step - loss: 0.3960 - accuracy: 0.8364
Epoch 401/500
450/450 [==============================] - 0s 770us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 402/500
450/450 [==============================] - 0s 782us/step - loss: 0.3956 - accuracy: 0.8369
Epoch 403/500
450/450 [==============================] - 0s 765us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 404/500
450/450 [==============================] - 0s 752us/step - loss: 0.3953 - accuracy: 0.8368
Epoch 405/500
450/450 [==============================] - 0s 781us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 406/500
450/450 [==============================] - 0s 757us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 407/500
450/450 [==============================] - 0s 761us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 408/500
450/450 [==============================] - ETA: 0s - loss: 0.3907 - accuracy: 0.83 - 0s 782us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 409/500
450/450 [==============================] - 0s 766us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 410/500
450/450 [==============================] - 0s 767us/step - loss: 0.3951 - accuracy: 0.8358
Epoch 411/500
450/450 [==============================] - 0s 762us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 412/500
450/450 [==============================] - 0s 759us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 413/500
450/450 [==============================] - 0s 772us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 414/500
450/450 [==============================] - 0s 757us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 415/500
450/450 [==============================] - 0s 756us/step - loss: 0.3956 - accuracy: 0.8378
Epoch 416/500
450/450 [==============================] - 0s 784us/step - loss: 0.3952 - accuracy: 0.83740s - loss: 0.4063 - accuracy: 0.
Epoch 417/500
450/450 [==============================] - 0s 757us/step - loss: 0.3947 - accuracy: 0.8361
Epoch 418/500
450/450 [==============================] - 0s 759us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 419/500
450/450 [==============================] - 0s 785us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 420/500
450/450 [==============================] - 0s 754us/step - loss: 0.3951 - accuracy: 0.8357
Epoch 421/500
450/450 [==============================] - 0s 783us/step - loss: 0.3951 - accuracy: 0.8368
Epoch 422/500
450/450 [==============================] - 0s 760us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 423/500
450/450 [==============================] - 0s 832us/step - loss: 0.3954 - accuracy: 0.8349
Epoch 424/500
450/450 [==============================] - 0s 858us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 425/500
450/450 [==============================] - 0s 842us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 426/500
450/450 [==============================] - 0s 759us/step - loss: 0.3952 - accuracy: 0.8372
Epoch 427/500
450/450 [==============================] - 0s 766us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 428/500
450/450 [==============================] - 0s 764us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 429/500
450/450 [==============================] - 0s 761us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 430/500
450/450 [==============================] - 0s 778us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 431/500
450/450 [==============================] - 0s 768us/step - loss: 0.3952 - accuracy: 0.8372
Epoch 432/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 433/500
450/450 [==============================] - 0s 770us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 434/500
450/450 [==============================] - 0s 760us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 435/500
450/450 [==============================] - 0s 775us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 436/500
450/450 [==============================] - 0s 775us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 437/500
450/450 [==============================] - 0s 778us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 438/500
450/450 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 439/500
450/450 [==============================] - 0s 860us/step - loss: 0.3958 - accuracy: 0.8356
Epoch 440/500
450/450 [==============================] - 0s 792us/step - loss: 0.3949 - accuracy: 0.83680s - loss: 0.3951 - accuracy: 0.83
Epoch 441/500
450/450 [==============================] - 0s 764us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 442/500
450/450 [==============================] - 0s 780us/step - loss: 0.3952 - accuracy: 0.8354
Epoch 443/500
450/450 [==============================] - 0s 762us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 444/500
450/450 [==============================] - 0s 815us/step - loss: 0.3955 - accuracy: 0.8350
Epoch 445/500
450/450 [==============================] - 0s 771us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 446/500
450/450 [==============================] - 0s 764us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 447/500
450/450 [==============================] - 0s 793us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 448/500
450/450 [==============================] - 0s 766us/step - loss: 0.3950 - accuracy: 0.83670s - loss: 0.4052 - accuracy
Epoch 449/500
450/450 [==============================] - 0s 765us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 450/500
450/450 [==============================] - 0s 786us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 451/500
450/450 [==============================] - 0s 767us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 452/500
450/450 [==============================] - 0s 790us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 453/500
450/450 [==============================] - 0s 780us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 454/500
450/450 [==============================] - 0s 767us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 455/500
450/450 [==============================] - 0s 765us/step - loss: 0.3948 - accuracy: 0.8361
Epoch 456/500
450/450 [==============================] - 0s 790us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 457/500
450/450 [==============================] - 0s 771us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 458/500
450/450 [==============================] - 0s 761us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 459/500
450/450 [==============================] - 0s 801us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 460/500
450/450 [==============================] - 0s 767us/step - loss: 0.3953 - accuracy: 0.8368
Epoch 461/500
450/450 [==============================] - 0s 799us/step - loss: 0.3957 - accuracy: 0.8369
Epoch 462/500
450/450 [==============================] - 0s 769us/step - loss: 0.3953 - accuracy: 0.8360
Epoch 463/500
450/450 [==============================] - 0s 765us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 464/500
450/450 [==============================] - 0s 805us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 465/500
450/450 [==============================] - 0s 762us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 466/500
450/450 [==============================] - 0s 791us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 467/500
450/450 [==============================] - 0s 778us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 468/500
450/450 [==============================] - 0s 796us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 469/500
450/450 [==============================] - 0s 768us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 470/500
450/450 [==============================] - 0s 801us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 471/500
450/450 [==============================] - 0s 800us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 472/500
450/450 [==============================] - 0s 796us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 473/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3951 - accuracy: 0.8369
Epoch 474/500
450/450 [==============================] - 0s 827us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 475/500
450/450 [==============================] - 0s 828us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 476/500
450/450 [==============================] - 0s 795us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 477/500
450/450 [==============================] - 0s 791us/step - loss: 0.3953 - accuracy: 0.8369
Epoch 478/500
450/450 [==============================] - 0s 771us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 479/500
450/450 [==============================] - 0s 789us/step - loss: 0.3948 - accuracy: 0.8361
Epoch 480/500
450/450 [==============================] - 0s 833us/step - loss: 0.3952 - accuracy: 0.8364
Epoch 481/500
450/450 [==============================] - 0s 772us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 482/500
450/450 [==============================] - 0s 784us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 483/500
450/450 [==============================] - 0s 789us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 484/500
450/450 [==============================] - 0s 796us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 485/500
450/450 [==============================] - 0s 773us/step - loss: 0.3951 - accuracy: 0.8356
Epoch 486/500
450/450 [==============================] - 0s 787us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 487/500
450/450 [==============================] - 0s 789us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 488/500
450/450 [==============================] - 0s 773us/step - loss: 0.3954 - accuracy: 0.8353
Epoch 489/500
450/450 [==============================] - 0s 795us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 490/500
450/450 [==============================] - 0s 789us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 491/500
450/450 [==============================] - 0s 783us/step - loss: 0.3953 - accuracy: 0.8349
Epoch 492/500
450/450 [==============================] - 0s 776us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 493/500
450/450 [==============================] - 0s 770us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 494/500
450/450 [==============================] - 0s 784us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 495/500
450/450 [==============================] - 0s 779us/step - loss: 0.3949 - accuracy: 0.8349
Epoch 496/500
450/450 [==============================] - 0s 766us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 497/500
450/450 [==============================] - 0s 774us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 498/500
450/450 [==============================] - 0s 774us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 499/500
450/450 [==============================] - 0s 759us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 500/500
450/450 [==============================] - 0s 777us/step - loss: 0.3952 - accuracy: 0.8374
Epoch 1/500
450/450 [==============================] - 0s 807us/step - loss: 0.5157 - accuracy: 0.7974
Epoch 2/500
450/450 [==============================] - 0s 836us/step - loss: 0.4277 - accuracy: 0.7974
Epoch 3/500
450/450 [==============================] - 0s 819us/step - loss: 0.4234 - accuracy: 0.7974
Epoch 4/500
450/450 [==============================] - 0s 802us/step - loss: 0.4210 - accuracy: 0.7974
Epoch 5/500
450/450 [==============================] - 0s 806us/step - loss: 0.4185 - accuracy: 0.8081
Epoch 6/500
450/450 [==============================] - 0s 809us/step - loss: 0.4162 - accuracy: 0.8269
Epoch 7/500
450/450 [==============================] - 0s 849us/step - loss: 0.4141 - accuracy: 0.8279
Epoch 8/500
450/450 [==============================] - 0s 801us/step - loss: 0.4122 - accuracy: 0.8294
Epoch 9/500
450/450 [==============================] - 0s 823us/step - loss: 0.4104 - accuracy: 0.8315
Epoch 10/500
450/450 [==============================] - 0s 832us/step - loss: 0.4089 - accuracy: 0.8315
Epoch 11/500
450/450 [==============================] - 0s 801us/step - loss: 0.4075 - accuracy: 0.8324
Epoch 12/500
450/450 [==============================] - 0s 823us/step - loss: 0.4061 - accuracy: 0.8321
Epoch 13/500
450/450 [==============================] - 0s 841us/step - loss: 0.4048 - accuracy: 0.8343
Epoch 14/500
450/450 [==============================] - 0s 800us/step - loss: 0.4040 - accuracy: 0.8342
Epoch 15/500
450/450 [==============================] - 0s 836us/step - loss: 0.4031 - accuracy: 0.8346
Epoch 16/500
450/450 [==============================] - 0s 813us/step - loss: 0.4020 - accuracy: 0.8357
Epoch 17/500
450/450 [==============================] - 0s 849us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 18/500
450/450 [==============================] - 0s 819us/step - loss: 0.4012 - accuracy: 0.8368
Epoch 19/500
450/450 [==============================] - 0s 789us/step - loss: 0.4003 - accuracy: 0.8344
Epoch 20/500
450/450 [==============================] - 0s 806us/step - loss: 0.3992 - accuracy: 0.8349
Epoch 21/500
450/450 [==============================] - 0s 821us/step - loss: 0.3985 - accuracy: 0.8361
Epoch 22/500
450/450 [==============================] - 0s 797us/step - loss: 0.3981 - accuracy: 0.8357
Epoch 23/500
450/450 [==============================] - 0s 819us/step - loss: 0.3975 - accuracy: 0.8371
Epoch 24/500
450/450 [==============================] - 0s 822us/step - loss: 0.3971 - accuracy: 0.8354
Epoch 25/500
450/450 [==============================] - 0s 809us/step - loss: 0.3963 - accuracy: 0.8374
Epoch 26/500
450/450 [==============================] - 0s 823us/step - loss: 0.3962 - accuracy: 0.8333
Epoch 27/500
450/450 [==============================] - 0s 804us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 28/500
450/450 [==============================] - 0s 805us/step - loss: 0.3954 - accuracy: 0.8354
Epoch 29/500
450/450 [==============================] - 0s 837us/step - loss: 0.3955 - accuracy: 0.8356
Epoch 30/500
450/450 [==============================] - 0s 808us/step - loss: 0.3947 - accuracy: 0.8358
Epoch 31/500
450/450 [==============================] - 0s 834us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 32/500
450/450 [==============================] - 0s 811us/step - loss: 0.3946 - accuracy: 0.8354
Epoch 33/500
450/450 [==============================] - 0s 816us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 34/500
450/450 [==============================] - 0s 828us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 35/500
450/450 [==============================] - 0s 814us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 36/500
450/450 [==============================] - 0s 802us/step - loss: 0.3930 - accuracy: 0.8351
Epoch 37/500
450/450 [==============================] - 0s 837us/step - loss: 0.3933 - accuracy: 0.8346
Epoch 38/500
450/450 [==============================] - 0s 806us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 39/500
450/450 [==============================] - 0s 844us/step - loss: 0.3934 - accuracy: 0.8342
Epoch 40/500
450/450 [==============================] - 0s 806us/step - loss: 0.3930 - accuracy: 0.8350
Epoch 41/500
450/450 [==============================] - 0s 799us/step - loss: 0.3931 - accuracy: 0.8354
Epoch 42/500
450/450 [==============================] - 0s 813us/step - loss: 0.3928 - accuracy: 0.8363
Epoch 43/500
450/450 [==============================] - 0s 807us/step - loss: 0.3929 - accuracy: 0.8353
Epoch 44/500
450/450 [==============================] - 0s 804us/step - loss: 0.3931 - accuracy: 0.8365
Epoch 45/500
450/450 [==============================] - 0s 822us/step - loss: 0.3928 - accuracy: 0.8356
Epoch 46/500
450/450 [==============================] - 0s 781us/step - loss: 0.3918 - accuracy: 0.8368
Epoch 47/500
450/450 [==============================] - 0s 830us/step - loss: 0.3923 - accuracy: 0.8375
Epoch 48/500
450/450 [==============================] - 0s 823us/step - loss: 0.3919 - accuracy: 0.8344
Epoch 49/500
450/450 [==============================] - 0s 794us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 50/500
450/450 [==============================] - 0s 919us/step - loss: 0.3919 - accuracy: 0.8358
Epoch 51/500
450/450 [==============================] - 0s 764us/step - loss: 0.3921 - accuracy: 0.8393
Epoch 52/500
450/450 [==============================] - 0s 756us/step - loss: 0.3917 - accuracy: 0.8364
Epoch 53/500
450/450 [==============================] - 0s 763us/step - loss: 0.3908 - accuracy: 0.8346
Epoch 54/500
450/450 [==============================] - 0s 758us/step - loss: 0.3919 - accuracy: 0.8363
Epoch 55/500
450/450 [==============================] - 0s 751us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 56/500
450/450 [==============================] - 0s 769us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 57/500
450/450 [==============================] - 0s 760us/step - loss: 0.3905 - accuracy: 0.8339
Epoch 58/500
450/450 [==============================] - 0s 756us/step - loss: 0.3909 - accuracy: 0.8350
Epoch 59/500
450/450 [==============================] - 0s 763us/step - loss: 0.3914 - accuracy: 0.8364
Epoch 60/500
450/450 [==============================] - 0s 750us/step - loss: 0.3912 - accuracy: 0.8360
Epoch 61/500
450/450 [==============================] - 0s 768us/step - loss: 0.3915 - accuracy: 0.8357
Epoch 62/500
450/450 [==============================] - 0s 779us/step - loss: 0.3908 - accuracy: 0.8358
Epoch 63/500
450/450 [==============================] - 0s 755us/step - loss: 0.3914 - accuracy: 0.8364
Epoch 64/500
450/450 [==============================] - 0s 762us/step - loss: 0.3910 - accuracy: 0.8364
Epoch 65/500
450/450 [==============================] - 0s 754us/step - loss: 0.3908 - accuracy: 0.8347
Epoch 66/500
450/450 [==============================] - 0s 769us/step - loss: 0.3910 - accuracy: 0.8358
Epoch 67/500
450/450 [==============================] - 0s 830us/step - loss: 0.3910 - accuracy: 0.8353
Epoch 68/500
450/450 [==============================] - 0s 834us/step - loss: 0.3908 - accuracy: 0.8354
Epoch 69/500
450/450 [==============================] - 0s 954us/step - loss: 0.3903 - accuracy: 0.8350
Epoch 70/500
450/450 [==============================] - 0s 792us/step - loss: 0.3908 - accuracy: 0.8357
Epoch 71/500
450/450 [==============================] - 0s 766us/step - loss: 0.3901 - accuracy: 0.8372
Epoch 72/500
450/450 [==============================] - 0s 757us/step - loss: 0.3903 - accuracy: 0.8353
Epoch 73/500
450/450 [==============================] - 0s 771us/step - loss: 0.3902 - accuracy: 0.8360
Epoch 74/500
450/450 [==============================] - 0s 771us/step - loss: 0.3901 - accuracy: 0.8379
Epoch 75/500
450/450 [==============================] - 0s 746us/step - loss: 0.3894 - accuracy: 0.8364
Epoch 76/500
450/450 [==============================] - 0s 763us/step - loss: 0.3899 - accuracy: 0.8357
Epoch 77/500
450/450 [==============================] - 0s 746us/step - loss: 0.3894 - accuracy: 0.8360
Epoch 78/500
450/450 [==============================] - 0s 751us/step - loss: 0.3900 - accuracy: 0.8357
Epoch 79/500
450/450 [==============================] - 0s 750us/step - loss: 0.3900 - accuracy: 0.8372
Epoch 80/500
450/450 [==============================] - 0s 744us/step - loss: 0.3896 - accuracy: 0.8357
Epoch 81/500
450/450 [==============================] - 0s 756us/step - loss: 0.3895 - accuracy: 0.8365
Epoch 82/500
450/450 [==============================] - 0s 744us/step - loss: 0.3896 - accuracy: 0.8361
Epoch 83/500
450/450 [==============================] - 0s 745us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 84/500
450/450 [==============================] - 0s 768us/step - loss: 0.3896 - accuracy: 0.8358
Epoch 85/500
450/450 [==============================] - 0s 769us/step - loss: 0.3887 - accuracy: 0.8392
Epoch 86/500
450/450 [==============================] - 0s 749us/step - loss: 0.3891 - accuracy: 0.8353
Epoch 87/500
450/450 [==============================] - 0s 756us/step - loss: 0.3890 - accuracy: 0.8365
Epoch 88/500
450/450 [==============================] - 0s 742us/step - loss: 0.3890 - accuracy: 0.8346
Epoch 89/500
450/450 [==============================] - 0s 749us/step - loss: 0.3885 - accuracy: 0.8349
Epoch 90/500
450/450 [==============================] - 0s 765us/step - loss: 0.3892 - accuracy: 0.8344
Epoch 91/500
450/450 [==============================] - 0s 763us/step - loss: 0.3889 - accuracy: 0.8367
Epoch 92/500
450/450 [==============================] - 0s 744us/step - loss: 0.3888 - accuracy: 0.8356
Epoch 93/500
450/450 [==============================] - 0s 767us/step - loss: 0.3888 - accuracy: 0.8369
Epoch 94/500
450/450 [==============================] - 0s 749us/step - loss: 0.3884 - accuracy: 0.83690s - loss: 0.3898 - accuracy: 
Epoch 95/500
450/450 [==============================] - 0s 740us/step - loss: 0.3885 - accuracy: 0.8365
Epoch 96/500
450/450 [==============================] - 0s 758us/step - loss: 0.3885 - accuracy: 0.8364
Epoch 97/500
450/450 [==============================] - 0s 748us/step - loss: 0.3883 - accuracy: 0.8371
Epoch 98/500
450/450 [==============================] - 0s 751us/step - loss: 0.3883 - accuracy: 0.8351
Epoch 99/500
450/450 [==============================] - 0s 776us/step - loss: 0.3884 - accuracy: 0.8376
Epoch 100/500
450/450 [==============================] - 0s 747us/step - loss: 0.3884 - accuracy: 0.8364
Epoch 101/500
450/450 [==============================] - 0s 762us/step - loss: 0.3880 - accuracy: 0.8356
Epoch 102/500
450/450 [==============================] - 0s 762us/step - loss: 0.3881 - accuracy: 0.8374
Epoch 103/500
450/450 [==============================] - 0s 749us/step - loss: 0.3878 - accuracy: 0.8353
Epoch 104/500
450/450 [==============================] - 0s 743us/step - loss: 0.3880 - accuracy: 0.8376
Epoch 105/500
450/450 [==============================] - 0s 770us/step - loss: 0.3877 - accuracy: 0.8358
Epoch 106/500
450/450 [==============================] - 0s 759us/step - loss: 0.3883 - accuracy: 0.8376
Epoch 107/500
450/450 [==============================] - 0s 746us/step - loss: 0.3870 - accuracy: 0.8385
Epoch 108/500
450/450 [==============================] - 0s 757us/step - loss: 0.3878 - accuracy: 0.8375
Epoch 109/500
450/450 [==============================] - 0s 745us/step - loss: 0.3872 - accuracy: 0.8357
Epoch 110/500
450/450 [==============================] - 0s 740us/step - loss: 0.3869 - accuracy: 0.8347
Epoch 111/500
450/450 [==============================] - 0s 765us/step - loss: 0.3873 - accuracy: 0.8385
Epoch 112/500
450/450 [==============================] - 0s 772us/step - loss: 0.3873 - accuracy: 0.8372
Epoch 113/500
450/450 [==============================] - 0s 741us/step - loss: 0.3877 - accuracy: 0.8371
Epoch 114/500
450/450 [==============================] - 0s 763us/step - loss: 0.3881 - accuracy: 0.8360
Epoch 115/500
450/450 [==============================] - 0s 745us/step - loss: 0.3883 - accuracy: 0.8363
Epoch 116/500
450/450 [==============================] - 0s 764us/step - loss: 0.3873 - accuracy: 0.8364
Epoch 117/500
450/450 [==============================] - 0s 743us/step - loss: 0.3873 - accuracy: 0.8383
Epoch 118/500
450/450 [==============================] - 0s 747us/step - loss: 0.3868 - accuracy: 0.8375
Epoch 119/500
450/450 [==============================] - 0s 752us/step - loss: 0.3874 - accuracy: 0.8382
Epoch 120/500
450/450 [==============================] - 0s 777us/step - loss: 0.3870 - accuracy: 0.8389
Epoch 121/500
450/450 [==============================] - 0s 757us/step - loss: 0.3877 - accuracy: 0.8360
Epoch 122/500
450/450 [==============================] - 0s 772us/step - loss: 0.3873 - accuracy: 0.8369
Epoch 123/500
450/450 [==============================] - 0s 748us/step - loss: 0.3876 - accuracy: 0.8360
Epoch 124/500
450/450 [==============================] - 0s 753us/step - loss: 0.3865 - accuracy: 0.8365
Epoch 125/500
450/450 [==============================] - 0s 776us/step - loss: 0.3873 - accuracy: 0.8382
Epoch 126/500
450/450 [==============================] - 0s 747us/step - loss: 0.3873 - accuracy: 0.8356
Epoch 127/500
450/450 [==============================] - 0s 755us/step - loss: 0.3879 - accuracy: 0.8353
Epoch 128/500
450/450 [==============================] - 0s 775us/step - loss: 0.3871 - accuracy: 0.8372
Epoch 129/500
450/450 [==============================] - 0s 746us/step - loss: 0.3874 - accuracy: 0.8338
Epoch 130/500
450/450 [==============================] - 0s 752us/step - loss: 0.3863 - accuracy: 0.8390
Epoch 131/500
450/450 [==============================] - 0s 791us/step - loss: 0.3871 - accuracy: 0.8367
Epoch 132/500
450/450 [==============================] - 0s 750us/step - loss: 0.3866 - accuracy: 0.8361
Epoch 133/500
450/450 [==============================] - 0s 754us/step - loss: 0.3866 - accuracy: 0.8374
Epoch 134/500
450/450 [==============================] - 0s 782us/step - loss: 0.3869 - accuracy: 0.8367
Epoch 135/500
450/450 [==============================] - 0s 763us/step - loss: 0.3868 - accuracy: 0.8367
Epoch 136/500
450/450 [==============================] - 0s 757us/step - loss: 0.3872 - accuracy: 0.8353
Epoch 137/500
450/450 [==============================] - 0s 767us/step - loss: 0.3867 - accuracy: 0.8367
Epoch 138/500
450/450 [==============================] - 0s 745us/step - loss: 0.3875 - accuracy: 0.8364
Epoch 139/500
450/450 [==============================] - 0s 749us/step - loss: 0.3866 - accuracy: 0.8371
Epoch 140/500
450/450 [==============================] - 0s 767us/step - loss: 0.3868 - accuracy: 0.8344
Epoch 141/500
450/450 [==============================] - 0s 742us/step - loss: 0.3868 - accuracy: 0.8354
Epoch 142/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3870 - accuracy: 0.8360
Epoch 143/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8382
Epoch 144/500
450/450 [==============================] - 0s 821us/step - loss: 0.3868 - accuracy: 0.8379
Epoch 145/500
450/450 [==============================] - 0s 974us/step - loss: 0.3867 - accuracy: 0.8369
Epoch 146/500
450/450 [==============================] - 0s 891us/step - loss: 0.3868 - accuracy: 0.8364
Epoch 147/500
450/450 [==============================] - 0s 844us/step - loss: 0.3865 - accuracy: 0.8379
Epoch 148/500
450/450 [==============================] - 0s 850us/step - loss: 0.3872 - accuracy: 0.8360
Epoch 149/500
450/450 [==============================] - 0s 796us/step - loss: 0.3865 - accuracy: 0.8381
Epoch 150/500
450/450 [==============================] - 0s 769us/step - loss: 0.3866 - accuracy: 0.8365
Epoch 151/500
450/450 [==============================] - 0s 877us/step - loss: 0.3859 - accuracy: 0.8349
Epoch 152/500
450/450 [==============================] - 0s 822us/step - loss: 0.3859 - accuracy: 0.8375
Epoch 153/500
450/450 [==============================] - 0s 754us/step - loss: 0.3866 - accuracy: 0.8350
Epoch 154/500
450/450 [==============================] - 0s 794us/step - loss: 0.3870 - accuracy: 0.8360
Epoch 155/500
450/450 [==============================] - 0s 750us/step - loss: 0.3872 - accuracy: 0.8354
Epoch 156/500
450/450 [==============================] - 0s 783us/step - loss: 0.3866 - accuracy: 0.8367
Epoch 157/500
450/450 [==============================] - 0s 793us/step - loss: 0.3867 - accuracy: 0.8367
Epoch 158/500
450/450 [==============================] - 0s 853us/step - loss: 0.3864 - accuracy: 0.8383
Epoch 159/500
450/450 [==============================] - 0s 846us/step - loss: 0.3870 - accuracy: 0.8368
Epoch 160/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3858 - accuracy: 0.8375
Epoch 161/500
450/450 [==============================] - 0s 747us/step - loss: 0.3869 - accuracy: 0.8375
Epoch 162/500
450/450 [==============================] - 0s 748us/step - loss: 0.3865 - accuracy: 0.8356
Epoch 163/500
450/450 [==============================] - 0s 761us/step - loss: 0.3869 - accuracy: 0.8361
Epoch 164/500
450/450 [==============================] - 0s 747us/step - loss: 0.3867 - accuracy: 0.8379
Epoch 165/500
450/450 [==============================] - 0s 994us/step - loss: 0.3861 - accuracy: 0.8346
Epoch 166/500
450/450 [==============================] - 0s 761us/step - loss: 0.3863 - accuracy: 0.8376
Epoch 167/500
450/450 [==============================] - 0s 957us/step - loss: 0.3870 - accuracy: 0.8333
Epoch 168/500
450/450 [==============================] - 0s 774us/step - loss: 0.3864 - accuracy: 0.8379
Epoch 169/500
450/450 [==============================] - 0s 765us/step - loss: 0.3869 - accuracy: 0.8342
Epoch 170/500
450/450 [==============================] - 0s 758us/step - loss: 0.3865 - accuracy: 0.8376
Epoch 171/500
450/450 [==============================] - 0s 866us/step - loss: 0.3859 - accuracy: 0.8364
Epoch 172/500
450/450 [==============================] - 0s 829us/step - loss: 0.3864 - accuracy: 0.8374
Epoch 173/500
450/450 [==============================] - 0s 855us/step - loss: 0.3867 - accuracy: 0.8358
Epoch 174/500
450/450 [==============================] - 0s 757us/step - loss: 0.3867 - accuracy: 0.8347
Epoch 175/500
450/450 [==============================] - 0s 747us/step - loss: 0.3869 - accuracy: 0.8372
Epoch 176/500
450/450 [==============================] - 0s 767us/step - loss: 0.3865 - accuracy: 0.8372
Epoch 177/500
450/450 [==============================] - 0s 752us/step - loss: 0.3866 - accuracy: 0.8343
Epoch 178/500
450/450 [==============================] - 0s 741us/step - loss: 0.3864 - accuracy: 0.8360
Epoch 179/500
450/450 [==============================] - 0s 752us/step - loss: 0.3864 - accuracy: 0.8364
Epoch 180/500
450/450 [==============================] - 0s 766us/step - loss: 0.3864 - accuracy: 0.8372
Epoch 181/500
450/450 [==============================] - 0s 744us/step - loss: 0.3865 - accuracy: 0.8367
Epoch 182/500
450/450 [==============================] - 0s 763us/step - loss: 0.3865 - accuracy: 0.8361
Epoch 183/500
450/450 [==============================] - 0s 741us/step - loss: 0.3861 - accuracy: 0.8365
Epoch 184/500
450/450 [==============================] - 0s 758us/step - loss: 0.3863 - accuracy: 0.8367
Epoch 185/500
450/450 [==============================] - 0s 767us/step - loss: 0.3858 - accuracy: 0.8367
Epoch 186/500
450/450 [==============================] - 0s 764us/step - loss: 0.3860 - accuracy: 0.8351
Epoch 187/500
450/450 [==============================] - 0s 749us/step - loss: 0.3861 - accuracy: 0.8379
Epoch 188/500
450/450 [==============================] - 0s 780us/step - loss: 0.3867 - accuracy: 0.8376
Epoch 189/500
450/450 [==============================] - 0s 759us/step - loss: 0.3863 - accuracy: 0.8363
Epoch 190/500
450/450 [==============================] - 0s 745us/step - loss: 0.3865 - accuracy: 0.8375
Epoch 191/500
450/450 [==============================] - 0s 769us/step - loss: 0.3864 - accuracy: 0.8361
Epoch 192/500
450/450 [==============================] - 0s 749us/step - loss: 0.3862 - accuracy: 0.8365
Epoch 193/500
450/450 [==============================] - 0s 740us/step - loss: 0.3864 - accuracy: 0.8350
Epoch 194/500
450/450 [==============================] - 0s 826us/step - loss: 0.3863 - accuracy: 0.8351
Epoch 195/500
450/450 [==============================] - 0s 743us/step - loss: 0.3861 - accuracy: 0.8363
Epoch 196/500
450/450 [==============================] - 0s 744us/step - loss: 0.3864 - accuracy: 0.8361
Epoch 197/500
450/450 [==============================] - 0s 785us/step - loss: 0.3864 - accuracy: 0.8369
Epoch 198/500
450/450 [==============================] - 0s 750us/step - loss: 0.3866 - accuracy: 0.8353
Epoch 199/500
450/450 [==============================] - 0s 743us/step - loss: 0.3864 - accuracy: 0.8365
Epoch 200/500
450/450 [==============================] - 0s 759us/step - loss: 0.3860 - accuracy: 0.8354
Epoch 201/500
450/450 [==============================] - 0s 837us/step - loss: 0.3864 - accuracy: 0.8374
Epoch 202/500
450/450 [==============================] - 0s 850us/step - loss: 0.3862 - accuracy: 0.8369
Epoch 203/500
450/450 [==============================] - 0s 750us/step - loss: 0.3860 - accuracy: 0.8347
Epoch 204/500
450/450 [==============================] - 0s 746us/step - loss: 0.3861 - accuracy: 0.8378
Epoch 205/500
450/450 [==============================] - 0s 751us/step - loss: 0.3870 - accuracy: 0.8358
Epoch 206/500
450/450 [==============================] - 0s 775us/step - loss: 0.3865 - accuracy: 0.8358
Epoch 207/500
450/450 [==============================] - 0s 758us/step - loss: 0.3864 - accuracy: 0.8344
Epoch 208/500
450/450 [==============================] - 0s 756us/step - loss: 0.3867 - accuracy: 0.8358
Epoch 209/500
450/450 [==============================] - 0s 759us/step - loss: 0.3864 - accuracy: 0.8364
Epoch 210/500
450/450 [==============================] - 0s 743us/step - loss: 0.3860 - accuracy: 0.8385
Epoch 211/500
450/450 [==============================] - 0s 771us/step - loss: 0.3860 - accuracy: 0.8372
Epoch 212/500
450/450 [==============================] - 0s 736us/step - loss: 0.3864 - accuracy: 0.8365
Epoch 213/500
450/450 [==============================] - 0s 752us/step - loss: 0.3860 - accuracy: 0.8375
Epoch 214/500
450/450 [==============================] - 0s 776us/step - loss: 0.3864 - accuracy: 0.8360
Epoch 215/500
450/450 [==============================] - 0s 743us/step - loss: 0.3856 - accuracy: 0.8371
Epoch 216/500
450/450 [==============================] - 0s 746us/step - loss: 0.3863 - accuracy: 0.8360
Epoch 217/500
450/450 [==============================] - 0s 764us/step - loss: 0.3863 - accuracy: 0.8356
Epoch 218/500
450/450 [==============================] - 0s 753us/step - loss: 0.3862 - accuracy: 0.8364
Epoch 219/500
450/450 [==============================] - 0s 744us/step - loss: 0.3860 - accuracy: 0.8365
Epoch 220/500
450/450 [==============================] - 0s 865us/step - loss: 0.3871 - accuracy: 0.8368
Epoch 221/500
450/450 [==============================] - 0s 741us/step - loss: 0.3861 - accuracy: 0.8357
Epoch 222/500
450/450 [==============================] - 0s 742us/step - loss: 0.3863 - accuracy: 0.8378
Epoch 223/500
450/450 [==============================] - 0s 760us/step - loss: 0.3863 - accuracy: 0.8354
Epoch 224/500
450/450 [==============================] - 0s 742us/step - loss: 0.3864 - accuracy: 0.8357
Epoch 225/500
450/450 [==============================] - 0s 745us/step - loss: 0.3864 - accuracy: 0.8369
Epoch 226/500
450/450 [==============================] - 0s 781us/step - loss: 0.3864 - accuracy: 0.8369
Epoch 227/500
450/450 [==============================] - 0s 738us/step - loss: 0.3860 - accuracy: 0.8368
Epoch 228/500
450/450 [==============================] - 0s 749us/step - loss: 0.3864 - accuracy: 0.8368
Epoch 229/500
450/450 [==============================] - 0s 761us/step - loss: 0.3861 - accuracy: 0.8383
Epoch 230/500
450/450 [==============================] - 0s 743us/step - loss: 0.3866 - accuracy: 0.8365
Epoch 231/500
450/450 [==============================] - 0s 761us/step - loss: 0.3856 - accuracy: 0.8376
Epoch 232/500
450/450 [==============================] - 0s 768us/step - loss: 0.3863 - accuracy: 0.8375
Epoch 233/500
450/450 [==============================] - 0s 762us/step - loss: 0.3860 - accuracy: 0.8379
Epoch 234/500
450/450 [==============================] - 0s 743us/step - loss: 0.3864 - accuracy: 0.8349
Epoch 235/500
450/450 [==============================] - 0s 764us/step - loss: 0.3860 - accuracy: 0.8378
Epoch 236/500
450/450 [==============================] - 0s 782us/step - loss: 0.3859 - accuracy: 0.8369
Epoch 237/500
450/450 [==============================] - 0s 742us/step - loss: 0.3861 - accuracy: 0.8358
Epoch 238/500
450/450 [==============================] - 0s 761us/step - loss: 0.3866 - accuracy: 0.8363
Epoch 239/500
450/450 [==============================] - 0s 757us/step - loss: 0.3862 - accuracy: 0.8400
Epoch 240/500
450/450 [==============================] - 0s 740us/step - loss: 0.3861 - accuracy: 0.8375
Epoch 241/500
450/450 [==============================] - 0s 770us/step - loss: 0.3863 - accuracy: 0.8349
Epoch 242/500
450/450 [==============================] - 0s 742us/step - loss: 0.3853 - accuracy: 0.8368
Epoch 243/500
450/450 [==============================] - 0s 774us/step - loss: 0.3860 - accuracy: 0.8357
Epoch 244/500
450/450 [==============================] - 0s 745us/step - loss: 0.3865 - accuracy: 0.8361
Epoch 245/500
450/450 [==============================] - 0s 744us/step - loss: 0.3862 - accuracy: 0.8343
Epoch 246/500
450/450 [==============================] - 0s 754us/step - loss: 0.3855 - accuracy: 0.8379
Epoch 247/500
450/450 [==============================] - 0s 762us/step - loss: 0.3863 - accuracy: 0.8367
Epoch 248/500
450/450 [==============================] - 0s 743us/step - loss: 0.3858 - accuracy: 0.8374
Epoch 249/500
450/450 [==============================] - 0s 765us/step - loss: 0.3864 - accuracy: 0.8389
Epoch 250/500
450/450 [==============================] - 0s 747us/step - loss: 0.3860 - accuracy: 0.8357
Epoch 251/500
450/450 [==============================] - 0s 740us/step - loss: 0.3857 - accuracy: 0.8363
Epoch 252/500
450/450 [==============================] - 0s 766us/step - loss: 0.3856 - accuracy: 0.8358
Epoch 253/500
450/450 [==============================] - 0s 747us/step - loss: 0.3863 - accuracy: 0.8358
Epoch 254/500
450/450 [==============================] - 0s 745us/step - loss: 0.3859 - accuracy: 0.8381
Epoch 255/500
450/450 [==============================] - 0s 778us/step - loss: 0.3863 - accuracy: 0.8375
Epoch 256/500
450/450 [==============================] - 0s 747us/step - loss: 0.3864 - accuracy: 0.8356
Epoch 257/500
450/450 [==============================] - 0s 761us/step - loss: 0.3856 - accuracy: 0.8358
Epoch 258/500
450/450 [==============================] - 0s 743us/step - loss: 0.3864 - accuracy: 0.8357
Epoch 259/500
450/450 [==============================] - 0s 750us/step - loss: 0.3860 - accuracy: 0.8342
Epoch 260/500
450/450 [==============================] - 0s 761us/step - loss: 0.3860 - accuracy: 0.8365
Epoch 261/500
450/450 [==============================] - 0s 763us/step - loss: 0.3858 - accuracy: 0.8379
Epoch 262/500
450/450 [==============================] - 0s 746us/step - loss: 0.3861 - accuracy: 0.8360
Epoch 263/500
450/450 [==============================] - 0s 743us/step - loss: 0.3858 - accuracy: 0.8363
Epoch 264/500
450/450 [==============================] - 0s 764us/step - loss: 0.3859 - accuracy: 0.8357
Epoch 265/500
450/450 [==============================] - 0s 744us/step - loss: 0.3862 - accuracy: 0.8375
Epoch 266/500
450/450 [==============================] - 0s 746us/step - loss: 0.3862 - accuracy: 0.8344
Epoch 267/500
450/450 [==============================] - 0s 803us/step - loss: 0.3865 - accuracy: 0.8375
Epoch 268/500
450/450 [==============================] - 0s 742us/step - loss: 0.3861 - accuracy: 0.8382
Epoch 269/500
450/450 [==============================] - 0s 971us/step - loss: 0.3861 - accuracy: 0.8363
Epoch 270/500
450/450 [==============================] - 0s 868us/step - loss: 0.3861 - accuracy: 0.8365
Epoch 271/500
450/450 [==============================] - 0s 754us/step - loss: 0.3864 - accuracy: 0.8365
Epoch 272/500
450/450 [==============================] - 0s 771us/step - loss: 0.3854 - accuracy: 0.8356
Epoch 273/500
450/450 [==============================] - 0s 749us/step - loss: 0.3857 - accuracy: 0.8388
Epoch 274/500
450/450 [==============================] - 0s 751us/step - loss: 0.3857 - accuracy: 0.8382
Epoch 275/500
450/450 [==============================] - 0s 762us/step - loss: 0.3865 - accuracy: 0.8374
Epoch 276/500
450/450 [==============================] - 0s 763us/step - loss: 0.3862 - accuracy: 0.8365
Epoch 277/500
450/450 [==============================] - 0s 750us/step - loss: 0.3859 - accuracy: 0.8363
Epoch 278/500
450/450 [==============================] - 0s 765us/step - loss: 0.3862 - accuracy: 0.8367
Epoch 279/500
450/450 [==============================] - 0s 751us/step - loss: 0.3859 - accuracy: 0.8364
Epoch 280/500
450/450 [==============================] - 0s 745us/step - loss: 0.3862 - accuracy: 0.8374
Epoch 281/500
450/450 [==============================] - 0s 768us/step - loss: 0.3859 - accuracy: 0.8376
Epoch 282/500
450/450 [==============================] - 0s 746us/step - loss: 0.3863 - accuracy: 0.8372
Epoch 283/500
450/450 [==============================] - 0s 744us/step - loss: 0.3860 - accuracy: 0.8371
Epoch 284/500
450/450 [==============================] - 0s 771us/step - loss: 0.3859 - accuracy: 0.8371
Epoch 285/500
450/450 [==============================] - 0s 751us/step - loss: 0.3864 - accuracy: 0.8358
Epoch 286/500
450/450 [==============================] - 0s 742us/step - loss: 0.3850 - accuracy: 0.8354
Epoch 287/500
450/450 [==============================] - 0s 756us/step - loss: 0.3856 - accuracy: 0.8376
Epoch 288/500
450/450 [==============================] - 0s 747us/step - loss: 0.3863 - accuracy: 0.8374
Epoch 289/500
450/450 [==============================] - 0s 760us/step - loss: 0.3858 - accuracy: 0.8369
Epoch 290/500
450/450 [==============================] - 0s 760us/step - loss: 0.3859 - accuracy: 0.8358
Epoch 291/500
450/450 [==============================] - 0s 748us/step - loss: 0.3862 - accuracy: 0.8367
Epoch 292/500
450/450 [==============================] - 0s 745us/step - loss: 0.3855 - accuracy: 0.8385
Epoch 293/500
450/450 [==============================] - 0s 770us/step - loss: 0.3862 - accuracy: 0.8351
Epoch 294/500
450/450 [==============================] - 0s 747us/step - loss: 0.3859 - accuracy: 0.8369
Epoch 295/500
450/450 [==============================] - 0s 755us/step - loss: 0.3859 - accuracy: 0.8360
Epoch 296/500
450/450 [==============================] - 0s 776us/step - loss: 0.3857 - accuracy: 0.8368
Epoch 297/500
450/450 [==============================] - 0s 749us/step - loss: 0.3858 - accuracy: 0.8360
Epoch 298/500
450/450 [==============================] - 0s 754us/step - loss: 0.3860 - accuracy: 0.8364
Epoch 299/500
450/450 [==============================] - 0s 758us/step - loss: 0.3863 - accuracy: 0.8381
Epoch 300/500
450/450 [==============================] - 0s 745us/step - loss: 0.3858 - accuracy: 0.8372
Epoch 301/500
450/450 [==============================] - 0s 791us/step - loss: 0.3863 - accuracy: 0.8357
Epoch 302/500
450/450 [==============================] - 0s 756us/step - loss: 0.3858 - accuracy: 0.8351
Epoch 303/500
450/450 [==============================] - 0s 755us/step - loss: 0.3861 - accuracy: 0.8379
Epoch 304/500
450/450 [==============================] - 0s 781us/step - loss: 0.3858 - accuracy: 0.8364
Epoch 305/500
450/450 [==============================] - 0s 770us/step - loss: 0.3861 - accuracy: 0.8353
Epoch 306/500
450/450 [==============================] - 0s 762us/step - loss: 0.3855 - accuracy: 0.8367
Epoch 307/500
450/450 [==============================] - 0s 780us/step - loss: 0.3858 - accuracy: 0.8347
Epoch 308/500
450/450 [==============================] - 0s 758us/step - loss: 0.3864 - accuracy: 0.8394
Epoch 309/500
450/450 [==============================] - 0s 760us/step - loss: 0.3860 - accuracy: 0.8346
Epoch 310/500
450/450 [==============================] - 0s 766us/step - loss: 0.3854 - accuracy: 0.8351
Epoch 311/500
450/450 [==============================] - 0s 778us/step - loss: 0.3861 - accuracy: 0.8368
Epoch 312/500
450/450 [==============================] - 0s 768us/step - loss: 0.3860 - accuracy: 0.8369
Epoch 313/500
450/450 [==============================] - 0s 812us/step - loss: 0.3860 - accuracy: 0.8356
Epoch 314/500
450/450 [==============================] - 0s 755us/step - loss: 0.3854 - accuracy: 0.8367
Epoch 315/500
450/450 [==============================] - 0s 757us/step - loss: 0.3860 - accuracy: 0.8381
Epoch 316/500
450/450 [==============================] - 0s 798us/step - loss: 0.3860 - accuracy: 0.8382
Epoch 317/500
450/450 [==============================] - 0s 759us/step - loss: 0.3859 - accuracy: 0.8368
Epoch 318/500
450/450 [==============================] - 0s 766us/step - loss: 0.3857 - accuracy: 0.8353
Epoch 319/500
450/450 [==============================] - 0s 781us/step - loss: 0.3862 - accuracy: 0.8367
Epoch 320/500
450/450 [==============================] - 0s 753us/step - loss: 0.3861 - accuracy: 0.8360
Epoch 321/500
450/450 [==============================] - 0s 774us/step - loss: 0.3857 - accuracy: 0.8378
Epoch 322/500
450/450 [==============================] - 0s 777us/step - loss: 0.3858 - accuracy: 0.8368
Epoch 323/500
450/450 [==============================] - 0s 771us/step - loss: 0.3857 - accuracy: 0.8368
Epoch 324/500
450/450 [==============================] - 0s 764us/step - loss: 0.3855 - accuracy: 0.8383
Epoch 325/500
450/450 [==============================] - 0s 755us/step - loss: 0.3856 - accuracy: 0.8371
Epoch 326/500
450/450 [==============================] - 0s 774us/step - loss: 0.3855 - accuracy: 0.8349
Epoch 327/500
450/450 [==============================] - 0s 788us/step - loss: 0.3859 - accuracy: 0.8349
Epoch 328/500
450/450 [==============================] - 0s 750us/step - loss: 0.3860 - accuracy: 0.8378
Epoch 329/500
450/450 [==============================] - 0s 760us/step - loss: 0.3857 - accuracy: 0.8346
Epoch 330/500
450/450 [==============================] - 0s 779us/step - loss: 0.3855 - accuracy: 0.8357
Epoch 331/500
450/450 [==============================] - 0s 745us/step - loss: 0.3863 - accuracy: 0.8364
Epoch 332/500
450/450 [==============================] - 0s 747us/step - loss: 0.3862 - accuracy: 0.8372
Epoch 333/500
450/450 [==============================] - 0s 768us/step - loss: 0.3859 - accuracy: 0.8361
Epoch 334/500
450/450 [==============================] - 0s 755us/step - loss: 0.3852 - accuracy: 0.8365
Epoch 335/500
450/450 [==============================] - 0s 744us/step - loss: 0.3862 - accuracy: 0.8358
Epoch 336/500
450/450 [==============================] - 0s 778us/step - loss: 0.3856 - accuracy: 0.8372
Epoch 337/500
450/450 [==============================] - 0s 748us/step - loss: 0.3860 - accuracy: 0.8382
Epoch 338/500
450/450 [==============================] - 0s 747us/step - loss: 0.3863 - accuracy: 0.8357
Epoch 339/500
450/450 [==============================] - 0s 770us/step - loss: 0.3859 - accuracy: 0.8378
Epoch 340/500
450/450 [==============================] - 0s 746us/step - loss: 0.3857 - accuracy: 0.8376
Epoch 341/500
450/450 [==============================] - 0s 769us/step - loss: 0.3858 - accuracy: 0.8390
Epoch 342/500
450/450 [==============================] - 0s 793us/step - loss: 0.3857 - accuracy: 0.8364
Epoch 343/500
450/450 [==============================] - 0s 752us/step - loss: 0.3855 - accuracy: 0.8360
Epoch 344/500
450/450 [==============================] - 0s 769us/step - loss: 0.3855 - accuracy: 0.8383
Epoch 345/500
450/450 [==============================] - 0s 747us/step - loss: 0.3862 - accuracy: 0.8371
Epoch 346/500
450/450 [==============================] - 0s 748us/step - loss: 0.3853 - accuracy: 0.8351
Epoch 347/500
450/450 [==============================] - 0s 752us/step - loss: 0.3855 - accuracy: 0.8363
Epoch 348/500
450/450 [==============================] - 0s 772us/step - loss: 0.3851 - accuracy: 0.8368
Epoch 349/500
450/450 [==============================] - 0s 747us/step - loss: 0.3856 - accuracy: 0.8371
Epoch 350/500
450/450 [==============================] - 0s 781us/step - loss: 0.3861 - accuracy: 0.8354
Epoch 351/500
450/450 [==============================] - 0s 744us/step - loss: 0.3856 - accuracy: 0.8357
Epoch 352/500
450/450 [==============================] - 0s 750us/step - loss: 0.3857 - accuracy: 0.8378
Epoch 353/500
450/450 [==============================] - 0s 746us/step - loss: 0.3858 - accuracy: 0.8375
Epoch 354/500
450/450 [==============================] - 0s 772us/step - loss: 0.3856 - accuracy: 0.8353
Epoch 355/500
450/450 [==============================] - 0s 745us/step - loss: 0.3867 - accuracy: 0.8368
Epoch 356/500
450/450 [==============================] - 0s 765us/step - loss: 0.3852 - accuracy: 0.8365
Epoch 357/500
450/450 [==============================] - 0s 748us/step - loss: 0.3861 - accuracy: 0.8356
Epoch 358/500
450/450 [==============================] - 0s 758us/step - loss: 0.3853 - accuracy: 0.8358
Epoch 359/500
450/450 [==============================] - 0s 769us/step - loss: 0.3857 - accuracy: 0.8379
Epoch 360/500
450/450 [==============================] - 0s 748us/step - loss: 0.3852 - accuracy: 0.8340
Epoch 361/500
450/450 [==============================] - 0s 750us/step - loss: 0.3853 - accuracy: 0.8393
Epoch 362/500
450/450 [==============================] - 0s 764us/step - loss: 0.3856 - accuracy: 0.8374
Epoch 363/500
450/450 [==============================] - 0s 765us/step - loss: 0.3855 - accuracy: 0.8375
Epoch 364/500
450/450 [==============================] - 0s 750us/step - loss: 0.3861 - accuracy: 0.8375
Epoch 365/500
450/450 [==============================] - 0s 768us/step - loss: 0.3860 - accuracy: 0.8357
Epoch 366/500
450/450 [==============================] - 0s 747us/step - loss: 0.3857 - accuracy: 0.8376
Epoch 367/500
450/450 [==============================] - 0s 752us/step - loss: 0.3851 - accuracy: 0.8353
Epoch 368/500
450/450 [==============================] - 0s 814us/step - loss: 0.3858 - accuracy: 0.8376
Epoch 369/500
450/450 [==============================] - 0s 742us/step - loss: 0.3854 - accuracy: 0.8365
Epoch 370/500
450/450 [==============================] - 0s 856us/step - loss: 0.3854 - accuracy: 0.8382
Epoch 371/500
450/450 [==============================] - 0s 846us/step - loss: 0.3860 - accuracy: 0.8371
Epoch 372/500
450/450 [==============================] - 0s 744us/step - loss: 0.3854 - accuracy: 0.8360
Epoch 373/500
450/450 [==============================] - 0s 773us/step - loss: 0.3854 - accuracy: 0.8354
Epoch 374/500
450/450 [==============================] - 0s 757us/step - loss: 0.3859 - accuracy: 0.8368
Epoch 375/500
450/450 [==============================] - 0s 745us/step - loss: 0.3857 - accuracy: 0.83750s - loss: 0.3820 - accuracy: 0.
Epoch 376/500
450/450 [==============================] - 0s 800us/step - loss: 0.3847 - accuracy: 0.8368
Epoch 377/500
450/450 [==============================] - 0s 749us/step - loss: 0.3855 - accuracy: 0.8368
Epoch 378/500
450/450 [==============================] - 0s 740us/step - loss: 0.3854 - accuracy: 0.8365
Epoch 379/500
450/450 [==============================] - 0s 770us/step - loss: 0.3857 - accuracy: 0.8353
Epoch 380/500
450/450 [==============================] - 0s 745us/step - loss: 0.3853 - accuracy: 0.8371
Epoch 381/500
450/450 [==============================] - 0s 755us/step - loss: 0.3855 - accuracy: 0.8378
Epoch 382/500
450/450 [==============================] - 0s 756us/step - loss: 0.3856 - accuracy: 0.8371
Epoch 383/500
450/450 [==============================] - 0s 742us/step - loss: 0.3863 - accuracy: 0.8374
Epoch 384/500
450/450 [==============================] - 0s 752us/step - loss: 0.3853 - accuracy: 0.8378
Epoch 385/500
450/450 [==============================] - 0s 775us/step - loss: 0.3853 - accuracy: 0.8365
Epoch 386/500
450/450 [==============================] - 0s 752us/step - loss: 0.3858 - accuracy: 0.8385
Epoch 387/500
450/450 [==============================] - 0s 746us/step - loss: 0.3854 - accuracy: 0.8364
Epoch 388/500
450/450 [==============================] - 0s 764us/step - loss: 0.3855 - accuracy: 0.8369
Epoch 389/500
450/450 [==============================] - 0s 746us/step - loss: 0.3858 - accuracy: 0.8363
Epoch 390/500
450/450 [==============================] - 0s 753us/step - loss: 0.3856 - accuracy: 0.8378
Epoch 391/500
450/450 [==============================] - 0s 756us/step - loss: 0.3854 - accuracy: 0.8371
Epoch 392/500
450/450 [==============================] - 0s 753us/step - loss: 0.3850 - accuracy: 0.8361
Epoch 393/500
450/450 [==============================] - 0s 742us/step - loss: 0.3853 - accuracy: 0.8397
Epoch 394/500
450/450 [==============================] - 0s 860us/step - loss: 0.3852 - accuracy: 0.8379
Epoch 395/500
450/450 [==============================] - 0s 741us/step - loss: 0.3852 - accuracy: 0.8343
Epoch 396/500
450/450 [==============================] - 0s 744us/step - loss: 0.3852 - accuracy: 0.8357
Epoch 397/500
450/450 [==============================] - 0s 757us/step - loss: 0.3859 - accuracy: 0.8365
Epoch 398/500
450/450 [==============================] - 0s 744us/step - loss: 0.3855 - accuracy: 0.8372
Epoch 399/500
450/450 [==============================] - 0s 751us/step - loss: 0.3854 - accuracy: 0.8357
Epoch 400/500
450/450 [==============================] - 0s 768us/step - loss: 0.3858 - accuracy: 0.8374
Epoch 401/500
450/450 [==============================] - 0s 749us/step - loss: 0.3854 - accuracy: 0.8368
Epoch 402/500
450/450 [==============================] - 0s 749us/step - loss: 0.3853 - accuracy: 0.8368
Epoch 403/500
450/450 [==============================] - 0s 760us/step - loss: 0.3853 - accuracy: 0.8388
Epoch 404/500
450/450 [==============================] - 0s 744us/step - loss: 0.3856 - accuracy: 0.8361
Epoch 405/500
450/450 [==============================] - 0s 762us/step - loss: 0.3854 - accuracy: 0.8365
Epoch 406/500
450/450 [==============================] - 0s 763us/step - loss: 0.3859 - accuracy: 0.8371
Epoch 407/500
450/450 [==============================] - 0s 750us/step - loss: 0.3849 - accuracy: 0.8372
Epoch 408/500
450/450 [==============================] - 0s 761us/step - loss: 0.3852 - accuracy: 0.8389
Epoch 409/500
450/450 [==============================] - 0s 760us/step - loss: 0.3860 - accuracy: 0.8354
Epoch 410/500
450/450 [==============================] - 0s 775us/step - loss: 0.3852 - accuracy: 0.8358
Epoch 411/500
450/450 [==============================] - 0s 772us/step - loss: 0.3855 - accuracy: 0.8367
Epoch 412/500
450/450 [==============================] - 0s 754us/step - loss: 0.3857 - accuracy: 0.8372
Epoch 413/500
450/450 [==============================] - 0s 745us/step - loss: 0.3853 - accuracy: 0.8379
Epoch 414/500
450/450 [==============================] - 0s 774us/step - loss: 0.3853 - accuracy: 0.8381
Epoch 415/500
450/450 [==============================] - 0s 746us/step - loss: 0.3853 - accuracy: 0.83500s - loss: 0.3931 - accuracy: 0.
Epoch 416/500
450/450 [==============================] - 0s 743us/step - loss: 0.3854 - accuracy: 0.8368
Epoch 417/500
450/450 [==============================] - 0s 768us/step - loss: 0.3854 - accuracy: 0.8357
Epoch 418/500
450/450 [==============================] - 0s 755us/step - loss: 0.3850 - accuracy: 0.8353
Epoch 419/500
450/450 [==============================] - 0s 747us/step - loss: 0.3853 - accuracy: 0.8385
Epoch 420/500
450/450 [==============================] - 0s 767us/step - loss: 0.3845 - accuracy: 0.8374
Epoch 421/500
450/450 [==============================] - 0s 758us/step - loss: 0.3852 - accuracy: 0.8361
Epoch 422/500
450/450 [==============================] - 0s 755us/step - loss: 0.3853 - accuracy: 0.8376
Epoch 423/500
450/450 [==============================] - 0s 777us/step - loss: 0.3856 - accuracy: 0.8356
Epoch 424/500
450/450 [==============================] - 0s 750us/step - loss: 0.3848 - accuracy: 0.8376
Epoch 425/500
450/450 [==============================] - 0s 747us/step - loss: 0.3849 - accuracy: 0.8354
Epoch 426/500
450/450 [==============================] - 0s 764us/step - loss: 0.3852 - accuracy: 0.8361
Epoch 427/500
450/450 [==============================] - 0s 747us/step - loss: 0.3851 - accuracy: 0.8378
Epoch 428/500
450/450 [==============================] - 0s 746us/step - loss: 0.3853 - accuracy: 0.8344
Epoch 429/500
450/450 [==============================] - 0s 847us/step - loss: 0.3850 - accuracy: 0.8369
Epoch 430/500
450/450 [==============================] - 0s 774us/step - loss: 0.3849 - accuracy: 0.8361
Epoch 431/500
450/450 [==============================] - 0s 803us/step - loss: 0.3848 - accuracy: 0.8351
Epoch 432/500
450/450 [==============================] - 0s 766us/step - loss: 0.3845 - accuracy: 0.8374
Epoch 433/500
450/450 [==============================] - 0s 770us/step - loss: 0.3851 - accuracy: 0.8364
Epoch 434/500
450/450 [==============================] - 0s 797us/step - loss: 0.3851 - accuracy: 0.8385
Epoch 435/500
450/450 [==============================] - 0s 844us/step - loss: 0.3853 - accuracy: 0.8375
Epoch 436/500
450/450 [==============================] - 0s 908us/step - loss: 0.3851 - accuracy: 0.8365
Epoch 437/500
450/450 [==============================] - 0s 803us/step - loss: 0.3846 - accuracy: 0.8376
Epoch 438/500
450/450 [==============================] - 0s 758us/step - loss: 0.3853 - accuracy: 0.8365
Epoch 439/500
450/450 [==============================] - 0s 764us/step - loss: 0.3850 - accuracy: 0.8358
Epoch 440/500
450/450 [==============================] - 0s 770us/step - loss: 0.3850 - accuracy: 0.8364
Epoch 441/500
450/450 [==============================] - 0s 769us/step - loss: 0.3850 - accuracy: 0.8386
Epoch 442/500
450/450 [==============================] - 0s 765us/step - loss: 0.3851 - accuracy: 0.8383
Epoch 443/500
450/450 [==============================] - 0s 789us/step - loss: 0.3843 - accuracy: 0.8369
Epoch 444/500
450/450 [==============================] - 0s 768us/step - loss: 0.3851 - accuracy: 0.8369
Epoch 445/500
450/450 [==============================] - 0s 766us/step - loss: 0.3849 - accuracy: 0.8371
Epoch 446/500
450/450 [==============================] - 0s 791us/step - loss: 0.3848 - accuracy: 0.8385
Epoch 447/500
450/450 [==============================] - 0s 761us/step - loss: 0.3855 - accuracy: 0.8372
Epoch 448/500
450/450 [==============================] - 0s 782us/step - loss: 0.3844 - accuracy: 0.8375
Epoch 449/500
450/450 [==============================] - 0s 763us/step - loss: 0.3848 - accuracy: 0.8363
Epoch 450/500
450/450 [==============================] - 0s 756us/step - loss: 0.3849 - accuracy: 0.8386
Epoch 451/500
450/450 [==============================] - 0s 787us/step - loss: 0.3850 - accuracy: 0.8369
Epoch 452/500
450/450 [==============================] - 0s 753us/step - loss: 0.3856 - accuracy: 0.8381
Epoch 453/500
450/450 [==============================] - 0s 749us/step - loss: 0.3852 - accuracy: 0.8368
Epoch 454/500
450/450 [==============================] - 0s 772us/step - loss: 0.3849 - accuracy: 0.8350
Epoch 455/500
450/450 [==============================] - 0s 746us/step - loss: 0.3850 - accuracy: 0.8349
Epoch 456/500
450/450 [==============================] - 0s 749us/step - loss: 0.3851 - accuracy: 0.8375
Epoch 457/500
450/450 [==============================] - 0s 769us/step - loss: 0.3854 - accuracy: 0.8363
Epoch 458/500
450/450 [==============================] - 0s 750us/step - loss: 0.3849 - accuracy: 0.8372
Epoch 459/500
450/450 [==============================] - 0s 753us/step - loss: 0.3852 - accuracy: 0.8379
Epoch 460/500
450/450 [==============================] - 0s 809us/step - loss: 0.3850 - accuracy: 0.8372
Epoch 461/500
450/450 [==============================] - 0s 747us/step - loss: 0.3848 - accuracy: 0.8369
Epoch 462/500
450/450 [==============================] - 0s 757us/step - loss: 0.3846 - accuracy: 0.8368
Epoch 463/500
450/450 [==============================] - 0s 769us/step - loss: 0.3842 - accuracy: 0.8375
Epoch 464/500
450/450 [==============================] - 0s 821us/step - loss: 0.3849 - accuracy: 0.8374
Epoch 465/500
450/450 [==============================] - 0s 764us/step - loss: 0.3849 - accuracy: 0.8369
Epoch 466/500
450/450 [==============================] - 0s 758us/step - loss: 0.3850 - accuracy: 0.8361
Epoch 467/500
450/450 [==============================] - 0s 753us/step - loss: 0.3846 - accuracy: 0.8378
Epoch 468/500
450/450 [==============================] - 0s 742us/step - loss: 0.3838 - accuracy: 0.8385
Epoch 469/500
450/450 [==============================] - 0s 775us/step - loss: 0.3847 - accuracy: 0.8381
Epoch 470/500
450/450 [==============================] - 0s 749us/step - loss: 0.3849 - accuracy: 0.8369
Epoch 471/500
450/450 [==============================] - 0s 777us/step - loss: 0.3847 - accuracy: 0.8372
Epoch 472/500
450/450 [==============================] - 0s 752us/step - loss: 0.3853 - accuracy: 0.8371
Epoch 473/500
450/450 [==============================] - 0s 748us/step - loss: 0.3845 - accuracy: 0.8394
Epoch 474/500
450/450 [==============================] - 0s 754us/step - loss: 0.3849 - accuracy: 0.8360
Epoch 475/500
450/450 [==============================] - 0s 781us/step - loss: 0.3855 - accuracy: 0.8361
Epoch 476/500
450/450 [==============================] - 0s 750us/step - loss: 0.3847 - accuracy: 0.8354
Epoch 477/500
450/450 [==============================] - 0s 769us/step - loss: 0.3846 - accuracy: 0.8374
Epoch 478/500
450/450 [==============================] - 0s 760us/step - loss: 0.3853 - accuracy: 0.8375
Epoch 479/500
450/450 [==============================] - 0s 756us/step - loss: 0.3853 - accuracy: 0.8357
Epoch 480/500
450/450 [==============================] - 0s 755us/step - loss: 0.3844 - accuracy: 0.8365
Epoch 481/500
450/450 [==============================] - 0s 744us/step - loss: 0.3849 - accuracy: 0.8374
Epoch 482/500
450/450 [==============================] - 0s 746us/step - loss: 0.3851 - accuracy: 0.8374
Epoch 483/500
450/450 [==============================] - 0s 766us/step - loss: 0.3853 - accuracy: 0.8372
Epoch 484/500
450/450 [==============================] - 0s 740us/step - loss: 0.3854 - accuracy: 0.8356
Epoch 485/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3847 - accuracy: 0.8374
Epoch 486/500
450/450 [==============================] - 0s 997us/step - loss: 0.3846 - accuracy: 0.8374
Epoch 487/500
450/450 [==============================] - 0s 791us/step - loss: 0.3849 - accuracy: 0.8361
Epoch 488/500
450/450 [==============================] - 0s 891us/step - loss: 0.3847 - accuracy: 0.8372
Epoch 489/500
450/450 [==============================] - 0s 866us/step - loss: 0.3852 - accuracy: 0.8392
Epoch 490/500
450/450 [==============================] - 0s 912us/step - loss: 0.3851 - accuracy: 0.8381
Epoch 491/500
450/450 [==============================] - 0s 858us/step - loss: 0.3850 - accuracy: 0.8363
Epoch 492/500
450/450 [==============================] - 0s 839us/step - loss: 0.3843 - accuracy: 0.8360
Epoch 493/500
450/450 [==============================] - 0s 798us/step - loss: 0.3844 - accuracy: 0.8393
Epoch 494/500
450/450 [==============================] - 0s 832us/step - loss: 0.3851 - accuracy: 0.8369
Epoch 495/500
450/450 [==============================] - 0s 818us/step - loss: 0.3851 - accuracy: 0.8378
Epoch 496/500
450/450 [==============================] - 0s 764us/step - loss: 0.3841 - accuracy: 0.8376
Epoch 497/500
450/450 [==============================] - 0s 764us/step - loss: 0.3846 - accuracy: 0.8363
Epoch 498/500
450/450 [==============================] - 0s 780us/step - loss: 0.3852 - accuracy: 0.8347
Epoch 499/500
450/450 [==============================] - 0s 752us/step - loss: 0.3852 - accuracy: 0.8371
Epoch 500/500
450/450 [==============================] - 0s 799us/step - loss: 0.3848 - accuracy: 0.8365
Epoch 1/500
450/450 [==============================] - 0s 904us/step - loss: 0.5192 - accuracy: 0.7985
Epoch 2/500
450/450 [==============================] - 0s 788us/step - loss: 0.4314 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 752us/step - loss: 0.4283 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 746us/step - loss: 0.4264 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 761us/step - loss: 0.4238 - accuracy: 0.7986
Epoch 6/500
450/450 [==============================] - 0s 768us/step - loss: 0.4200 - accuracy: 0.8026
Epoch 7/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4173 - accuracy: 0.8222
Epoch 8/500
450/450 [==============================] - 0s 754us/step - loss: 0.4155 - accuracy: 0.8263
Epoch 9/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4135 - accuracy: 0.8290
Epoch 10/500
450/450 [==============================] - 0s 765us/step - loss: 0.4125 - accuracy: 0.8299
Epoch 11/500
450/450 [==============================] - 0s 778us/step - loss: 0.4114 - accuracy: 0.8326
Epoch 12/500
450/450 [==============================] - 0s 753us/step - loss: 0.4104 - accuracy: 0.8342
Epoch 13/500
450/450 [==============================] - 0s 799us/step - loss: 0.4089 - accuracy: 0.8353
Epoch 14/500
450/450 [==============================] - 0s 848us/step - loss: 0.4082 - accuracy: 0.8354
Epoch 15/500
450/450 [==============================] - 0s 844us/step - loss: 0.4074 - accuracy: 0.8356
Epoch 16/500
450/450 [==============================] - 0s 772us/step - loss: 0.4064 - accuracy: 0.8344
Epoch 17/500
450/450 [==============================] - 0s 764us/step - loss: 0.4059 - accuracy: 0.8372
Epoch 18/500
450/450 [==============================] - 0s 747us/step - loss: 0.4043 - accuracy: 0.8365
Epoch 19/500
450/450 [==============================] - 0s 761us/step - loss: 0.4044 - accuracy: 0.8363
Epoch 20/500
450/450 [==============================] - 0s 749us/step - loss: 0.4035 - accuracy: 0.8376
Epoch 21/500
450/450 [==============================] - 0s 745us/step - loss: 0.4031 - accuracy: 0.8357
Epoch 22/500
450/450 [==============================] - 0s 752us/step - loss: 0.4026 - accuracy: 0.8375
Epoch 23/500
450/450 [==============================] - 0s 766us/step - loss: 0.4022 - accuracy: 0.8375
Epoch 24/500
450/450 [==============================] - 0s 744us/step - loss: 0.4015 - accuracy: 0.8372
Epoch 25/500
450/450 [==============================] - 0s 762us/step - loss: 0.4012 - accuracy: 0.8371
Epoch 26/500
450/450 [==============================] - 0s 746us/step - loss: 0.4010 - accuracy: 0.8371
Epoch 27/500
450/450 [==============================] - 0s 749us/step - loss: 0.4005 - accuracy: 0.8374
Epoch 28/500
450/450 [==============================] - 0s 777us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 29/500
450/450 [==============================] - 0s 756us/step - loss: 0.3994 - accuracy: 0.8375
Epoch 30/500
450/450 [==============================] - 0s 744us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 31/500
450/450 [==============================] - 0s 771us/step - loss: 0.3991 - accuracy: 0.8371
Epoch 32/500
450/450 [==============================] - 0s 758us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 33/500
450/450 [==============================] - 0s 746us/step - loss: 0.3983 - accuracy: 0.8394
Epoch 34/500
450/450 [==============================] - 0s 767us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 35/500
450/450 [==============================] - 0s 745us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 36/500
450/450 [==============================] - 0s 738us/step - loss: 0.3978 - accuracy: 0.8386
Epoch 37/500
450/450 [==============================] - 0s 753us/step - loss: 0.3979 - accuracy: 0.8369
Epoch 38/500
450/450 [==============================] - 0s 746us/step - loss: 0.3975 - accuracy: 0.8390
Epoch 39/500
450/450 [==============================] - 0s 746us/step - loss: 0.3974 - accuracy: 0.8385
Epoch 40/500
450/450 [==============================] - 0s 770us/step - loss: 0.3975 - accuracy: 0.8386
Epoch 41/500
450/450 [==============================] - 0s 746us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 42/500
450/450 [==============================] - 0s 755us/step - loss: 0.3968 - accuracy: 0.8396
Epoch 43/500
450/450 [==============================] - 0s 782us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 44/500
450/450 [==============================] - 0s 752us/step - loss: 0.3971 - accuracy: 0.8383
Epoch 45/500
450/450 [==============================] - 0s 765us/step - loss: 0.3965 - accuracy: 0.8378
Epoch 46/500
450/450 [==============================] - 0s 785us/step - loss: 0.3964 - accuracy: 0.8382
Epoch 47/500
450/450 [==============================] - 0s 809us/step - loss: 0.3966 - accuracy: 0.8386
Epoch 48/500
450/450 [==============================] - 0s 788us/step - loss: 0.3965 - accuracy: 0.8382
Epoch 49/500
450/450 [==============================] - 0s 767us/step - loss: 0.3962 - accuracy: 0.8378
Epoch 50/500
450/450 [==============================] - 0s 765us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 51/500
450/450 [==============================] - 0s 941us/step - loss: 0.3964 - accuracy: 0.8375
Epoch 52/500
450/450 [==============================] - 0s 825us/step - loss: 0.3960 - accuracy: 0.8400
Epoch 53/500
450/450 [==============================] - 0s 768us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 54/500
450/450 [==============================] - 0s 765us/step - loss: 0.3959 - accuracy: 0.8376
Epoch 55/500
450/450 [==============================] - 0s 751us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 56/500
450/450 [==============================] - 0s 739us/step - loss: 0.3956 - accuracy: 0.8390
Epoch 57/500
450/450 [==============================] - 0s 772us/step - loss: 0.3956 - accuracy: 0.8392
Epoch 58/500
450/450 [==============================] - 0s 745us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 59/500
450/450 [==============================] - 0s 740us/step - loss: 0.3954 - accuracy: 0.8385
Epoch 60/500
450/450 [==============================] - 0s 827us/step - loss: 0.3954 - accuracy: 0.8378
Epoch 61/500
450/450 [==============================] - 0s 752us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 62/500
450/450 [==============================] - 0s 742us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 63/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8388
Epoch 64/500
450/450 [==============================] - 0s 747us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 65/500
450/450 [==============================] - 0s 767us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 66/500
450/450 [==============================] - 0s 739us/step - loss: 0.3951 - accuracy: 0.8396
Epoch 67/500
450/450 [==============================] - 0s 743us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 68/500
450/450 [==============================] - 0s 755us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 69/500
450/450 [==============================] - 0s 741us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 70/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3947 - accuracy: 0.8390
Epoch 71/500
450/450 [==============================] - 0s 769us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 72/500
450/450 [==============================] - 0s 746us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 73/500
450/450 [==============================] - 0s 788us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 74/500
450/450 [==============================] - 0s 747us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 75/500
450/450 [==============================] - 0s 749us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 76/500
450/450 [==============================] - 0s 763us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 77/500
450/450 [==============================] - 0s 755us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 78/500
450/450 [==============================] - 0s 755us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 79/500
450/450 [==============================] - 0s 759us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 80/500
450/450 [==============================] - 0s 774us/step - loss: 0.3950 - accuracy: 0.8401
Epoch 81/500
450/450 [==============================] - 0s 750us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 82/500
450/450 [==============================] - 0s 745us/step - loss: 0.3948 - accuracy: 0.8400
Epoch 83/500
450/450 [==============================] - 0s 743us/step - loss: 0.3944 - accuracy: 0.8393
Epoch 84/500
450/450 [==============================] - 0s 745us/step - loss: 0.3944 - accuracy: 0.8393
Epoch 85/500
450/450 [==============================] - 0s 761us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 86/500
450/450 [==============================] - 0s 755us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 87/500
450/450 [==============================] - 0s 753us/step - loss: 0.3940 - accuracy: 0.8386
Epoch 88/500
450/450 [==============================] - 0s 765us/step - loss: 0.3944 - accuracy: 0.8400
Epoch 89/500
450/450 [==============================] - 0s 753us/step - loss: 0.3941 - accuracy: 0.8400
Epoch 90/500
450/450 [==============================] - 0s 752us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 91/500
450/450 [==============================] - 0s 764us/step - loss: 0.3941 - accuracy: 0.8379
Epoch 92/500
450/450 [==============================] - 0s 738us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 93/500
450/450 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 94/500
450/450 [==============================] - 0s 762us/step - loss: 0.3943 - accuracy: 0.8386
Epoch 95/500
450/450 [==============================] - 0s 742us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 96/500
450/450 [==============================] - 0s 747us/step - loss: 0.3942 - accuracy: 0.8394
Epoch 97/500
450/450 [==============================] - 0s 778us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 98/500
450/450 [==============================] - 0s 744us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 99/500
450/450 [==============================] - 0s 754us/step - loss: 0.3941 - accuracy: 0.8369
Epoch 100/500
450/450 [==============================] - 0s 744us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 101/500
450/450 [==============================] - 0s 744us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 102/500
450/450 [==============================] - 0s 757us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 103/500
450/450 [==============================] - 0s 757us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 104/500
450/450 [==============================] - 0s 741us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 105/500
450/450 [==============================] - 0s 751us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 106/500
450/450 [==============================] - 0s 756us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 107/500
450/450 [==============================] - 0s 737us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 108/500
450/450 [==============================] - 0s 745us/step - loss: 0.3941 - accuracy: 0.8403
Epoch 109/500
450/450 [==============================] - 0s 760us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 110/500
450/450 [==============================] - 0s 743us/step - loss: 0.3938 - accuracy: 0.8410
Epoch 111/500
450/450 [==============================] - 0s 766us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 112/500
450/450 [==============================] - 0s 749us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 113/500
450/450 [==============================] - 0s 743us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 114/500
450/450 [==============================] - 0s 780us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 115/500
450/450 [==============================] - 0s 755us/step - loss: 0.3941 - accuracy: 0.8385
Epoch 116/500
450/450 [==============================] - 0s 742us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 117/500
450/450 [==============================] - 0s 757us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 118/500
450/450 [==============================] - 0s 766us/step - loss: 0.3938 - accuracy: 0.8399
Epoch 119/500
450/450 [==============================] - 0s 742us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 120/500
450/450 [==============================] - 0s 758us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 121/500
450/450 [==============================] - 0s 747us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 122/500
450/450 [==============================] - 0s 743us/step - loss: 0.3939 - accuracy: 0.8406
Epoch 123/500
450/450 [==============================] - 0s 763us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 124/500
450/450 [==============================] - 0s 748us/step - loss: 0.3939 - accuracy: 0.8382
Epoch 125/500
450/450 [==============================] - 0s 741us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 126/500
450/450 [==============================] - 0s 768us/step - loss: 0.3936 - accuracy: 0.8401
Epoch 127/500
450/450 [==============================] - 0s 741us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 128/500
450/450 [==============================] - 0s 748us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 129/500
450/450 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 130/500
450/450 [==============================] - 0s 749us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 131/500
450/450 [==============================] - 0s 753us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 132/500
450/450 [==============================] - 0s 784us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 133/500
450/450 [==============================] - 0s 745us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 134/500
450/450 [==============================] - 0s 755us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 135/500
450/450 [==============================] - 0s 799us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 136/500
450/450 [==============================] - 0s 755us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 137/500
450/450 [==============================] - 0s 755us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 138/500
450/450 [==============================] - 0s 778us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 139/500
450/450 [==============================] - 0s 770us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 140/500
450/450 [==============================] - 0s 757us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 141/500
450/450 [==============================] - 0s 787us/step - loss: 0.3930 - accuracy: 0.8400
Epoch 142/500
450/450 [==============================] - 0s 770us/step - loss: 0.3929 - accuracy: 0.8392
Epoch 143/500
450/450 [==============================] - 0s 762us/step - loss: 0.3928 - accuracy: 0.8375
Epoch 144/500
450/450 [==============================] - 0s 801us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 145/500
450/450 [==============================] - 0s 751us/step - loss: 0.3928 - accuracy: 0.8392
Epoch 146/500
450/450 [==============================] - 0s 773us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 147/500
450/450 [==============================] - 0s 767us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 148/500
450/450 [==============================] - 0s 752us/step - loss: 0.3922 - accuracy: 0.8390
Epoch 149/500
450/450 [==============================] - 0s 767us/step - loss: 0.3924 - accuracy: 0.8388
Epoch 150/500
450/450 [==============================] - 0s 747us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 151/500
450/450 [==============================] - 0s 749us/step - loss: 0.3924 - accuracy: 0.8390
Epoch 152/500
450/450 [==============================] - 0s 768us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 153/500
450/450 [==============================] - 0s 752us/step - loss: 0.3922 - accuracy: 0.8369
Epoch 154/500
450/450 [==============================] - 0s 765us/step - loss: 0.3923 - accuracy: 0.8390
Epoch 155/500
450/450 [==============================] - 0s 768us/step - loss: 0.3922 - accuracy: 0.8383
Epoch 156/500
450/450 [==============================] - 0s 752us/step - loss: 0.3920 - accuracy: 0.8388
Epoch 157/500
450/450 [==============================] - 0s 748us/step - loss: 0.3918 - accuracy: 0.8397
Epoch 158/500
450/450 [==============================] - 0s 780us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 159/500
450/450 [==============================] - 0s 747us/step - loss: 0.3924 - accuracy: 0.83860s - loss: 0.3945 - accuracy: 0.83
Epoch 160/500
450/450 [==============================] - 0s 751us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 161/500
450/450 [==============================] - 0s 760us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 162/500
450/450 [==============================] - 0s 746us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 163/500
450/450 [==============================] - 0s 743us/step - loss: 0.3917 - accuracy: 0.8386
Epoch 164/500
450/450 [==============================] - 0s 769us/step - loss: 0.3919 - accuracy: 0.8396
Epoch 165/500
450/450 [==============================] - 0s 759us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 166/500
450/450 [==============================] - 0s 740us/step - loss: 0.3919 - accuracy: 0.8396
Epoch 167/500
450/450 [==============================] - 0s 761us/step - loss: 0.3922 - accuracy: 0.8393
Epoch 168/500
450/450 [==============================] - 0s 745us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 169/500
450/450 [==============================] - 0s 738us/step - loss: 0.3920 - accuracy: 0.8388
Epoch 170/500
450/450 [==============================] - 0s 769us/step - loss: 0.3920 - accuracy: 0.8397
Epoch 171/500
450/450 [==============================] - 0s 958us/step - loss: 0.3922 - accuracy: 0.8386
Epoch 172/500
450/450 [==============================] - 0s 977us/step - loss: 0.3919 - accuracy: 0.8401
Epoch 173/500
450/450 [==============================] - 0s 802us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 174/500
450/450 [==============================] - 0s 756us/step - loss: 0.3919 - accuracy: 0.8396
Epoch 175/500
450/450 [==============================] - 0s 761us/step - loss: 0.3920 - accuracy: 0.8396
Epoch 176/500
450/450 [==============================] - 0s 768us/step - loss: 0.3916 - accuracy: 0.8399
Epoch 177/500
450/450 [==============================] - 0s 749us/step - loss: 0.3916 - accuracy: 0.8383
Epoch 178/500
450/450 [==============================] - 0s 756us/step - loss: 0.3919 - accuracy: 0.8399
Epoch 179/500
450/450 [==============================] - 0s 745us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 180/500
450/450 [==============================] - 0s 741us/step - loss: 0.3922 - accuracy: 0.8403
Epoch 181/500
450/450 [==============================] - 0s 765us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 182/500
450/450 [==============================] - 0s 750us/step - loss: 0.3918 - accuracy: 0.8386
Epoch 183/500
450/450 [==============================] - 0s 755us/step - loss: 0.3924 - accuracy: 0.8382
Epoch 184/500
450/450 [==============================] - 0s 862us/step - loss: 0.3916 - accuracy: 0.8400
Epoch 185/500
450/450 [==============================] - 0s 772us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 186/500
450/450 [==============================] - 0s 786us/step - loss: 0.3917 - accuracy: 0.8397
Epoch 187/500
450/450 [==============================] - 0s 769us/step - loss: 0.3916 - accuracy: 0.8399
Epoch 188/500
450/450 [==============================] - 0s 764us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 189/500
450/450 [==============================] - 0s 791us/step - loss: 0.3918 - accuracy: 0.8407
Epoch 190/500
450/450 [==============================] - 0s 836us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 191/500
450/450 [==============================] - 0s 837us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 192/500
450/450 [==============================] - 0s 766us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 193/500
450/450 [==============================] - 0s 745us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 194/500
450/450 [==============================] - 0s 754us/step - loss: 0.3920 - accuracy: 0.8403
Epoch 195/500
450/450 [==============================] - 0s 766us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 196/500
450/450 [==============================] - 0s 742us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 197/500
450/450 [==============================] - 0s 748us/step - loss: 0.3916 - accuracy: 0.8394
Epoch 198/500
450/450 [==============================] - 0s 761us/step - loss: 0.3918 - accuracy: 0.8390
Epoch 199/500
450/450 [==============================] - 0s 740us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 200/500
450/450 [==============================] - 0s 767us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 201/500
450/450 [==============================] - 0s 772us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 202/500
450/450 [==============================] - 0s 751us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 203/500
450/450 [==============================] - 0s 746us/step - loss: 0.3918 - accuracy: 0.8397
Epoch 204/500
450/450 [==============================] - 0s 780us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 205/500
450/450 [==============================] - 0s 749us/step - loss: 0.3920 - accuracy: 0.8388
Epoch 206/500
450/450 [==============================] - 0s 744us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 207/500
450/450 [==============================] - 0s 772us/step - loss: 0.3918 - accuracy: 0.83990s - loss: 0.3916 - accuracy: 0.
Epoch 208/500
450/450 [==============================] - 0s 746us/step - loss: 0.3917 - accuracy: 0.8397
Epoch 209/500
450/450 [==============================] - 0s 748us/step - loss: 0.3918 - accuracy: 0.8396
Epoch 210/500
450/450 [==============================] - 0s 771us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 211/500
450/450 [==============================] - 0s 742us/step - loss: 0.3920 - accuracy: 0.8392
Epoch 212/500
450/450 [==============================] - 0s 752us/step - loss: 0.3917 - accuracy: 0.8407
Epoch 213/500
450/450 [==============================] - 0s 750us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 214/500
450/450 [==============================] - 0s 769us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 215/500
450/450 [==============================] - 0s 801us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 216/500
450/450 [==============================] - 0s 745us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 217/500
450/450 [==============================] - 0s 742us/step - loss: 0.3915 - accuracy: 0.8399
Epoch 218/500
450/450 [==============================] - 0s 792us/step - loss: 0.3920 - accuracy: 0.8403
Epoch 219/500
450/450 [==============================] - 0s 751us/step - loss: 0.3913 - accuracy: 0.8383
Epoch 220/500
450/450 [==============================] - 0s 750us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 221/500
450/450 [==============================] - 0s 768us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 222/500
450/450 [==============================] - 0s 751us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 223/500
450/450 [==============================] - 0s 750us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 224/500
450/450 [==============================] - 0s 771us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 225/500
450/450 [==============================] - 0s 741us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 226/500
450/450 [==============================] - 0s 753us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 227/500
450/450 [==============================] - 0s 773us/step - loss: 0.3915 - accuracy: 0.83900s - loss: 0.3874 - accuracy: 
Epoch 228/500
450/450 [==============================] - 0s 747us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 229/500
450/450 [==============================] - 0s 748us/step - loss: 0.3918 - accuracy: 0.8392
Epoch 230/500
450/450 [==============================] - 0s 760us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 231/500
450/450 [==============================] - 0s 739us/step - loss: 0.3917 - accuracy: 0.8378
Epoch 232/500
450/450 [==============================] - 0s 747us/step - loss: 0.3918 - accuracy: 0.8392
Epoch 233/500
450/450 [==============================] - 0s 765us/step - loss: 0.3918 - accuracy: 0.8388
Epoch 234/500
450/450 [==============================] - 0s 754us/step - loss: 0.3916 - accuracy: 0.8376
Epoch 235/500
450/450 [==============================] - 0s 745us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 236/500
450/450 [==============================] - 0s 862us/step - loss: 0.3915 - accuracy: 0.8393
Epoch 237/500
450/450 [==============================] - 0s 743us/step - loss: 0.3917 - accuracy: 0.8400
Epoch 238/500
450/450 [==============================] - 0s 770us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 239/500
450/450 [==============================] - 0s 758us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 240/500
450/450 [==============================] - 0s 751us/step - loss: 0.3918 - accuracy: 0.8386
Epoch 241/500
450/450 [==============================] - 0s 757us/step - loss: 0.3916 - accuracy: 0.8379
Epoch 242/500
450/450 [==============================] - 0s 751us/step - loss: 0.3912 - accuracy: 0.8389
Epoch 243/500
450/450 [==============================] - 0s 743us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 244/500
450/450 [==============================] - 0s 767us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 245/500
450/450 [==============================] - 0s 748us/step - loss: 0.3912 - accuracy: 0.8406
Epoch 246/500
450/450 [==============================] - 0s 741us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 247/500
450/450 [==============================] - 0s 803us/step - loss: 0.3917 - accuracy: 0.8388
Epoch 248/500
450/450 [==============================] - 0s 746us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 249/500
450/450 [==============================] - 0s 742us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 250/500
450/450 [==============================] - 0s 758us/step - loss: 0.3917 - accuracy: 0.8383
Epoch 251/500
450/450 [==============================] - 0s 756us/step - loss: 0.3916 - accuracy: 0.8401
Epoch 252/500
450/450 [==============================] - 0s 746us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 253/500
450/450 [==============================] - 0s 767us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 254/500
450/450 [==============================] - 0s 753us/step - loss: 0.3916 - accuracy: 0.8400
Epoch 255/500
450/450 [==============================] - 0s 743us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 256/500
450/450 [==============================] - 0s 770us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 257/500
450/450 [==============================] - 0s 744us/step - loss: 0.3915 - accuracy: 0.8393
Epoch 258/500
450/450 [==============================] - 0s 750us/step - loss: 0.3915 - accuracy: 0.8379
Epoch 259/500
450/450 [==============================] - 0s 805us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 260/500
450/450 [==============================] - 0s 745us/step - loss: 0.3916 - accuracy: 0.8396
Epoch 261/500
450/450 [==============================] - 0s 744us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 262/500
450/450 [==============================] - 0s 760us/step - loss: 0.3917 - accuracy: 0.8392
Epoch 263/500
450/450 [==============================] - 0s 747us/step - loss: 0.3911 - accuracy: 0.8415
Epoch 264/500
450/450 [==============================] - 0s 745us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 265/500
450/450 [==============================] - 0s 773us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 266/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3916 - accuracy: 0.8392
Epoch 267/500
450/450 [==============================] - 0s 786us/step - loss: 0.3918 - accuracy: 0.8368
Epoch 268/500
450/450 [==============================] - 0s 749us/step - loss: 0.3919 - accuracy: 0.83920s - loss: 0.3910 - accuracy: 0.
Epoch 269/500
450/450 [==============================] - 0s 748us/step - loss: 0.3915 - accuracy: 0.8403
Epoch 270/500
450/450 [==============================] - 0s 773us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 271/500
450/450 [==============================] - 0s 745us/step - loss: 0.3917 - accuracy: 0.8383
Epoch 272/500
450/450 [==============================] - 0s 762us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 273/500
450/450 [==============================] - 0s 746us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 274/500
450/450 [==============================] - 0s 751us/step - loss: 0.3919 - accuracy: 0.8388
Epoch 275/500
450/450 [==============================] - 0s 754us/step - loss: 0.3913 - accuracy: 0.8403
Epoch 276/500
450/450 [==============================] - 0s 772us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 277/500
450/450 [==============================] - 0s 743us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 278/500
450/450 [==============================] - 0s 753us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 279/500
450/450 [==============================] - 0s 761us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 280/500
450/450 [==============================] - 0s 749us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 281/500
450/450 [==============================] - 0s 747us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 282/500
450/450 [==============================] - 0s 764us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 283/500
450/450 [==============================] - 0s 743us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 284/500
450/450 [==============================] - 0s 745us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 285/500
450/450 [==============================] - 0s 772us/step - loss: 0.3916 - accuracy: 0.8397
Epoch 286/500
450/450 [==============================] - 0s 746us/step - loss: 0.3916 - accuracy: 0.8379
Epoch 287/500
450/450 [==============================] - 0s 757us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 288/500
450/450 [==============================] - 0s 766us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 289/500
450/450 [==============================] - 0s 741us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 290/500
450/450 [==============================] - 0s 750us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 291/500
450/450 [==============================] - 0s 773us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 292/500
450/450 [==============================] - 0s 747us/step - loss: 0.3914 - accuracy: 0.8378
Epoch 293/500
450/450 [==============================] - 0s 764us/step - loss: 0.3915 - accuracy: 0.8406
Epoch 294/500
450/450 [==============================] - 0s 745us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 295/500
450/450 [==============================] - 0s 748us/step - loss: 0.3912 - accuracy: 0.8389
Epoch 296/500
450/450 [==============================] - 0s 779us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 297/500
450/450 [==============================] - 0s 741us/step - loss: 0.3915 - accuracy: 0.8397
Epoch 298/500
450/450 [==============================] - 0s 744us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 299/500
450/450 [==============================] - 0s 772us/step - loss: 0.3918 - accuracy: 0.8392
Epoch 300/500
450/450 [==============================] - 0s 746us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 301/500
450/450 [==============================] - 0s 759us/step - loss: 0.3914 - accuracy: 0.8375
Epoch 302/500
450/450 [==============================] - 0s 768us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 303/500
450/450 [==============================] - 0s 731us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 304/500
450/450 [==============================] - 0s 767us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 305/500
450/450 [==============================] - 0s 814us/step - loss: 0.3917 - accuracy: 0.8406
Epoch 306/500
450/450 [==============================] - 0s 791us/step - loss: 0.3912 - accuracy: 0.8378
Epoch 307/500
450/450 [==============================] - 0s 762us/step - loss: 0.3915 - accuracy: 0.8401
Epoch 308/500
450/450 [==============================] - 0s 775us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 309/500
450/450 [==============================] - 0s 743us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 310/500
450/450 [==============================] - 0s 756us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 311/500
450/450 [==============================] - 0s 803us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 312/500
450/450 [==============================] - 0s 757us/step - loss: 0.3912 - accuracy: 0.8371
Epoch 313/500
450/450 [==============================] - 0s 745us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 314/500
450/450 [==============================] - 0s 774us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 315/500
450/450 [==============================] - 0s 753us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 316/500
450/450 [==============================] - 0s 764us/step - loss: 0.3912 - accuracy: 0.8394
Epoch 317/500
450/450 [==============================] - 0s 768us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 318/500
450/450 [==============================] - 0s 745us/step - loss: 0.3916 - accuracy: 0.8392
Epoch 319/500
450/450 [==============================] - 0s 745us/step - loss: 0.3917 - accuracy: 0.8386
Epoch 320/500
450/450 [==============================] - 0s 778us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 321/500
450/450 [==============================] - 0s 743us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 322/500
450/450 [==============================] - 0s 753us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 323/500
450/450 [==============================] - 0s 753us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 324/500
450/450 [==============================] - 0s 743us/step - loss: 0.3915 - accuracy: 0.8397
Epoch 325/500
450/450 [==============================] - 0s 770us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 326/500
450/450 [==============================] - 0s 743us/step - loss: 0.3915 - accuracy: 0.83790s - loss: 0.3904 - accuracy: 0.83
Epoch 327/500
450/450 [==============================] - 0s 808us/step - loss: 0.3913 - accuracy: 0.8406
Epoch 328/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3916 - accuracy: 0.8406
Epoch 329/500
450/450 [==============================] - 0s 750us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 330/500
450/450 [==============================] - 0s 873us/step - loss: 0.3919 - accuracy: 0.83680s - loss: 0.3888 - accuracy: 0.83
Epoch 331/500
450/450 [==============================] - 0s 939us/step - loss: 0.3917 - accuracy: 0.8385
Epoch 332/500
450/450 [==============================] - 0s 950us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 333/500
450/450 [==============================] - 0s 857us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 334/500
450/450 [==============================] - 0s 803us/step - loss: 0.3913 - accuracy: 0.8400
Epoch 335/500
450/450 [==============================] - 0s 771us/step - loss: 0.3916 - accuracy: 0.8397
Epoch 336/500
450/450 [==============================] - 0s 852us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 337/500
450/450 [==============================] - 0s 816us/step - loss: 0.3915 - accuracy: 0.83880s - loss: 0.3914 - accuracy: 0.83
Epoch 338/500
450/450 [==============================] - 0s 769us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 339/500
450/450 [==============================] - 0s 764us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 340/500
450/450 [==============================] - 0s 785us/step - loss: 0.3918 - accuracy: 0.8386
Epoch 341/500
450/450 [==============================] - 0s 780us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 342/500
450/450 [==============================] - 0s 780us/step - loss: 0.3915 - accuracy: 0.8376
Epoch 343/500
450/450 [==============================] - 0s 793us/step - loss: 0.3914 - accuracy: 0.8404
Epoch 344/500
450/450 [==============================] - 0s 860us/step - loss: 0.3913 - accuracy: 0.8401
Epoch 345/500
450/450 [==============================] - 0s 831us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 346/500
450/450 [==============================] - 0s 770us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 347/500
450/450 [==============================] - 0s 744us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 348/500
450/450 [==============================] - 0s 746us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 349/500
450/450 [==============================] - 0s 765us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 350/500
450/450 [==============================] - 0s 759us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 351/500
450/450 [==============================] - 0s 950us/step - loss: 0.3912 - accuracy: 0.8393
Epoch 352/500
450/450 [==============================] - 0s 769us/step - loss: 0.3913 - accuracy: 0.8379
Epoch 353/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8396
Epoch 354/500
450/450 [==============================] - 0s 761us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 355/500
450/450 [==============================] - 0s 997us/step - loss: 0.3917 - accuracy: 0.8386
Epoch 356/500
450/450 [==============================] - 0s 883us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 357/500
450/450 [==============================] - 0s 859us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 358/500
450/450 [==============================] - 0s 851us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 359/500
450/450 [==============================] - 0s 764us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 360/500
450/450 [==============================] - 0s 781us/step - loss: 0.3916 - accuracy: 0.8375
Epoch 361/500
450/450 [==============================] - 0s 745us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 362/500
450/450 [==============================] - 0s 816us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 363/500
450/450 [==============================] - 0s 747us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 364/500
450/450 [==============================] - 0s 749us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 365/500
450/450 [==============================] - 0s 744us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 366/500
450/450 [==============================] - 0s 759us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 367/500
450/450 [==============================] - 0s 747us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 368/500
450/450 [==============================] - 0s 773us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 369/500
450/450 [==============================] - 0s 752us/step - loss: 0.3912 - accuracy: 0.8397
Epoch 370/500
450/450 [==============================] - 0s 759us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 371/500
450/450 [==============================] - 0s 778us/step - loss: 0.3909 - accuracy: 0.8396
Epoch 372/500
450/450 [==============================] - 0s 927us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 373/500
450/450 [==============================] - 0s 814us/step - loss: 0.3914 - accuracy: 0.8400
Epoch 374/500
450/450 [==============================] - 0s 804us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 375/500
450/450 [==============================] - 0s 754us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 376/500
450/450 [==============================] - 0s 759us/step - loss: 0.3916 - accuracy: 0.8396
Epoch 377/500
450/450 [==============================] - 0s 765us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 378/500
450/450 [==============================] - 0s 745us/step - loss: 0.3916 - accuracy: 0.8404
Epoch 379/500
450/450 [==============================] - 0s 765us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 380/500
450/450 [==============================] - 0s 747us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 381/500
450/450 [==============================] - 0s 747us/step - loss: 0.3910 - accuracy: 0.8401
Epoch 382/500
450/450 [==============================] - 0s 767us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 383/500
450/450 [==============================] - 0s 753us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 384/500
450/450 [==============================] - 0s 751us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 385/500
450/450 [==============================] - 0s 769us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 386/500
450/450 [==============================] - 0s 748us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 387/500
450/450 [==============================] - 0s 743us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 388/500
450/450 [==============================] - 0s 798us/step - loss: 0.3913 - accuracy: 0.8383
Epoch 389/500
450/450 [==============================] - 0s 761us/step - loss: 0.3910 - accuracy: 0.8393
Epoch 390/500
450/450 [==============================] - 0s 745us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 391/500
450/450 [==============================] - 0s 775us/step - loss: 0.3917 - accuracy: 0.8378
Epoch 392/500
450/450 [==============================] - 0s 764us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 393/500
450/450 [==============================] - 0s 763us/step - loss: 0.3911 - accuracy: 0.8403
Epoch 394/500
450/450 [==============================] - 0s 778us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 395/500
450/450 [==============================] - 0s 751us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 396/500
450/450 [==============================] - 0s 760us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 397/500
450/450 [==============================] - 0s 748us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 398/500
450/450 [==============================] - 0s 749us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 399/500
450/450 [==============================] - 0s 755us/step - loss: 0.3912 - accuracy: 0.8385
Epoch 400/500
450/450 [==============================] - 0s 767us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 401/500
450/450 [==============================] - 0s 761us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 402/500
450/450 [==============================] - 0s 770us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 403/500
450/450 [==============================] - 0s 760us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 404/500
450/450 [==============================] - 0s 753us/step - loss: 0.3914 - accuracy: 0.8396
Epoch 405/500
450/450 [==============================] - 0s 754us/step - loss: 0.3911 - accuracy: 0.8382
Epoch 406/500
450/450 [==============================] - 0s 843us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 407/500
450/450 [==============================] - 0s 751us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 408/500
450/450 [==============================] - 0s 760us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 409/500
450/450 [==============================] - 0s 754us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 410/500
450/450 [==============================] - 0s 746us/step - loss: 0.3916 - accuracy: 0.8382
Epoch 411/500
450/450 [==============================] - 0s 762us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 412/500
450/450 [==============================] - 0s 750us/step - loss: 0.3910 - accuracy: 0.83760s - loss: 0.3867 - accuracy: 0.83
Epoch 413/500
450/450 [==============================] - 0s 744us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 414/500
450/450 [==============================] - 0s 762us/step - loss: 0.3918 - accuracy: 0.8407
Epoch 415/500
450/450 [==============================] - 0s 745us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 416/500
450/450 [==============================] - 0s 764us/step - loss: 0.3910 - accuracy: 0.8386
Epoch 417/500
450/450 [==============================] - 0s 772us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 418/500
450/450 [==============================] - 0s 753us/step - loss: 0.3913 - accuracy: 0.8386
Epoch 419/500
450/450 [==============================] - 0s 751us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 420/500
450/450 [==============================] - 0s 759us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 421/500
450/450 [==============================] - 0s 758us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 422/500
450/450 [==============================] - 0s 828us/step - loss: 0.3914 - accuracy: 0.8396
Epoch 423/500
450/450 [==============================] - 0s 771us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 424/500
450/450 [==============================] - 0s 757us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 425/500
450/450 [==============================] - 0s 743us/step - loss: 0.3915 - accuracy: 0.8392
Epoch 426/500
450/450 [==============================] - 0s 757us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 427/500
450/450 [==============================] - 0s 776us/step - loss: 0.3912 - accuracy: 0.8383
Epoch 428/500
450/450 [==============================] - 0s 748us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 429/500
450/450 [==============================] - 0s 765us/step - loss: 0.3913 - accuracy: 0.8368
Epoch 430/500
450/450 [==============================] - 0s 758us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 431/500
450/450 [==============================] - 0s 767us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 432/500
450/450 [==============================] - 0s 758us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 433/500
450/450 [==============================] - 0s 750us/step - loss: 0.3912 - accuracy: 0.8396
Epoch 434/500
450/450 [==============================] - 0s 748us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 435/500
450/450 [==============================] - 0s 772us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 436/500
450/450 [==============================] - 0s 750us/step - loss: 0.3911 - accuracy: 0.8400
Epoch 437/500
450/450 [==============================] - 0s 741us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 438/500
450/450 [==============================] - 0s 774us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 439/500
450/450 [==============================] - 0s 758us/step - loss: 0.3912 - accuracy: 0.8399
Epoch 440/500
450/450 [==============================] - 0s 762us/step - loss: 0.3917 - accuracy: 0.8400
Epoch 441/500
450/450 [==============================] - 0s 757us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 442/500
450/450 [==============================] - 0s 777us/step - loss: 0.3915 - accuracy: 0.8392
Epoch 443/500
450/450 [==============================] - 0s 751us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 444/500
450/450 [==============================] - 0s 744us/step - loss: 0.3911 - accuracy: 0.8396
Epoch 445/500
450/450 [==============================] - 0s 751us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 446/500
450/450 [==============================] - 0s 763us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 447/500
450/450 [==============================] - 0s 770us/step - loss: 0.3913 - accuracy: 0.8375
Epoch 448/500
450/450 [==============================] - 0s 751us/step - loss: 0.3910 - accuracy: 0.8386
Epoch 449/500
450/450 [==============================] - 0s 775us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 450/500
450/450 [==============================] - 0s 742us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 451/500
450/450 [==============================] - 0s 750us/step - loss: 0.3911 - accuracy: 0.8381
Epoch 452/500
450/450 [==============================] - 0s 775us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 453/500
450/450 [==============================] - 0s 741us/step - loss: 0.3909 - accuracy: 0.8383
Epoch 454/500
450/450 [==============================] - 0s 748us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 455/500
450/450 [==============================] - 0s 760us/step - loss: 0.3916 - accuracy: 0.8392
Epoch 456/500
450/450 [==============================] - 0s 754us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 457/500
450/450 [==============================] - 0s 754us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 458/500
450/450 [==============================] - 0s 775us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 459/500
450/450 [==============================] - 0s 742us/step - loss: 0.3915 - accuracy: 0.8406
Epoch 460/500
450/450 [==============================] - 0s 748us/step - loss: 0.3913 - accuracy: 0.8378
Epoch 461/500
450/450 [==============================] - 0s 782us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 462/500
450/450 [==============================] - 0s 750us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 463/500
450/450 [==============================] - 0s 746us/step - loss: 0.3916 - accuracy: 0.8397
Epoch 464/500
450/450 [==============================] - 0s 804us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 465/500
450/450 [==============================] - 0s 742us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 466/500
450/450 [==============================] - 0s 752us/step - loss: 0.3911 - accuracy: 0.8397
Epoch 467/500
450/450 [==============================] - 0s 776us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 468/500
450/450 [==============================] - 0s 751us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 469/500
450/450 [==============================] - 0s 750us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 470/500
450/450 [==============================] - 0s 762us/step - loss: 0.3913 - accuracy: 0.8397
Epoch 471/500
450/450 [==============================] - 0s 743us/step - loss: 0.3914 - accuracy: 0.8400
Epoch 472/500
450/450 [==============================] - 0s 767us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 473/500
450/450 [==============================] - 0s 750us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 474/500
450/450 [==============================] - 0s 807us/step - loss: 0.3912 - accuracy: 0.8399
Epoch 475/500
450/450 [==============================] - 0s 780us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 476/500
450/450 [==============================] - 0s 748us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 477/500
450/450 [==============================] - 0s 751us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 478/500
450/450 [==============================] - 0s 769us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 479/500
450/450 [==============================] - 0s 765us/step - loss: 0.3913 - accuracy: 0.8386
Epoch 480/500
450/450 [==============================] - 0s 761us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 481/500
450/450 [==============================] - 0s 763us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 482/500
450/450 [==============================] - 0s 757us/step - loss: 0.3915 - accuracy: 0.8393
Epoch 483/500
450/450 [==============================] - 0s 892us/step - loss: 0.3912 - accuracy: 0.8378
Epoch 484/500
450/450 [==============================] - 0s 776us/step - loss: 0.3915 - accuracy: 0.8393
Epoch 485/500
450/450 [==============================] - 0s 761us/step - loss: 0.3911 - accuracy: 0.8397
Epoch 486/500
450/450 [==============================] - 0s 792us/step - loss: 0.3909 - accuracy: 0.8397
Epoch 487/500
450/450 [==============================] - 0s 757us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 488/500
450/450 [==============================] - 0s 754us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 489/500
450/450 [==============================] - 0s 763us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 490/500
450/450 [==============================] - 0s 795us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 491/500
450/450 [==============================] - 0s 754us/step - loss: 0.3909 - accuracy: 0.8407
Epoch 492/500
450/450 [==============================] - 0s 778us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 493/500
450/450 [==============================] - 0s 758us/step - loss: 0.3914 - accuracy: 0.8396
Epoch 494/500
450/450 [==============================] - 0s 751us/step - loss: 0.3909 - accuracy: 0.8368
Epoch 495/500
450/450 [==============================] - 0s 770us/step - loss: 0.3914 - accuracy: 0.8379
Epoch 496/500
450/450 [==============================] - 0s 748us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 497/500
450/450 [==============================] - 0s 754us/step - loss: 0.3913 - accuracy: 0.8386
Epoch 498/500
450/450 [==============================] - 0s 772us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 499/500
450/450 [==============================] - 0s 753us/step - loss: 0.3908 - accuracy: 0.8379
Epoch 500/500
450/450 [==============================] - 0s 752us/step - loss: 0.3911 - accuracy: 0.8396
Epoch 1/500
450/450 [==============================] - 0s 811us/step - loss: 0.5280 - accuracy: 0.7962
Epoch 2/500
450/450 [==============================] - 0s 768us/step - loss: 0.4351 - accuracy: 0.7964
Epoch 3/500
450/450 [==============================] - 0s 780us/step - loss: 0.4296 - accuracy: 0.7964
Epoch 4/500
450/450 [==============================] - 0s 786us/step - loss: 0.4254 - accuracy: 0.7964
Epoch 5/500
450/450 [==============================] - 0s 740us/step - loss: 0.4221 - accuracy: 0.8089
Epoch 6/500
450/450 [==============================] - 0s 799us/step - loss: 0.4200 - accuracy: 0.8229
Epoch 7/500
450/450 [==============================] - 0s 799us/step - loss: 0.4186 - accuracy: 0.8269
Epoch 8/500
450/450 [==============================] - 0s 742us/step - loss: 0.4176 - accuracy: 0.8285
Epoch 9/500
450/450 [==============================] - 0s 766us/step - loss: 0.4163 - accuracy: 0.8304
Epoch 10/500
450/450 [==============================] - 0s 746us/step - loss: 0.4140 - accuracy: 0.8315
Epoch 11/500
450/450 [==============================] - 0s 739us/step - loss: 0.4117 - accuracy: 0.8342
Epoch 12/500
450/450 [==============================] - 0s 762us/step - loss: 0.4097 - accuracy: 0.8340
Epoch 13/500
450/450 [==============================] - 0s 746us/step - loss: 0.4082 - accuracy: 0.8343
Epoch 14/500
450/450 [==============================] - 0s 739us/step - loss: 0.4070 - accuracy: 0.8333
Epoch 15/500
450/450 [==============================] - 0s 764us/step - loss: 0.4061 - accuracy: 0.8351
Epoch 16/500
450/450 [==============================] - 0s 755us/step - loss: 0.4050 - accuracy: 0.8349
Epoch 17/500
450/450 [==============================] - 0s 742us/step - loss: 0.4044 - accuracy: 0.8346
Epoch 18/500
450/450 [==============================] - 0s 768us/step - loss: 0.4034 - accuracy: 0.8356
Epoch 19/500
450/450 [==============================] - 0s 744us/step - loss: 0.4031 - accuracy: 0.8356
Epoch 20/500
450/450 [==============================] - 0s 746us/step - loss: 0.4027 - accuracy: 0.83530s - loss: 0.4030 - accuracy: 
Epoch 21/500
450/450 [==============================] - 0s 748us/step - loss: 0.4022 - accuracy: 0.8351
Epoch 22/500
450/450 [==============================] - 0s 779us/step - loss: 0.4017 - accuracy: 0.8358
Epoch 23/500
450/450 [==============================] - 0s 818us/step - loss: 0.4017 - accuracy: 0.8363
Epoch 24/500
450/450 [==============================] - 0s 910us/step - loss: 0.4010 - accuracy: 0.83610s - loss: 0.3999 - accura
Epoch 25/500
450/450 [==============================] - 0s 828us/step - loss: 0.4008 - accuracy: 0.8344
Epoch 26/500
450/450 [==============================] - 0s 771us/step - loss: 0.4007 - accuracy: 0.8369
Epoch 27/500
450/450 [==============================] - 0s 767us/step - loss: 0.3996 - accuracy: 0.8343
Epoch 28/500
450/450 [==============================] - 0s 852us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 29/500
450/450 [==============================] - 0s 812us/step - loss: 0.3997 - accuracy: 0.8357
Epoch 30/500
450/450 [==============================] - 0s 875us/step - loss: 0.3993 - accuracy: 0.8356
Epoch 31/500
450/450 [==============================] - 0s 824us/step - loss: 0.3988 - accuracy: 0.8365
Epoch 32/500
450/450 [==============================] - 0s 749us/step - loss: 0.3984 - accuracy: 0.8364
Epoch 33/500
450/450 [==============================] - 0s 742us/step - loss: 0.3980 - accuracy: 0.8388
Epoch 34/500
450/450 [==============================] - 0s 747us/step - loss: 0.3975 - accuracy: 0.8360
Epoch 35/500
450/450 [==============================] - 0s 765us/step - loss: 0.3972 - accuracy: 0.8360
Epoch 36/500
450/450 [==============================] - 0s 741us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 37/500
450/450 [==============================] - 0s 775us/step - loss: 0.3964 - accuracy: 0.8363
Epoch 38/500
450/450 [==============================] - 0s 758us/step - loss: 0.3966 - accuracy: 0.8371
Epoch 39/500
450/450 [==============================] - 0s 750us/step - loss: 0.3961 - accuracy: 0.8358
Epoch 40/500
450/450 [==============================] - 0s 793us/step - loss: 0.3964 - accuracy: 0.8365
Epoch 41/500
450/450 [==============================] - 0s 751us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 42/500
450/450 [==============================] - 0s 747us/step - loss: 0.3956 - accuracy: 0.8360
Epoch 43/500
450/450 [==============================] - 0s 781us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 44/500
450/450 [==============================] - 0s 760us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 45/500
450/450 [==============================] - 0s 757us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 46/500
450/450 [==============================] - 0s 770us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 47/500
450/450 [==============================] - 0s 750us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 48/500
450/450 [==============================] - 0s 748us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 49/500
450/450 [==============================] - 0s 770us/step - loss: 0.3943 - accuracy: 0.8364
Epoch 50/500
450/450 [==============================] - 0s 751us/step - loss: 0.3944 - accuracy: 0.8353
Epoch 51/500
450/450 [==============================] - 0s 748us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 52/500
450/450 [==============================] - 0s 761us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 53/500
450/450 [==============================] - 0s 743us/step - loss: 0.3941 - accuracy: 0.8360
Epoch 54/500
450/450 [==============================] - 0s 741us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 55/500
450/450 [==============================] - 0s 812us/step - loss: 0.3942 - accuracy: 0.8372
Epoch 56/500
450/450 [==============================] - 0s 741us/step - loss: 0.3942 - accuracy: 0.8356
Epoch 57/500
450/450 [==============================] - 0s 752us/step - loss: 0.3940 - accuracy: 0.83610s - loss: 0.3918 - accuracy: 0.
Epoch 58/500
450/450 [==============================] - 0s 770us/step - loss: 0.3939 - accuracy: 0.8364
Epoch 59/500
450/450 [==============================] - 0s 748us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 60/500
450/450 [==============================] - 0s 741us/step - loss: 0.3937 - accuracy: 0.8369
Epoch 61/500
450/450 [==============================] - 0s 772us/step - loss: 0.3934 - accuracy: 0.8353
Epoch 62/500
450/450 [==============================] - 0s 760us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 63/500
450/450 [==============================] - 0s 741us/step - loss: 0.3938 - accuracy: 0.8361
Epoch 64/500
450/450 [==============================] - 0s 762us/step - loss: 0.3933 - accuracy: 0.8367
Epoch 65/500
450/450 [==============================] - 0s 738us/step - loss: 0.3936 - accuracy: 0.8363
Epoch 66/500
450/450 [==============================] - 0s 763us/step - loss: 0.3935 - accuracy: 0.8371
Epoch 67/500
450/450 [==============================] - 0s 747us/step - loss: 0.3936 - accuracy: 0.8358
Epoch 68/500
450/450 [==============================] - 0s 752us/step - loss: 0.3933 - accuracy: 0.8368
Epoch 69/500
450/450 [==============================] - 0s 744us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 70/500
450/450 [==============================] - 0s 777us/step - loss: 0.3932 - accuracy: 0.8354
Epoch 71/500
450/450 [==============================] - 0s 741us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 72/500
450/450 [==============================] - 0s 765us/step - loss: 0.3934 - accuracy: 0.8364
Epoch 73/500
450/450 [==============================] - 0s 752us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 74/500
450/450 [==============================] - 0s 743us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 75/500
450/450 [==============================] - 0s 733us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 76/500
450/450 [==============================] - 0s 916us/step - loss: 0.3932 - accuracy: 0.8361
Epoch 77/500
450/450 [==============================] - 0s 751us/step - loss: 0.3934 - accuracy: 0.83670s - loss: 0.3890 - accuracy: 0.83
Epoch 78/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8392
Epoch 79/500
450/450 [==============================] - 0s 766us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 80/500
450/450 [==============================] - 0s 745us/step - loss: 0.3928 - accuracy: 0.8381
Epoch 81/500
450/450 [==============================] - 0s 768us/step - loss: 0.3929 - accuracy: 0.8356
Epoch 82/500
450/450 [==============================] - 0s 732us/step - loss: 0.3927 - accuracy: 0.8365
Epoch 83/500
450/450 [==============================] - 0s 744us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 84/500
450/450 [==============================] - 0s 754us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 85/500
450/450 [==============================] - 0s 738us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 86/500
450/450 [==============================] - 0s 760us/step - loss: 0.3926 - accuracy: 0.8369
Epoch 87/500
450/450 [==============================] - 0s 752us/step - loss: 0.3928 - accuracy: 0.8381
Epoch 88/500
450/450 [==============================] - 0s 766us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 89/500
450/450 [==============================] - 0s 751us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 90/500
450/450 [==============================] - 0s 754us/step - loss: 0.3930 - accuracy: 0.8363
Epoch 91/500
450/450 [==============================] - 0s 780us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 92/500
450/450 [==============================] - 0s 768us/step - loss: 0.3923 - accuracy: 0.8382
Epoch 93/500
450/450 [==============================] - 0s 762us/step - loss: 0.3928 - accuracy: 0.8375
Epoch 94/500
450/450 [==============================] - 0s 747us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 95/500
450/450 [==============================] - 0s 760us/step - loss: 0.3925 - accuracy: 0.8364
Epoch 96/500
450/450 [==============================] - 0s 749us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 97/500
450/450 [==============================] - 0s 745us/step - loss: 0.3927 - accuracy: 0.8372
Epoch 98/500
450/450 [==============================] - 0s 755us/step - loss: 0.3929 - accuracy: 0.8363
Epoch 99/500
450/450 [==============================] - 0s 750us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 100/500
450/450 [==============================] - 0s 743us/step - loss: 0.3928 - accuracy: 0.8367
Epoch 101/500
450/450 [==============================] - 0s 764us/step - loss: 0.3926 - accuracy: 0.8367
Epoch 102/500
450/450 [==============================] - 0s 755us/step - loss: 0.3924 - accuracy: 0.8371
Epoch 103/500
450/450 [==============================] - 0s 742us/step - loss: 0.3924 - accuracy: 0.8365
Epoch 104/500
450/450 [==============================] - 0s 768us/step - loss: 0.3928 - accuracy: 0.8375
Epoch 105/500
450/450 [==============================] - 0s 747us/step - loss: 0.3926 - accuracy: 0.8376
Epoch 106/500
450/450 [==============================] - 0s 745us/step - loss: 0.3923 - accuracy: 0.8375
Epoch 107/500
450/450 [==============================] - 0s 776us/step - loss: 0.3925 - accuracy: 0.8361
Epoch 108/500
450/450 [==============================] - 0s 743us/step - loss: 0.3923 - accuracy: 0.8372
Epoch 109/500
450/450 [==============================] - 0s 740us/step - loss: 0.3925 - accuracy: 0.8372
Epoch 110/500
450/450 [==============================] - 0s 834us/step - loss: 0.3922 - accuracy: 0.8376
Epoch 111/500
450/450 [==============================] - 0s 772us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 112/500
450/450 [==============================] - 0s 800us/step - loss: 0.3924 - accuracy: 0.8382
Epoch 113/500
450/450 [==============================] - 0s 774us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 114/500
450/450 [==============================] - 0s 764us/step - loss: 0.3923 - accuracy: 0.8374
Epoch 115/500
450/450 [==============================] - 0s 803us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 116/500
450/450 [==============================] - 0s 818us/step - loss: 0.3920 - accuracy: 0.8356
Epoch 117/500
450/450 [==============================] - 0s 803us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 118/500
450/450 [==============================] - 0s 764us/step - loss: 0.3924 - accuracy: 0.8363
Epoch 119/500
450/450 [==============================] - 0s 744us/step - loss: 0.3920 - accuracy: 0.83510s - loss: 0.3911 - accuracy: 0.83
Epoch 120/500
450/450 [==============================] - 0s 742us/step - loss: 0.3921 - accuracy: 0.8360
Epoch 121/500
450/450 [==============================] - 0s 774us/step - loss: 0.3924 - accuracy: 0.8365
Epoch 122/500
450/450 [==============================] - 0s 751us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 123/500
450/450 [==============================] - 0s 744us/step - loss: 0.3923 - accuracy: 0.8361
Epoch 124/500
450/450 [==============================] - 0s 768us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 125/500
450/450 [==============================] - 0s 743us/step - loss: 0.3924 - accuracy: 0.8364
Epoch 126/500
450/450 [==============================] - 0s 752us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 127/500
450/450 [==============================] - 0s 763us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 128/500
450/450 [==============================] - 0s 743us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 129/500
450/450 [==============================] - 0s 742us/step - loss: 0.3920 - accuracy: 0.8350
Epoch 130/500
450/450 [==============================] - 0s 770us/step - loss: 0.3920 - accuracy: 0.8354
Epoch 131/500
450/450 [==============================] - 0s 761us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 132/500
450/450 [==============================] - 0s 741us/step - loss: 0.3923 - accuracy: 0.8369
Epoch 133/500
450/450 [==============================] - 0s 770us/step - loss: 0.3916 - accuracy: 0.8367
Epoch 134/500
450/450 [==============================] - 0s 745us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 135/500
450/450 [==============================] - 0s 742us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 136/500
450/450 [==============================] - 0s 779us/step - loss: 0.3924 - accuracy: 0.8383
Epoch 137/500
450/450 [==============================] - 0s 751us/step - loss: 0.3924 - accuracy: 0.8357
Epoch 138/500
450/450 [==============================] - 0s 744us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 139/500
450/450 [==============================] - 0s 771us/step - loss: 0.3918 - accuracy: 0.83760s - loss: 0.4018 - accuracy: 0.
Epoch 140/500
450/450 [==============================] - 0s 746us/step - loss: 0.3925 - accuracy: 0.8361
Epoch 141/500
450/450 [==============================] - 0s 747us/step - loss: 0.3918 - accuracy: 0.8360
Epoch 142/500
450/450 [==============================] - 0s 770us/step - loss: 0.3925 - accuracy: 0.8361
Epoch 143/500
450/450 [==============================] - 0s 746us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 144/500
450/450 [==============================] - 0s 764us/step - loss: 0.3920 - accuracy: 0.8363
Epoch 145/500
450/450 [==============================] - 0s 808us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 146/500
450/450 [==============================] - 0s 753us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 147/500
450/450 [==============================] - 0s 804us/step - loss: 0.3918 - accuracy: 0.8360
Epoch 148/500
450/450 [==============================] - 0s 747us/step - loss: 0.3918 - accuracy: 0.8363
Epoch 149/500
450/450 [==============================] - 0s 749us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 150/500
450/450 [==============================] - 0s 781us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 151/500
450/450 [==============================] - 0s 757us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 152/500
450/450 [==============================] - 0s 743us/step - loss: 0.3917 - accuracy: 0.8361
Epoch 153/500
450/450 [==============================] - 0s 829us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 154/500
450/450 [==============================] - 0s 753us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 155/500
450/450 [==============================] - 0s 755us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 156/500
450/450 [==============================] - 0s 770us/step - loss: 0.3916 - accuracy: 0.8368
Epoch 157/500
450/450 [==============================] - 0s 749us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 158/500
450/450 [==============================] - 0s 754us/step - loss: 0.3917 - accuracy: 0.8360
Epoch 159/500
450/450 [==============================] - 0s 765us/step - loss: 0.3913 - accuracy: 0.8374
Epoch 160/500
450/450 [==============================] - 0s 763us/step - loss: 0.3916 - accuracy: 0.8361
Epoch 161/500
450/450 [==============================] - 0s 742us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 162/500
450/450 [==============================] - 0s 754us/step - loss: 0.3921 - accuracy: 0.8357
Epoch 163/500
450/450 [==============================] - 0s 750us/step - loss: 0.3915 - accuracy: 0.8360
Epoch 164/500
450/450 [==============================] - 0s 748us/step - loss: 0.3916 - accuracy: 0.8378
Epoch 165/500
450/450 [==============================] - 0s 754us/step - loss: 0.3919 - accuracy: 0.8367
Epoch 166/500
450/450 [==============================] - 0s 745us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 167/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3917 - accuracy: 0.8361
Epoch 168/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3915 - accuracy: 0.8365
Epoch 169/500
450/450 [==============================] - 0s 958us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 170/500
450/450 [==============================] - 0s 873us/step - loss: 0.3917 - accuracy: 0.8358
Epoch 171/500
450/450 [==============================] - 0s 948us/step - loss: 0.3915 - accuracy: 0.8363
Epoch 172/500
450/450 [==============================] - 0s 874us/step - loss: 0.3915 - accuracy: 0.8364
Epoch 173/500
450/450 [==============================] - 0s 846us/step - loss: 0.3912 - accuracy: 0.8361
Epoch 174/500
450/450 [==============================] - 0s 796us/step - loss: 0.3914 - accuracy: 0.8368
Epoch 175/500
450/450 [==============================] - 0s 863us/step - loss: 0.3910 - accuracy: 0.8363
Epoch 176/500
450/450 [==============================] - 0s 776us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 177/500
450/450 [==============================] - 0s 763us/step - loss: 0.3911 - accuracy: 0.8365
Epoch 178/500
450/450 [==============================] - 0s 762us/step - loss: 0.3913 - accuracy: 0.8374
Epoch 179/500
450/450 [==============================] - 0s 745us/step - loss: 0.3911 - accuracy: 0.8363
Epoch 180/500
450/450 [==============================] - 0s 800us/step - loss: 0.3910 - accuracy: 0.8371
Epoch 181/500
450/450 [==============================] - 0s 785us/step - loss: 0.3910 - accuracy: 0.8374
Epoch 182/500
450/450 [==============================] - 0s 822us/step - loss: 0.3908 - accuracy: 0.8369
Epoch 183/500
450/450 [==============================] - 0s 843us/step - loss: 0.3913 - accuracy: 0.8363
Epoch 184/500
450/450 [==============================] - 0s 815us/step - loss: 0.3910 - accuracy: 0.8364
Epoch 185/500
450/450 [==============================] - 0s 998us/step - loss: 0.3911 - accuracy: 0.8357
Epoch 186/500
450/450 [==============================] - 0s 776us/step - loss: 0.3910 - accuracy: 0.8354
Epoch 187/500
450/450 [==============================] - 0s 756us/step - loss: 0.3908 - accuracy: 0.8371
Epoch 188/500
450/450 [==============================] - 0s 785us/step - loss: 0.3909 - accuracy: 0.8350
Epoch 189/500
450/450 [==============================] - 0s 941us/step - loss: 0.3906 - accuracy: 0.8361
Epoch 190/500
450/450 [==============================] - 0s 823us/step - loss: 0.3910 - accuracy: 0.8358
Epoch 191/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3905 - accuracy: 0.8378
Epoch 192/500
450/450 [==============================] - 0s 768us/step - loss: 0.3910 - accuracy: 0.8344
Epoch 193/500
450/450 [==============================] - 0s 795us/step - loss: 0.3910 - accuracy: 0.8357
Epoch 194/500
450/450 [==============================] - 0s 760us/step - loss: 0.3910 - accuracy: 0.8358
Epoch 195/500
450/450 [==============================] - 0s 833us/step - loss: 0.3910 - accuracy: 0.8353
Epoch 196/500
450/450 [==============================] - 0s 862us/step - loss: 0.3910 - accuracy: 0.8369
Epoch 197/500
450/450 [==============================] - 0s 840us/step - loss: 0.3907 - accuracy: 0.8374
Epoch 198/500
450/450 [==============================] - 0s 765us/step - loss: 0.3909 - accuracy: 0.8364
Epoch 199/500
450/450 [==============================] - 0s 795us/step - loss: 0.3909 - accuracy: 0.8361
Epoch 200/500
450/450 [==============================] - 0s 763us/step - loss: 0.3910 - accuracy: 0.8340
Epoch 201/500
450/450 [==============================] - 0s 785us/step - loss: 0.3908 - accuracy: 0.8368
Epoch 202/500
450/450 [==============================] - 0s 752us/step - loss: 0.3908 - accuracy: 0.8363
Epoch 203/500
450/450 [==============================] - 0s 767us/step - loss: 0.3909 - accuracy: 0.8353
Epoch 204/500
450/450 [==============================] - 0s 790us/step - loss: 0.3909 - accuracy: 0.8358
Epoch 205/500
450/450 [==============================] - 0s 757us/step - loss: 0.3905 - accuracy: 0.8364
Epoch 206/500
450/450 [==============================] - 0s 786us/step - loss: 0.3908 - accuracy: 0.8381
Epoch 207/500
450/450 [==============================] - 0s 762us/step - loss: 0.3910 - accuracy: 0.8356
Epoch 208/500
450/450 [==============================] - 0s 755us/step - loss: 0.3905 - accuracy: 0.8354
Epoch 209/500
450/450 [==============================] - 0s 782us/step - loss: 0.3906 - accuracy: 0.8363
Epoch 210/500
450/450 [==============================] - 0s 796us/step - loss: 0.3907 - accuracy: 0.8358
Epoch 211/500
450/450 [==============================] - 0s 754us/step - loss: 0.3905 - accuracy: 0.8356
Epoch 212/500
450/450 [==============================] - 0s 780us/step - loss: 0.3908 - accuracy: 0.8350
Epoch 213/500
450/450 [==============================] - 0s 786us/step - loss: 0.3906 - accuracy: 0.8372
Epoch 214/500
450/450 [==============================] - 0s 768us/step - loss: 0.3907 - accuracy: 0.8369
Epoch 215/500
450/450 [==============================] - 0s 782us/step - loss: 0.3907 - accuracy: 0.8374
Epoch 216/500
450/450 [==============================] - 0s 762us/step - loss: 0.3905 - accuracy: 0.8342
Epoch 217/500
450/450 [==============================] - 0s 757us/step - loss: 0.3907 - accuracy: 0.8356
Epoch 218/500
450/450 [==============================] - 0s 773us/step - loss: 0.3910 - accuracy: 0.8375
Epoch 219/500
450/450 [==============================] - 0s 761us/step - loss: 0.3907 - accuracy: 0.8371
Epoch 220/500
450/450 [==============================] - 0s 757us/step - loss: 0.3906 - accuracy: 0.8367
Epoch 221/500
450/450 [==============================] - 0s 794us/step - loss: 0.3905 - accuracy: 0.8354
Epoch 222/500
450/450 [==============================] - 0s 765us/step - loss: 0.3908 - accuracy: 0.8360
Epoch 223/500
450/450 [==============================] - 0s 756us/step - loss: 0.3905 - accuracy: 0.8357
Epoch 224/500
450/450 [==============================] - 0s 790us/step - loss: 0.3905 - accuracy: 0.8364
Epoch 225/500
450/450 [==============================] - 0s 761us/step - loss: 0.3902 - accuracy: 0.8376
Epoch 226/500
450/450 [==============================] - 0s 764us/step - loss: 0.3905 - accuracy: 0.8356
Epoch 227/500
450/450 [==============================] - 0s 802us/step - loss: 0.3906 - accuracy: 0.8363
Epoch 228/500
450/450 [==============================] - 0s 756us/step - loss: 0.3906 - accuracy: 0.8372
Epoch 229/500
450/450 [==============================] - 0s 758us/step - loss: 0.3906 - accuracy: 0.8346
Epoch 230/500
450/450 [==============================] - 0s 781us/step - loss: 0.3906 - accuracy: 0.8364
Epoch 231/500
450/450 [==============================] - 0s 788us/step - loss: 0.3905 - accuracy: 0.8368
Epoch 232/500
450/450 [==============================] - 0s 761us/step - loss: 0.3902 - accuracy: 0.8360
Epoch 233/500
450/450 [==============================] - 0s 806us/step - loss: 0.3908 - accuracy: 0.83640s - loss: 0.3917 - accuracy: 0.83 - ETA: 0s - loss: 0.3939 - accuracy: 0.
Epoch 234/500
450/450 [==============================] - 0s 769us/step - loss: 0.3904 - accuracy: 0.8363
Epoch 235/500
450/450 [==============================] - 0s 790us/step - loss: 0.3904 - accuracy: 0.8363
Epoch 236/500
450/450 [==============================] - 0s 762us/step - loss: 0.3906 - accuracy: 0.8357
Epoch 237/500
450/450 [==============================] - 0s 753us/step - loss: 0.3904 - accuracy: 0.8353
Epoch 238/500
450/450 [==============================] - 0s 793us/step - loss: 0.3906 - accuracy: 0.8356
Epoch 239/500
450/450 [==============================] - 0s 755us/step - loss: 0.3906 - accuracy: 0.8368
Epoch 240/500
450/450 [==============================] - 0s 759us/step - loss: 0.3905 - accuracy: 0.8364
Epoch 241/500
450/450 [==============================] - 0s 780us/step - loss: 0.3905 - accuracy: 0.8354
Epoch 242/500
450/450 [==============================] - 0s 773us/step - loss: 0.3905 - accuracy: 0.8354
Epoch 243/500
450/450 [==============================] - 0s 755us/step - loss: 0.3902 - accuracy: 0.8358
Epoch 244/500
450/450 [==============================] - 0s 867us/step - loss: 0.3901 - accuracy: 0.8367
Epoch 245/500
450/450 [==============================] - 0s 758us/step - loss: 0.3900 - accuracy: 0.8351
Epoch 246/500
450/450 [==============================] - 0s 756us/step - loss: 0.3901 - accuracy: 0.8357
Epoch 247/500
450/450 [==============================] - 0s 770us/step - loss: 0.3899 - accuracy: 0.8356
Epoch 248/500
450/450 [==============================] - 0s 760us/step - loss: 0.3902 - accuracy: 0.8357
Epoch 249/500
450/450 [==============================] - 0s 757us/step - loss: 0.3901 - accuracy: 0.8368
Epoch 250/500
450/450 [==============================] - 0s 824us/step - loss: 0.3899 - accuracy: 0.8371
Epoch 251/500
450/450 [==============================] - 0s 754us/step - loss: 0.3895 - accuracy: 0.8361
Epoch 252/500
450/450 [==============================] - 0s 766us/step - loss: 0.3897 - accuracy: 0.8376
Epoch 253/500
450/450 [==============================] - 0s 777us/step - loss: 0.3895 - accuracy: 0.8365
Epoch 254/500
450/450 [==============================] - 0s 755us/step - loss: 0.3892 - accuracy: 0.8360
Epoch 255/500
450/450 [==============================] - 0s 775us/step - loss: 0.3888 - accuracy: 0.8374
Epoch 256/500
450/450 [==============================] - 0s 783us/step - loss: 0.3890 - accuracy: 0.8371
Epoch 257/500
450/450 [==============================] - 0s 762us/step - loss: 0.3887 - accuracy: 0.8374
Epoch 258/500
450/450 [==============================] - 0s 773us/step - loss: 0.3882 - accuracy: 0.8365
Epoch 259/500
450/450 [==============================] - 0s 792us/step - loss: 0.3879 - accuracy: 0.8368
Epoch 260/500
450/450 [==============================] - 0s 783us/step - loss: 0.3860 - accuracy: 0.8379
Epoch 261/500
450/450 [==============================] - 0s 802us/step - loss: 0.3837 - accuracy: 0.8389
Epoch 262/500
450/450 [==============================] - 0s 759us/step - loss: 0.3813 - accuracy: 0.8410
Epoch 263/500
450/450 [==============================] - 0s 770us/step - loss: 0.3764 - accuracy: 0.8431
Epoch 264/500
450/450 [==============================] - 0s 785us/step - loss: 0.3713 - accuracy: 0.8447
Epoch 265/500
450/450 [==============================] - 0s 766us/step - loss: 0.3671 - accuracy: 0.8465
Epoch 266/500
450/450 [==============================] - 0s 764us/step - loss: 0.3630 - accuracy: 0.8490
Epoch 267/500
450/450 [==============================] - 0s 788us/step - loss: 0.3598 - accuracy: 0.8506
Epoch 268/500
450/450 [==============================] - 0s 772us/step - loss: 0.3573 - accuracy: 0.8537
Epoch 269/500
450/450 [==============================] - 0s 767us/step - loss: 0.3555 - accuracy: 0.8536
Epoch 270/500
450/450 [==============================] - 0s 807us/step - loss: 0.3541 - accuracy: 0.8542
Epoch 271/500
450/450 [==============================] - 0s 768us/step - loss: 0.3529 - accuracy: 0.8539
Epoch 272/500
450/450 [==============================] - 0s 787us/step - loss: 0.3516 - accuracy: 0.8556
Epoch 273/500
450/450 [==============================] - 0s 766us/step - loss: 0.3509 - accuracy: 0.8562
Epoch 274/500
450/450 [==============================] - 0s 763us/step - loss: 0.3500 - accuracy: 0.8568
Epoch 275/500
450/450 [==============================] - 0s 774us/step - loss: 0.3494 - accuracy: 0.8564
Epoch 276/500
450/450 [==============================] - 0s 773us/step - loss: 0.3489 - accuracy: 0.8567
Epoch 277/500
450/450 [==============================] - 0s 768us/step - loss: 0.3490 - accuracy: 0.8567
Epoch 278/500
450/450 [==============================] - 0s 789us/step - loss: 0.3479 - accuracy: 0.8571
Epoch 279/500
450/450 [==============================] - 0s 760us/step - loss: 0.3476 - accuracy: 0.8576
Epoch 280/500
450/450 [==============================] - 0s 775us/step - loss: 0.3472 - accuracy: 0.8574
Epoch 281/500
450/450 [==============================] - 0s 765us/step - loss: 0.3476 - accuracy: 0.8582
Epoch 282/500
450/450 [==============================] - 0s 759us/step - loss: 0.3467 - accuracy: 0.8579
Epoch 283/500
450/450 [==============================] - 0s 764us/step - loss: 0.3469 - accuracy: 0.8594
Epoch 284/500
450/450 [==============================] - 0s 878us/step - loss: 0.3470 - accuracy: 0.8569
Epoch 285/500
450/450 [==============================] - 0s 761us/step - loss: 0.3464 - accuracy: 0.8581
Epoch 286/500
450/450 [==============================] - 0s 763us/step - loss: 0.3464 - accuracy: 0.8587
Epoch 287/500
450/450 [==============================] - 0s 785us/step - loss: 0.3460 - accuracy: 0.8597
Epoch 288/500
450/450 [==============================] - 0s 759us/step - loss: 0.3461 - accuracy: 0.8594
Epoch 289/500
450/450 [==============================] - 0s 771us/step - loss: 0.3450 - accuracy: 0.8593
Epoch 290/500
450/450 [==============================] - 0s 767us/step - loss: 0.3458 - accuracy: 0.8592
Epoch 291/500
450/450 [==============================] - 0s 759us/step - loss: 0.3456 - accuracy: 0.8612
Epoch 292/500
450/450 [==============================] - 0s 785us/step - loss: 0.3456 - accuracy: 0.8612
Epoch 293/500
450/450 [==============================] - 0s 766us/step - loss: 0.3455 - accuracy: 0.8612
Epoch 294/500
450/450 [==============================] - 0s 778us/step - loss: 0.3450 - accuracy: 0.8608
Epoch 295/500
450/450 [==============================] - 0s 773us/step - loss: 0.3448 - accuracy: 0.8611
Epoch 296/500
450/450 [==============================] - 0s 762us/step - loss: 0.3450 - accuracy: 0.8622
Epoch 297/500
450/450 [==============================] - 0s 759us/step - loss: 0.3454 - accuracy: 0.8607
Epoch 298/500
450/450 [==============================] - 0s 787us/step - loss: 0.3448 - accuracy: 0.8618
Epoch 299/500
450/450 [==============================] - 0s 768us/step - loss: 0.3437 - accuracy: 0.8611
Epoch 300/500
450/450 [==============================] - 0s 756us/step - loss: 0.3442 - accuracy: 0.8610
Epoch 301/500
450/450 [==============================] - 0s 792us/step - loss: 0.3444 - accuracy: 0.8615
Epoch 302/500
450/450 [==============================] - 0s 752us/step - loss: 0.3443 - accuracy: 0.8617
Epoch 303/500
450/450 [==============================] - 0s 752us/step - loss: 0.3435 - accuracy: 0.8607
Epoch 304/500
450/450 [==============================] - 0s 772us/step - loss: 0.3442 - accuracy: 0.8618
Epoch 305/500
450/450 [==============================] - 0s 760us/step - loss: 0.3437 - accuracy: 0.8624
Epoch 306/500
450/450 [==============================] - 0s 781us/step - loss: 0.3435 - accuracy: 0.8622
Epoch 307/500
450/450 [==============================] - 0s 807us/step - loss: 0.3439 - accuracy: 0.8619
Epoch 308/500
450/450 [==============================] - 0s 770us/step - loss: 0.3438 - accuracy: 0.8608
Epoch 309/500
450/450 [==============================] - 0s 767us/step - loss: 0.3429 - accuracy: 0.8599
Epoch 310/500
450/450 [==============================] - 0s 798us/step - loss: 0.3434 - accuracy: 0.8621
Epoch 311/500
450/450 [==============================] - 0s 773us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 312/500
450/450 [==============================] - 0s 788us/step - loss: 0.3431 - accuracy: 0.8612
Epoch 313/500
450/450 [==============================] - 0s 770us/step - loss: 0.3435 - accuracy: 0.8612
Epoch 314/500
450/450 [==============================] - 0s 769us/step - loss: 0.3439 - accuracy: 0.8618
Epoch 315/500
450/450 [==============================] - 0s 792us/step - loss: 0.3429 - accuracy: 0.8619
Epoch 316/500
450/450 [==============================] - 0s 763us/step - loss: 0.3430 - accuracy: 0.8612
Epoch 317/500
450/450 [==============================] - 0s 766us/step - loss: 0.3432 - accuracy: 0.8611
Epoch 318/500
450/450 [==============================] - 0s 782us/step - loss: 0.3434 - accuracy: 0.8606
Epoch 319/500
450/450 [==============================] - 0s 763us/step - loss: 0.3432 - accuracy: 0.8615
Epoch 320/500
450/450 [==============================] - 0s 762us/step - loss: 0.3431 - accuracy: 0.8615
Epoch 321/500
450/450 [==============================] - 0s 802us/step - loss: 0.3434 - accuracy: 0.8603
Epoch 322/500
450/450 [==============================] - 0s 754us/step - loss: 0.3431 - accuracy: 0.8617
Epoch 323/500
450/450 [==============================] - 0s 763us/step - loss: 0.3426 - accuracy: 0.8632
Epoch 324/500
450/450 [==============================] - 0s 776us/step - loss: 0.3431 - accuracy: 0.8604
Epoch 325/500
450/450 [==============================] - 0s 758us/step - loss: 0.3428 - accuracy: 0.8622
Epoch 326/500
450/450 [==============================] - 0s 758us/step - loss: 0.3428 - accuracy: 0.8622
Epoch 327/500
450/450 [==============================] - 0s 810us/step - loss: 0.3428 - accuracy: 0.8615
Epoch 328/500
450/450 [==============================] - 0s 756us/step - loss: 0.3428 - accuracy: 0.8626
Epoch 329/500
450/450 [==============================] - 0s 764us/step - loss: 0.3429 - accuracy: 0.8618
Epoch 330/500
450/450 [==============================] - 0s 783us/step - loss: 0.3434 - accuracy: 0.8608
Epoch 331/500
450/450 [==============================] - 0s 754us/step - loss: 0.3426 - accuracy: 0.8601
Epoch 332/500
450/450 [==============================] - 0s 780us/step - loss: 0.3428 - accuracy: 0.8603
Epoch 333/500
450/450 [==============================] - 0s 762us/step - loss: 0.3428 - accuracy: 0.8614
Epoch 334/500
450/450 [==============================] - 0s 760us/step - loss: 0.3427 - accuracy: 0.8617
Epoch 335/500
450/450 [==============================] - 0s 771us/step - loss: 0.3427 - accuracy: 0.8608
Epoch 336/500
450/450 [==============================] - 0s 762us/step - loss: 0.3428 - accuracy: 0.8608
Epoch 337/500
450/450 [==============================] - 0s 752us/step - loss: 0.3429 - accuracy: 0.8628
Epoch 338/500
450/450 [==============================] - 0s 778us/step - loss: 0.3429 - accuracy: 0.8610
Epoch 339/500
450/450 [==============================] - 0s 761us/step - loss: 0.3424 - accuracy: 0.8607
Epoch 340/500
450/450 [==============================] - 0s 764us/step - loss: 0.3427 - accuracy: 0.8606
Epoch 341/500
450/450 [==============================] - 0s 786us/step - loss: 0.3421 - accuracy: 0.8626
Epoch 342/500
450/450 [==============================] - 0s 757us/step - loss: 0.3417 - accuracy: 0.8622
Epoch 343/500
450/450 [==============================] - 0s 759us/step - loss: 0.3420 - accuracy: 0.8621
Epoch 344/500
450/450 [==============================] - 0s 827us/step - loss: 0.3420 - accuracy: 0.8614
Epoch 345/500
450/450 [==============================] - 0s 768us/step - loss: 0.3415 - accuracy: 0.8624
Epoch 346/500
450/450 [==============================] - 0s 761us/step - loss: 0.3419 - accuracy: 0.8612
Epoch 347/500
450/450 [==============================] - 0s 777us/step - loss: 0.3415 - accuracy: 0.8625
Epoch 348/500
450/450 [==============================] - 0s 756us/step - loss: 0.3416 - accuracy: 0.8629
Epoch 349/500
450/450 [==============================] - 0s 792us/step - loss: 0.3417 - accuracy: 0.8622
Epoch 350/500
450/450 [==============================] - 0s 763us/step - loss: 0.3414 - accuracy: 0.8624
Epoch 351/500
450/450 [==============================] - 0s 758us/step - loss: 0.3417 - accuracy: 0.8621
Epoch 352/500
450/450 [==============================] - 0s 801us/step - loss: 0.3414 - accuracy: 0.8628
Epoch 353/500
450/450 [==============================] - 0s 756us/step - loss: 0.3410 - accuracy: 0.8625
Epoch 354/500
450/450 [==============================] - 0s 753us/step - loss: 0.3410 - accuracy: 0.8635
Epoch 355/500
450/450 [==============================] - 0s 780us/step - loss: 0.3411 - accuracy: 0.8624
Epoch 356/500
450/450 [==============================] - 0s 778us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 357/500
450/450 [==============================] - 0s 766us/step - loss: 0.3409 - accuracy: 0.8628
Epoch 358/500
450/450 [==============================] - 0s 780us/step - loss: 0.3398 - accuracy: 0.8628
Epoch 359/500
450/450 [==============================] - 0s 765us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 360/500
450/450 [==============================] - 0s 758us/step - loss: 0.3407 - accuracy: 0.8622
Epoch 361/500
450/450 [==============================] - 0s 773us/step - loss: 0.3405 - accuracy: 0.8629
Epoch 362/500
450/450 [==============================] - 0s 763us/step - loss: 0.3405 - accuracy: 0.8626
Epoch 363/500
450/450 [==============================] - 0s 760us/step - loss: 0.3404 - accuracy: 0.8628
Epoch 364/500
450/450 [==============================] - 0s 804us/step - loss: 0.3403 - accuracy: 0.8619
Epoch 365/500
450/450 [==============================] - 0s 765us/step - loss: 0.3404 - accuracy: 0.8619
Epoch 366/500
450/450 [==============================] - 0s 786us/step - loss: 0.3405 - accuracy: 0.8622
Epoch 367/500
450/450 [==============================] - 0s 763us/step - loss: 0.3405 - accuracy: 0.8624
Epoch 368/500
450/450 [==============================] - 0s 763us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 369/500
450/450 [==============================] - 0s 769us/step - loss: 0.3402 - accuracy: 0.8621
Epoch 370/500
450/450 [==============================] - 0s 780us/step - loss: 0.3399 - accuracy: 0.8618
Epoch 371/500
450/450 [==============================] - 0s 755us/step - loss: 0.3403 - accuracy: 0.8643
Epoch 372/500
450/450 [==============================] - 0s 786us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 373/500
450/450 [==============================] - 0s 773us/step - loss: 0.3402 - accuracy: 0.8625
Epoch 374/500
450/450 [==============================] - 0s 754us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 375/500
450/450 [==============================] - 0s 788us/step - loss: 0.3399 - accuracy: 0.8619
Epoch 376/500
450/450 [==============================] - 0s 757us/step - loss: 0.3395 - accuracy: 0.8619
Epoch 377/500
450/450 [==============================] - 0s 778us/step - loss: 0.3397 - accuracy: 0.8632
Epoch 378/500
450/450 [==============================] - 0s 908us/step - loss: 0.3399 - accuracy: 0.8622
Epoch 379/500
450/450 [==============================] - 0s 767us/step - loss: 0.3399 - accuracy: 0.8628
Epoch 380/500
450/450 [==============================] - 0s 764us/step - loss: 0.3396 - accuracy: 0.8643
Epoch 381/500
450/450 [==============================] - 0s 808us/step - loss: 0.3397 - accuracy: 0.8632
Epoch 382/500
450/450 [==============================] - 0s 763us/step - loss: 0.3397 - accuracy: 0.8626
Epoch 383/500
450/450 [==============================] - 0s 772us/step - loss: 0.3397 - accuracy: 0.8635
Epoch 384/500
450/450 [==============================] - 0s 800us/step - loss: 0.3401 - accuracy: 0.8610
Epoch 385/500
450/450 [==============================] - 0s 763us/step - loss: 0.3393 - accuracy: 0.8612
Epoch 386/500
450/450 [==============================] - 0s 794us/step - loss: 0.3397 - accuracy: 0.8626
Epoch 387/500
450/450 [==============================] - 0s 763us/step - loss: 0.3407 - accuracy: 0.8618
Epoch 388/500
450/450 [==============================] - 0s 757us/step - loss: 0.3391 - accuracy: 0.8608
Epoch 389/500
450/450 [==============================] - 0s 791us/step - loss: 0.3398 - accuracy: 0.8617
Epoch 390/500
450/450 [==============================] - 0s 753us/step - loss: 0.3391 - accuracy: 0.8631
Epoch 391/500
450/450 [==============================] - 0s 757us/step - loss: 0.3398 - accuracy: 0.8622
Epoch 392/500
450/450 [==============================] - 0s 781us/step - loss: 0.3395 - accuracy: 0.8626
Epoch 393/500
450/450 [==============================] - 0s 755us/step - loss: 0.3394 - accuracy: 0.8624
Epoch 394/500
450/450 [==============================] - 0s 754us/step - loss: 0.3395 - accuracy: 0.8640
Epoch 395/500
450/450 [==============================] - 0s 782us/step - loss: 0.3390 - accuracy: 0.8604
Epoch 396/500
450/450 [==============================] - 0s 758us/step - loss: 0.3396 - accuracy: 0.8631
Epoch 397/500
450/450 [==============================] - 0s 764us/step - loss: 0.3392 - accuracy: 0.8622
Epoch 398/500
450/450 [==============================] - 0s 778us/step - loss: 0.3392 - accuracy: 0.8626
Epoch 399/500
450/450 [==============================] - 0s 763us/step - loss: 0.3394 - accuracy: 0.8615
Epoch 400/500
450/450 [==============================] - 0s 753us/step - loss: 0.3396 - accuracy: 0.8622
Epoch 401/500
450/450 [==============================] - 0s 778us/step - loss: 0.3394 - accuracy: 0.8622
Epoch 402/500
450/450 [==============================] - 0s 764us/step - loss: 0.3392 - accuracy: 0.8622
Epoch 403/500
450/450 [==============================] - 0s 755us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 404/500
450/450 [==============================] - 0s 781us/step - loss: 0.3393 - accuracy: 0.8629
Epoch 405/500
450/450 [==============================] - 0s 757us/step - loss: 0.3389 - accuracy: 0.8621
Epoch 406/500
450/450 [==============================] - 0s 762us/step - loss: 0.3388 - accuracy: 0.8625
Epoch 407/500
450/450 [==============================] - 0s 776us/step - loss: 0.3389 - accuracy: 0.8617
Epoch 408/500
450/450 [==============================] - 0s 758us/step - loss: 0.3387 - accuracy: 0.8624
Epoch 409/500
450/450 [==============================] - 0s 753us/step - loss: 0.3386 - accuracy: 0.8624
Epoch 410/500
450/450 [==============================] - 0s 781us/step - loss: 0.3386 - accuracy: 0.8617
Epoch 411/500
450/450 [==============================] - 0s 753us/step - loss: 0.3390 - accuracy: 0.8624
Epoch 412/500
450/450 [==============================] - 0s 792us/step - loss: 0.3389 - accuracy: 0.8626
Epoch 413/500
450/450 [==============================] - 0s 764us/step - loss: 0.3386 - accuracy: 0.8611
Epoch 414/500
450/450 [==============================] - 0s 756us/step - loss: 0.3383 - accuracy: 0.8622
Epoch 415/500
450/450 [==============================] - 0s 839us/step - loss: 0.3386 - accuracy: 0.8624
Epoch 416/500
450/450 [==============================] - 0s 774us/step - loss: 0.3378 - accuracy: 0.8637
Epoch 417/500
450/450 [==============================] - 0s 760us/step - loss: 0.3379 - accuracy: 0.8625
Epoch 418/500
450/450 [==============================] - 0s 778us/step - loss: 0.3380 - accuracy: 0.8625
Epoch 419/500
450/450 [==============================] - 0s 759us/step - loss: 0.3385 - accuracy: 0.8632
Epoch 420/500
450/450 [==============================] - 0s 757us/step - loss: 0.3375 - accuracy: 0.8633
Epoch 421/500
450/450 [==============================] - 0s 801us/step - loss: 0.3379 - accuracy: 0.8624
Epoch 422/500
450/450 [==============================] - 0s 759us/step - loss: 0.3374 - accuracy: 0.8628
Epoch 423/500
450/450 [==============================] - 0s 756us/step - loss: 0.3384 - accuracy: 0.8622
Epoch 424/500
450/450 [==============================] - 0s 794us/step - loss: 0.3374 - accuracy: 0.8622
Epoch 425/500
450/450 [==============================] - 0s 769us/step - loss: 0.3377 - accuracy: 0.8619
Epoch 426/500
450/450 [==============================] - 0s 775us/step - loss: 0.3376 - accuracy: 0.8624
Epoch 427/500
450/450 [==============================] - 0s 782us/step - loss: 0.3372 - accuracy: 0.8611
Epoch 428/500
450/450 [==============================] - 0s 782us/step - loss: 0.3374 - accuracy: 0.8631
Epoch 429/500
450/450 [==============================] - 0s 768us/step - loss: 0.3372 - accuracy: 0.8632
Epoch 430/500
450/450 [==============================] - 0s 783us/step - loss: 0.3374 - accuracy: 0.86170s - loss: 0.3327 - accuracy: 
Epoch 431/500
450/450 [==============================] - 0s 779us/step - loss: 0.3371 - accuracy: 0.8632
Epoch 432/500
450/450 [==============================] - 0s 805us/step - loss: 0.3373 - accuracy: 0.8632
Epoch 433/500
450/450 [==============================] - 0s 763us/step - loss: 0.3374 - accuracy: 0.8617
Epoch 434/500
450/450 [==============================] - 0s 762us/step - loss: 0.3371 - accuracy: 0.8622
Epoch 435/500
450/450 [==============================] - 0s 824us/step - loss: 0.3369 - accuracy: 0.8637
Epoch 436/500
450/450 [==============================] - 0s 766us/step - loss: 0.3371 - accuracy: 0.8642
Epoch 437/500
450/450 [==============================] - 0s 765us/step - loss: 0.3368 - accuracy: 0.8626
Epoch 438/500
450/450 [==============================] - 0s 773us/step - loss: 0.3367 - accuracy: 0.8632
Epoch 439/500
450/450 [==============================] - 0s 756us/step - loss: 0.3365 - accuracy: 0.8631
Epoch 440/500
450/450 [==============================] - 0s 758us/step - loss: 0.3367 - accuracy: 0.8625
Epoch 441/500
450/450 [==============================] - 0s 787us/step - loss: 0.3367 - accuracy: 0.8631
Epoch 442/500
450/450 [==============================] - 0s 760us/step - loss: 0.3362 - accuracy: 0.8631
Epoch 443/500
450/450 [==============================] - 0s 756us/step - loss: 0.3369 - accuracy: 0.8606
Epoch 444/500
450/450 [==============================] - 0s 790us/step - loss: 0.3367 - accuracy: 0.8637
Epoch 445/500
450/450 [==============================] - 0s 762us/step - loss: 0.3364 - accuracy: 0.8632
Epoch 446/500
450/450 [==============================] - 0s 756us/step - loss: 0.3362 - accuracy: 0.8642
Epoch 447/500
450/450 [==============================] - 0s 773us/step - loss: 0.3370 - accuracy: 0.8635
Epoch 448/500
450/450 [==============================] - 0s 756us/step - loss: 0.3366 - accuracy: 0.8637
Epoch 449/500
450/450 [==============================] - 0s 769us/step - loss: 0.3366 - accuracy: 0.8624
Epoch 450/500
450/450 [==============================] - 0s 854us/step - loss: 0.3365 - accuracy: 0.8622
Epoch 451/500
450/450 [==============================] - 0s 814us/step - loss: 0.3362 - accuracy: 0.8635
Epoch 452/500
450/450 [==============================] - 0s 780us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 453/500
450/450 [==============================] - 0s 789us/step - loss: 0.3367 - accuracy: 0.8629
Epoch 454/500
450/450 [==============================] - 0s 802us/step - loss: 0.3364 - accuracy: 0.8633
Epoch 455/500
450/450 [==============================] - 0s 811us/step - loss: 0.3366 - accuracy: 0.8633
Epoch 456/500
450/450 [==============================] - 0s 839us/step - loss: 0.3367 - accuracy: 0.8632
Epoch 457/500
450/450 [==============================] - 0s 769us/step - loss: 0.3364 - accuracy: 0.8615
Epoch 458/500
450/450 [==============================] - 0s 761us/step - loss: 0.3364 - accuracy: 0.8628
Epoch 459/500
450/450 [==============================] - 0s 754us/step - loss: 0.3364 - accuracy: 0.8629
Epoch 460/500
450/450 [==============================] - 0s 759us/step - loss: 0.3359 - accuracy: 0.8617
Epoch 461/500
450/450 [==============================] - 0s 779us/step - loss: 0.3363 - accuracy: 0.8631
Epoch 462/500
450/450 [==============================] - 0s 755us/step - loss: 0.3361 - accuracy: 0.8625
Epoch 463/500
450/450 [==============================] - 0s 792us/step - loss: 0.3363 - accuracy: 0.8621
Epoch 464/500
450/450 [==============================] - 0s 757us/step - loss: 0.3361 - accuracy: 0.8621
Epoch 465/500
450/450 [==============================] - 0s 753us/step - loss: 0.3364 - accuracy: 0.8625
Epoch 466/500
450/450 [==============================] - 0s 800us/step - loss: 0.3361 - accuracy: 0.8625
Epoch 467/500
450/450 [==============================] - 0s 754us/step - loss: 0.3364 - accuracy: 0.8619
Epoch 468/500
450/450 [==============================] - 0s 758us/step - loss: 0.3363 - accuracy: 0.8622
Epoch 469/500
450/450 [==============================] - 0s 771us/step - loss: 0.3364 - accuracy: 0.8618
Epoch 470/500
450/450 [==============================] - 0s 768us/step - loss: 0.3366 - accuracy: 0.8628
Epoch 471/500
450/450 [==============================] - 0s 753us/step - loss: 0.3362 - accuracy: 0.8629
Epoch 472/500
450/450 [==============================] - 0s 778us/step - loss: 0.3359 - accuracy: 0.8622
Epoch 473/500
450/450 [==============================] - 0s 759us/step - loss: 0.3360 - accuracy: 0.8614
Epoch 474/500
450/450 [==============================] - 0s 755us/step - loss: 0.3359 - accuracy: 0.8611
Epoch 475/500
450/450 [==============================] - 0s 764us/step - loss: 0.3361 - accuracy: 0.8625
Epoch 476/500
450/450 [==============================] - 0s 758us/step - loss: 0.3357 - accuracy: 0.8621
Epoch 477/500
450/450 [==============================] - 0s 757us/step - loss: 0.3360 - accuracy: 0.8636
Epoch 478/500
450/450 [==============================] - 0s 776us/step - loss: 0.3358 - accuracy: 0.8614
Epoch 479/500
450/450 [==============================] - 0s 763us/step - loss: 0.3366 - accuracy: 0.8619
Epoch 480/500
450/450 [==============================] - 0s 751us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 481/500
450/450 [==============================] - 0s 782us/step - loss: 0.3358 - accuracy: 0.8621
Epoch 482/500
450/450 [==============================] - 0s 758us/step - loss: 0.3365 - accuracy: 0.8624
Epoch 483/500
450/450 [==============================] - 0s 768us/step - loss: 0.3361 - accuracy: 0.8599
Epoch 484/500
450/450 [==============================] - 0s 779us/step - loss: 0.3359 - accuracy: 0.8635
Epoch 485/500
450/450 [==============================] - 0s 757us/step - loss: 0.3362 - accuracy: 0.8628
Epoch 486/500
450/450 [==============================] - 0s 876us/step - loss: 0.3357 - accuracy: 0.8628
Epoch 487/500
450/450 [==============================] - 0s 757us/step - loss: 0.3356 - accuracy: 0.8626
Epoch 488/500
450/450 [==============================] - 0s 752us/step - loss: 0.3360 - accuracy: 0.8619
Epoch 489/500
450/450 [==============================] - 0s 788us/step - loss: 0.3356 - accuracy: 0.8621
Epoch 490/500
450/450 [==============================] - 0s 758us/step - loss: 0.3358 - accuracy: 0.8631
Epoch 491/500
450/450 [==============================] - 0s 751us/step - loss: 0.3366 - accuracy: 0.8619
Epoch 492/500
450/450 [==============================] - 0s 776us/step - loss: 0.3358 - accuracy: 0.8619
Epoch 493/500
450/450 [==============================] - 0s 758us/step - loss: 0.3351 - accuracy: 0.8615
Epoch 494/500
450/450 [==============================] - 0s 752us/step - loss: 0.3358 - accuracy: 0.8644
Epoch 495/500
450/450 [==============================] - 0s 785us/step - loss: 0.3360 - accuracy: 0.8612
Epoch 496/500
450/450 [==============================] - 0s 753us/step - loss: 0.3357 - accuracy: 0.8611
Epoch 497/500
450/450 [==============================] - 0s 754us/step - loss: 0.3358 - accuracy: 0.8624
Epoch 498/500
450/450 [==============================] - 0s 771us/step - loss: 0.3357 - accuracy: 0.8622
Epoch 499/500
450/450 [==============================] - 0s 768us/step - loss: 0.3356 - accuracy: 0.8621
Epoch 500/500
450/450 [==============================] - 0s 760us/step - loss: 0.3354 - accuracy: 0.8639
Epoch 1/500
450/450 [==============================] - 0s 763us/step - loss: 0.5584 - accuracy: 0.7982
Epoch 2/500
450/450 [==============================] - 0s 766us/step - loss: 0.4345 - accuracy: 0.7985
Epoch 3/500
450/450 [==============================] - 0s 774us/step - loss: 0.4274 - accuracy: 0.7985
Epoch 4/500
450/450 [==============================] - 0s 777us/step - loss: 0.4230 - accuracy: 0.7985
Epoch 5/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4191 - accuracy: 0.8189: 0s - loss: 0.4173 
Epoch 6/500
450/450 [==============================] - 0s 801us/step - loss: 0.4148 - accuracy: 0.8283
Epoch 7/500
450/450 [==============================] - 0s 848us/step - loss: 0.4113 - accuracy: 0.8342
Epoch 8/500
450/450 [==============================] - 0s 917us/step - loss: 0.4081 - accuracy: 0.8344
Epoch 9/500
450/450 [==============================] - 0s 882us/step - loss: 0.4055 - accuracy: 0.8357
Epoch 10/500
450/450 [==============================] - 0s 759us/step - loss: 0.4033 - accuracy: 0.8357
Epoch 11/500
450/450 [==============================] - 0s 837us/step - loss: 0.4019 - accuracy: 0.8367
Epoch 12/500
450/450 [==============================] - 0s 851us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 13/500
450/450 [==============================] - 0s 767us/step - loss: 0.3999 - accuracy: 0.8363
Epoch 14/500
450/450 [==============================] - 0s 875us/step - loss: 0.3990 - accuracy: 0.8378
Epoch 15/500
450/450 [==============================] - 0s 825us/step - loss: 0.3982 - accuracy: 0.8360
Epoch 16/500
450/450 [==============================] - 0s 759us/step - loss: 0.3973 - accuracy: 0.8382
Epoch 17/500
450/450 [==============================] - 0s 781us/step - loss: 0.3969 - accuracy: 0.8385
Epoch 18/500
450/450 [==============================] - 0s 751us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 19/500
450/450 [==============================] - 0s 777us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 20/500
450/450 [==============================] - 0s 798us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 21/500
450/450 [==============================] - 0s 881us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 22/500
450/450 [==============================] - 0s 842us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 23/500
450/450 [==============================] - 0s 797us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 24/500
450/450 [==============================] - 0s 765us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 25/500
450/450 [==============================] - 0s 748us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 26/500
450/450 [==============================] - 0s 759us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 27/500
450/450 [==============================] - 0s 750us/step - loss: 0.3927 - accuracy: 0.8397
Epoch 28/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3927 - accuracy: 0.8390
Epoch 29/500
450/450 [==============================] - 0s 764us/step - loss: 0.3924 - accuracy: 0.8388
Epoch 30/500
450/450 [==============================] - 0s 964us/step - loss: 0.3920 - accuracy: 0.8404
Epoch 31/500
450/450 [==============================] - 0s 748us/step - loss: 0.3916 - accuracy: 0.8392
Epoch 32/500
450/450 [==============================] - 0s 776us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 33/500
450/450 [==============================] - 0s 810us/step - loss: 0.3907 - accuracy: 0.8410
Epoch 34/500
450/450 [==============================] - 0s 841us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 35/500
450/450 [==============================] - 0s 834us/step - loss: 0.3904 - accuracy: 0.8383
Epoch 36/500
450/450 [==============================] - 0s 797us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 37/500
450/450 [==============================] - 0s 771us/step - loss: 0.3898 - accuracy: 0.8401
Epoch 38/500
450/450 [==============================] - 0s 749us/step - loss: 0.3894 - accuracy: 0.8397
Epoch 39/500
450/450 [==============================] - 0s 748us/step - loss: 0.3889 - accuracy: 0.8397
Epoch 40/500
450/450 [==============================] - 0s 759us/step - loss: 0.3887 - accuracy: 0.8404
Epoch 41/500
450/450 [==============================] - 0s 753us/step - loss: 0.3879 - accuracy: 0.8431
Epoch 42/500
450/450 [==============================] - 0s 749us/step - loss: 0.3874 - accuracy: 0.8414
Epoch 43/500
450/450 [==============================] - 0s 768us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 44/500
450/450 [==============================] - 0s 745us/step - loss: 0.3864 - accuracy: 0.8424
Epoch 45/500
450/450 [==============================] - 0s 750us/step - loss: 0.3858 - accuracy: 0.8417
Epoch 46/500
450/450 [==============================] - 0s 772us/step - loss: 0.3850 - accuracy: 0.8422
Epoch 47/500
450/450 [==============================] - 0s 752us/step - loss: 0.3846 - accuracy: 0.8424
Epoch 48/500
450/450 [==============================] - 0s 765us/step - loss: 0.3843 - accuracy: 0.8431
Epoch 49/500
450/450 [==============================] - 0s 778us/step - loss: 0.3834 - accuracy: 0.8418
Epoch 50/500
450/450 [==============================] - 0s 811us/step - loss: 0.3831 - accuracy: 0.8413
Epoch 51/500
450/450 [==============================] - 0s 871us/step - loss: 0.3821 - accuracy: 0.8417
Epoch 52/500
450/450 [==============================] - 0s 780us/step - loss: 0.3819 - accuracy: 0.8419
Epoch 53/500
450/450 [==============================] - 0s 862us/step - loss: 0.3807 - accuracy: 0.8404
Epoch 54/500
450/450 [==============================] - 0s 864us/step - loss: 0.3796 - accuracy: 0.8411
Epoch 55/500
450/450 [==============================] - 0s 797us/step - loss: 0.3790 - accuracy: 0.8401
Epoch 56/500
450/450 [==============================] - 0s 924us/step - loss: 0.3783 - accuracy: 0.8415
Epoch 57/500
450/450 [==============================] - 0s 801us/step - loss: 0.3771 - accuracy: 0.8408
Epoch 58/500
450/450 [==============================] - 0s 788us/step - loss: 0.3767 - accuracy: 0.8424
Epoch 59/500
450/450 [==============================] - 0s 959us/step - loss: 0.3765 - accuracy: 0.8415
Epoch 60/500
450/450 [==============================] - 0s 813us/step - loss: 0.3758 - accuracy: 0.8410
Epoch 61/500
450/450 [==============================] - 0s 870us/step - loss: 0.3754 - accuracy: 0.8401
Epoch 62/500
450/450 [==============================] - 0s 911us/step - loss: 0.3752 - accuracy: 0.8413
Epoch 63/500
450/450 [==============================] - 0s 795us/step - loss: 0.3740 - accuracy: 0.8415
Epoch 64/500
450/450 [==============================] - 0s 784us/step - loss: 0.3734 - accuracy: 0.8418
Epoch 65/500
450/450 [==============================] - 0s 761us/step - loss: 0.3730 - accuracy: 0.8411
Epoch 66/500
450/450 [==============================] - 0s 762us/step - loss: 0.3725 - accuracy: 0.8439
Epoch 67/500
450/450 [==============================] - 0s 776us/step - loss: 0.3711 - accuracy: 0.8415
Epoch 68/500
450/450 [==============================] - 0s 773us/step - loss: 0.3700 - accuracy: 0.8422
Epoch 69/500
450/450 [==============================] - 0s 828us/step - loss: 0.3694 - accuracy: 0.8408
Epoch 70/500
450/450 [==============================] - 0s 771us/step - loss: 0.3678 - accuracy: 0.8429
Epoch 71/500
450/450 [==============================] - 0s 753us/step - loss: 0.3663 - accuracy: 0.8458
Epoch 72/500
450/450 [==============================] - 0s 751us/step - loss: 0.3639 - accuracy: 0.8450
Epoch 73/500
450/450 [==============================] - 0s 770us/step - loss: 0.3628 - accuracy: 0.8483
Epoch 74/500
450/450 [==============================] - 0s 751us/step - loss: 0.3602 - accuracy: 0.8479
Epoch 75/500
450/450 [==============================] - 0s 759us/step - loss: 0.3582 - accuracy: 0.8517
Epoch 76/500
450/450 [==============================] - 0s 776us/step - loss: 0.3572 - accuracy: 0.8490
Epoch 77/500
450/450 [==============================] - 0s 752us/step - loss: 0.3560 - accuracy: 0.8507
Epoch 78/500
450/450 [==============================] - 0s 753us/step - loss: 0.3550 - accuracy: 0.8515
Epoch 79/500
450/450 [==============================] - 0s 798us/step - loss: 0.3531 - accuracy: 0.8524
Epoch 80/500
450/450 [==============================] - 0s 754us/step - loss: 0.3525 - accuracy: 0.8535
Epoch 81/500
450/450 [==============================] - 0s 845us/step - loss: 0.3516 - accuracy: 0.8536
Epoch 82/500
450/450 [==============================] - 0s 887us/step - loss: 0.3506 - accuracy: 0.8529
Epoch 83/500
450/450 [==============================] - 0s 754us/step - loss: 0.3485 - accuracy: 0.8567
Epoch 84/500
450/450 [==============================] - 0s 775us/step - loss: 0.3482 - accuracy: 0.8546
Epoch 85/500
450/450 [==============================] - 0s 753us/step - loss: 0.3474 - accuracy: 0.8575
Epoch 86/500
450/450 [==============================] - 0s 756us/step - loss: 0.3469 - accuracy: 0.8590
Epoch 87/500
450/450 [==============================] - 0s 764us/step - loss: 0.3453 - accuracy: 0.8587
Epoch 88/500
450/450 [==============================] - 0s 755us/step - loss: 0.3447 - accuracy: 0.8583
Epoch 89/500
450/450 [==============================] - 0s 751us/step - loss: 0.3445 - accuracy: 0.8574
Epoch 90/500
450/450 [==============================] - 0s 779us/step - loss: 0.3451 - accuracy: 0.8586
Epoch 91/500
450/450 [==============================] - 0s 764us/step - loss: 0.3446 - accuracy: 0.8583
Epoch 92/500
450/450 [==============================] - 0s 771us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 93/500
450/450 [==============================] - 0s 767us/step - loss: 0.3434 - accuracy: 0.8594
Epoch 94/500
450/450 [==============================] - 0s 755us/step - loss: 0.3433 - accuracy: 0.8582
Epoch 95/500
450/450 [==============================] - 0s 755us/step - loss: 0.3437 - accuracy: 0.8594
Epoch 96/500
450/450 [==============================] - 0s 770us/step - loss: 0.3425 - accuracy: 0.8597
Epoch 97/500
450/450 [==============================] - 0s 796us/step - loss: 0.3426 - accuracy: 0.8593
Epoch 98/500
450/450 [==============================] - 0s 757us/step - loss: 0.3423 - accuracy: 0.8567
Epoch 99/500
450/450 [==============================] - 0s 783us/step - loss: 0.3420 - accuracy: 0.8604
Epoch 100/500
450/450 [==============================] - 0s 749us/step - loss: 0.3417 - accuracy: 0.8599
Epoch 101/500
450/450 [==============================] - 0s 754us/step - loss: 0.3418 - accuracy: 0.8600
Epoch 102/500
450/450 [==============================] - 0s 774us/step - loss: 0.3411 - accuracy: 0.8582
Epoch 103/500
450/450 [==============================] - 0s 751us/step - loss: 0.3414 - accuracy: 0.8592
Epoch 104/500
450/450 [==============================] - 0s 765us/step - loss: 0.3413 - accuracy: 0.8583
Epoch 105/500
450/450 [==============================] - 0s 761us/step - loss: 0.3406 - accuracy: 0.8608
Epoch 106/500
450/450 [==============================] - 0s 760us/step - loss: 0.3413 - accuracy: 0.8612
Epoch 107/500
450/450 [==============================] - 0s 765us/step - loss: 0.3406 - accuracy: 0.8594
Epoch 108/500
450/450 [==============================] - 0s 764us/step - loss: 0.3404 - accuracy: 0.8587
Epoch 109/500
450/450 [==============================] - 0s 749us/step - loss: 0.3404 - accuracy: 0.8601
Epoch 110/500
450/450 [==============================] - 0s 779us/step - loss: 0.3398 - accuracy: 0.8596
Epoch 111/500
450/450 [==============================] - 0s 751us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 112/500
450/450 [==============================] - 0s 750us/step - loss: 0.3408 - accuracy: 0.8608
Epoch 113/500
450/450 [==============================] - 0s 773us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 114/500
450/450 [==============================] - 0s 755us/step - loss: 0.3400 - accuracy: 0.8592
Epoch 115/500
450/450 [==============================] - 0s 756us/step - loss: 0.3402 - accuracy: 0.8597
Epoch 116/500
450/450 [==============================] - 0s 809us/step - loss: 0.3403 - accuracy: 0.8600
Epoch 117/500
450/450 [==============================] - 0s 766us/step - loss: 0.3402 - accuracy: 0.8600
Epoch 118/500
450/450 [==============================] - 0s 768us/step - loss: 0.3400 - accuracy: 0.8597
Epoch 119/500
450/450 [==============================] - 0s 770us/step - loss: 0.3397 - accuracy: 0.8619
Epoch 120/500
450/450 [==============================] - 0s 769us/step - loss: 0.3403 - accuracy: 0.8610
Epoch 121/500
450/450 [==============================] - 0s 774us/step - loss: 0.3397 - accuracy: 0.8611
Epoch 122/500
450/450 [==============================] - 0s 780us/step - loss: 0.3395 - accuracy: 0.8608
Epoch 123/500
450/450 [==============================] - 0s 759us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 124/500
450/450 [==============================] - 0s 786us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 125/500
450/450 [==============================] - 0s 821us/step - loss: 0.3394 - accuracy: 0.8610
Epoch 126/500
450/450 [==============================] - 0s 753us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 127/500
450/450 [==============================] - 0s 775us/step - loss: 0.3401 - accuracy: 0.86310s - loss: 0.3377 - accuracy: 0.86
Epoch 128/500
450/450 [==============================] - 0s 763us/step - loss: 0.3395 - accuracy: 0.8612
Epoch 129/500
450/450 [==============================] - 0s 756us/step - loss: 0.3391 - accuracy: 0.8624
Epoch 130/500
450/450 [==============================] - 0s 771us/step - loss: 0.3400 - accuracy: 0.8612
Epoch 131/500
450/450 [==============================] - 0s 751us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 132/500
450/450 [==============================] - 0s 758us/step - loss: 0.3392 - accuracy: 0.8629
Epoch 133/500
450/450 [==============================] - 0s 767us/step - loss: 0.3399 - accuracy: 0.8601
Epoch 134/500
450/450 [==============================] - 0s 757us/step - loss: 0.3390 - accuracy: 0.8611
Epoch 135/500
450/450 [==============================] - 0s 750us/step - loss: 0.3404 - accuracy: 0.8612
Epoch 136/500
450/450 [==============================] - 0s 780us/step - loss: 0.3390 - accuracy: 0.8625
Epoch 137/500
450/450 [==============================] - 0s 768us/step - loss: 0.3395 - accuracy: 0.8614
Epoch 138/500
450/450 [==============================] - 0s 760us/step - loss: 0.3394 - accuracy: 0.8647
Epoch 139/500
450/450 [==============================] - 0s 798us/step - loss: 0.3395 - accuracy: 0.8606
Epoch 140/500
450/450 [==============================] - 0s 759us/step - loss: 0.3399 - accuracy: 0.8629
Epoch 141/500
450/450 [==============================] - 0s 768us/step - loss: 0.3394 - accuracy: 0.8625
Epoch 142/500
450/450 [==============================] - 0s 796us/step - loss: 0.3395 - accuracy: 0.8626
Epoch 143/500
450/450 [==============================] - 0s 761us/step - loss: 0.3394 - accuracy: 0.8600
Epoch 144/500
450/450 [==============================] - 0s 758us/step - loss: 0.3394 - accuracy: 0.8621
Epoch 145/500
450/450 [==============================] - 0s 805us/step - loss: 0.3390 - accuracy: 0.8606
Epoch 146/500
450/450 [==============================] - 0s 760us/step - loss: 0.3393 - accuracy: 0.8644
Epoch 147/500
450/450 [==============================] - 0s 769us/step - loss: 0.3385 - accuracy: 0.8629
Epoch 148/500
450/450 [==============================] - 0s 801us/step - loss: 0.3394 - accuracy: 0.8622
Epoch 149/500
450/450 [==============================] - 0s 785us/step - loss: 0.3392 - accuracy: 0.8604
Epoch 150/500
450/450 [==============================] - 0s 801us/step - loss: 0.3388 - accuracy: 0.8614
Epoch 151/500
450/450 [==============================] - 0s 782us/step - loss: 0.3392 - accuracy: 0.8629
Epoch 152/500
450/450 [==============================] - 0s 798us/step - loss: 0.3390 - accuracy: 0.8606
Epoch 153/500
450/450 [==============================] - 0s 832us/step - loss: 0.3396 - accuracy: 0.8615
Epoch 154/500
450/450 [==============================] - 0s 786us/step - loss: 0.3386 - accuracy: 0.8611
Epoch 155/500
450/450 [==============================] - 0s 766us/step - loss: 0.3395 - accuracy: 0.8610
Epoch 156/500
450/450 [==============================] - 0s 800us/step - loss: 0.3390 - accuracy: 0.8610
Epoch 157/500
450/450 [==============================] - 0s 780us/step - loss: 0.3391 - accuracy: 0.8600
Epoch 158/500
450/450 [==============================] - 0s 769us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 159/500
450/450 [==============================] - 0s 796us/step - loss: 0.3389 - accuracy: 0.8619
Epoch 160/500
450/450 [==============================] - 0s 796us/step - loss: 0.3397 - accuracy: 0.8600
Epoch 161/500
450/450 [==============================] - 0s 769us/step - loss: 0.3391 - accuracy: 0.8622
Epoch 162/500
450/450 [==============================] - 0s 799us/step - loss: 0.3395 - accuracy: 0.8628
Epoch 163/500
450/450 [==============================] - 0s 761us/step - loss: 0.3389 - accuracy: 0.86070s - loss: 0.3417 - accuracy: 0.85
Epoch 164/500
450/450 [==============================] - 0s 773us/step - loss: 0.3390 - accuracy: 0.8633
Epoch 165/500
450/450 [==============================] - 0s 762us/step - loss: 0.3387 - accuracy: 0.8621
Epoch 166/500
450/450 [==============================] - 0s 753us/step - loss: 0.3390 - accuracy: 0.8625
Epoch 167/500
450/450 [==============================] - 0s 772us/step - loss: 0.3395 - accuracy: 0.8612
Epoch 168/500
450/450 [==============================] - 0s 753us/step - loss: 0.3398 - accuracy: 0.8622
Epoch 169/500
450/450 [==============================] - 0s 753us/step - loss: 0.3385 - accuracy: 0.8617
Epoch 170/500
450/450 [==============================] - 0s 778us/step - loss: 0.3394 - accuracy: 0.8632
Epoch 171/500
450/450 [==============================] - 0s 754us/step - loss: 0.3389 - accuracy: 0.8607
Epoch 172/500
450/450 [==============================] - 0s 753us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 173/500
450/450 [==============================] - 0s 775us/step - loss: 0.3396 - accuracy: 0.8626
Epoch 174/500
450/450 [==============================] - 0s 755us/step - loss: 0.3395 - accuracy: 0.8626
Epoch 175/500
450/450 [==============================] - 0s 753us/step - loss: 0.3384 - accuracy: 0.8642
Epoch 176/500
450/450 [==============================] - 0s 786us/step - loss: 0.3392 - accuracy: 0.8631
Epoch 177/500
450/450 [==============================] - 0s 808us/step - loss: 0.3394 - accuracy: 0.8633
Epoch 178/500
450/450 [==============================] - 0s 771us/step - loss: 0.3386 - accuracy: 0.8612
Epoch 179/500
450/450 [==============================] - 0s 780us/step - loss: 0.3384 - accuracy: 0.8624
Epoch 180/500
450/450 [==============================] - 0s 850us/step - loss: 0.3388 - accuracy: 0.8628
Epoch 181/500
450/450 [==============================] - 0s 758us/step - loss: 0.3393 - accuracy: 0.8618
Epoch 182/500
450/450 [==============================] - 0s 780us/step - loss: 0.3388 - accuracy: 0.8643
Epoch 183/500
450/450 [==============================] - 0s 787us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 184/500
450/450 [==============================] - 0s 801us/step - loss: 0.3388 - accuracy: 0.8624
Epoch 185/500
450/450 [==============================] - 0s 793us/step - loss: 0.3393 - accuracy: 0.8589
Epoch 186/500
450/450 [==============================] - 0s 757us/step - loss: 0.3388 - accuracy: 0.8642
Epoch 187/500
450/450 [==============================] - 0s 772us/step - loss: 0.3391 - accuracy: 0.8632
Epoch 188/500
450/450 [==============================] - 0s 761us/step - loss: 0.3392 - accuracy: 0.8615
Epoch 189/500
450/450 [==============================] - 0s 758us/step - loss: 0.3389 - accuracy: 0.8625
Epoch 190/500
450/450 [==============================] - 0s 774us/step - loss: 0.3397 - accuracy: 0.8631
Epoch 191/500
450/450 [==============================] - 0s 753us/step - loss: 0.3388 - accuracy: 0.8646
Epoch 192/500
450/450 [==============================] - 0s 755us/step - loss: 0.3390 - accuracy: 0.8607
Epoch 193/500
450/450 [==============================] - 0s 779us/step - loss: 0.3393 - accuracy: 0.8600
Epoch 194/500
450/450 [==============================] - 0s 766us/step - loss: 0.3391 - accuracy: 0.8607
Epoch 195/500
450/450 [==============================] - 0s 752us/step - loss: 0.3395 - accuracy: 0.8632
Epoch 196/500
450/450 [==============================] - 0s 766us/step - loss: 0.3385 - accuracy: 0.8621
Epoch 197/500
450/450 [==============================] - 0s 749us/step - loss: 0.3395 - accuracy: 0.8631
Epoch 198/500
450/450 [==============================] - 0s 751us/step - loss: 0.3387 - accuracy: 0.8637
Epoch 199/500
450/450 [==============================] - 0s 786us/step - loss: 0.3389 - accuracy: 0.8600
Epoch 200/500
450/450 [==============================] - 0s 750us/step - loss: 0.3393 - accuracy: 0.8608
Epoch 201/500
450/450 [==============================] - 0s 765us/step - loss: 0.3401 - accuracy: 0.8610
Epoch 202/500
450/450 [==============================] - 0s 880us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 203/500
450/450 [==============================] - 0s 807us/step - loss: 0.3381 - accuracy: 0.8619
Epoch 204/500
450/450 [==============================] - 0s 799us/step - loss: 0.3393 - accuracy: 0.8622
Epoch 205/500
450/450 [==============================] - 0s 795us/step - loss: 0.3389 - accuracy: 0.8612
Epoch 206/500
450/450 [==============================] - 0s 817us/step - loss: 0.3389 - accuracy: 0.8621
Epoch 207/500
450/450 [==============================] - 0s 782us/step - loss: 0.3392 - accuracy: 0.8626
Epoch 208/500
450/450 [==============================] - 0s 984us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 209/500
450/450 [==============================] - 0s 774us/step - loss: 0.3383 - accuracy: 0.8615
Epoch 210/500
450/450 [==============================] - 0s 767us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 211/500
450/450 [==============================] - 0s 760us/step - loss: 0.3387 - accuracy: 0.8644
Epoch 212/500
450/450 [==============================] - 0s 769us/step - loss: 0.3386 - accuracy: 0.8629
Epoch 213/500
450/450 [==============================] - 0s 786us/step - loss: 0.3394 - accuracy: 0.8619
Epoch 214/500
450/450 [==============================] - 0s 761us/step - loss: 0.3389 - accuracy: 0.8614
Epoch 215/500
450/450 [==============================] - 0s 791us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 216/500
450/450 [==============================] - 0s 768us/step - loss: 0.3391 - accuracy: 0.8628
Epoch 217/500
450/450 [==============================] - 0s 775us/step - loss: 0.3387 - accuracy: 0.8625
Epoch 218/500
450/450 [==============================] - 0s 799us/step - loss: 0.3395 - accuracy: 0.8624
Epoch 219/500
450/450 [==============================] - 0s 762us/step - loss: 0.3391 - accuracy: 0.8614
Epoch 220/500
450/450 [==============================] - 0s 754us/step - loss: 0.3389 - accuracy: 0.8631
Epoch 221/500
450/450 [==============================] - 0s 784us/step - loss: 0.3392 - accuracy: 0.8617
Epoch 222/500
450/450 [==============================] - 0s 781us/step - loss: 0.3385 - accuracy: 0.8629
Epoch 223/500
450/450 [==============================] - 0s 759us/step - loss: 0.3390 - accuracy: 0.8611
Epoch 224/500
450/450 [==============================] - 0s 770us/step - loss: 0.3386 - accuracy: 0.8617
Epoch 225/500
450/450 [==============================] - 0s 757us/step - loss: 0.3385 - accuracy: 0.8612
Epoch 226/500
450/450 [==============================] - 0s 770us/step - loss: 0.3390 - accuracy: 0.8618
Epoch 227/500
450/450 [==============================] - 0s 769us/step - loss: 0.3382 - accuracy: 0.8608
Epoch 228/500
450/450 [==============================] - 0s 760us/step - loss: 0.3385 - accuracy: 0.8621
Epoch 229/500
450/450 [==============================] - 0s 762us/step - loss: 0.3388 - accuracy: 0.8631
Epoch 230/500
450/450 [==============================] - 0s 808us/step - loss: 0.3379 - accuracy: 0.8619
Epoch 231/500
450/450 [==============================] - 0s 750us/step - loss: 0.3383 - accuracy: 0.8637
Epoch 232/500
450/450 [==============================] - 0s 767us/step - loss: 0.3386 - accuracy: 0.8617
Epoch 233/500
450/450 [==============================] - 0s 769us/step - loss: 0.3379 - accuracy: 0.8606
Epoch 234/500
450/450 [==============================] - 0s 756us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 235/500
450/450 [==============================] - 0s 792us/step - loss: 0.3393 - accuracy: 0.8612
Epoch 236/500
450/450 [==============================] - 0s 758us/step - loss: 0.3386 - accuracy: 0.8611
Epoch 237/500
450/450 [==============================] - 0s 771us/step - loss: 0.3388 - accuracy: 0.8615
Epoch 238/500
450/450 [==============================] - 0s 781us/step - loss: 0.3391 - accuracy: 0.8629
Epoch 239/500
450/450 [==============================] - 0s 770us/step - loss: 0.3384 - accuracy: 0.8601
Epoch 240/500
450/450 [==============================] - 0s 755us/step - loss: 0.3381 - accuracy: 0.8636
Epoch 241/500
450/450 [==============================] - 0s 766us/step - loss: 0.3382 - accuracy: 0.8646
Epoch 242/500
450/450 [==============================] - 0s 752us/step - loss: 0.3387 - accuracy: 0.8646
Epoch 243/500
450/450 [==============================] - 0s 750us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 244/500
450/450 [==============================] - 0s 794us/step - loss: 0.3382 - accuracy: 0.8629
Epoch 245/500
450/450 [==============================] - 0s 759us/step - loss: 0.3392 - accuracy: 0.8615
Epoch 246/500
450/450 [==============================] - 0s 752us/step - loss: 0.3388 - accuracy: 0.8633
Epoch 247/500
450/450 [==============================] - 0s 785us/step - loss: 0.3387 - accuracy: 0.8612
Epoch 248/500
450/450 [==============================] - 0s 751us/step - loss: 0.3392 - accuracy: 0.8611
Epoch 249/500
450/450 [==============================] - 0s 752us/step - loss: 0.3388 - accuracy: 0.8626
Epoch 250/500
450/450 [==============================] - 0s 794us/step - loss: 0.3386 - accuracy: 0.8615
Epoch 251/500
450/450 [==============================] - 0s 764us/step - loss: 0.3388 - accuracy: 0.8626
Epoch 252/500
450/450 [==============================] - 0s 757us/step - loss: 0.3384 - accuracy: 0.8615
Epoch 253/500
450/450 [==============================] - 0s 861us/step - loss: 0.3383 - accuracy: 0.8619
Epoch 254/500
450/450 [==============================] - 0s 755us/step - loss: 0.3385 - accuracy: 0.8628
Epoch 255/500
450/450 [==============================] - 0s 769us/step - loss: 0.3395 - accuracy: 0.8636
Epoch 256/500
450/450 [==============================] - 0s 750us/step - loss: 0.3392 - accuracy: 0.8629
Epoch 257/500
450/450 [==============================] - 0s 758us/step - loss: 0.3385 - accuracy: 0.8615
Epoch 258/500
450/450 [==============================] - 0s 774us/step - loss: 0.3392 - accuracy: 0.8642
Epoch 259/500
450/450 [==============================] - 0s 752us/step - loss: 0.3387 - accuracy: 0.8643
Epoch 260/500
450/450 [==============================] - 0s 755us/step - loss: 0.3386 - accuracy: 0.8615
Epoch 261/500
450/450 [==============================] - 0s 778us/step - loss: 0.3388 - accuracy: 0.8610
Epoch 262/500
450/450 [==============================] - 0s 750us/step - loss: 0.3383 - accuracy: 0.8635
Epoch 263/500
450/450 [==============================] - 0s 749us/step - loss: 0.3388 - accuracy: 0.8608
Epoch 264/500
450/450 [==============================] - 0s 787us/step - loss: 0.3386 - accuracy: 0.8653
Epoch 265/500
450/450 [==============================] - 0s 760us/step - loss: 0.3387 - accuracy: 0.8617
Epoch 266/500
450/450 [==============================] - 0s 753us/step - loss: 0.3384 - accuracy: 0.8621
Epoch 267/500
450/450 [==============================] - 0s 783us/step - loss: 0.3390 - accuracy: 0.8647
Epoch 268/500
450/450 [==============================] - 0s 770us/step - loss: 0.3386 - accuracy: 0.8618
Epoch 269/500
450/450 [==============================] - 0s 774us/step - loss: 0.3382 - accuracy: 0.8621
Epoch 270/500
450/450 [==============================] - 0s 774us/step - loss: 0.3392 - accuracy: 0.8653
Epoch 271/500
450/450 [==============================] - 0s 756us/step - loss: 0.3384 - accuracy: 0.8624
Epoch 272/500
450/450 [==============================] - 0s 749us/step - loss: 0.3385 - accuracy: 0.8624
Epoch 273/500
450/450 [==============================] - 0s 779us/step - loss: 0.3381 - accuracy: 0.8617
Epoch 274/500
450/450 [==============================] - 0s 761us/step - loss: 0.3388 - accuracy: 0.8636
Epoch 275/500
450/450 [==============================] - 0s 751us/step - loss: 0.3387 - accuracy: 0.8625
Epoch 276/500
450/450 [==============================] - 0s 779us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 277/500
450/450 [==============================] - 0s 756us/step - loss: 0.3387 - accuracy: 0.8617
Epoch 278/500
450/450 [==============================] - 0s 752us/step - loss: 0.3389 - accuracy: 0.8624
Epoch 279/500
450/450 [==============================] - 0s 783us/step - loss: 0.3384 - accuracy: 0.86370s - loss: 0.3381 - accuracy: 0.86
Epoch 280/500
450/450 [==============================] - 0s 757us/step - loss: 0.3383 - accuracy: 0.8617
Epoch 281/500
450/450 [==============================] - 0s 778us/step - loss: 0.3381 - accuracy: 0.8636
Epoch 282/500
450/450 [==============================] - 0s 752us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 283/500
450/450 [==============================] - 0s 755us/step - loss: 0.3387 - accuracy: 0.8640
Epoch 284/500
450/450 [==============================] - 0s 776us/step - loss: 0.3387 - accuracy: 0.8632
Epoch 285/500
450/450 [==============================] - 0s 756us/step - loss: 0.3387 - accuracy: 0.8639
Epoch 286/500
450/450 [==============================] - 0s 756us/step - loss: 0.3384 - accuracy: 0.8617
Epoch 287/500
450/450 [==============================] - 0s 797us/step - loss: 0.3383 - accuracy: 0.8624
Epoch 288/500
450/450 [==============================] - 0s 981us/step - loss: 0.3386 - accuracy: 0.8621
Epoch 289/500
450/450 [==============================] - 0s 812us/step - loss: 0.3383 - accuracy: 0.8618
Epoch 290/500
450/450 [==============================] - 0s 783us/step - loss: 0.3384 - accuracy: 0.8599
Epoch 291/500
450/450 [==============================] - 0s 791us/step - loss: 0.3383 - accuracy: 0.8615
Epoch 292/500
450/450 [==============================] - 0s 797us/step - loss: 0.3387 - accuracy: 0.8626
Epoch 293/500
450/450 [==============================] - 0s 827us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 294/500
450/450 [==============================] - 0s 761us/step - loss: 0.3380 - accuracy: 0.8656
Epoch 295/500
450/450 [==============================] - 0s 763us/step - loss: 0.3383 - accuracy: 0.8635
Epoch 296/500
450/450 [==============================] - 0s 753us/step - loss: 0.3390 - accuracy: 0.8611
Epoch 297/500
450/450 [==============================] - 0s 754us/step - loss: 0.3379 - accuracy: 0.8631
Epoch 298/500
450/450 [==============================] - 0s 779us/step - loss: 0.3381 - accuracy: 0.8636
Epoch 299/500
450/450 [==============================] - 0s 755us/step - loss: 0.3386 - accuracy: 0.8603
Epoch 300/500
450/450 [==============================] - 0s 758us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 301/500
450/450 [==============================] - 0s 795us/step - loss: 0.3390 - accuracy: 0.8626
Epoch 302/500
450/450 [==============================] - 0s 767us/step - loss: 0.3391 - accuracy: 0.8633
Epoch 303/500
450/450 [==============================] - 0s 780us/step - loss: 0.3386 - accuracy: 0.8636
Epoch 304/500
450/450 [==============================] - 0s 797us/step - loss: 0.3385 - accuracy: 0.8637
Epoch 305/500
450/450 [==============================] - 0s 761us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 306/500
450/450 [==============================] - 0s 760us/step - loss: 0.3385 - accuracy: 0.8626
Epoch 307/500
450/450 [==============================] - 0s 915us/step - loss: 0.3379 - accuracy: 0.8628
Epoch 308/500
450/450 [==============================] - 0s 770us/step - loss: 0.3387 - accuracy: 0.8625
Epoch 309/500
450/450 [==============================] - 0s 766us/step - loss: 0.3376 - accuracy: 0.8628
Epoch 310/500
450/450 [==============================] - 0s 769us/step - loss: 0.3391 - accuracy: 0.8626
Epoch 311/500
450/450 [==============================] - 0s 755us/step - loss: 0.3382 - accuracy: 0.8624
Epoch 312/500
450/450 [==============================] - 0s 768us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 313/500
450/450 [==============================] - 0s 762us/step - loss: 0.3382 - accuracy: 0.8640
Epoch 314/500
450/450 [==============================] - 0s 763us/step - loss: 0.3382 - accuracy: 0.8611
Epoch 315/500
450/450 [==============================] - 0s 771us/step - loss: 0.3384 - accuracy: 0.8650
Epoch 316/500
450/450 [==============================] - 0s 765us/step - loss: 0.3386 - accuracy: 0.8640
Epoch 317/500
450/450 [==============================] - 0s 752us/step - loss: 0.3379 - accuracy: 0.8632
Epoch 318/500
450/450 [==============================] - 0s 767us/step - loss: 0.3386 - accuracy: 0.8624
Epoch 319/500
450/450 [==============================] - 0s 757us/step - loss: 0.3383 - accuracy: 0.8632
Epoch 320/500
450/450 [==============================] - 0s 763us/step - loss: 0.3382 - accuracy: 0.8619
Epoch 321/500
450/450 [==============================] - 0s 771us/step - loss: 0.3387 - accuracy: 0.8619
Epoch 322/500
450/450 [==============================] - 0s 749us/step - loss: 0.3385 - accuracy: 0.8600
Epoch 323/500
450/450 [==============================] - 0s 753us/step - loss: 0.3384 - accuracy: 0.8618
Epoch 324/500
450/450 [==============================] - 0s 767us/step - loss: 0.3383 - accuracy: 0.8626
Epoch 325/500
450/450 [==============================] - 0s 750us/step - loss: 0.3380 - accuracy: 0.8626
Epoch 326/500
450/450 [==============================] - 0s 768us/step - loss: 0.3381 - accuracy: 0.8647
Epoch 327/500
450/450 [==============================] - 0s 768us/step - loss: 0.3383 - accuracy: 0.86260s - loss: 0.3367 - accuracy: 
Epoch 328/500
450/450 [==============================] - 0s 751us/step - loss: 0.3373 - accuracy: 0.8639
Epoch 329/500
450/450 [==============================] - 0s 780us/step - loss: 0.3383 - accuracy: 0.8624
Epoch 330/500
450/450 [==============================] - 0s 754us/step - loss: 0.3383 - accuracy: 0.8637
Epoch 331/500
450/450 [==============================] - 0s 762us/step - loss: 0.3381 - accuracy: 0.86250s - loss: 0.3395 - accuracy: 0.
Epoch 332/500
450/450 [==============================] - 0s 755us/step - loss: 0.3383 - accuracy: 0.8621
Epoch 333/500
450/450 [==============================] - 0s 785us/step - loss: 0.3382 - accuracy: 0.8644
Epoch 334/500
450/450 [==============================] - 0s 751us/step - loss: 0.3383 - accuracy: 0.8618
Epoch 335/500
450/450 [==============================] - 0s 780us/step - loss: 0.3389 - accuracy: 0.8619
Epoch 336/500
450/450 [==============================] - 0s 774us/step - loss: 0.3382 - accuracy: 0.8628
Epoch 337/500
450/450 [==============================] - 0s 752us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 338/500
450/450 [==============================] - 0s 765us/step - loss: 0.3385 - accuracy: 0.8625
Epoch 339/500
450/450 [==============================] - 0s 765us/step - loss: 0.3390 - accuracy: 0.8622
Epoch 340/500
450/450 [==============================] - 0s 754us/step - loss: 0.3385 - accuracy: 0.8629
Epoch 341/500
450/450 [==============================] - 0s 812us/step - loss: 0.3379 - accuracy: 0.8635
Epoch 342/500
450/450 [==============================] - 0s 754us/step - loss: 0.3388 - accuracy: 0.8624
Epoch 343/500
450/450 [==============================] - 0s 969us/step - loss: 0.3377 - accuracy: 0.86560s - loss: 0.3416 - accuracy: 
Epoch 344/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3386 - accuracy: 0.8625
Epoch 345/500
450/450 [==============================] - 0s 938us/step - loss: 0.3383 - accuracy: 0.86430s - loss: 0.3413 - accuracy: 0.
Epoch 346/500
450/450 [==============================] - 0s 873us/step - loss: 0.3384 - accuracy: 0.8621
Epoch 347/500
450/450 [==============================] - 0s 915us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 348/500
450/450 [==============================] - 0s 893us/step - loss: 0.3384 - accuracy: 0.8635
Epoch 349/500
450/450 [==============================] - 0s 807us/step - loss: 0.3387 - accuracy: 0.8617
Epoch 350/500
450/450 [==============================] - 0s 851us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 351/500
450/450 [==============================] - 0s 803us/step - loss: 0.3384 - accuracy: 0.8635
Epoch 352/500
450/450 [==============================] - 0s 789us/step - loss: 0.3382 - accuracy: 0.8607
Epoch 353/500
450/450 [==============================] - 0s 778us/step - loss: 0.3389 - accuracy: 0.8637
Epoch 354/500
450/450 [==============================] - 0s 777us/step - loss: 0.3385 - accuracy: 0.8624
Epoch 355/500
450/450 [==============================] - 0s 779us/step - loss: 0.3371 - accuracy: 0.8633
Epoch 356/500
450/450 [==============================] - 0s 756us/step - loss: 0.3385 - accuracy: 0.86210s - loss: 0.3398 - accuracy: 0.
Epoch 357/500
450/450 [==============================] - 0s 801us/step - loss: 0.3384 - accuracy: 0.8649
Epoch 358/500
450/450 [==============================] - 0s 760us/step - loss: 0.3374 - accuracy: 0.8631
Epoch 359/500
450/450 [==============================] - 0s 847us/step - loss: 0.3380 - accuracy: 0.8622
Epoch 360/500
450/450 [==============================] - 0s 839us/step - loss: 0.3385 - accuracy: 0.8633
Epoch 361/500
450/450 [==============================] - 0s 821us/step - loss: 0.3373 - accuracy: 0.8624
Epoch 362/500
450/450 [==============================] - 0s 782us/step - loss: 0.3383 - accuracy: 0.8628
Epoch 363/500
450/450 [==============================] - 0s 763us/step - loss: 0.3379 - accuracy: 0.8636
Epoch 364/500
450/450 [==============================] - 0s 757us/step - loss: 0.3379 - accuracy: 0.8642
Epoch 365/500
450/450 [==============================] - 0s 774us/step - loss: 0.3370 - accuracy: 0.8639
Epoch 366/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3387 - accuracy: 0.8626
Epoch 367/500
450/450 [==============================] - 0s 768us/step - loss: 0.3378 - accuracy: 0.8637
Epoch 368/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3380 - accuracy: 0.8617
Epoch 369/500
450/450 [==============================] - 0s 751us/step - loss: 0.3384 - accuracy: 0.8624
Epoch 370/500
450/450 [==============================] - 0s 786us/step - loss: 0.3384 - accuracy: 0.8637
Epoch 371/500
450/450 [==============================] - 0s 760us/step - loss: 0.3381 - accuracy: 0.8644
Epoch 372/500
450/450 [==============================] - 0s 835us/step - loss: 0.3374 - accuracy: 0.8608
Epoch 373/500
450/450 [==============================] - 0s 852us/step - loss: 0.3382 - accuracy: 0.8639
Epoch 374/500
450/450 [==============================] - 0s 847us/step - loss: 0.3385 - accuracy: 0.8610
Epoch 375/500
450/450 [==============================] - 0s 788us/step - loss: 0.3377 - accuracy: 0.8640
Epoch 376/500
450/450 [==============================] - 0s 802us/step - loss: 0.3383 - accuracy: 0.8629
Epoch 377/500
450/450 [==============================] - 0s 757us/step - loss: 0.3381 - accuracy: 0.8625
Epoch 378/500
450/450 [==============================] - 0s 809us/step - loss: 0.3378 - accuracy: 0.8633
Epoch 379/500
450/450 [==============================] - 0s 768us/step - loss: 0.3380 - accuracy: 0.8635
Epoch 380/500
450/450 [==============================] - 0s 772us/step - loss: 0.3380 - accuracy: 0.8635
Epoch 381/500
450/450 [==============================] - 0s 793us/step - loss: 0.3379 - accuracy: 0.8640
Epoch 382/500
450/450 [==============================] - 0s 770us/step - loss: 0.3376 - accuracy: 0.8642
Epoch 383/500
450/450 [==============================] - 0s 762us/step - loss: 0.3376 - accuracy: 0.8640
Epoch 384/500
450/450 [==============================] - 0s 800us/step - loss: 0.3376 - accuracy: 0.8625
Epoch 385/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8631
Epoch 386/500
450/450 [==============================] - 0s 782us/step - loss: 0.3382 - accuracy: 0.8628
Epoch 387/500
450/450 [==============================] - 0s 829us/step - loss: 0.3382 - accuracy: 0.8633
Epoch 388/500
450/450 [==============================] - 0s 762us/step - loss: 0.3375 - accuracy: 0.8635
Epoch 389/500
450/450 [==============================] - 0s 792us/step - loss: 0.3377 - accuracy: 0.8617
Epoch 390/500
450/450 [==============================] - 0s 798us/step - loss: 0.3376 - accuracy: 0.8658
Epoch 391/500
450/450 [==============================] - 0s 757us/step - loss: 0.3379 - accuracy: 0.8636
Epoch 392/500
450/450 [==============================] - 0s 763us/step - loss: 0.3371 - accuracy: 0.8621
Epoch 393/500
450/450 [==============================] - 0s 759us/step - loss: 0.3380 - accuracy: 0.8632
Epoch 394/500
450/450 [==============================] - 0s 758us/step - loss: 0.3380 - accuracy: 0.8626
Epoch 395/500
450/450 [==============================] - 0s 764us/step - loss: 0.3381 - accuracy: 0.8644
Epoch 396/500
450/450 [==============================] - 0s 771us/step - loss: 0.3377 - accuracy: 0.8619
Epoch 397/500
450/450 [==============================] - 0s 757us/step - loss: 0.3372 - accuracy: 0.8642
Epoch 398/500
450/450 [==============================] - 0s 781us/step - loss: 0.3375 - accuracy: 0.8647
Epoch 399/500
450/450 [==============================] - 0s 767us/step - loss: 0.3373 - accuracy: 0.8636
Epoch 400/500
450/450 [==============================] - 0s 790us/step - loss: 0.3375 - accuracy: 0.8600
Epoch 401/500
450/450 [==============================] - 0s 760us/step - loss: 0.3371 - accuracy: 0.8629
Epoch 402/500
450/450 [==============================] - 0s 763us/step - loss: 0.3376 - accuracy: 0.8656
Epoch 403/500
450/450 [==============================] - 0s 777us/step - loss: 0.3374 - accuracy: 0.8632
Epoch 404/500
450/450 [==============================] - 0s 775us/step - loss: 0.3369 - accuracy: 0.8628
Epoch 405/500
450/450 [==============================] - 0s 763us/step - loss: 0.3371 - accuracy: 0.8631
Epoch 406/500
450/450 [==============================] - 0s 777us/step - loss: 0.3374 - accuracy: 0.8644
Epoch 407/500
450/450 [==============================] - 0s 772us/step - loss: 0.3366 - accuracy: 0.8622
Epoch 408/500
450/450 [==============================] - 0s 769us/step - loss: 0.3367 - accuracy: 0.8629
Epoch 409/500
450/450 [==============================] - 0s 775us/step - loss: 0.3372 - accuracy: 0.8615
Epoch 410/500
450/450 [==============================] - 0s 756us/step - loss: 0.3368 - accuracy: 0.8631
Epoch 411/500
450/450 [==============================] - 0s 753us/step - loss: 0.3372 - accuracy: 0.8626
Epoch 412/500
450/450 [==============================] - 0s 769us/step - loss: 0.3368 - accuracy: 0.8628
Epoch 413/500
450/450 [==============================] - 0s 766us/step - loss: 0.3367 - accuracy: 0.8650
Epoch 414/500
450/450 [==============================] - 0s 759us/step - loss: 0.3370 - accuracy: 0.8646
Epoch 415/500
450/450 [==============================] - 0s 803us/step - loss: 0.3366 - accuracy: 0.8643
Epoch 416/500
450/450 [==============================] - 0s 757us/step - loss: 0.3363 - accuracy: 0.8636
Epoch 417/500
450/450 [==============================] - 0s 751us/step - loss: 0.3370 - accuracy: 0.8632
Epoch 418/500
450/450 [==============================] - 0s 781us/step - loss: 0.3369 - accuracy: 0.8650
Epoch 419/500
450/450 [==============================] - 0s 758us/step - loss: 0.3373 - accuracy: 0.8631
Epoch 420/500
450/450 [==============================] - 0s 755us/step - loss: 0.3372 - accuracy: 0.8656
Epoch 421/500
450/450 [==============================] - 0s 858us/step - loss: 0.3372 - accuracy: 0.8635
Epoch 422/500
450/450 [==============================] - 0s 754us/step - loss: 0.3366 - accuracy: 0.8635
Epoch 423/500
450/450 [==============================] - 0s 762us/step - loss: 0.3366 - accuracy: 0.8632
Epoch 424/500
450/450 [==============================] - 0s 753us/step - loss: 0.3372 - accuracy: 0.8629
Epoch 425/500
450/450 [==============================] - 0s 754us/step - loss: 0.3381 - accuracy: 0.8635
Epoch 426/500
450/450 [==============================] - 0s 752us/step - loss: 0.3368 - accuracy: 0.86430s - loss: 0.3383 - accuracy: 0.
Epoch 427/500
450/450 [==============================] - 0s 765us/step - loss: 0.3365 - accuracy: 0.8647
Epoch 428/500
450/450 [==============================] - 0s 810us/step - loss: 0.3371 - accuracy: 0.8640
Epoch 429/500
450/450 [==============================] - 0s 772us/step - loss: 0.3366 - accuracy: 0.8644
Epoch 430/500
450/450 [==============================] - 0s 752us/step - loss: 0.3369 - accuracy: 0.8639
Epoch 431/500
450/450 [==============================] - 0s 753us/step - loss: 0.3368 - accuracy: 0.8658
Epoch 432/500
450/450 [==============================] - 0s 827us/step - loss: 0.3366 - accuracy: 0.8614
Epoch 433/500
450/450 [==============================] - 0s 757us/step - loss: 0.3368 - accuracy: 0.8636
Epoch 434/500
450/450 [==============================] - 0s 756us/step - loss: 0.3366 - accuracy: 0.8643
Epoch 435/500
450/450 [==============================] - 0s 786us/step - loss: 0.3364 - accuracy: 0.8640
Epoch 436/500
450/450 [==============================] - 0s 770us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 437/500
450/450 [==============================] - 0s 757us/step - loss: 0.3362 - accuracy: 0.8636
Epoch 438/500
450/450 [==============================] - 0s 794us/step - loss: 0.3367 - accuracy: 0.8651
Epoch 439/500
450/450 [==============================] - 0s 762us/step - loss: 0.3368 - accuracy: 0.8632
Epoch 440/500
450/450 [==============================] - 0s 753us/step - loss: 0.3371 - accuracy: 0.8640
Epoch 441/500
450/450 [==============================] - 0s 780us/step - loss: 0.3368 - accuracy: 0.8653
Epoch 442/500
450/450 [==============================] - 0s 757us/step - loss: 0.3373 - accuracy: 0.8647
Epoch 443/500
450/450 [==============================] - 0s 757us/step - loss: 0.3367 - accuracy: 0.8637
Epoch 444/500
450/450 [==============================] - 0s 782us/step - loss: 0.3363 - accuracy: 0.8636
Epoch 445/500
450/450 [==============================] - 0s 758us/step - loss: 0.3375 - accuracy: 0.8642
Epoch 446/500
450/450 [==============================] - 0s 776us/step - loss: 0.3364 - accuracy: 0.8644
Epoch 447/500
450/450 [==============================] - 0s 775us/step - loss: 0.3359 - accuracy: 0.8646
Epoch 448/500
450/450 [==============================] - 0s 751us/step - loss: 0.3366 - accuracy: 0.8646
Epoch 449/500
450/450 [==============================] - 0s 782us/step - loss: 0.3368 - accuracy: 0.8654
Epoch 450/500
450/450 [==============================] - 0s 755us/step - loss: 0.3369 - accuracy: 0.8664
Epoch 451/500
450/450 [==============================] - 0s 765us/step - loss: 0.3368 - accuracy: 0.8640
Epoch 452/500
450/450 [==============================] - 0s 775us/step - loss: 0.3363 - accuracy: 0.8656
Epoch 453/500
450/450 [==============================] - 0s 765us/step - loss: 0.3359 - accuracy: 0.8635
Epoch 454/500
450/450 [==============================] - 0s 759us/step - loss: 0.3365 - accuracy: 0.8629
Epoch 455/500
450/450 [==============================] - 0s 789us/step - loss: 0.3368 - accuracy: 0.8653
Epoch 456/500
450/450 [==============================] - 0s 754us/step - loss: 0.3368 - accuracy: 0.8639
Epoch 457/500
450/450 [==============================] - 0s 791us/step - loss: 0.3364 - accuracy: 0.8622
Epoch 458/500
450/450 [==============================] - 0s 747us/step - loss: 0.3365 - accuracy: 0.8636
Epoch 459/500
450/450 [==============================] - 0s 766us/step - loss: 0.3366 - accuracy: 0.8636
Epoch 460/500
450/450 [==============================] - 0s 774us/step - loss: 0.3364 - accuracy: 0.8654
Epoch 461/500
450/450 [==============================] - 0s 779us/step - loss: 0.3365 - accuracy: 0.8633
Epoch 462/500
450/450 [==============================] - 0s 757us/step - loss: 0.3367 - accuracy: 0.8626
Epoch 463/500
450/450 [==============================] - 0s 756us/step - loss: 0.3364 - accuracy: 0.8650
Epoch 464/500
450/450 [==============================] - 0s 811us/step - loss: 0.3360 - accuracy: 0.8658
Epoch 465/500
450/450 [==============================] - 0s 754us/step - loss: 0.3365 - accuracy: 0.8646
Epoch 466/500
450/450 [==============================] - 0s 755us/step - loss: 0.3370 - accuracy: 0.8635
Epoch 467/500
450/450 [==============================] - 0s 787us/step - loss: 0.3369 - accuracy: 0.8636
Epoch 468/500
450/450 [==============================] - 0s 751us/step - loss: 0.3364 - accuracy: 0.8639
Epoch 469/500
450/450 [==============================] - 0s 769us/step - loss: 0.3360 - accuracy: 0.8633
Epoch 470/500
450/450 [==============================] - 0s 759us/step - loss: 0.3365 - accuracy: 0.8646
Epoch 471/500
450/450 [==============================] - 0s 755us/step - loss: 0.3363 - accuracy: 0.8618
Epoch 472/500
450/450 [==============================] - 0s 777us/step - loss: 0.3362 - accuracy: 0.8642
Epoch 473/500
450/450 [==============================] - 0s 793us/step - loss: 0.3365 - accuracy: 0.8621
Epoch 474/500
450/450 [==============================] - 0s 755us/step - loss: 0.3365 - accuracy: 0.8637
Epoch 475/500
450/450 [==============================] - 0s 777us/step - loss: 0.3366 - accuracy: 0.8653
Epoch 476/500
450/450 [==============================] - 0s 775us/step - loss: 0.3364 - accuracy: 0.8617
Epoch 477/500
450/450 [==============================] - 0s 752us/step - loss: 0.3367 - accuracy: 0.8637
Epoch 478/500
450/450 [==============================] - 0s 762us/step - loss: 0.3362 - accuracy: 0.8636
Epoch 479/500
450/450 [==============================] - 0s 752us/step - loss: 0.3367 - accuracy: 0.8644
Epoch 480/500
450/450 [==============================] - 0s 755us/step - loss: 0.3362 - accuracy: 0.8624
Epoch 481/500
450/450 [==============================] - 0s 772us/step - loss: 0.3363 - accuracy: 0.8662
Epoch 482/500
450/450 [==============================] - 0s 755us/step - loss: 0.3367 - accuracy: 0.8631
Epoch 483/500
450/450 [==============================] - 0s 756us/step - loss: 0.3363 - accuracy: 0.8633
Epoch 484/500
450/450 [==============================] - 0s 775us/step - loss: 0.3365 - accuracy: 0.8643
Epoch 485/500
450/450 [==============================] - 0s 759us/step - loss: 0.3368 - accuracy: 0.8642
Epoch 486/500
450/450 [==============================] - 0s 761us/step - loss: 0.3360 - accuracy: 0.8651
Epoch 487/500
450/450 [==============================] - 0s 950us/step - loss: 0.3368 - accuracy: 0.8653
Epoch 488/500
450/450 [==============================] - 0s 754us/step - loss: 0.3369 - accuracy: 0.8639
Epoch 489/500
450/450 [==============================] - 0s 774us/step - loss: 0.3362 - accuracy: 0.8635
Epoch 490/500
450/450 [==============================] - 0s 769us/step - loss: 0.3364 - accuracy: 0.8642
Epoch 491/500
450/450 [==============================] - 0s 747us/step - loss: 0.3368 - accuracy: 0.8650
Epoch 492/500
450/450 [==============================] - 0s 771us/step - loss: 0.3360 - accuracy: 0.8642
Epoch 493/500
450/450 [==============================] - 0s 758us/step - loss: 0.3364 - accuracy: 0.8658
Epoch 494/500
450/450 [==============================] - 0s 754us/step - loss: 0.3371 - accuracy: 0.8621
Epoch 495/500
450/450 [==============================] - 0s 770us/step - loss: 0.3365 - accuracy: 0.8651
Epoch 496/500
450/450 [==============================] - 0s 757us/step - loss: 0.3365 - accuracy: 0.8621
Epoch 497/500
450/450 [==============================] - 0s 749us/step - loss: 0.3369 - accuracy: 0.8628
Epoch 498/500
450/450 [==============================] - 0s 777us/step - loss: 0.3363 - accuracy: 0.8647
Epoch 499/500
450/450 [==============================] - 0s 760us/step - loss: 0.3369 - accuracy: 0.8635
Epoch 500/500
450/450 [==============================] - 0s 755us/step - loss: 0.3363 - accuracy: 0.8651
Epoch 1/500
450/450 [==============================] - 0s 825us/step - loss: 0.5701 - accuracy: 0.7950
Epoch 2/500
450/450 [==============================] - 0s 836us/step - loss: 0.4455 - accuracy: 0.7962
Epoch 3/500
450/450 [==============================] - 0s 831us/step - loss: 0.4364 - accuracy: 0.79620s - loss: 0.4353 - accuracy: 0.79
Epoch 4/500
450/450 [==============================] - 0s 812us/step - loss: 0.4337 - accuracy: 0.7962
Epoch 5/500
450/450 [==============================] - 0s 884us/step - loss: 0.4320 - accuracy: 0.7962
Epoch 6/500
450/450 [==============================] - 0s 836us/step - loss: 0.4302 - accuracy: 0.7962
Epoch 7/500
450/450 [==============================] - 0s 840us/step - loss: 0.4277 - accuracy: 0.7962
Epoch 8/500
450/450 [==============================] - 0s 859us/step - loss: 0.4256 - accuracy: 0.8074
Epoch 9/500
450/450 [==============================] - 0s 830us/step - loss: 0.4236 - accuracy: 0.8204
Epoch 10/500
450/450 [==============================] - 0s 852us/step - loss: 0.4220 - accuracy: 0.8225
Epoch 11/500
450/450 [==============================] - 0s 832us/step - loss: 0.4197 - accuracy: 0.8246
Epoch 12/500
450/450 [==============================] - 0s 827us/step - loss: 0.4190 - accuracy: 0.8293
Epoch 13/500
450/450 [==============================] - 0s 862us/step - loss: 0.4176 - accuracy: 0.8303
Epoch 14/500
450/450 [==============================] - 0s 834us/step - loss: 0.4167 - accuracy: 0.8292
Epoch 15/500
450/450 [==============================] - 0s 840us/step - loss: 0.4155 - accuracy: 0.8306
Epoch 16/500
450/450 [==============================] - 0s 874us/step - loss: 0.4146 - accuracy: 0.8311
Epoch 17/500
450/450 [==============================] - 0s 834us/step - loss: 0.4141 - accuracy: 0.8335
Epoch 18/500
450/450 [==============================] - 0s 840us/step - loss: 0.4128 - accuracy: 0.8343
Epoch 19/500
450/450 [==============================] - 0s 848us/step - loss: 0.4124 - accuracy: 0.8339
Epoch 20/500
450/450 [==============================] - 0s 786us/step - loss: 0.4116 - accuracy: 0.8338
Epoch 21/500
450/450 [==============================] - 0s 826us/step - loss: 0.4111 - accuracy: 0.8338
Epoch 22/500
450/450 [==============================] - 0s 798us/step - loss: 0.4099 - accuracy: 0.8343
Epoch 23/500
450/450 [==============================] - 0s 773us/step - loss: 0.4095 - accuracy: 0.8344
Epoch 24/500
450/450 [==============================] - 0s 807us/step - loss: 0.4092 - accuracy: 0.8354
Epoch 25/500
450/450 [==============================] - 0s 780us/step - loss: 0.4086 - accuracy: 0.8344
Epoch 26/500
450/450 [==============================] - 0s 814us/step - loss: 0.4079 - accuracy: 0.8346
Epoch 27/500
450/450 [==============================] - 0s 800us/step - loss: 0.4079 - accuracy: 0.8357
Epoch 28/500
450/450 [==============================] - 0s 792us/step - loss: 0.4071 - accuracy: 0.8349
Epoch 29/500
450/450 [==============================] - 0s 801us/step - loss: 0.4068 - accuracy: 0.8357
Epoch 30/500
450/450 [==============================] - 0s 809us/step - loss: 0.4063 - accuracy: 0.8353
Epoch 31/500
450/450 [==============================] - 0s 790us/step - loss: 0.4061 - accuracy: 0.8351
Epoch 32/500
450/450 [==============================] - 0s 819us/step - loss: 0.4057 - accuracy: 0.8360
Epoch 33/500
450/450 [==============================] - 0s 792us/step - loss: 0.4055 - accuracy: 0.8351
Epoch 34/500
450/450 [==============================] - 0s 784us/step - loss: 0.4049 - accuracy: 0.8356
Epoch 35/500
450/450 [==============================] - 0s 830us/step - loss: 0.4046 - accuracy: 0.8338
Epoch 36/500
450/450 [==============================] - 0s 797us/step - loss: 0.4046 - accuracy: 0.8357
Epoch 37/500
450/450 [==============================] - 0s 816us/step - loss: 0.4043 - accuracy: 0.8356
Epoch 38/500
450/450 [==============================] - 0s 877us/step - loss: 0.4042 - accuracy: 0.8350
Epoch 39/500
450/450 [==============================] - 0s 825us/step - loss: 0.4040 - accuracy: 0.8358
Epoch 40/500
450/450 [==============================] - 0s 813us/step - loss: 0.4039 - accuracy: 0.8371
Epoch 41/500
450/450 [==============================] - 0s 796us/step - loss: 0.4037 - accuracy: 0.8356
Epoch 42/500
450/450 [==============================] - 0s 813us/step - loss: 0.4034 - accuracy: 0.8364
Epoch 43/500
450/450 [==============================] - 0s 827us/step - loss: 0.4033 - accuracy: 0.8367
Epoch 44/500
450/450 [==============================] - 0s 836us/step - loss: 0.4031 - accuracy: 0.8351
Epoch 45/500
450/450 [==============================] - 0s 798us/step - loss: 0.4031 - accuracy: 0.8358
Epoch 46/500
450/450 [==============================] - 0s 779us/step - loss: 0.4029 - accuracy: 0.8350
Epoch 47/500
450/450 [==============================] - 0s 779us/step - loss: 0.4025 - accuracy: 0.8357
Epoch 48/500
450/450 [==============================] - 0s 797us/step - loss: 0.4028 - accuracy: 0.8361
Epoch 49/500
450/450 [==============================] - 0s 778us/step - loss: 0.4025 - accuracy: 0.8357
Epoch 50/500
450/450 [==============================] - 0s 775us/step - loss: 0.4024 - accuracy: 0.8357
Epoch 51/500
450/450 [==============================] - 0s 814us/step - loss: 0.4024 - accuracy: 0.8351
Epoch 52/500
450/450 [==============================] - 0s 776us/step - loss: 0.4022 - accuracy: 0.8353
Epoch 53/500
450/450 [==============================] - 0s 798us/step - loss: 0.4019 - accuracy: 0.8367
Epoch 54/500
450/450 [==============================] - 0s 813us/step - loss: 0.4023 - accuracy: 0.8358
Epoch 55/500
450/450 [==============================] - 0s 788us/step - loss: 0.4021 - accuracy: 0.8364
Epoch 56/500
450/450 [==============================] - 0s 781us/step - loss: 0.4018 - accuracy: 0.8369
Epoch 57/500
450/450 [==============================] - 0s 825us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 58/500
450/450 [==============================] - 0s 780us/step - loss: 0.4021 - accuracy: 0.8363
Epoch 59/500
450/450 [==============================] - 0s 797us/step - loss: 0.4019 - accuracy: 0.8361
Epoch 60/500
450/450 [==============================] - 0s 780us/step - loss: 0.4015 - accuracy: 0.8367
Epoch 61/500
450/450 [==============================] - 0s 783us/step - loss: 0.4015 - accuracy: 0.8368
Epoch 62/500
450/450 [==============================] - 0s 834us/step - loss: 0.4019 - accuracy: 0.8361
Epoch 63/500
450/450 [==============================] - 0s 784us/step - loss: 0.4015 - accuracy: 0.8361
Epoch 64/500
450/450 [==============================] - 0s 777us/step - loss: 0.4016 - accuracy: 0.8378
Epoch 65/500
450/450 [==============================] - 0s 816us/step - loss: 0.4013 - accuracy: 0.8368
Epoch 66/500
450/450 [==============================] - 0s 778us/step - loss: 0.4019 - accuracy: 0.8364
Epoch 67/500
450/450 [==============================] - 0s 791us/step - loss: 0.4012 - accuracy: 0.8364
Epoch 68/500
450/450 [==============================] - 0s 816us/step - loss: 0.4015 - accuracy: 0.8371
Epoch 69/500
450/450 [==============================] - 0s 778us/step - loss: 0.4013 - accuracy: 0.8363
Epoch 70/500
450/450 [==============================] - 0s 811us/step - loss: 0.4015 - accuracy: 0.8367
Epoch 71/500
450/450 [==============================] - 0s 783us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 72/500
450/450 [==============================] - 0s 782us/step - loss: 0.4010 - accuracy: 0.8382
Epoch 73/500
450/450 [==============================] - 0s 812us/step - loss: 0.4013 - accuracy: 0.8354
Epoch 74/500
450/450 [==============================] - 0s 796us/step - loss: 0.4010 - accuracy: 0.8374
Epoch 75/500
450/450 [==============================] - 0s 795us/step - loss: 0.4014 - accuracy: 0.8361
Epoch 76/500
450/450 [==============================] - 0s 823us/step - loss: 0.4014 - accuracy: 0.8349
Epoch 77/500
450/450 [==============================] - 0s 774us/step - loss: 0.4012 - accuracy: 0.8374
Epoch 78/500
450/450 [==============================] - 0s 782us/step - loss: 0.4015 - accuracy: 0.8357
Epoch 79/500
450/450 [==============================] - 0s 808us/step - loss: 0.4013 - accuracy: 0.8378
Epoch 80/500
450/450 [==============================] - 0s 778us/step - loss: 0.4011 - accuracy: 0.8371
Epoch 81/500
450/450 [==============================] - 0s 778us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 82/500
450/450 [==============================] - 0s 813us/step - loss: 0.4011 - accuracy: 0.8353
Epoch 83/500
450/450 [==============================] - 0s 782us/step - loss: 0.4017 - accuracy: 0.8368
Epoch 84/500
450/450 [==============================] - 0s 800us/step - loss: 0.4013 - accuracy: 0.8360
Epoch 85/500
450/450 [==============================] - 0s 797us/step - loss: 0.4013 - accuracy: 0.8346
Epoch 86/500
450/450 [==============================] - 0s 807us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 87/500
450/450 [==============================] - 0s 889us/step - loss: 0.4017 - accuracy: 0.8367
Epoch 88/500
450/450 [==============================] - 0s 782us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 89/500
450/450 [==============================] - 0s 780us/step - loss: 0.4012 - accuracy: 0.8369
Epoch 90/500
450/450 [==============================] - 0s 940us/step - loss: 0.4010 - accuracy: 0.8375
Epoch 91/500
450/450 [==============================] - 0s 797us/step - loss: 0.4011 - accuracy: 0.8374
Epoch 92/500
450/450 [==============================] - 0s 819us/step - loss: 0.4011 - accuracy: 0.8361
Epoch 93/500
450/450 [==============================] - 0s 808us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 94/500
450/450 [==============================] - 0s 786us/step - loss: 0.4012 - accuracy: 0.8367
Epoch 95/500
450/450 [==============================] - 0s 816us/step - loss: 0.4014 - accuracy: 0.83560s - loss: 0.3983 - accuracy: 0.
Epoch 96/500
450/450 [==============================] - 0s 783us/step - loss: 0.4012 - accuracy: 0.8364
Epoch 97/500
450/450 [==============================] - 0s 804us/step - loss: 0.4011 - accuracy: 0.8368
Epoch 98/500
450/450 [==============================] - 0s 811us/step - loss: 0.4012 - accuracy: 0.8371
Epoch 99/500
450/450 [==============================] - 0s 789us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 100/500
450/450 [==============================] - 0s 779us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 101/500
450/450 [==============================] - 0s 801us/step - loss: 0.4011 - accuracy: 0.8361
Epoch 102/500
450/450 [==============================] - 0s 812us/step - loss: 0.4012 - accuracy: 0.8354
Epoch 103/500
450/450 [==============================] - 0s 812us/step - loss: 0.4011 - accuracy: 0.8367
Epoch 104/500
450/450 [==============================] - 0s 794us/step - loss: 0.4011 - accuracy: 0.8372
Epoch 105/500
450/450 [==============================] - 0s 781us/step - loss: 0.4012 - accuracy: 0.8378
Epoch 106/500
450/450 [==============================] - 0s 815us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 107/500
450/450 [==============================] - 0s 784us/step - loss: 0.4013 - accuracy: 0.8374
Epoch 108/500
450/450 [==============================] - 0s 784us/step - loss: 0.4007 - accuracy: 0.8360
Epoch 109/500
450/450 [==============================] - 0s 804us/step - loss: 0.4012 - accuracy: 0.8367
Epoch 110/500
450/450 [==============================] - 0s 799us/step - loss: 0.4011 - accuracy: 0.8369
Epoch 111/500
450/450 [==============================] - 0s 790us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 112/500
450/450 [==============================] - 0s 813us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 113/500
450/450 [==============================] - 0s 787us/step - loss: 0.4010 - accuracy: 0.8349
Epoch 114/500
450/450 [==============================] - 0s 810us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 115/500
450/450 [==============================] - 0s 790us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 116/500
450/450 [==============================] - 0s 779us/step - loss: 0.4006 - accuracy: 0.8346
Epoch 117/500
450/450 [==============================] - 0s 805us/step - loss: 0.4011 - accuracy: 0.8357
Epoch 118/500
450/450 [==============================] - 0s 802us/step - loss: 0.4011 - accuracy: 0.8374
Epoch 119/500
450/450 [==============================] - 0s 782us/step - loss: 0.4010 - accuracy: 0.8354
Epoch 120/500
450/450 [==============================] - 0s 865us/step - loss: 0.4010 - accuracy: 0.8376
Epoch 121/500
450/450 [==============================] - 0s 808us/step - loss: 0.4010 - accuracy: 0.8360
Epoch 122/500
450/450 [==============================] - 0s 819us/step - loss: 0.4010 - accuracy: 0.8365
Epoch 123/500
450/450 [==============================] - 0s 805us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 124/500
450/450 [==============================] - 0s 807us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 125/500
450/450 [==============================] - 0s 822us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 126/500
450/450 [==============================] - 0s 831us/step - loss: 0.4010 - accuracy: 0.8365
Epoch 127/500
450/450 [==============================] - 0s 773us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 128/500
450/450 [==============================] - 0s 811us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 129/500
450/450 [==============================] - 0s 792us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 130/500
450/450 [==============================] - 0s 786us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 131/500
450/450 [==============================] - 0s 815us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 132/500
450/450 [==============================] - 0s 784us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 133/500
450/450 [==============================] - 0s 790us/step - loss: 0.4009 - accuracy: 0.8367
Epoch 134/500
450/450 [==============================] - 0s 799us/step - loss: 0.4006 - accuracy: 0.8372
Epoch 135/500
450/450 [==============================] - 0s 790us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 136/500
450/450 [==============================] - 0s 839us/step - loss: 0.4009 - accuracy: 0.8369
Epoch 137/500
450/450 [==============================] - 0s 781us/step - loss: 0.4008 - accuracy: 0.8381
Epoch 138/500
450/450 [==============================] - 0s 789us/step - loss: 0.4007 - accuracy: 0.8346
Epoch 139/500
450/450 [==============================] - 0s 814us/step - loss: 0.4008 - accuracy: 0.8349
Epoch 140/500
450/450 [==============================] - 0s 800us/step - loss: 0.4007 - accuracy: 0.8367
Epoch 141/500
450/450 [==============================] - 0s 789us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 142/500
450/450 [==============================] - 0s 819us/step - loss: 0.4009 - accuracy: 0.8374
Epoch 143/500
450/450 [==============================] - 0s 785us/step - loss: 0.4008 - accuracy: 0.8351
Epoch 144/500
450/450 [==============================] - 0s 781us/step - loss: 0.4009 - accuracy: 0.8368
Epoch 145/500
450/450 [==============================] - 0s 817us/step - loss: 0.4004 - accuracy: 0.8369
Epoch 146/500
450/450 [==============================] - 0s 785us/step - loss: 0.4010 - accuracy: 0.8374
Epoch 147/500
450/450 [==============================] - 0s 780us/step - loss: 0.4004 - accuracy: 0.8381
Epoch 148/500
450/450 [==============================] - 0s 821us/step - loss: 0.4007 - accuracy: 0.8364
Epoch 149/500
450/450 [==============================] - 0s 801us/step - loss: 0.4007 - accuracy: 0.8375
Epoch 150/500
450/450 [==============================] - 0s 824us/step - loss: 0.4004 - accuracy: 0.8357
Epoch 151/500
450/450 [==============================] - 0s 794us/step - loss: 0.4007 - accuracy: 0.8369
Epoch 152/500
450/450 [==============================] - 0s 799us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 153/500
450/450 [==============================] - 0s 853us/step - loss: 0.4007 - accuracy: 0.8371
Epoch 154/500
450/450 [==============================] - 0s 798us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 155/500
450/450 [==============================] - 0s 798us/step - loss: 0.4009 - accuracy: 0.8372
Epoch 156/500
450/450 [==============================] - 0s 798us/step - loss: 0.4005 - accuracy: 0.8372
Epoch 157/500
450/450 [==============================] - 0s 795us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 158/500
450/450 [==============================] - 0s 787us/step - loss: 0.4007 - accuracy: 0.8389
Epoch 159/500
450/450 [==============================] - 0s 812us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 160/500
450/450 [==============================] - 0s 799us/step - loss: 0.4007 - accuracy: 0.8378
Epoch 161/500
450/450 [==============================] - 0s 815us/step - loss: 0.4006 - accuracy: 0.8368
Epoch 162/500
450/450 [==============================] - 0s 780us/step - loss: 0.4007 - accuracy: 0.8378
Epoch 163/500
450/450 [==============================] - 0s 809us/step - loss: 0.4004 - accuracy: 0.8376
Epoch 164/500
450/450 [==============================] - 0s 806us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 165/500
450/450 [==============================] - 0s 784us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 166/500
450/450 [==============================] - 0s 780us/step - loss: 0.4006 - accuracy: 0.8372
Epoch 167/500
450/450 [==============================] - 0s 818us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 168/500
450/450 [==============================] - 0s 787us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 169/500
450/450 [==============================] - 0s 780us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 170/500
450/450 [==============================] - 0s 808us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 171/500
450/450 [==============================] - 0s 781us/step - loss: 0.4007 - accuracy: 0.8372
Epoch 172/500
450/450 [==============================] - 0s 806us/step - loss: 0.4006 - accuracy: 0.8372
Epoch 173/500
450/450 [==============================] - 0s 788us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 174/500
450/450 [==============================] - 0s 952us/step - loss: 0.4005 - accuracy: 0.8368
Epoch 175/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4001 - accuracy: 0.8360
Epoch 176/500
450/450 [==============================] - 0s 899us/step - loss: 0.4000 - accuracy: 0.8367
Epoch 177/500
450/450 [==============================] - 0s 977us/step - loss: 0.4005 - accuracy: 0.8374
Epoch 178/500
450/450 [==============================] - 0s 929us/step - loss: 0.4007 - accuracy: 0.8378
Epoch 179/500
450/450 [==============================] - 0s 908us/step - loss: 0.4005 - accuracy: 0.8381
Epoch 180/500
450/450 [==============================] - 0s 828us/step - loss: 0.3999 - accuracy: 0.8379
Epoch 181/500
450/450 [==============================] - 0s 860us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 182/500
450/450 [==============================] - 0s 782us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 183/500
450/450 [==============================] - 0s 864us/step - loss: 0.4002 - accuracy: 0.8372
Epoch 184/500
450/450 [==============================] - 0s 830us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 185/500
450/450 [==============================] - 0s 994us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 186/500
450/450 [==============================] - 0s 869us/step - loss: 0.4004 - accuracy: 0.8374
Epoch 187/500
450/450 [==============================] - 0s 825us/step - loss: 0.4003 - accuracy: 0.8375
Epoch 188/500
450/450 [==============================] - 0s 815us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 189/500
450/450 [==============================] - 0s 866us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 190/500
450/450 [==============================] - 0s 884us/step - loss: 0.4005 - accuracy: 0.8371
Epoch 191/500
450/450 [==============================] - 0s 854us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 192/500
450/450 [==============================] - 0s 799us/step - loss: 0.4003 - accuracy: 0.8378
Epoch 193/500
450/450 [==============================] - 0s 786us/step - loss: 0.4003 - accuracy: 0.8357
Epoch 194/500
450/450 [==============================] - 0s 787us/step - loss: 0.4002 - accuracy: 0.8389
Epoch 195/500
450/450 [==============================] - 0s 798us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 196/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8367
Epoch 197/500
450/450 [==============================] - 0s 795us/step - loss: 0.4000 - accuracy: 0.8368
Epoch 198/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8372: 0s - loss: 0.4114 - ac
Epoch 199/500
450/450 [==============================] - 0s 800us/step - loss: 0.4002 - accuracy: 0.8374
Epoch 200/500
450/450 [==============================] - 0s 822us/step - loss: 0.4002 - accuracy: 0.8364
Epoch 201/500
450/450 [==============================] - 0s 796us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 202/500
450/450 [==============================] - 0s 862us/step - loss: 0.4006 - accuracy: 0.8372
Epoch 203/500
450/450 [==============================] - 0s 883us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 204/500
450/450 [==============================] - 0s 880us/step - loss: 0.4003 - accuracy: 0.8378
Epoch 205/500
450/450 [==============================] - 0s 809us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 206/500
450/450 [==============================] - 0s 821us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 207/500
450/450 [==============================] - 0s 815us/step - loss: 0.3999 - accuracy: 0.8376
Epoch 208/500
450/450 [==============================] - 0s 788us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 209/500
450/450 [==============================] - 0s 787us/step - loss: 0.3999 - accuracy: 0.8363
Epoch 210/500
450/450 [==============================] - 0s 791us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 211/500
450/450 [==============================] - 0s 806us/step - loss: 0.4000 - accuracy: 0.8361
Epoch 212/500
450/450 [==============================] - 0s 795us/step - loss: 0.3999 - accuracy: 0.8376
Epoch 213/500
450/450 [==============================] - 0s 803us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 214/500
450/450 [==============================] - 0s 786us/step - loss: 0.4003 - accuracy: 0.8369
Epoch 215/500
450/450 [==============================] - 0s 793us/step - loss: 0.3998 - accuracy: 0.8378
Epoch 216/500
450/450 [==============================] - 0s 794us/step - loss: 0.3999 - accuracy: 0.8372
Epoch 217/500
450/450 [==============================] - 0s 787us/step - loss: 0.3996 - accuracy: 0.8364
Epoch 218/500
450/450 [==============================] - 0s 797us/step - loss: 0.3998 - accuracy: 0.8363
Epoch 219/500
450/450 [==============================] - 0s 821us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 220/500
450/450 [==============================] - 0s 781us/step - loss: 0.4001 - accuracy: 0.8367
Epoch 221/500
450/450 [==============================] - 0s 793us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 222/500
450/450 [==============================] - 0s 802us/step - loss: 0.3998 - accuracy: 0.8356
Epoch 223/500
450/450 [==============================] - 0s 781us/step - loss: 0.4001 - accuracy: 0.8381
Epoch 224/500
450/450 [==============================] - 0s 815us/step - loss: 0.3997 - accuracy: 0.8365
Epoch 225/500
450/450 [==============================] - 0s 812us/step - loss: 0.3998 - accuracy: 0.8365
Epoch 226/500
450/450 [==============================] - 0s 794us/step - loss: 0.3997 - accuracy: 0.8360
Epoch 227/500
450/450 [==============================] - 0s 801us/step - loss: 0.3996 - accuracy: 0.8367
Epoch 228/500
450/450 [==============================] - 0s 782us/step - loss: 0.3996 - accuracy: 0.8363
Epoch 229/500
450/450 [==============================] - 0s 804us/step - loss: 0.3993 - accuracy: 0.8371
Epoch 230/500
450/450 [==============================] - 0s 803us/step - loss: 0.3994 - accuracy: 0.8363
Epoch 231/500
450/450 [==============================] - 0s 783us/step - loss: 0.3994 - accuracy: 0.8368
Epoch 232/500
450/450 [==============================] - 0s 799us/step - loss: 0.3991 - accuracy: 0.8367
Epoch 233/500
450/450 [==============================] - 0s 811us/step - loss: 0.3991 - accuracy: 0.8361
Epoch 234/500
450/450 [==============================] - 0s 778us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 235/500
450/450 [==============================] - 0s 805us/step - loss: 0.3987 - accuracy: 0.8365
Epoch 236/500
450/450 [==============================] - 0s 783us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 237/500
450/450 [==============================] - 0s 794us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 238/500
450/450 [==============================] - 0s 821us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 239/500
450/450 [==============================] - 0s 795us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 240/500
450/450 [==============================] - 0s 780us/step - loss: 0.3987 - accuracy: 0.8356
Epoch 241/500
450/450 [==============================] - 0s 822us/step - loss: 0.3990 - accuracy: 0.8365
Epoch 242/500
450/450 [==============================] - 0s 792us/step - loss: 0.3987 - accuracy: 0.8360
Epoch 243/500
450/450 [==============================] - 0s 781us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 244/500
450/450 [==============================] - 0s 812us/step - loss: 0.3988 - accuracy: 0.8358
Epoch 245/500
450/450 [==============================] - 0s 787us/step - loss: 0.3988 - accuracy: 0.8358
Epoch 246/500
450/450 [==============================] - 0s 794us/step - loss: 0.3987 - accuracy: 0.8356
Epoch 247/500
450/450 [==============================] - 0s 801us/step - loss: 0.3987 - accuracy: 0.8364
Epoch 248/500
450/450 [==============================] - 0s 797us/step - loss: 0.3985 - accuracy: 0.8365
Epoch 249/500
450/450 [==============================] - 0s 856us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 250/500
450/450 [==============================] - 0s 822us/step - loss: 0.3987 - accuracy: 0.8360
Epoch 251/500
450/450 [==============================] - 0s 779us/step - loss: 0.3984 - accuracy: 0.8351
Epoch 252/500
450/450 [==============================] - 0s 815us/step - loss: 0.3981 - accuracy: 0.8367
Epoch 253/500
450/450 [==============================] - 0s 789us/step - loss: 0.3979 - accuracy: 0.8365
Epoch 254/500
450/450 [==============================] - 0s 793us/step - loss: 0.3985 - accuracy: 0.8357
Epoch 255/500
450/450 [==============================] - 0s 837us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 256/500
450/450 [==============================] - 0s 786us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 257/500
450/450 [==============================] - 0s 800us/step - loss: 0.3984 - accuracy: 0.8361
Epoch 258/500
450/450 [==============================] - 0s 778us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 259/500
450/450 [==============================] - 0s 786us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 260/500
450/450 [==============================] - 0s 825us/step - loss: 0.3978 - accuracy: 0.8360
Epoch 261/500
450/450 [==============================] - 0s 807us/step - loss: 0.3987 - accuracy: 0.8356
Epoch 262/500
450/450 [==============================] - 0s 780us/step - loss: 0.3985 - accuracy: 0.8376
Epoch 263/500
450/450 [==============================] - 0s 818us/step - loss: 0.3983 - accuracy: 0.8360
Epoch 264/500
450/450 [==============================] - 0s 790us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 265/500
450/450 [==============================] - 0s 795us/step - loss: 0.3987 - accuracy: 0.8365
Epoch 266/500
450/450 [==============================] - 0s 812us/step - loss: 0.3982 - accuracy: 0.8360
Epoch 267/500
450/450 [==============================] - 0s 788us/step - loss: 0.3983 - accuracy: 0.8360
Epoch 268/500
450/450 [==============================] - 0s 803us/step - loss: 0.3984 - accuracy: 0.8357
Epoch 269/500
450/450 [==============================] - 0s 782us/step - loss: 0.3986 - accuracy: 0.8351
Epoch 270/500
450/450 [==============================] - 0s 788us/step - loss: 0.3985 - accuracy: 0.8354
Epoch 271/500
450/450 [==============================] - 0s 790us/step - loss: 0.3983 - accuracy: 0.8358
Epoch 272/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8375
Epoch 273/500
450/450 [==============================] - 0s 816us/step - loss: 0.3988 - accuracy: 0.8357
Epoch 274/500
450/450 [==============================] - 0s 787us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 275/500
450/450 [==============================] - 0s 797us/step - loss: 0.3983 - accuracy: 0.8374
Epoch 276/500
450/450 [==============================] - 0s 782us/step - loss: 0.3984 - accuracy: 0.8361
Epoch 277/500
450/450 [==============================] - 0s 806us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 278/500
450/450 [==============================] - 0s 797us/step - loss: 0.3983 - accuracy: 0.8350
Epoch 279/500
450/450 [==============================] - 0s 810us/step - loss: 0.3984 - accuracy: 0.8361
Epoch 280/500
450/450 [==============================] - 0s 806us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 281/500
450/450 [==============================] - 0s 801us/step - loss: 0.3979 - accuracy: 0.8357
Epoch 282/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8369
Epoch 283/500
450/450 [==============================] - 0s 811us/step - loss: 0.3982 - accuracy: 0.8371
Epoch 284/500
450/450 [==============================] - 0s 815us/step - loss: 0.3985 - accuracy: 0.8364
Epoch 285/500
450/450 [==============================] - 0s 814us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 286/500
450/450 [==============================] - 0s 797us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 287/500
450/450 [==============================] - 0s 813us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 288/500
450/450 [==============================] - 0s 800us/step - loss: 0.3984 - accuracy: 0.8363
Epoch 289/500
450/450 [==============================] - 0s 795us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 290/500
450/450 [==============================] - 0s 814us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 291/500
450/450 [==============================] - 0s 793us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 292/500
450/450 [==============================] - 0s 796us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 293/500
450/450 [==============================] - 0s 815us/step - loss: 0.3983 - accuracy: 0.8354
Epoch 294/500
450/450 [==============================] - 0s 788us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 295/500
450/450 [==============================] - 0s 796us/step - loss: 0.3983 - accuracy: 0.8363
Epoch 296/500
450/450 [==============================] - 0s 821us/step - loss: 0.3975 - accuracy: 0.83690s - loss: 0.4086 - accuracy: 
Epoch 297/500
450/450 [==============================] - 0s 786us/step - loss: 0.3982 - accuracy: 0.8343
Epoch 298/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8356
Epoch 299/500
450/450 [==============================] - 0s 805us/step - loss: 0.3983 - accuracy: 0.8371
Epoch 300/500
450/450 [==============================] - 0s 787us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 301/500
450/450 [==============================] - 0s 802us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 302/500
450/450 [==============================] - 0s 798us/step - loss: 0.3981 - accuracy: 0.8365
Epoch 303/500
450/450 [==============================] - 0s 789us/step - loss: 0.3981 - accuracy: 0.8361
Epoch 304/500
450/450 [==============================] - 0s 814us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 305/500
450/450 [==============================] - 0s 781us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 306/500
450/450 [==============================] - 0s 788us/step - loss: 0.3980 - accuracy: 0.8349
Epoch 307/500
450/450 [==============================] - 0s 813us/step - loss: 0.3980 - accuracy: 0.8351
Epoch 308/500
450/450 [==============================] - 0s 780us/step - loss: 0.3978 - accuracy: 0.8351
Epoch 309/500
450/450 [==============================] - 0s 794us/step - loss: 0.3978 - accuracy: 0.8356
Epoch 310/500
450/450 [==============================] - 0s 818us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 311/500
450/450 [==============================] - 0s 793us/step - loss: 0.3981 - accuracy: 0.83610s - loss: 0.3982 - accuracy: 0.83
Epoch 312/500
450/450 [==============================] - 0s 798us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 313/500
450/450 [==============================] - 0s 777us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 314/500
450/450 [==============================] - 0s 784us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 315/500
450/450 [==============================] - 0s 811us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 316/500
450/450 [==============================] - 0s 788us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 317/500
450/450 [==============================] - 0s 803us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 318/500
450/450 [==============================] - 0s 823us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 319/500
450/450 [==============================] - 0s 791us/step - loss: 0.3979 - accuracy: 0.8361
Epoch 320/500
450/450 [==============================] - 0s 811us/step - loss: 0.3983 - accuracy: 0.8347
Epoch 321/500
450/450 [==============================] - 0s 837us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 322/500
450/450 [==============================] - 0s 801us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 323/500
450/450 [==============================] - 0s 843us/step - loss: 0.3984 - accuracy: 0.8349
Epoch 324/500
450/450 [==============================] - 0s 811us/step - loss: 0.3977 - accuracy: 0.8363
Epoch 325/500
450/450 [==============================] - 0s 813us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 326/500
450/450 [==============================] - 0s 835us/step - loss: 0.3983 - accuracy: 0.8357
Epoch 327/500
450/450 [==============================] - 0s 802us/step - loss: 0.3979 - accuracy: 0.8369
Epoch 328/500
450/450 [==============================] - 0s 804us/step - loss: 0.3983 - accuracy: 0.8343
Epoch 329/500
450/450 [==============================] - 0s 836us/step - loss: 0.3981 - accuracy: 0.8354
Epoch 330/500
450/450 [==============================] - 0s 800us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 331/500
450/450 [==============================] - 0s 820us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 332/500
450/450 [==============================] - 0s 804us/step - loss: 0.3977 - accuracy: 0.8360
Epoch 333/500
450/450 [==============================] - 0s 790us/step - loss: 0.3981 - accuracy: 0.8369
Epoch 334/500
450/450 [==============================] - 0s 814us/step - loss: 0.3979 - accuracy: 0.8361
Epoch 335/500
450/450 [==============================] - 0s 790us/step - loss: 0.3983 - accuracy: 0.8350
Epoch 336/500
450/450 [==============================] - 0s 778us/step - loss: 0.3982 - accuracy: 0.8350
Epoch 337/500
450/450 [==============================] - 0s 816us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 338/500
450/450 [==============================] - 0s 778us/step - loss: 0.3982 - accuracy: 0.8357
Epoch 339/500
450/450 [==============================] - 0s 785us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 340/500
450/450 [==============================] - 0s 797us/step - loss: 0.3982 - accuracy: 0.8360
Epoch 341/500
450/450 [==============================] - 0s 791us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 342/500
450/450 [==============================] - 0s 806us/step - loss: 0.3985 - accuracy: 0.8344
Epoch 343/500
450/450 [==============================] - 0s 801us/step - loss: 0.3982 - accuracy: 0.8350
Epoch 344/500
450/450 [==============================] - 0s 780us/step - loss: 0.3982 - accuracy: 0.8347
Epoch 345/500
450/450 [==============================] - 0s 804us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 346/500
450/450 [==============================] - 0s 794us/step - loss: 0.3981 - accuracy: 0.8349
Epoch 347/500
450/450 [==============================] - 0s 805us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 348/500
450/450 [==============================] - 0s 816us/step - loss: 0.3982 - accuracy: 0.8364
Epoch 349/500
450/450 [==============================] - 0s 782us/step - loss: 0.3976 - accuracy: 0.8361
Epoch 350/500
450/450 [==============================] - 0s 783us/step - loss: 0.3979 - accuracy: 0.8357
Epoch 351/500
450/450 [==============================] - 0s 847us/step - loss: 0.3979 - accuracy: 0.8367
Epoch 352/500
450/450 [==============================] - 0s 787us/step - loss: 0.3976 - accuracy: 0.8349
Epoch 353/500
450/450 [==============================] - 0s 782us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 354/500
450/450 [==============================] - 0s 793us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 355/500
450/450 [==============================] - 0s 810us/step - loss: 0.3981 - accuracy: 0.8363
Epoch 356/500
450/450 [==============================] - 0s 870us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 357/500
450/450 [==============================] - 0s 797us/step - loss: 0.3981 - accuracy: 0.8340
Epoch 358/500
450/450 [==============================] - 0s 780us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 359/500
450/450 [==============================] - 0s 815us/step - loss: 0.3979 - accuracy: 0.8372
Epoch 360/500
450/450 [==============================] - 0s 788us/step - loss: 0.3983 - accuracy: 0.8363
Epoch 361/500
450/450 [==============================] - 0s 778us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 362/500
450/450 [==============================] - 0s 804us/step - loss: 0.3981 - accuracy: 0.8349
Epoch 363/500
450/450 [==============================] - 0s 783us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 364/500
450/450 [==============================] - 0s 787us/step - loss: 0.3983 - accuracy: 0.8358
Epoch 365/500
450/450 [==============================] - 0s 808us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 366/500
450/450 [==============================] - 0s 817us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 367/500
450/450 [==============================] - 0s 783us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 368/500
450/450 [==============================] - 0s 783us/step - loss: 0.3978 - accuracy: 0.8363
Epoch 369/500
450/450 [==============================] - 0s 777us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 370/500
450/450 [==============================] - 0s 799us/step - loss: 0.3978 - accuracy: 0.8349
Epoch 371/500
450/450 [==============================] - 0s 871us/step - loss: 0.3985 - accuracy: 0.8358
Epoch 372/500
450/450 [==============================] - 0s 806us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 373/500
450/450 [==============================] - 0s 787us/step - loss: 0.3982 - accuracy: 0.8353
Epoch 374/500
450/450 [==============================] - 0s 793us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 375/500
450/450 [==============================] - 0s 793us/step - loss: 0.3983 - accuracy: 0.8347
Epoch 376/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3973 - accuracy: 0.8347
Epoch 377/500
450/450 [==============================] - 0s 818us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 378/500
450/450 [==============================] - 0s 789us/step - loss: 0.3984 - accuracy: 0.8356
Epoch 379/500
450/450 [==============================] - 0s 786us/step - loss: 0.3981 - accuracy: 0.8349
Epoch 380/500
450/450 [==============================] - 0s 793us/step - loss: 0.3984 - accuracy: 0.8349
Epoch 381/500
450/450 [==============================] - 0s 809us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 382/500
450/450 [==============================] - 0s 787us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 383/500
450/450 [==============================] - 0s 809us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 384/500
450/450 [==============================] - 0s 798us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 385/500
450/450 [==============================] - 0s 831us/step - loss: 0.3981 - accuracy: 0.8361
Epoch 386/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3985 - accuracy: 0.8350
Epoch 387/500
450/450 [==============================] - 0s 785us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 388/500
450/450 [==============================] - 0s 830us/step - loss: 0.3985 - accuracy: 0.8363
Epoch 389/500
450/450 [==============================] - 0s 796us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 390/500
450/450 [==============================] - 0s 781us/step - loss: 0.3980 - accuracy: 0.8339
Epoch 391/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8343
Epoch 392/500
450/450 [==============================] - 0s 787us/step - loss: 0.3984 - accuracy: 0.8357
Epoch 393/500
450/450 [==============================] - 0s 780us/step - loss: 0.3978 - accuracy: 0.8349
Epoch 394/500
450/450 [==============================] - 0s 793us/step - loss: 0.3985 - accuracy: 0.8358
Epoch 395/500
450/450 [==============================] - 0s 781us/step - loss: 0.3976 - accuracy: 0.8378
Epoch 396/500
450/450 [==============================] - 0s 823us/step - loss: 0.3980 - accuracy: 0.8338
Epoch 397/500
450/450 [==============================] - 0s 784us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 398/500
450/450 [==============================] - 0s 781us/step - loss: 0.3974 - accuracy: 0.8356
Epoch 399/500
450/450 [==============================] - 0s 845us/step - loss: 0.3980 - accuracy: 0.8356
Epoch 400/500
450/450 [==============================] - 0s 810us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 401/500
450/450 [==============================] - 0s 851us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 402/500
450/450 [==============================] - 0s 850us/step - loss: 0.3982 - accuracy: 0.8360
Epoch 403/500
450/450 [==============================] - 0s 782us/step - loss: 0.3983 - accuracy: 0.8367
Epoch 404/500
450/450 [==============================] - 0s 794us/step - loss: 0.3984 - accuracy: 0.8357
Epoch 405/500
450/450 [==============================] - 0s 789us/step - loss: 0.3980 - accuracy: 0.8360
Epoch 406/500
450/450 [==============================] - 0s 813us/step - loss: 0.3984 - accuracy: 0.8356
Epoch 407/500
450/450 [==============================] - 0s 803us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 408/500
450/450 [==============================] - 0s 781us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 409/500
450/450 [==============================] - 0s 782us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 410/500
450/450 [==============================] - 0s 797us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 411/500
450/450 [==============================] - 0s 789us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 412/500
450/450 [==============================] - 0s 780us/step - loss: 0.3981 - accuracy: 0.8358
Epoch 413/500
450/450 [==============================] - 0s 872us/step - loss: 0.3985 - accuracy: 0.8354
Epoch 414/500
450/450 [==============================] - 0s 783us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 415/500
450/450 [==============================] - 0s 779us/step - loss: 0.3980 - accuracy: 0.8363
Epoch 416/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 417/500
450/450 [==============================] - 0s 782us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 418/500
450/450 [==============================] - 0s 791us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 419/500
450/450 [==============================] - 0s 788us/step - loss: 0.3979 - accuracy: 0.8344
Epoch 420/500
450/450 [==============================] - 0s 782us/step - loss: 0.3985 - accuracy: 0.8346
Epoch 421/500
450/450 [==============================] - 0s 792us/step - loss: 0.3980 - accuracy: 0.8344
Epoch 422/500
450/450 [==============================] - 0s 782us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 423/500
450/450 [==============================] - 0s 794us/step - loss: 0.3982 - accuracy: 0.8347
Epoch 424/500
450/450 [==============================] - 0s 800us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 425/500
450/450 [==============================] - 0s 794us/step - loss: 0.3984 - accuracy: 0.8349
Epoch 426/500
450/450 [==============================] - 0s 782us/step - loss: 0.3983 - accuracy: 0.8343
Epoch 427/500
450/450 [==============================] - 0s 805us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 428/500
450/450 [==============================] - 0s 828us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 429/500
450/450 [==============================] - 0s 800us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 430/500
450/450 [==============================] - 0s 789us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 431/500
450/450 [==============================] - 0s 784us/step - loss: 0.3976 - accuracy: 0.8367
Epoch 432/500
450/450 [==============================] - 0s 792us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 433/500
450/450 [==============================] - 0s 787us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 434/500
450/450 [==============================] - 0s 807us/step - loss: 0.3981 - accuracy: 0.8353
Epoch 435/500
450/450 [==============================] - 0s 798us/step - loss: 0.3981 - accuracy: 0.8358
Epoch 436/500
450/450 [==============================] - 0s 793us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 437/500
450/450 [==============================] - 0s 793us/step - loss: 0.3978 - accuracy: 0.8344
Epoch 438/500
450/450 [==============================] - 0s 802us/step - loss: 0.3979 - accuracy: 0.8353
Epoch 439/500
450/450 [==============================] - 0s 786us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 440/500
450/450 [==============================] - 0s 784us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 441/500
450/450 [==============================] - 0s 807us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 442/500
450/450 [==============================] - 0s 782us/step - loss: 0.3984 - accuracy: 0.8365
Epoch 443/500
450/450 [==============================] - 0s 816us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 444/500
450/450 [==============================] - 0s 792us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 445/500
450/450 [==============================] - 0s 781us/step - loss: 0.3978 - accuracy: 0.8356
Epoch 446/500
450/450 [==============================] - 0s 811us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 447/500
450/450 [==============================] - 0s 779us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 448/500
450/450 [==============================] - 0s 812us/step - loss: 0.3984 - accuracy: 0.8351
Epoch 449/500
450/450 [==============================] - 0s 780us/step - loss: 0.3980 - accuracy: 0.8346
Epoch 450/500
450/450 [==============================] - 0s 796us/step - loss: 0.3985 - accuracy: 0.8357
Epoch 451/500
450/450 [==============================] - 0s 798us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 452/500
450/450 [==============================] - 0s 823us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 453/500
450/450 [==============================] - 0s 777us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 454/500
450/450 [==============================] - 0s 811us/step - loss: 0.3979 - accuracy: 0.83570s - loss: 0.3861 - ac
Epoch 455/500
450/450 [==============================] - 0s 783us/step - loss: 0.3984 - accuracy: 0.8346
Epoch 456/500
450/450 [==============================] - 0s 780us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 457/500
450/450 [==============================] - 0s 824us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 458/500
450/450 [==============================] - 0s 793us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 459/500
450/450 [==============================] - 0s 792us/step - loss: 0.3981 - accuracy: 0.8364
Epoch 460/500
450/450 [==============================] - 0s 808us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 461/500
450/450 [==============================] - 0s 785us/step - loss: 0.3980 - accuracy: 0.8358
Epoch 462/500
450/450 [==============================] - 0s 800us/step - loss: 0.3983 - accuracy: 0.8346
Epoch 463/500
450/450 [==============================] - 0s 812us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 464/500
450/450 [==============================] - 0s 776us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 465/500
450/450 [==============================] - 0s 794us/step - loss: 0.3979 - accuracy: 0.8356
Epoch 466/500
450/450 [==============================] - 0s 824us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 467/500
450/450 [==============================] - 0s 781us/step - loss: 0.3984 - accuracy: 0.8363
Epoch 468/500
450/450 [==============================] - 0s 816us/step - loss: 0.3984 - accuracy: 0.8363
Epoch 469/500
450/450 [==============================] - 0s 790us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 470/500
450/450 [==============================] - 0s 777us/step - loss: 0.3983 - accuracy: 0.8361
Epoch 471/500
450/450 [==============================] - 0s 817us/step - loss: 0.3981 - accuracy: 0.8339
Epoch 472/500
450/450 [==============================] - 0s 789us/step - loss: 0.3983 - accuracy: 0.8358
Epoch 473/500
450/450 [==============================] - 0s 782us/step - loss: 0.3978 - accuracy: 0.8361
Epoch 474/500
450/450 [==============================] - 0s 799us/step - loss: 0.3982 - accuracy: 0.83580s - loss: 0.3981 - accuracy: 0.83
Epoch 475/500
450/450 [==============================] - 0s 789us/step - loss: 0.3986 - accuracy: 0.8354
Epoch 476/500
450/450 [==============================] - 0s 782us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 477/500
450/450 [==============================] - 0s 803us/step - loss: 0.3978 - accuracy: 0.8354
Epoch 478/500
450/450 [==============================] - 0s 782us/step - loss: 0.3983 - accuracy: 0.8344
Epoch 479/500
450/450 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8358
Epoch 480/500
450/450 [==============================] - 0s 811us/step - loss: 0.3984 - accuracy: 0.8360
Epoch 481/500
450/450 [==============================] - 0s 814us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 482/500
450/450 [==============================] - 0s 963us/step - loss: 0.3983 - accuracy: 0.8358
Epoch 483/500
450/450 [==============================] - 0s 796us/step - loss: 0.3980 - accuracy: 0.8335
Epoch 484/500
450/450 [==============================] - 0s 814us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 485/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8351
Epoch 486/500
450/450 [==============================] - 0s 823us/step - loss: 0.3985 - accuracy: 0.8336
Epoch 487/500
450/450 [==============================] - 0s 846us/step - loss: 0.3986 - accuracy: 0.8357
Epoch 488/500
450/450 [==============================] - 0s 799us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 489/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 490/500
450/450 [==============================] - 0s 816us/step - loss: 0.3982 - accuracy: 0.8374
Epoch 491/500
450/450 [==============================] - 0s 781us/step - loss: 0.3984 - accuracy: 0.8360
Epoch 492/500
450/450 [==============================] - 0s 786us/step - loss: 0.3983 - accuracy: 0.8346
Epoch 493/500
450/450 [==============================] - 0s 846us/step - loss: 0.3980 - accuracy: 0.8356
Epoch 494/500
450/450 [==============================] - 0s 787us/step - loss: 0.3986 - accuracy: 0.8351
Epoch 495/500
450/450 [==============================] - 0s 803us/step - loss: 0.3979 - accuracy: 0.8361
Epoch 496/500
450/450 [==============================] - 0s 779us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 497/500
450/450 [==============================] - 0s 786us/step - loss: 0.3978 - accuracy: 0.8351
Epoch 498/500
450/450 [==============================] - 0s 818us/step - loss: 0.3985 - accuracy: 0.8351
Epoch 499/500
450/450 [==============================] - 0s 791us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 500/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8356
Epoch 1/500
450/450 [==============================] - 0s 928us/step - loss: 0.5717 - accuracy: 0.7975
Epoch 2/500
450/450 [==============================] - 0s 889us/step - loss: 0.4392 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 928us/step - loss: 0.4316 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 834us/step - loss: 0.4284 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 907us/step - loss: 0.4249 - accuracy: 0.7986
Epoch 6/500
450/450 [==============================] - 0s 892us/step - loss: 0.4208 - accuracy: 0.8124
Epoch 7/500
450/450 [==============================] - 0s 870us/step - loss: 0.4169 - accuracy: 0.8279
Epoch 8/500
450/450 [==============================] - 0s 854us/step - loss: 0.4127 - accuracy: 0.8338
Epoch 9/500
450/450 [==============================] - 0s 832us/step - loss: 0.4092 - accuracy: 0.8360
Epoch 10/500
450/450 [==============================] - 0s 799us/step - loss: 0.4069 - accuracy: 0.8372
Epoch 11/500
450/450 [==============================] - 0s 810us/step - loss: 0.4047 - accuracy: 0.8371
Epoch 12/500
450/450 [==============================] - 0s 789us/step - loss: 0.4025 - accuracy: 0.8367
Epoch 13/500
450/450 [==============================] - 0s 844us/step - loss: 0.4009 - accuracy: 0.8382
Epoch 14/500
450/450 [==============================] - 0s 855us/step - loss: 0.3996 - accuracy: 0.8388
Epoch 15/500
450/450 [==============================] - 0s 909us/step - loss: 0.3985 - accuracy: 0.8392
Epoch 16/500
450/450 [==============================] - 0s 830us/step - loss: 0.3976 - accuracy: 0.8397
Epoch 17/500
450/450 [==============================] - 0s 811us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 18/500
450/450 [==============================] - 0s 787us/step - loss: 0.3962 - accuracy: 0.8392
Epoch 19/500
450/450 [==============================] - 0s 789us/step - loss: 0.3954 - accuracy: 0.8403
Epoch 20/500
450/450 [==============================] - 0s 828us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 21/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3949 - accuracy: 0.8382
Epoch 22/500
450/450 [==============================] - 0s 869us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 23/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8385
Epoch 24/500
450/450 [==============================] - 0s 992us/step - loss: 0.3940 - accuracy: 0.8397
Epoch 25/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3933 - accuracy: 0.8393
Epoch 26/500
450/450 [==============================] - 0s 888us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 27/500
450/450 [==============================] - 0s 877us/step - loss: 0.3926 - accuracy: 0.8404
Epoch 28/500
450/450 [==============================] - 0s 846us/step - loss: 0.3926 - accuracy: 0.8401
Epoch 29/500
450/450 [==============================] - 0s 808us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 30/500
450/450 [==============================] - 0s 789us/step - loss: 0.3920 - accuracy: 0.8394
Epoch 31/500
450/450 [==============================] - 0s 805us/step - loss: 0.3918 - accuracy: 0.8401
Epoch 32/500
450/450 [==============================] - 0s 804us/step - loss: 0.3918 - accuracy: 0.8408
Epoch 33/500
450/450 [==============================] - 0s 794us/step - loss: 0.3916 - accuracy: 0.8400
Epoch 34/500
450/450 [==============================] - 0s 799us/step - loss: 0.3917 - accuracy: 0.8406
Epoch 35/500
450/450 [==============================] - 0s 817us/step - loss: 0.3913 - accuracy: 0.8403
Epoch 36/500
450/450 [==============================] - 0s 787us/step - loss: 0.3914 - accuracy: 0.8408
Epoch 37/500
450/450 [==============================] - 0s 814us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 38/500
450/450 [==============================] - 0s 790us/step - loss: 0.3913 - accuracy: 0.8401
Epoch 39/500
450/450 [==============================] - 0s 803us/step - loss: 0.3911 - accuracy: 0.8400
Epoch 40/500
450/450 [==============================] - 0s 809us/step - loss: 0.3914 - accuracy: 0.8413
Epoch 41/500
450/450 [==============================] - 0s 783us/step - loss: 0.3909 - accuracy: 0.8414
Epoch 42/500
450/450 [==============================] - 0s 796us/step - loss: 0.3906 - accuracy: 0.84080s - loss: 0.3899 - accuracy: 0.84
Epoch 43/500
450/450 [==============================] - 0s 840us/step - loss: 0.3912 - accuracy: 0.8403
Epoch 44/500
450/450 [==============================] - 0s 792us/step - loss: 0.3908 - accuracy: 0.8406
Epoch 45/500
450/450 [==============================] - 0s 796us/step - loss: 0.3909 - accuracy: 0.8397
Epoch 46/500
450/450 [==============================] - 0s 796us/step - loss: 0.3908 - accuracy: 0.8415
Epoch 47/500
450/450 [==============================] - 0s 799us/step - loss: 0.3908 - accuracy: 0.8399
Epoch 48/500
450/450 [==============================] - 0s 811us/step - loss: 0.3909 - accuracy: 0.8401
Epoch 49/500
450/450 [==============================] - 0s 788us/step - loss: 0.3906 - accuracy: 0.8410
Epoch 50/500
450/450 [==============================] - 0s 798us/step - loss: 0.3904 - accuracy: 0.8407
Epoch 51/500
450/450 [==============================] - 0s 820us/step - loss: 0.3907 - accuracy: 0.8415
Epoch 52/500
450/450 [==============================] - 0s 794us/step - loss: 0.3907 - accuracy: 0.8414
Epoch 53/500
450/450 [==============================] - 0s 793us/step - loss: 0.3906 - accuracy: 0.8410
Epoch 54/500
450/450 [==============================] - 0s 817us/step - loss: 0.3909 - accuracy: 0.8401
Epoch 55/500
450/450 [==============================] - 0s 794us/step - loss: 0.3908 - accuracy: 0.8400
Epoch 56/500
450/450 [==============================] - 0s 822us/step - loss: 0.3907 - accuracy: 0.8408
Epoch 57/500
450/450 [==============================] - 0s 799us/step - loss: 0.3902 - accuracy: 0.8415
Epoch 58/500
450/450 [==============================] - 0s 792us/step - loss: 0.3907 - accuracy: 0.8410
Epoch 59/500
450/450 [==============================] - 0s 816us/step - loss: 0.3909 - accuracy: 0.8406
Epoch 60/500
450/450 [==============================] - 0s 800us/step - loss: 0.3904 - accuracy: 0.8411
Epoch 61/500
450/450 [==============================] - 0s 793us/step - loss: 0.3907 - accuracy: 0.8431
Epoch 62/500
450/450 [==============================] - 0s 799us/step - loss: 0.3901 - accuracy: 0.8413
Epoch 63/500
450/450 [==============================] - 0s 786us/step - loss: 0.3906 - accuracy: 0.8408
Epoch 64/500
450/450 [==============================] - 0s 795us/step - loss: 0.3903 - accuracy: 0.8397
Epoch 65/500
450/450 [==============================] - 0s 817us/step - loss: 0.3900 - accuracy: 0.8415
Epoch 66/500
450/450 [==============================] - 0s 795us/step - loss: 0.3904 - accuracy: 0.8399
Epoch 67/500
450/450 [==============================] - 0s 792us/step - loss: 0.3903 - accuracy: 0.8406
Epoch 68/500
450/450 [==============================] - 0s 821us/step - loss: 0.3902 - accuracy: 0.8418
Epoch 69/500
450/450 [==============================] - 0s 791us/step - loss: 0.3903 - accuracy: 0.8419
Epoch 70/500
450/450 [==============================] - 0s 847us/step - loss: 0.3903 - accuracy: 0.8414
Epoch 71/500
450/450 [==============================] - 0s 805us/step - loss: 0.3902 - accuracy: 0.8410
Epoch 72/500
450/450 [==============================] - 0s 794us/step - loss: 0.3898 - accuracy: 0.8410
Epoch 73/500
450/450 [==============================] - 0s 885us/step - loss: 0.3901 - accuracy: 0.8404
Epoch 74/500
450/450 [==============================] - 0s 789us/step - loss: 0.3900 - accuracy: 0.8408
Epoch 75/500
450/450 [==============================] - 0s 792us/step - loss: 0.3900 - accuracy: 0.8418
Epoch 76/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3899 - accuracy: 0.8408
Epoch 77/500
450/450 [==============================] - 0s 802us/step - loss: 0.3897 - accuracy: 0.8415
Epoch 78/500
450/450 [==============================] - 0s 821us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 79/500
450/450 [==============================] - 0s 796us/step - loss: 0.3898 - accuracy: 0.8411
Epoch 80/500
450/450 [==============================] - 0s 784us/step - loss: 0.3899 - accuracy: 0.8413
Epoch 81/500
450/450 [==============================] - 0s 815us/step - loss: 0.3895 - accuracy: 0.8408
Epoch 82/500
450/450 [==============================] - 0s 787us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 83/500
450/450 [==============================] - 0s 836us/step - loss: 0.3893 - accuracy: 0.84180s - loss: 0.3955 - accuracy: 
Epoch 84/500
450/450 [==============================] - 0s 795us/step - loss: 0.3896 - accuracy: 0.8399
Epoch 85/500
450/450 [==============================] - 0s 792us/step - loss: 0.3893 - accuracy: 0.8428
Epoch 86/500
450/450 [==============================] - 0s 797us/step - loss: 0.3896 - accuracy: 0.8403
Epoch 87/500
450/450 [==============================] - 0s 813us/step - loss: 0.3895 - accuracy: 0.8422
Epoch 88/500
450/450 [==============================] - 0s 801us/step - loss: 0.3893 - accuracy: 0.8414
Epoch 89/500
450/450 [==============================] - 0s 810us/step - loss: 0.3898 - accuracy: 0.8419
Epoch 90/500
450/450 [==============================] - 0s 792us/step - loss: 0.3894 - accuracy: 0.8440
Epoch 91/500
450/450 [==============================] - 0s 785us/step - loss: 0.3897 - accuracy: 0.8418
Epoch 92/500
450/450 [==============================] - 0s 814us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 93/500
450/450 [==============================] - 0s 794us/step - loss: 0.3894 - accuracy: 0.8404
Epoch 94/500
450/450 [==============================] - 0s 816us/step - loss: 0.3893 - accuracy: 0.8422
Epoch 95/500
450/450 [==============================] - 0s 793us/step - loss: 0.3896 - accuracy: 0.8413
Epoch 96/500
450/450 [==============================] - 0s 786us/step - loss: 0.3895 - accuracy: 0.8414
Epoch 97/500
450/450 [==============================] - 0s 804us/step - loss: 0.3895 - accuracy: 0.8406
Epoch 98/500
450/450 [==============================] - 0s 803us/step - loss: 0.3895 - accuracy: 0.8414
Epoch 99/500
450/450 [==============================] - 0s 793us/step - loss: 0.3897 - accuracy: 0.8419
Epoch 100/500
450/450 [==============================] - 0s 811us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 101/500
450/450 [==============================] - 0s 793us/step - loss: 0.3895 - accuracy: 0.8410
Epoch 102/500
450/450 [==============================] - 0s 793us/step - loss: 0.3898 - accuracy: 0.8417
Epoch 103/500
450/450 [==============================] - 0s 798us/step - loss: 0.3897 - accuracy: 0.8419
Epoch 104/500
450/450 [==============================] - 0s 796us/step - loss: 0.3897 - accuracy: 0.8414
Epoch 105/500
450/450 [==============================] - 0s 815us/step - loss: 0.3895 - accuracy: 0.8411
Epoch 106/500
450/450 [==============================] - 0s 805us/step - loss: 0.3898 - accuracy: 0.8414
Epoch 107/500
450/450 [==============================] - 0s 812us/step - loss: 0.3891 - accuracy: 0.8426
Epoch 108/500
450/450 [==============================] - 0s 790us/step - loss: 0.3895 - accuracy: 0.8415
Epoch 109/500
450/450 [==============================] - 0s 793us/step - loss: 0.3899 - accuracy: 0.8390
Epoch 110/500
450/450 [==============================] - 0s 798us/step - loss: 0.3891 - accuracy: 0.8433
Epoch 111/500
450/450 [==============================] - 0s 808us/step - loss: 0.3895 - accuracy: 0.8426
Epoch 112/500
450/450 [==============================] - 0s 789us/step - loss: 0.3893 - accuracy: 0.8425
Epoch 113/500
450/450 [==============================] - 0s 791us/step - loss: 0.3898 - accuracy: 0.8442
Epoch 114/500
450/450 [==============================] - 0s 806us/step - loss: 0.3892 - accuracy: 0.8429
Epoch 115/500
450/450 [==============================] - 0s 788us/step - loss: 0.3896 - accuracy: 0.8439
Epoch 116/500
450/450 [==============================] - 0s 810us/step - loss: 0.3895 - accuracy: 0.8422
Epoch 117/500
450/450 [==============================] - 0s 805us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 118/500
450/450 [==============================] - 0s 787us/step - loss: 0.3895 - accuracy: 0.8426
Epoch 119/500
450/450 [==============================] - 0s 804us/step - loss: 0.3896 - accuracy: 0.8424
Epoch 120/500
450/450 [==============================] - 0s 793us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 121/500
450/450 [==============================] - 0s 806us/step - loss: 0.3890 - accuracy: 0.8424
Epoch 122/500
450/450 [==============================] - 0s 806us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 123/500
450/450 [==============================] - 0s 790us/step - loss: 0.3896 - accuracy: 0.8425
Epoch 124/500
450/450 [==============================] - 0s 783us/step - loss: 0.3897 - accuracy: 0.8424
Epoch 125/500
450/450 [==============================] - 0s 819us/step - loss: 0.3895 - accuracy: 0.8426
Epoch 126/500
450/450 [==============================] - 0s 794us/step - loss: 0.3897 - accuracy: 0.8426
Epoch 127/500
450/450 [==============================] - 0s 783us/step - loss: 0.3895 - accuracy: 0.8422
Epoch 128/500
450/450 [==============================] - 0s 807us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 129/500
450/450 [==============================] - 0s 783us/step - loss: 0.3895 - accuracy: 0.8428
Epoch 130/500
450/450 [==============================] - 0s 809us/step - loss: 0.3898 - accuracy: 0.8411
Epoch 131/500
450/450 [==============================] - 0s 789us/step - loss: 0.3891 - accuracy: 0.8431
Epoch 132/500
450/450 [==============================] - 0s 789us/step - loss: 0.3900 - accuracy: 0.8413
Epoch 133/500
450/450 [==============================] - 0s 814us/step - loss: 0.3899 - accuracy: 0.8419
Epoch 134/500
450/450 [==============================] - 0s 791us/step - loss: 0.3895 - accuracy: 0.8425
Epoch 135/500
450/450 [==============================] - 0s 786us/step - loss: 0.3895 - accuracy: 0.8417
Epoch 136/500
450/450 [==============================] - 0s 809us/step - loss: 0.3896 - accuracy: 0.8425
Epoch 137/500
450/450 [==============================] - 0s 789us/step - loss: 0.3892 - accuracy: 0.8415
Epoch 138/500
450/450 [==============================] - 0s 801us/step - loss: 0.3895 - accuracy: 0.8403
Epoch 139/500
450/450 [==============================] - 0s 818us/step - loss: 0.3893 - accuracy: 0.8424
Epoch 140/500
450/450 [==============================] - 0s 796us/step - loss: 0.3893 - accuracy: 0.8439
Epoch 141/500
450/450 [==============================] - 0s 817us/step - loss: 0.3896 - accuracy: 0.8426
Epoch 142/500
450/450 [==============================] - 0s 796us/step - loss: 0.3889 - accuracy: 0.8417
Epoch 143/500
450/450 [==============================] - 0s 784us/step - loss: 0.3890 - accuracy: 0.8425
Epoch 144/500
450/450 [==============================] - 0s 816us/step - loss: 0.3895 - accuracy: 0.8417
Epoch 145/500
450/450 [==============================] - 0s 791us/step - loss: 0.3890 - accuracy: 0.8435
Epoch 146/500
450/450 [==============================] - 0s 789us/step - loss: 0.3897 - accuracy: 0.8425
Epoch 147/500
450/450 [==============================] - 0s 817us/step - loss: 0.3893 - accuracy: 0.8417
Epoch 148/500
450/450 [==============================] - 0s 793us/step - loss: 0.3892 - accuracy: 0.8426
Epoch 149/500
450/450 [==============================] - 0s 795us/step - loss: 0.3892 - accuracy: 0.8422
Epoch 150/500
450/450 [==============================] - 0s 814us/step - loss: 0.3895 - accuracy: 0.8426
Epoch 151/500
450/450 [==============================] - 0s 786us/step - loss: 0.3897 - accuracy: 0.8429
Epoch 152/500
450/450 [==============================] - 0s 798us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 153/500
450/450 [==============================] - 0s 801us/step - loss: 0.3894 - accuracy: 0.8435
Epoch 154/500
450/450 [==============================] - 0s 787us/step - loss: 0.3895 - accuracy: 0.8418
Epoch 155/500
450/450 [==============================] - 0s 822us/step - loss: 0.3891 - accuracy: 0.84280s - loss: 0.3900 - accuracy: 0.
Epoch 156/500
450/450 [==============================] - 0s 786us/step - loss: 0.3889 - accuracy: 0.8426
Epoch 157/500
450/450 [==============================] - 0s 789us/step - loss: 0.3892 - accuracy: 0.8414
Epoch 158/500
450/450 [==============================] - 0s 817us/step - loss: 0.3892 - accuracy: 0.8428
Epoch 159/500
450/450 [==============================] - 0s 788us/step - loss: 0.3894 - accuracy: 0.8436
Epoch 160/500
450/450 [==============================] - 0s 790us/step - loss: 0.3892 - accuracy: 0.8429
Epoch 161/500
450/450 [==============================] - 0s 848us/step - loss: 0.3891 - accuracy: 0.8435
Epoch 162/500
450/450 [==============================] - 0s 791us/step - loss: 0.3888 - accuracy: 0.8429
Epoch 163/500
450/450 [==============================] - 0s 807us/step - loss: 0.3894 - accuracy: 0.8440
Epoch 164/500
450/450 [==============================] - 0s 797us/step - loss: 0.3888 - accuracy: 0.8417
Epoch 165/500
450/450 [==============================] - 0s 793us/step - loss: 0.3893 - accuracy: 0.8418
Epoch 166/500
450/450 [==============================] - 0s 812us/step - loss: 0.3894 - accuracy: 0.8421
Epoch 167/500
450/450 [==============================] - 0s 791us/step - loss: 0.3890 - accuracy: 0.8426
Epoch 168/500
450/450 [==============================] - 0s 786us/step - loss: 0.3892 - accuracy: 0.8431
Epoch 169/500
450/450 [==============================] - 0s 816us/step - loss: 0.3894 - accuracy: 0.8424
Epoch 170/500
450/450 [==============================] - 0s 806us/step - loss: 0.3892 - accuracy: 0.8442
Epoch 171/500
450/450 [==============================] - 0s 976us/step - loss: 0.3894 - accuracy: 0.8429
Epoch 172/500
450/450 [==============================] - 0s 889us/step - loss: 0.3892 - accuracy: 0.8439
Epoch 173/500
450/450 [==============================] - 0s 797us/step - loss: 0.3892 - accuracy: 0.8425
Epoch 174/500
450/450 [==============================] - 0s 804us/step - loss: 0.3893 - accuracy: 0.8436
Epoch 175/500
450/450 [==============================] - 0s 797us/step - loss: 0.3893 - accuracy: 0.8425
Epoch 176/500
450/450 [==============================] - 0s 795us/step - loss: 0.3894 - accuracy: 0.8433
Epoch 177/500
450/450 [==============================] - 0s 808us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 178/500
450/450 [==============================] - 0s 791us/step - loss: 0.3894 - accuracy: 0.8415
Epoch 179/500
450/450 [==============================] - 0s 793us/step - loss: 0.3888 - accuracy: 0.8417
Epoch 180/500
450/450 [==============================] - 0s 815us/step - loss: 0.3895 - accuracy: 0.8424
Epoch 181/500
450/450 [==============================] - 0s 793us/step - loss: 0.3894 - accuracy: 0.8425
Epoch 182/500
450/450 [==============================] - 0s 803us/step - loss: 0.3893 - accuracy: 0.8424
Epoch 183/500
450/450 [==============================] - 0s 793us/step - loss: 0.3894 - accuracy: 0.8422
Epoch 184/500
450/450 [==============================] - 0s 797us/step - loss: 0.3887 - accuracy: 0.8429
Epoch 185/500
450/450 [==============================] - 0s 810us/step - loss: 0.3893 - accuracy: 0.8425
Epoch 186/500
450/450 [==============================] - 0s 793us/step - loss: 0.3894 - accuracy: 0.8442
Epoch 187/500
450/450 [==============================] - 0s 798us/step - loss: 0.3892 - accuracy: 0.8442
Epoch 188/500
450/450 [==============================] - 0s 809us/step - loss: 0.3894 - accuracy: 0.8419
Epoch 189/500
450/450 [==============================] - 0s 797us/step - loss: 0.3892 - accuracy: 0.8425
Epoch 190/500
450/450 [==============================] - 0s 806us/step - loss: 0.3891 - accuracy: 0.8422
Epoch 191/500
450/450 [==============================] - 0s 791us/step - loss: 0.3894 - accuracy: 0.8428
Epoch 192/500
450/450 [==============================] - 0s 787us/step - loss: 0.3894 - accuracy: 0.8433
Epoch 193/500
450/450 [==============================] - 0s 803us/step - loss: 0.3893 - accuracy: 0.8436
Epoch 194/500
450/450 [==============================] - 0s 808us/step - loss: 0.3894 - accuracy: 0.8429
Epoch 195/500
450/450 [==============================] - 0s 790us/step - loss: 0.3894 - accuracy: 0.8439
Epoch 196/500
450/450 [==============================] - 0s 804us/step - loss: 0.3890 - accuracy: 0.8435
Epoch 197/500
450/450 [==============================] - 0s 792us/step - loss: 0.3890 - accuracy: 0.8435
Epoch 198/500
450/450 [==============================] - 0s 800us/step - loss: 0.3892 - accuracy: 0.8440
Epoch 199/500
450/450 [==============================] - 0s 802us/step - loss: 0.3890 - accuracy: 0.8424
Epoch 200/500
450/450 [==============================] - 0s 798us/step - loss: 0.3891 - accuracy: 0.8435
Epoch 201/500
450/450 [==============================] - 0s 801us/step - loss: 0.3890 - accuracy: 0.8435
Epoch 202/500
450/450 [==============================] - 0s 801us/step - loss: 0.3894 - accuracy: 0.8444
Epoch 203/500
450/450 [==============================] - 0s 795us/step - loss: 0.3892 - accuracy: 0.8419
Epoch 204/500
450/450 [==============================] - 0s 807us/step - loss: 0.3893 - accuracy: 0.8425
Epoch 205/500
450/450 [==============================] - 0s 805us/step - loss: 0.3891 - accuracy: 0.8433
Epoch 206/500
450/450 [==============================] - 0s 786us/step - loss: 0.3893 - accuracy: 0.8418
Epoch 207/500
450/450 [==============================] - 0s 800us/step - loss: 0.3891 - accuracy: 0.8431
Epoch 208/500
450/450 [==============================] - 0s 803us/step - loss: 0.3893 - accuracy: 0.8422
Epoch 209/500
450/450 [==============================] - 0s 799us/step - loss: 0.3892 - accuracy: 0.8419
Epoch 210/500
450/450 [==============================] - 0s 799us/step - loss: 0.3891 - accuracy: 0.8440
Epoch 211/500
450/450 [==============================] - 0s 788us/step - loss: 0.3890 - accuracy: 0.8418
Epoch 212/500
450/450 [==============================] - 0s 820us/step - loss: 0.3894 - accuracy: 0.8443
Epoch 213/500
450/450 [==============================] - 0s 801us/step - loss: 0.3884 - accuracy: 0.8438
Epoch 214/500
450/450 [==============================] - 0s 790us/step - loss: 0.3897 - accuracy: 0.8421
Epoch 215/500
450/450 [==============================] - 0s 810us/step - loss: 0.3894 - accuracy: 0.8433
Epoch 216/500
450/450 [==============================] - 0s 802us/step - loss: 0.3899 - accuracy: 0.8424
Epoch 217/500
450/450 [==============================] - 0s 787us/step - loss: 0.3894 - accuracy: 0.8432
Epoch 218/500
450/450 [==============================] - 0s 802us/step - loss: 0.3893 - accuracy: 0.8435
Epoch 219/500
450/450 [==============================] - 0s 789us/step - loss: 0.3894 - accuracy: 0.8440
Epoch 220/500
450/450 [==============================] - 0s 844us/step - loss: 0.3893 - accuracy: 0.8435
Epoch 221/500
450/450 [==============================] - 0s 887us/step - loss: 0.3893 - accuracy: 0.8431
Epoch 222/500
450/450 [==============================] - 0s 790us/step - loss: 0.3894 - accuracy: 0.8425
Epoch 223/500
450/450 [==============================] - 0s 796us/step - loss: 0.3893 - accuracy: 0.8433
Epoch 224/500
450/450 [==============================] - 0s 807us/step - loss: 0.3892 - accuracy: 0.8417
Epoch 225/500
450/450 [==============================] - 0s 802us/step - loss: 0.3894 - accuracy: 0.8433
Epoch 226/500
450/450 [==============================] - 0s 809us/step - loss: 0.3891 - accuracy: 0.8415
Epoch 227/500
450/450 [==============================] - 0s 800us/step - loss: 0.3896 - accuracy: 0.8433
Epoch 228/500
450/450 [==============================] - 0s 790us/step - loss: 0.3890 - accuracy: 0.8438
Epoch 229/500
450/450 [==============================] - 0s 805us/step - loss: 0.3891 - accuracy: 0.8429
Epoch 230/500
450/450 [==============================] - 0s 798us/step - loss: 0.3896 - accuracy: 0.8429
Epoch 231/500
450/450 [==============================] - 0s 801us/step - loss: 0.3895 - accuracy: 0.8435
Epoch 232/500
450/450 [==============================] - 0s 808us/step - loss: 0.3895 - accuracy: 0.8424
Epoch 233/500
450/450 [==============================] - 0s 792us/step - loss: 0.3890 - accuracy: 0.8436
Epoch 234/500
450/450 [==============================] - 0s 797us/step - loss: 0.3892 - accuracy: 0.8436
Epoch 235/500
450/450 [==============================] - 0s 814us/step - loss: 0.3895 - accuracy: 0.8414
Epoch 236/500
450/450 [==============================] - 0s 798us/step - loss: 0.3895 - accuracy: 0.8422
Epoch 237/500
450/450 [==============================] - 0s 844us/step - loss: 0.3897 - accuracy: 0.8418
Epoch 238/500
450/450 [==============================] - 0s 827us/step - loss: 0.3893 - accuracy: 0.8421
Epoch 239/500
450/450 [==============================] - 0s 795us/step - loss: 0.3898 - accuracy: 0.8426
Epoch 240/500
450/450 [==============================] - 0s 810us/step - loss: 0.3892 - accuracy: 0.8425
Epoch 241/500
450/450 [==============================] - 0s 792us/step - loss: 0.3896 - accuracy: 0.8421
Epoch 242/500
450/450 [==============================] - 0s 792us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 243/500
450/450 [==============================] - 0s 815us/step - loss: 0.3891 - accuracy: 0.8443
Epoch 244/500
450/450 [==============================] - 0s 792us/step - loss: 0.3893 - accuracy: 0.8424
Epoch 245/500
450/450 [==============================] - 0s 782us/step - loss: 0.3890 - accuracy: 0.8450
Epoch 246/500
450/450 [==============================] - 0s 803us/step - loss: 0.3886 - accuracy: 0.8417
Epoch 247/500
450/450 [==============================] - 0s 787us/step - loss: 0.3894 - accuracy: 0.8424
Epoch 248/500
450/450 [==============================] - 0s 826us/step - loss: 0.3895 - accuracy: 0.8443
Epoch 249/500
450/450 [==============================] - 0s 796us/step - loss: 0.3894 - accuracy: 0.8451
Epoch 250/500
450/450 [==============================] - 0s 788us/step - loss: 0.3893 - accuracy: 0.8440
Epoch 251/500
450/450 [==============================] - 0s 819us/step - loss: 0.3895 - accuracy: 0.8436
Epoch 252/500
450/450 [==============================] - 0s 812us/step - loss: 0.3890 - accuracy: 0.8440
Epoch 253/500
450/450 [==============================] - 0s 796us/step - loss: 0.3897 - accuracy: 0.8413
Epoch 254/500
450/450 [==============================] - 0s 811us/step - loss: 0.3894 - accuracy: 0.8438
Epoch 255/500
450/450 [==============================] - 0s 793us/step - loss: 0.3894 - accuracy: 0.8449
Epoch 256/500
450/450 [==============================] - 0s 813us/step - loss: 0.3895 - accuracy: 0.8426
Epoch 257/500
450/450 [==============================] - 0s 791us/step - loss: 0.3893 - accuracy: 0.8431
Epoch 258/500
450/450 [==============================] - 0s 786us/step - loss: 0.3896 - accuracy: 0.8431
Epoch 259/500
450/450 [==============================] - 0s 787us/step - loss: 0.3894 - accuracy: 0.8418
Epoch 260/500
450/450 [==============================] - 0s 831us/step - loss: 0.3896 - accuracy: 0.8436
Epoch 261/500
450/450 [==============================] - 0s 798us/step - loss: 0.3892 - accuracy: 0.8435
Epoch 262/500
450/450 [==============================] - 0s 812us/step - loss: 0.3897 - accuracy: 0.8432
Epoch 263/500
450/450 [==============================] - 0s 799us/step - loss: 0.3898 - accuracy: 0.8436
Epoch 264/500
450/450 [==============================] - 0s 791us/step - loss: 0.3893 - accuracy: 0.8444
Epoch 265/500
450/450 [==============================] - 0s 825us/step - loss: 0.3892 - accuracy: 0.8435
Epoch 266/500
450/450 [==============================] - 0s 793us/step - loss: 0.3895 - accuracy: 0.8442
Epoch 267/500
450/450 [==============================] - 0s 809us/step - loss: 0.3896 - accuracy: 0.8435
Epoch 268/500
450/450 [==============================] - 0s 793us/step - loss: 0.3893 - accuracy: 0.8443
Epoch 269/500
450/450 [==============================] - 0s 791us/step - loss: 0.3892 - accuracy: 0.8436
Epoch 270/500
450/450 [==============================] - 0s 791us/step - loss: 0.3897 - accuracy: 0.8447
Epoch 271/500
450/450 [==============================] - 0s 904us/step - loss: 0.3893 - accuracy: 0.8428
Epoch 272/500
450/450 [==============================] - 0s 840us/step - loss: 0.3891 - accuracy: 0.8440
Epoch 273/500
450/450 [==============================] - 0s 819us/step - loss: 0.3894 - accuracy: 0.8442
Epoch 274/500
450/450 [==============================] - 0s 811us/step - loss: 0.3899 - accuracy: 0.8426
Epoch 275/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3898 - accuracy: 0.8435
Epoch 276/500
450/450 [==============================] - 0s 935us/step - loss: 0.3894 - accuracy: 0.8432
Epoch 277/500
450/450 [==============================] - 0s 889us/step - loss: 0.3899 - accuracy: 0.8435
Epoch 278/500
450/450 [==============================] - 0s 808us/step - loss: 0.3895 - accuracy: 0.8440
Epoch 279/500
450/450 [==============================] - 0s 788us/step - loss: 0.3894 - accuracy: 0.8432
Epoch 280/500
450/450 [==============================] - 0s 790us/step - loss: 0.3897 - accuracy: 0.8431
Epoch 281/500
450/450 [==============================] - 0s 819us/step - loss: 0.3898 - accuracy: 0.8443
Epoch 282/500
450/450 [==============================] - 0s 793us/step - loss: 0.3893 - accuracy: 0.8438
Epoch 283/500
450/450 [==============================] - 0s 815us/step - loss: 0.3901 - accuracy: 0.8439
Epoch 284/500
450/450 [==============================] - 0s 795us/step - loss: 0.3896 - accuracy: 0.8454
Epoch 285/500
450/450 [==============================] - 0s 805us/step - loss: 0.3893 - accuracy: 0.8428
Epoch 286/500
450/450 [==============================] - 0s 804us/step - loss: 0.3892 - accuracy: 0.8433
Epoch 287/500
450/450 [==============================] - 0s 792us/step - loss: 0.3898 - accuracy: 0.8436
Epoch 288/500
450/450 [==============================] - 0s 798us/step - loss: 0.3900 - accuracy: 0.8436
Epoch 289/500
450/450 [==============================] - 0s 825us/step - loss: 0.3896 - accuracy: 0.8444
Epoch 290/500
450/450 [==============================] - 0s 781us/step - loss: 0.3897 - accuracy: 0.8444
Epoch 291/500
450/450 [==============================] - 0s 803us/step - loss: 0.3897 - accuracy: 0.8446
Epoch 292/500
450/450 [==============================] - 0s 790us/step - loss: 0.3897 - accuracy: 0.8422
Epoch 293/500
450/450 [==============================] - 0s 787us/step - loss: 0.3891 - accuracy: 0.8446
Epoch 294/500
450/450 [==============================] - 0s 810us/step - loss: 0.3896 - accuracy: 0.8440
Epoch 295/500
450/450 [==============================] - 0s 794us/step - loss: 0.3892 - accuracy: 0.8442
Epoch 296/500
450/450 [==============================] - 0s 797us/step - loss: 0.3894 - accuracy: 0.8431
Epoch 297/500
450/450 [==============================] - 0s 813us/step - loss: 0.3893 - accuracy: 0.8442
Epoch 298/500
450/450 [==============================] - 0s 794us/step - loss: 0.3896 - accuracy: 0.8419
Epoch 299/500
450/450 [==============================] - 0s 788us/step - loss: 0.3894 - accuracy: 0.8438
Epoch 300/500
450/450 [==============================] - 0s 811us/step - loss: 0.3896 - accuracy: 0.8418
Epoch 301/500
450/450 [==============================] - 0s 787us/step - loss: 0.3892 - accuracy: 0.8440
Epoch 302/500
450/450 [==============================] - 0s 805us/step - loss: 0.3893 - accuracy: 0.8442
Epoch 303/500
450/450 [==============================] - 0s 817us/step - loss: 0.3897 - accuracy: 0.8433
Epoch 304/500
450/450 [==============================] - 0s 792us/step - loss: 0.3894 - accuracy: 0.8440
Epoch 305/500
450/450 [==============================] - 0s 826us/step - loss: 0.3895 - accuracy: 0.8449
Epoch 306/500
450/450 [==============================] - 0s 786us/step - loss: 0.3893 - accuracy: 0.8438
Epoch 307/500
450/450 [==============================] - 0s 790us/step - loss: 0.3892 - accuracy: 0.8429
Epoch 308/500
450/450 [==============================] - 0s 813us/step - loss: 0.3893 - accuracy: 0.8439
Epoch 309/500
450/450 [==============================] - 0s 792us/step - loss: 0.3894 - accuracy: 0.8447
Epoch 310/500
450/450 [==============================] - 0s 787us/step - loss: 0.3893 - accuracy: 0.8435
Epoch 311/500
450/450 [==============================] - 0s 816us/step - loss: 0.3893 - accuracy: 0.8442
Epoch 312/500
450/450 [==============================] - 0s 800us/step - loss: 0.3892 - accuracy: 0.8439
Epoch 313/500
450/450 [==============================] - 0s 801us/step - loss: 0.3894 - accuracy: 0.8435
Epoch 314/500
450/450 [==============================] - 0s 856us/step - loss: 0.3896 - accuracy: 0.8438
Epoch 315/500
450/450 [==============================] - 0s 783us/step - loss: 0.3899 - accuracy: 0.8440
Epoch 316/500
450/450 [==============================] - 0s 837us/step - loss: 0.3891 - accuracy: 0.8438
Epoch 317/500
450/450 [==============================] - 0s 803us/step - loss: 0.3890 - accuracy: 0.8440
Epoch 318/500
450/450 [==============================] - 0s 797us/step - loss: 0.3893 - accuracy: 0.8449
Epoch 319/500
450/450 [==============================] - 0s 801us/step - loss: 0.3891 - accuracy: 0.8454
Epoch 320/500
450/450 [==============================] - 0s 794us/step - loss: 0.3896 - accuracy: 0.8433
Epoch 321/500
450/450 [==============================] - 0s 794us/step - loss: 0.3893 - accuracy: 0.8449
Epoch 322/500
450/450 [==============================] - 0s 802us/step - loss: 0.3895 - accuracy: 0.8429
Epoch 323/500
450/450 [==============================] - 0s 798us/step - loss: 0.3893 - accuracy: 0.8443
Epoch 324/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3894 - accuracy: 0.8446
Epoch 325/500
450/450 [==============================] - 0s 992us/step - loss: 0.3896 - accuracy: 0.8435
Epoch 326/500
450/450 [==============================] - 0s 884us/step - loss: 0.3894 - accuracy: 0.8440
Epoch 327/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8444
Epoch 328/500
450/450 [==============================] - 0s 946us/step - loss: 0.3895 - accuracy: 0.8419
Epoch 329/500
450/450 [==============================] - 0s 817us/step - loss: 0.3893 - accuracy: 0.8439
Epoch 330/500
450/450 [==============================] - 0s 910us/step - loss: 0.3889 - accuracy: 0.8433
Epoch 331/500
450/450 [==============================] - 0s 837us/step - loss: 0.3894 - accuracy: 0.8436
Epoch 332/500
450/450 [==============================] - 0s 883us/step - loss: 0.3897 - accuracy: 0.8436
Epoch 333/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8429
Epoch 334/500
450/450 [==============================] - 0s 815us/step - loss: 0.3895 - accuracy: 0.8432
Epoch 335/500
450/450 [==============================] - 0s 812us/step - loss: 0.3892 - accuracy: 0.8444
Epoch 336/500
450/450 [==============================] - 0s 817us/step - loss: 0.3894 - accuracy: 0.8435
Epoch 337/500
450/450 [==============================] - 0s 822us/step - loss: 0.3893 - accuracy: 0.8438
Epoch 338/500
450/450 [==============================] - 0s 866us/step - loss: 0.3896 - accuracy: 0.8429
Epoch 339/500
450/450 [==============================] - 0s 933us/step - loss: 0.3893 - accuracy: 0.8435
Epoch 340/500
450/450 [==============================] - 0s 877us/step - loss: 0.3892 - accuracy: 0.8447
Epoch 341/500
450/450 [==============================] - 0s 947us/step - loss: 0.3890 - accuracy: 0.8425
Epoch 342/500
450/450 [==============================] - 0s 801us/step - loss: 0.3895 - accuracy: 0.8435
Epoch 343/500
450/450 [==============================] - 0s 791us/step - loss: 0.3894 - accuracy: 0.8431
Epoch 344/500
450/450 [==============================] - 0s 814us/step - loss: 0.3892 - accuracy: 0.8422
Epoch 345/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8442
Epoch 346/500
450/450 [==============================] - 0s 818us/step - loss: 0.3890 - accuracy: 0.8438
Epoch 347/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3897 - accuracy: 0.8435: 0s - loss: 0.3853 - accura
Epoch 348/500
450/450 [==============================] - 0s 788us/step - loss: 0.3897 - accuracy: 0.8432
Epoch 349/500
450/450 [==============================] - 0s 814us/step - loss: 0.3894 - accuracy: 0.8435
Epoch 350/500
450/450 [==============================] - 0s 792us/step - loss: 0.3892 - accuracy: 0.8444
Epoch 351/500
450/450 [==============================] - 0s 859us/step - loss: 0.3899 - accuracy: 0.8443
Epoch 352/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3894 - accuracy: 0.8439
Epoch 353/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3893 - accuracy: 0.8442
Epoch 354/500
450/450 [==============================] - 0s 800us/step - loss: 0.3891 - accuracy: 0.8421
Epoch 355/500
450/450 [==============================] - 0s 787us/step - loss: 0.3896 - accuracy: 0.8446
Epoch 356/500
450/450 [==============================] - 0s 827us/step - loss: 0.3894 - accuracy: 0.8442
Epoch 357/500
450/450 [==============================] - 0s 798us/step - loss: 0.3895 - accuracy: 0.8428
Epoch 358/500
450/450 [==============================] - 0s 792us/step - loss: 0.3894 - accuracy: 0.8447
Epoch 359/500
450/450 [==============================] - 0s 816us/step - loss: 0.3889 - accuracy: 0.8435
Epoch 360/500
450/450 [==============================] - 0s 789us/step - loss: 0.3887 - accuracy: 0.8451
Epoch 361/500
450/450 [==============================] - 0s 806us/step - loss: 0.3897 - accuracy: 0.8442
Epoch 362/500
450/450 [==============================] - 0s 800us/step - loss: 0.3893 - accuracy: 0.8435
Epoch 363/500
450/450 [==============================] - 0s 790us/step - loss: 0.3891 - accuracy: 0.8438
Epoch 364/500
450/450 [==============================] - 0s 806us/step - loss: 0.3891 - accuracy: 0.8447
Epoch 365/500
450/450 [==============================] - 0s 807us/step - loss: 0.3891 - accuracy: 0.8439
Epoch 366/500
450/450 [==============================] - 0s 793us/step - loss: 0.3888 - accuracy: 0.8451
Epoch 367/500
450/450 [==============================] - 0s 804us/step - loss: 0.3889 - accuracy: 0.8454
Epoch 368/500
450/450 [==============================] - 0s 799us/step - loss: 0.3890 - accuracy: 0.8438
Epoch 369/500
450/450 [==============================] - 0s 794us/step - loss: 0.3891 - accuracy: 0.8447
Epoch 370/500
450/450 [==============================] - 0s 808us/step - loss: 0.3892 - accuracy: 0.8433
Epoch 371/500
450/450 [==============================] - 0s 782us/step - loss: 0.3887 - accuracy: 0.8436
Epoch 372/500
450/450 [==============================] - 0s 796us/step - loss: 0.3889 - accuracy: 0.8450
Epoch 373/500
450/450 [==============================] - 0s 812us/step - loss: 0.3886 - accuracy: 0.8446
Epoch 374/500
450/450 [==============================] - 0s 790us/step - loss: 0.3890 - accuracy: 0.8460
Epoch 375/500
450/450 [==============================] - 0s 790us/step - loss: 0.3887 - accuracy: 0.8439
Epoch 376/500
450/450 [==============================] - 0s 810us/step - loss: 0.3891 - accuracy: 0.8447
Epoch 377/500
450/450 [==============================] - 0s 802us/step - loss: 0.3891 - accuracy: 0.8456
Epoch 378/500
450/450 [==============================] - 0s 798us/step - loss: 0.3887 - accuracy: 0.8444
Epoch 379/500
450/450 [==============================] - 0s 798us/step - loss: 0.3887 - accuracy: 0.8440
Epoch 380/500
450/450 [==============================] - 0s 805us/step - loss: 0.3887 - accuracy: 0.8451
Epoch 381/500
450/450 [==============================] - 0s 821us/step - loss: 0.3883 - accuracy: 0.8451
Epoch 382/500
450/450 [==============================] - 0s 790us/step - loss: 0.3886 - accuracy: 0.8447
Epoch 383/500
450/450 [==============================] - 0s 790us/step - loss: 0.3887 - accuracy: 0.8451
Epoch 384/500
450/450 [==============================] - 0s 816us/step - loss: 0.3886 - accuracy: 0.8440
Epoch 385/500
450/450 [==============================] - 0s 799us/step - loss: 0.3888 - accuracy: 0.8454
Epoch 386/500
450/450 [==============================] - 0s 781us/step - loss: 0.3887 - accuracy: 0.8454
Epoch 387/500
450/450 [==============================] - 0s 826us/step - loss: 0.3890 - accuracy: 0.8444
Epoch 388/500
450/450 [==============================] - 0s 798us/step - loss: 0.3884 - accuracy: 0.8453
Epoch 389/500
450/450 [==============================] - 0s 806us/step - loss: 0.3891 - accuracy: 0.8443
Epoch 390/500
450/450 [==============================] - 0s 793us/step - loss: 0.3888 - accuracy: 0.8447
Epoch 391/500
450/450 [==============================] - 0s 796us/step - loss: 0.3890 - accuracy: 0.8440
Epoch 392/500
450/450 [==============================] - 0s 812us/step - loss: 0.3885 - accuracy: 0.8439
Epoch 393/500
450/450 [==============================] - 0s 799us/step - loss: 0.3882 - accuracy: 0.8442
Epoch 394/500
450/450 [==============================] - 0s 785us/step - loss: 0.3891 - accuracy: 0.8460
Epoch 395/500
450/450 [==============================] - 0s 833us/step - loss: 0.3886 - accuracy: 0.8454
Epoch 396/500
450/450 [==============================] - 0s 788us/step - loss: 0.3891 - accuracy: 0.8453
Epoch 397/500
450/450 [==============================] - 0s 856us/step - loss: 0.3891 - accuracy: 0.84420s - loss: 0.3872 - accuracy: 0.84
Epoch 398/500
450/450 [==============================] - 0s 837us/step - loss: 0.3891 - accuracy: 0.8446
Epoch 399/500
450/450 [==============================] - 0s 788us/step - loss: 0.3893 - accuracy: 0.8432
Epoch 400/500
450/450 [==============================] - 0s 809us/step - loss: 0.3894 - accuracy: 0.8449
Epoch 401/500
450/450 [==============================] - 0s 789us/step - loss: 0.3895 - accuracy: 0.8460
Epoch 402/500
450/450 [==============================] - 0s 791us/step - loss: 0.3891 - accuracy: 0.8450
Epoch 403/500
450/450 [==============================] - 0s 797us/step - loss: 0.3890 - accuracy: 0.8451
Epoch 404/500
450/450 [==============================] - 0s 792us/step - loss: 0.3888 - accuracy: 0.8454
Epoch 405/500
450/450 [==============================] - 0s 794us/step - loss: 0.3887 - accuracy: 0.8449
Epoch 406/500
450/450 [==============================] - 0s 802us/step - loss: 0.3882 - accuracy: 0.8442
Epoch 407/500
450/450 [==============================] - 0s 783us/step - loss: 0.3890 - accuracy: 0.8436
Epoch 408/500
450/450 [==============================] - 0s 808us/step - loss: 0.3886 - accuracy: 0.8451
Epoch 409/500
450/450 [==============================] - 0s 803us/step - loss: 0.3886 - accuracy: 0.8440
Epoch 410/500
450/450 [==============================] - 0s 787us/step - loss: 0.3891 - accuracy: 0.8456
Epoch 411/500
450/450 [==============================] - 0s 840us/step - loss: 0.3887 - accuracy: 0.8454
Epoch 412/500
450/450 [==============================] - 0s 807us/step - loss: 0.3890 - accuracy: 0.8438
Epoch 413/500
450/450 [==============================] - 0s 800us/step - loss: 0.3887 - accuracy: 0.8453
Epoch 414/500
450/450 [==============================] - 0s 807us/step - loss: 0.3887 - accuracy: 0.8450
Epoch 415/500
450/450 [==============================] - 0s 789us/step - loss: 0.3883 - accuracy: 0.8447
Epoch 416/500
450/450 [==============================] - 0s 801us/step - loss: 0.3887 - accuracy: 0.8456
Epoch 417/500
450/450 [==============================] - 0s 819us/step - loss: 0.3887 - accuracy: 0.8453
Epoch 418/500
450/450 [==============================] - 0s 792us/step - loss: 0.3888 - accuracy: 0.8446
Epoch 419/500
450/450 [==============================] - 0s 821us/step - loss: 0.3884 - accuracy: 0.8461
Epoch 420/500
450/450 [==============================] - 0s 798us/step - loss: 0.3889 - accuracy: 0.8462
Epoch 421/500
450/450 [==============================] - 0s 792us/step - loss: 0.3884 - accuracy: 0.8457
Epoch 422/500
450/450 [==============================] - 0s 818us/step - loss: 0.3886 - accuracy: 0.8449
Epoch 423/500
450/450 [==============================] - 0s 807us/step - loss: 0.3886 - accuracy: 0.8450
Epoch 424/500
450/450 [==============================] - 0s 795us/step - loss: 0.3890 - accuracy: 0.8479
Epoch 425/500
450/450 [==============================] - 0s 807us/step - loss: 0.3888 - accuracy: 0.8449
Epoch 426/500
450/450 [==============================] - 0s 793us/step - loss: 0.3881 - accuracy: 0.8454
Epoch 427/500
450/450 [==============================] - 0s 796us/step - loss: 0.3887 - accuracy: 0.8436
Epoch 428/500
450/450 [==============================] - 0s 808us/step - loss: 0.3887 - accuracy: 0.8451
Epoch 429/500
450/450 [==============================] - 0s 794us/step - loss: 0.3886 - accuracy: 0.8457
Epoch 430/500
450/450 [==============================] - 0s 796us/step - loss: 0.3886 - accuracy: 0.8446
Epoch 431/500
450/450 [==============================] - 0s 825us/step - loss: 0.3889 - accuracy: 0.8449
Epoch 432/500
450/450 [==============================] - 0s 811us/step - loss: 0.3889 - accuracy: 0.8450
Epoch 433/500
450/450 [==============================] - 0s 789us/step - loss: 0.3884 - accuracy: 0.8433
Epoch 434/500
450/450 [==============================] - 0s 794us/step - loss: 0.3883 - accuracy: 0.8457
Epoch 435/500
450/450 [==============================] - 0s 798us/step - loss: 0.3885 - accuracy: 0.8461
Epoch 436/500
450/450 [==============================] - 0s 811us/step - loss: 0.3885 - accuracy: 0.8450
Epoch 437/500
450/450 [==============================] - 0s 797us/step - loss: 0.3892 - accuracy: 0.8440
Epoch 438/500
450/450 [==============================] - 0s 803us/step - loss: 0.3883 - accuracy: 0.8461
Epoch 439/500
450/450 [==============================] - 0s 798us/step - loss: 0.3885 - accuracy: 0.8453
Epoch 440/500
450/450 [==============================] - 0s 791us/step - loss: 0.3886 - accuracy: 0.8450
Epoch 441/500
450/450 [==============================] - 0s 822us/step - loss: 0.3886 - accuracy: 0.8449
Epoch 442/500
450/450 [==============================] - 0s 794us/step - loss: 0.3884 - accuracy: 0.8454
Epoch 443/500
450/450 [==============================] - 0s 785us/step - loss: 0.3887 - accuracy: 0.8449
Epoch 444/500
450/450 [==============================] - 0s 809us/step - loss: 0.3886 - accuracy: 0.8457
Epoch 445/500
450/450 [==============================] - 0s 791us/step - loss: 0.3887 - accuracy: 0.8468
Epoch 446/500
450/450 [==============================] - 0s 802us/step - loss: 0.3885 - accuracy: 0.8451
Epoch 447/500
450/450 [==============================] - 0s 816us/step - loss: 0.3888 - accuracy: 0.8450
Epoch 448/500
450/450 [==============================] - 0s 798us/step - loss: 0.3892 - accuracy: 0.8440
Epoch 449/500
450/450 [==============================] - 0s 787us/step - loss: 0.3885 - accuracy: 0.8454
Epoch 450/500
450/450 [==============================] - 0s 829us/step - loss: 0.3880 - accuracy: 0.8456
Epoch 451/500
450/450 [==============================] - 0s 793us/step - loss: 0.3885 - accuracy: 0.8458
Epoch 452/500
450/450 [==============================] - 0s 798us/step - loss: 0.3891 - accuracy: 0.8460
Epoch 453/500
450/450 [==============================] - 0s 802us/step - loss: 0.3888 - accuracy: 0.8446
Epoch 454/500
450/450 [==============================] - 0s 787us/step - loss: 0.3880 - accuracy: 0.8451
Epoch 455/500
450/450 [==============================] - 0s 817us/step - loss: 0.3888 - accuracy: 0.8453
Epoch 456/500
450/450 [==============================] - 0s 894us/step - loss: 0.3889 - accuracy: 0.84460s - loss: 0.3902 - accuracy: 0.
Epoch 457/500
450/450 [==============================] - 0s 960us/step - loss: 0.3889 - accuracy: 0.8451
Epoch 458/500
450/450 [==============================] - 0s 860us/step - loss: 0.3887 - accuracy: 0.8464
Epoch 459/500
450/450 [==============================] - 0s 793us/step - loss: 0.3893 - accuracy: 0.8467
Epoch 460/500
450/450 [==============================] - 0s 807us/step - loss: 0.3886 - accuracy: 0.8457
Epoch 461/500
450/450 [==============================] - 0s 793us/step - loss: 0.3887 - accuracy: 0.8449
Epoch 462/500
450/450 [==============================] - 0s 795us/step - loss: 0.3883 - accuracy: 0.8457
Epoch 463/500
450/450 [==============================] - 0s 812us/step - loss: 0.3880 - accuracy: 0.8460
Epoch 464/500
450/450 [==============================] - 0s 795us/step - loss: 0.3886 - accuracy: 0.8443
Epoch 465/500
450/450 [==============================] - 0s 789us/step - loss: 0.3886 - accuracy: 0.8464
Epoch 466/500
450/450 [==============================] - 0s 808us/step - loss: 0.3882 - accuracy: 0.8468
Epoch 467/500
450/450 [==============================] - 0s 790us/step - loss: 0.3888 - accuracy: 0.8438
Epoch 468/500
450/450 [==============================] - 0s 791us/step - loss: 0.3888 - accuracy: 0.8446
Epoch 469/500
450/450 [==============================] - 0s 803us/step - loss: 0.3891 - accuracy: 0.8451
Epoch 470/500
450/450 [==============================] - 0s 792us/step - loss: 0.3889 - accuracy: 0.8456
Epoch 471/500
450/450 [==============================] - 0s 820us/step - loss: 0.3887 - accuracy: 0.8442
Epoch 472/500
450/450 [==============================] - 0s 787us/step - loss: 0.3889 - accuracy: 0.8464
Epoch 473/500
450/450 [==============================] - 0s 791us/step - loss: 0.3888 - accuracy: 0.8453
Epoch 474/500
450/450 [==============================] - 0s 811us/step - loss: 0.3884 - accuracy: 0.8453
Epoch 475/500
450/450 [==============================] - 0s 786us/step - loss: 0.3886 - accuracy: 0.8447
Epoch 476/500
450/450 [==============================] - 0s 793us/step - loss: 0.3884 - accuracy: 0.8451
Epoch 477/500
450/450 [==============================] - 0s 810us/step - loss: 0.3887 - accuracy: 0.8464
Epoch 478/500
450/450 [==============================] - 0s 803us/step - loss: 0.3885 - accuracy: 0.8462
Epoch 479/500
450/450 [==============================] - 0s 788us/step - loss: 0.3882 - accuracy: 0.8447
Epoch 480/500
450/450 [==============================] - 0s 807us/step - loss: 0.3886 - accuracy: 0.8462
Epoch 481/500
450/450 [==============================] - 0s 797us/step - loss: 0.3884 - accuracy: 0.8467
Epoch 482/500
450/450 [==============================] - 0s 812us/step - loss: 0.3887 - accuracy: 0.8458
Epoch 483/500
450/450 [==============================] - 0s 815us/step - loss: 0.3882 - accuracy: 0.8443
Epoch 484/500
450/450 [==============================] - 0s 795us/step - loss: 0.3886 - accuracy: 0.8462
Epoch 485/500
450/450 [==============================] - 0s 820us/step - loss: 0.3886 - accuracy: 0.8447
Epoch 486/500
450/450 [==============================] - 0s 794us/step - loss: 0.3893 - accuracy: 0.8443
Epoch 487/500
450/450 [==============================] - 0s 787us/step - loss: 0.3888 - accuracy: 0.8461
Epoch 488/500
450/450 [==============================] - 0s 804us/step - loss: 0.3885 - accuracy: 0.8447
Epoch 489/500
450/450 [==============================] - 0s 794us/step - loss: 0.3889 - accuracy: 0.8444
Epoch 490/500
450/450 [==============================] - 0s 803us/step - loss: 0.3889 - accuracy: 0.8451
Epoch 491/500
450/450 [==============================] - 0s 823us/step - loss: 0.3889 - accuracy: 0.8449
Epoch 492/500
450/450 [==============================] - 0s 796us/step - loss: 0.3887 - accuracy: 0.8442
Epoch 493/500
450/450 [==============================] - 0s 814us/step - loss: 0.3888 - accuracy: 0.8443
Epoch 494/500
450/450 [==============================] - 0s 803us/step - loss: 0.3885 - accuracy: 0.8468
Epoch 495/500
450/450 [==============================] - 0s 813us/step - loss: 0.3889 - accuracy: 0.8447
Epoch 496/500
450/450 [==============================] - 0s 819us/step - loss: 0.3884 - accuracy: 0.8460
Epoch 497/500
450/450 [==============================] - 0s 791us/step - loss: 0.3888 - accuracy: 0.8471
Epoch 498/500
450/450 [==============================] - 0s 792us/step - loss: 0.3888 - accuracy: 0.8453
Epoch 499/500
450/450 [==============================] - 0s 828us/step - loss: 0.3888 - accuracy: 0.8443
Epoch 500/500
450/450 [==============================] - 0s 943us/step - loss: 0.3886 - accuracy: 0.8447
Epoch 1/500
450/450 [==============================] - 0s 821us/step - loss: 0.5511 - accuracy: 0.7962
Epoch 2/500
450/450 [==============================] - 0s 825us/step - loss: 0.4407 - accuracy: 0.7978
Epoch 3/500
450/450 [==============================] - 0s 855us/step - loss: 0.4321 - accuracy: 0.7978
Epoch 4/500
450/450 [==============================] - 0s 834us/step - loss: 0.4289 - accuracy: 0.7978
Epoch 5/500
450/450 [==============================] - 0s 832us/step - loss: 0.4262 - accuracy: 0.7978
Epoch 6/500
450/450 [==============================] - 0s 837us/step - loss: 0.4225 - accuracy: 0.7978
Epoch 7/500
450/450 [==============================] - 0s 825us/step - loss: 0.4194 - accuracy: 0.8135
Epoch 8/500
450/450 [==============================] - 0s 891us/step - loss: 0.4175 - accuracy: 0.8251
Epoch 9/500
450/450 [==============================] - 0s 828us/step - loss: 0.4153 - accuracy: 0.8294
Epoch 10/500
450/450 [==============================] - 0s 826us/step - loss: 0.4137 - accuracy: 0.8299
Epoch 11/500
450/450 [==============================] - 0s 920us/step - loss: 0.4122 - accuracy: 0.8328
Epoch 12/500
450/450 [==============================] - 0s 803us/step - loss: 0.4112 - accuracy: 0.83500s - loss: 0.4073 - accuracy: 
Epoch 13/500
450/450 [==============================] - 0s 811us/step - loss: 0.4098 - accuracy: 0.8351
Epoch 14/500
450/450 [==============================] - 0s 801us/step - loss: 0.4087 - accuracy: 0.8343
Epoch 15/500
450/450 [==============================] - 0s 810us/step - loss: 0.4078 - accuracy: 0.8363
Epoch 16/500
450/450 [==============================] - 0s 814us/step - loss: 0.4067 - accuracy: 0.8354
Epoch 17/500
450/450 [==============================] - 0s 850us/step - loss: 0.4064 - accuracy: 0.8368
Epoch 18/500
450/450 [==============================] - 0s 805us/step - loss: 0.4054 - accuracy: 0.8360
Epoch 19/500
450/450 [==============================] - 0s 794us/step - loss: 0.4045 - accuracy: 0.8365
Epoch 20/500
450/450 [==============================] - 0s 780us/step - loss: 0.4043 - accuracy: 0.8368
Epoch 21/500
450/450 [==============================] - 0s 796us/step - loss: 0.4033 - accuracy: 0.8364
Epoch 22/500
450/450 [==============================] - 0s 796us/step - loss: 0.4030 - accuracy: 0.8368
Epoch 23/500
450/450 [==============================] - 0s 781us/step - loss: 0.4026 - accuracy: 0.8368
Epoch 24/500
450/450 [==============================] - 0s 812us/step - loss: 0.4022 - accuracy: 0.8371
Epoch 25/500
450/450 [==============================] - 0s 785us/step - loss: 0.4021 - accuracy: 0.8371
Epoch 26/500
450/450 [==============================] - 0s 807us/step - loss: 0.4013 - accuracy: 0.8369
Epoch 27/500
450/450 [==============================] - 0s 810us/step - loss: 0.4009 - accuracy: 0.8369
Epoch 28/500
450/450 [==============================] - 0s 791us/step - loss: 0.4008 - accuracy: 0.8378
Epoch 29/500
450/450 [==============================] - 0s 798us/step - loss: 0.4007 - accuracy: 0.8376
Epoch 30/500
450/450 [==============================] - 0s 806us/step - loss: 0.4004 - accuracy: 0.8378
Epoch 31/500
450/450 [==============================] - 0s 802us/step - loss: 0.4003 - accuracy: 0.8374
Epoch 32/500
450/450 [==============================] - 0s 795us/step - loss: 0.3999 - accuracy: 0.8369
Epoch 33/500
450/450 [==============================] - 0s 814us/step - loss: 0.3994 - accuracy: 0.8382
Epoch 34/500
450/450 [==============================] - 0s 790us/step - loss: 0.3991 - accuracy: 0.8375
Epoch 35/500
450/450 [==============================] - 0s 829us/step - loss: 0.3990 - accuracy: 0.8378
Epoch 36/500
450/450 [==============================] - 0s 786us/step - loss: 0.3990 - accuracy: 0.8369
Epoch 37/500
450/450 [==============================] - 0s 791us/step - loss: 0.3989 - accuracy: 0.8389
Epoch 38/500
450/450 [==============================] - 0s 810us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 39/500
450/450 [==============================] - 0s 797us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 40/500
450/450 [==============================] - 0s 787us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 41/500
450/450 [==============================] - 0s 814us/step - loss: 0.3983 - accuracy: 0.8376
Epoch 42/500
450/450 [==============================] - 0s 796us/step - loss: 0.3983 - accuracy: 0.8389
Epoch 43/500
450/450 [==============================] - 0s 804us/step - loss: 0.3979 - accuracy: 0.8386
Epoch 44/500
450/450 [==============================] - 0s 814us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 45/500
450/450 [==============================] - 0s 802us/step - loss: 0.3978 - accuracy: 0.8381
Epoch 46/500
450/450 [==============================] - 0s 813us/step - loss: 0.3978 - accuracy: 0.8397
Epoch 47/500
450/450 [==============================] - 0s 803us/step - loss: 0.3976 - accuracy: 0.8392
Epoch 48/500
450/450 [==============================] - 0s 797us/step - loss: 0.3975 - accuracy: 0.8381
Epoch 49/500
450/450 [==============================] - 0s 823us/step - loss: 0.3971 - accuracy: 0.8376
Epoch 50/500
450/450 [==============================] - 0s 858us/step - loss: 0.3976 - accuracy: 0.8399
Epoch 51/500
450/450 [==============================] - 0s 934us/step - loss: 0.3971 - accuracy: 0.8388
Epoch 52/500
450/450 [==============================] - 0s 829us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 53/500
450/450 [==============================] - 0s 807us/step - loss: 0.3972 - accuracy: 0.8392
Epoch 54/500
450/450 [==============================] - 0s 808us/step - loss: 0.3967 - accuracy: 0.8394
Epoch 55/500
450/450 [==============================] - 0s 795us/step - loss: 0.3970 - accuracy: 0.8389
Epoch 56/500
450/450 [==============================] - 0s 791us/step - loss: 0.3969 - accuracy: 0.8388
Epoch 57/500
450/450 [==============================] - 0s 807us/step - loss: 0.3968 - accuracy: 0.8385
Epoch 58/500
450/450 [==============================] - 0s 811us/step - loss: 0.3968 - accuracy: 0.8394
Epoch 59/500
450/450 [==============================] - 0s 790us/step - loss: 0.3967 - accuracy: 0.8392
Epoch 60/500
450/450 [==============================] - 0s 891us/step - loss: 0.3967 - accuracy: 0.8382
Epoch 61/500
450/450 [==============================] - 0s 819us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 62/500
450/450 [==============================] - 0s 807us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 63/500
450/450 [==============================] - 0s 795us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 64/500
450/450 [==============================] - 0s 796us/step - loss: 0.3968 - accuracy: 0.8392
Epoch 65/500
450/450 [==============================] - 0s 808us/step - loss: 0.3963 - accuracy: 0.8383
Epoch 66/500
450/450 [==============================] - 0s 800us/step - loss: 0.3961 - accuracy: 0.8379
Epoch 67/500
450/450 [==============================] - 0s 791us/step - loss: 0.3964 - accuracy: 0.8381
Epoch 68/500
450/450 [==============================] - 0s 815us/step - loss: 0.3961 - accuracy: 0.8396
Epoch 69/500
450/450 [==============================] - 0s 792us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 70/500
450/450 [==============================] - 0s 799us/step - loss: 0.3961 - accuracy: 0.8376
Epoch 71/500
450/450 [==============================] - 0s 817us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 72/500
450/450 [==============================] - 0s 815us/step - loss: 0.3963 - accuracy: 0.8389
Epoch 73/500
450/450 [==============================] - 0s 809us/step - loss: 0.3963 - accuracy: 0.8388
Epoch 74/500
450/450 [==============================] - 0s 803us/step - loss: 0.3960 - accuracy: 0.8399
Epoch 75/500
450/450 [==============================] - 0s 804us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 76/500
450/450 [==============================] - 0s 821us/step - loss: 0.3960 - accuracy: 0.8404
Epoch 77/500
450/450 [==============================] - 0s 822us/step - loss: 0.3962 - accuracy: 0.8394
Epoch 78/500
450/450 [==============================] - 0s 799us/step - loss: 0.3963 - accuracy: 0.8394
Epoch 79/500
450/450 [==============================] - 0s 825us/step - loss: 0.3962 - accuracy: 0.8397
Epoch 80/500
450/450 [==============================] - 0s 800us/step - loss: 0.3958 - accuracy: 0.8394
Epoch 81/500
450/450 [==============================] - 0s 795us/step - loss: 0.3962 - accuracy: 0.8382
Epoch 82/500
450/450 [==============================] - 0s 821us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 83/500
450/450 [==============================] - 0s 808us/step - loss: 0.3961 - accuracy: 0.8401
Epoch 84/500
450/450 [==============================] - 0s 826us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 85/500
450/450 [==============================] - 0s 803us/step - loss: 0.3957 - accuracy: 0.8389
Epoch 86/500
450/450 [==============================] - 0s 795us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 87/500
450/450 [==============================] - 0s 825us/step - loss: 0.3955 - accuracy: 0.8379
Epoch 88/500
450/450 [==============================] - 0s 796us/step - loss: 0.3954 - accuracy: 0.8365
Epoch 89/500
450/450 [==============================] - 0s 795us/step - loss: 0.3956 - accuracy: 0.8393
Epoch 90/500
450/450 [==============================] - 0s 812us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 91/500
450/450 [==============================] - 0s 811us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 92/500
450/450 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 93/500
450/450 [==============================] - 0s 825us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 94/500
450/450 [==============================] - 0s 816us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 95/500
450/450 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 96/500
450/450 [==============================] - 0s 789us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 97/500
450/450 [==============================] - 0s 802us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 98/500
450/450 [==============================] - 0s 804us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 99/500
450/450 [==============================] - 0s 824us/step - loss: 0.3944 - accuracy: 0.8401
Epoch 100/500
450/450 [==============================] - 0s 792us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 101/500
450/450 [==============================] - 0s 819us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 102/500
450/450 [==============================] - 0s 802us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 103/500
450/450 [==============================] - 0s 808us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 104/500
450/450 [==============================] - 0s 794us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 105/500
450/450 [==============================] - 0s 788us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 106/500
450/450 [==============================] - 0s 821us/step - loss: 0.3942 - accuracy: 0.8383
Epoch 107/500
450/450 [==============================] - 0s 795us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 108/500
450/450 [==============================] - 0s 810us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 109/500
450/450 [==============================] - 0s 829us/step - loss: 0.3941 - accuracy: 0.8386
Epoch 110/500
450/450 [==============================] - 0s 799us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 111/500
450/450 [==============================] - 0s 796us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 112/500
450/450 [==============================] - 0s 833us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 113/500
450/450 [==============================] - 0s 797us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 114/500
450/450 [==============================] - 0s 798us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 115/500
450/450 [==============================] - 0s 858us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 116/500
450/450 [==============================] - 0s 791us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 117/500
450/450 [==============================] - 0s 810us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 118/500
450/450 [==============================] - 0s 786us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 119/500
450/450 [==============================] - 0s 794us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 120/500
450/450 [==============================] - 0s 828us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 121/500
450/450 [==============================] - 0s 791us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 122/500
450/450 [==============================] - 0s 794us/step - loss: 0.3939 - accuracy: 0.8403
Epoch 123/500
450/450 [==============================] - 0s 827us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 124/500
450/450 [==============================] - 0s 819us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 125/500
450/450 [==============================] - 0s 818us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 126/500
450/450 [==============================] - 0s 795us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 127/500
450/450 [==============================] - 0s 799us/step - loss: 0.3937 - accuracy: 0.8393
Epoch 128/500
450/450 [==============================] - 0s 814us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 129/500
450/450 [==============================] - 0s 798us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 130/500
450/450 [==============================] - 0s 797us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 131/500
450/450 [==============================] - 0s 815us/step - loss: 0.3938 - accuracy: 0.8365
Epoch 132/500
450/450 [==============================] - 0s 801us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 133/500
450/450 [==============================] - 0s 826us/step - loss: 0.3938 - accuracy: 0.83760s - loss: 0.3942 - accuracy: 0.83
Epoch 134/500
450/450 [==============================] - 0s 801us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 135/500
450/450 [==============================] - 0s 799us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 136/500
450/450 [==============================] - 0s 827us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 137/500
450/450 [==============================] - 0s 790us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 138/500
450/450 [==============================] - 0s 802us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 139/500
450/450 [==============================] - 0s 817us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 140/500
450/450 [==============================] - 0s 809us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 141/500
450/450 [==============================] - 0s 801us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 142/500
450/450 [==============================] - 0s 809us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 143/500
450/450 [==============================] - 0s 789us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 144/500
450/450 [==============================] - 0s 816us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 145/500
450/450 [==============================] - 0s 795us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 146/500
450/450 [==============================] - 0s 809us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 147/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3932 - accuracy: 0.8368: 0s - loss: 0.3755 
Epoch 148/500
450/450 [==============================] - 0s 964us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 149/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8376
Epoch 150/500
450/450 [==============================] - 0s 976us/step - loss: 0.3934 - accuracy: 0.8364
Epoch 151/500
450/450 [==============================] - 0s 965us/step - loss: 0.3938 - accuracy: 0.8365
Epoch 152/500
450/450 [==============================] - 0s 936us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 153/500
450/450 [==============================] - 0s 874us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 154/500
450/450 [==============================] - 0s 881us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 155/500
450/450 [==============================] - 0s 898us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 156/500
450/450 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 157/500
450/450 [==============================] - 0s 798us/step - loss: 0.3933 - accuracy: 0.8363
Epoch 158/500
450/450 [==============================] - 0s 797us/step - loss: 0.3934 - accuracy: 0.8374
Epoch 159/500
450/450 [==============================] - 0s 873us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 160/500
450/450 [==============================] - 0s 800us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 161/500
450/450 [==============================] - 0s 832us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 162/500
450/450 [==============================] - 0s 881us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 163/500
450/450 [==============================] - 0s 877us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 164/500
450/450 [==============================] - 0s 837us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 165/500
450/450 [==============================] - 0s 813us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 166/500
450/450 [==============================] - 0s 796us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 167/500
450/450 [==============================] - 0s 807us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 168/500
450/450 [==============================] - 0s 857us/step - loss: 0.3936 - accuracy: 0.83560s - loss: 0.3940 - accuracy: 0.
Epoch 169/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3935 - accuracy: 0.8393
Epoch 170/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8383
Epoch 171/500
450/450 [==============================] - 0s 861us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 172/500
450/450 [==============================] - 0s 811us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 173/500
450/450 [==============================] - 0s 803us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 174/500
450/450 [==============================] - 0s 809us/step - loss: 0.3934 - accuracy: 0.8374
Epoch 175/500
450/450 [==============================] - 0s 885us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 176/500
450/450 [==============================] - 0s 903us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 177/500
450/450 [==============================] - 0s 818us/step - loss: 0.3931 - accuracy: 0.8367
Epoch 178/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 179/500
450/450 [==============================] - 0s 806us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 180/500
450/450 [==============================] - 0s 793us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 181/500
450/450 [==============================] - 0s 787us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 182/500
450/450 [==============================] - 0s 818us/step - loss: 0.3932 - accuracy: 0.8368
Epoch 183/500
450/450 [==============================] - 0s 791us/step - loss: 0.3928 - accuracy: 0.8375
Epoch 184/500
450/450 [==============================] - 0s 796us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 185/500
450/450 [==============================] - 0s 822us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 186/500
450/450 [==============================] - 0s 795us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 187/500
450/450 [==============================] - 0s 803us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 188/500
450/450 [==============================] - 0s 816us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 189/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8368
Epoch 190/500
450/450 [==============================] - 0s 819us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 191/500
450/450 [==============================] - 0s 796us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 192/500
450/450 [==============================] - 0s 791us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 193/500
450/450 [==============================] - 0s 805us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 194/500
450/450 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 195/500
450/450 [==============================] - 0s 795us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 196/500
450/450 [==============================] - 0s 826us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 197/500
450/450 [==============================] - 0s 793us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 198/500
450/450 [==============================] - 0s 820us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 199/500
450/450 [==============================] - 0s 795us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 200/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 201/500
450/450 [==============================] - 0s 800us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 202/500
450/450 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 203/500
450/450 [==============================] - 0s 795us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 204/500
450/450 [==============================] - 0s 815us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 205/500
450/450 [==============================] - 0s 796us/step - loss: 0.3931 - accuracy: 0.8367
Epoch 206/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 207/500
450/450 [==============================] - 0s 850us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 208/500
450/450 [==============================] - 0s 806us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 209/500
450/450 [==============================] - 0s 788us/step - loss: 0.3929 - accuracy: 0.8389
Epoch 210/500
450/450 [==============================] - 0s 818us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 211/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 212/500
450/450 [==============================] - 0s 807us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 213/500
450/450 [==============================] - 0s 796us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 214/500
450/450 [==============================] - 0s 787us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 215/500
450/450 [==============================] - 0s 815us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 216/500
450/450 [==============================] - 0s 789us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 217/500
450/450 [==============================] - 0s 815us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 218/500
450/450 [==============================] - 0s 884us/step - loss: 0.3936 - accuracy: 0.8369
Epoch 219/500
450/450 [==============================] - 0s 790us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 220/500
450/450 [==============================] - 0s 802us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 221/500
450/450 [==============================] - 0s 799us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 222/500
450/450 [==============================] - 0s 791us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 223/500
450/450 [==============================] - 0s 809us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 224/500
450/450 [==============================] - 0s 789us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 225/500
450/450 [==============================] - 0s 797us/step - loss: 0.3931 - accuracy: 0.8357
Epoch 226/500
450/450 [==============================] - 0s 818us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 227/500
450/450 [==============================] - 0s 791us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 228/500
450/450 [==============================] - 0s 801us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 229/500
450/450 [==============================] - 0s 808us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 230/500
450/450 [==============================] - 0s 799us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 231/500
450/450 [==============================] - 0s 827us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 232/500
450/450 [==============================] - 0s 791us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 233/500
450/450 [==============================] - 0s 801us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 234/500
450/450 [==============================] - 0s 817us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 235/500
450/450 [==============================] - 0s 821us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 236/500
450/450 [==============================] - 0s 801us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 237/500
450/450 [==============================] - 0s 803us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 238/500
450/450 [==============================] - 0s 789us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 239/500
450/450 [==============================] - 0s 815us/step - loss: 0.3930 - accuracy: 0.8367
Epoch 240/500
450/450 [==============================] - 0s 792us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 241/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 242/500
450/450 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 243/500
450/450 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 244/500
450/450 [==============================] - 0s 799us/step - loss: 0.3928 - accuracy: 0.8371
Epoch 245/500
450/450 [==============================] - 0s 806us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 246/500
450/450 [==============================] - 0s 802us/step - loss: 0.3928 - accuracy: 0.8386
Epoch 247/500
450/450 [==============================] - 0s 791us/step - loss: 0.3931 - accuracy: 0.8368
Epoch 248/500
450/450 [==============================] - 0s 819us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 249/500
450/450 [==============================] - 0s 790us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 250/500
450/450 [==============================] - 0s 818us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 251/500
450/450 [==============================] - 0s 793us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 252/500
450/450 [==============================] - 0s 787us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 253/500
450/450 [==============================] - 0s 793us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 254/500
450/450 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 255/500
450/450 [==============================] - 0s 826us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 256/500
450/450 [==============================] - 0s 792us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 257/500
450/450 [==============================] - 0s 849us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 258/500
450/450 [==============================] - 0s 798us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 259/500
450/450 [==============================] - 0s 817us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 260/500
450/450 [==============================] - 0s 802us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 261/500
450/450 [==============================] - 0s 809us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 262/500
450/450 [==============================] - 0s 801us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 263/500
450/450 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 264/500
450/450 [==============================] - 0s 826us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 265/500
450/450 [==============================] - 0s 797us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 266/500
450/450 [==============================] - 0s 792us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 267/500
450/450 [==============================] - 0s 809us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 268/500
450/450 [==============================] - 0s 796us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 269/500
450/450 [==============================] - 0s 805us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 270/500
450/450 [==============================] - 0s 814us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 271/500
450/450 [==============================] - 0s 789us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 272/500
450/450 [==============================] - 0s 799us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 273/500
450/450 [==============================] - 0s 827us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 274/500
450/450 [==============================] - 0s 792us/step - loss: 0.3929 - accuracy: 0.8371
Epoch 275/500
450/450 [==============================] - 0s 796us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 276/500
450/450 [==============================] - 0s 809us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 277/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 278/500
450/450 [==============================] - 0s 812us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 279/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 280/500
450/450 [==============================] - 0s 792us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 281/500
450/450 [==============================] - 0s 807us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 282/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 283/500
450/450 [==============================] - 0s 796us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 284/500
450/450 [==============================] - 0s 807us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 285/500
450/450 [==============================] - 0s 786us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 286/500
450/450 [==============================] - 0s 824us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 287/500
450/450 [==============================] - 0s 807us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 288/500
450/450 [==============================] - 0s 802us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 289/500
450/450 [==============================] - 0s 846us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 290/500
450/450 [==============================] - 0s 813us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 291/500
450/450 [==============================] - 0s 805us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 292/500
450/450 [==============================] - 0s 821us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 293/500
450/450 [==============================] - 0s 800us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 294/500
450/450 [==============================] - 0s 809us/step - loss: 0.3933 - accuracy: 0.8363
Epoch 295/500
450/450 [==============================] - 0s 813us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 296/500
450/450 [==============================] - 0s 797us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 297/500
450/450 [==============================] - 0s 872us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 298/500
450/450 [==============================] - 0s 823us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 299/500
450/450 [==============================] - 0s 798us/step - loss: 0.3927 - accuracy: 0.8383
Epoch 300/500
450/450 [==============================] - 0s 855us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 301/500
450/450 [==============================] - 0s 808us/step - loss: 0.3931 - accuracy: 0.83790s - loss: 0.3877 - accuracy: 
Epoch 302/500
450/450 [==============================] - 0s 788us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 303/500
450/450 [==============================] - 0s 809us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 304/500
450/450 [==============================] - 0s 791us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 305/500
450/450 [==============================] - 0s 807us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 306/500
450/450 [==============================] - 0s 802us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 307/500
450/450 [==============================] - 0s 790us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 308/500
450/450 [==============================] - 0s 808us/step - loss: 0.3934 - accuracy: 0.8374
Epoch 309/500
450/450 [==============================] - 0s 797us/step - loss: 0.3929 - accuracy: 0.8374
Epoch 310/500
450/450 [==============================] - 0s 795us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 311/500
450/450 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 312/500
450/450 [==============================] - 0s 790us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 313/500
450/450 [==============================] - 0s 841us/step - loss: 0.3934 - accuracy: 0.83740s - loss: 0.3915 - accuracy: 0.83
Epoch 314/500
450/450 [==============================] - 0s 795us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 315/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 316/500
450/450 [==============================] - 0s 833us/step - loss: 0.3928 - accuracy: 0.8367
Epoch 317/500
450/450 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 318/500
450/450 [==============================] - 0s 790us/step - loss: 0.3926 - accuracy: 0.8367
Epoch 319/500
450/450 [==============================] - 0s 804us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 320/500
450/450 [==============================] - 0s 801us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 321/500
450/450 [==============================] - 0s 792us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 322/500
450/450 [==============================] - 0s 824us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 323/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 324/500
450/450 [==============================] - 0s 803us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 325/500
450/450 [==============================] - 0s 884us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 326/500
450/450 [==============================] - 0s 799us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 327/500
450/450 [==============================] - 0s 817us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 328/500
450/450 [==============================] - 0s 810us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 329/500
450/450 [==============================] - 0s 787us/step - loss: 0.3937 - accuracy: 0.8360
Epoch 330/500
450/450 [==============================] - 0s 804us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 331/500
450/450 [==============================] - 0s 799us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 332/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 333/500
450/450 [==============================] - 0s 819us/step - loss: 0.3929 - accuracy: 0.8367
Epoch 334/500
450/450 [==============================] - 0s 790us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 335/500
450/450 [==============================] - 0s 796us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 336/500
450/450 [==============================] - 0s 832us/step - loss: 0.3935 - accuracy: 0.83810s - loss: 0.3941 - accuracy: 0.83
Epoch 337/500
450/450 [==============================] - 0s 813us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 338/500
450/450 [==============================] - 0s 799us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 339/500
450/450 [==============================] - 0s 792us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 340/500
450/450 [==============================] - 0s 807us/step - loss: 0.3933 - accuracy: 0.83810s - loss: 0.3950 - accuracy: 0.
Epoch 341/500
450/450 [==============================] - 0s 800us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 342/500
450/450 [==============================] - 0s 821us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 343/500
450/450 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 344/500
450/450 [==============================] - 0s 816us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 345/500
450/450 [==============================] - 0s 798us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 346/500
450/450 [==============================] - 0s 786us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 347/500
450/450 [==============================] - 0s 819us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 348/500
450/450 [==============================] - 0s 795us/step - loss: 0.3933 - accuracy: 0.8371
Epoch 349/500
450/450 [==============================] - 0s 818us/step - loss: 0.3932 - accuracy: 0.8353
Epoch 350/500
450/450 [==============================] - 0s 795us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 351/500
450/450 [==============================] - 0s 801us/step - loss: 0.3931 - accuracy: 0.8367
Epoch 352/500
450/450 [==============================] - 0s 825us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 353/500
450/450 [==============================] - 0s 794us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 354/500
450/450 [==============================] - 0s 790us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 355/500
450/450 [==============================] - 0s 824us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 356/500
450/450 [==============================] - 0s 794us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 357/500
450/450 [==============================] - 0s 831us/step - loss: 0.3927 - accuracy: 0.8364
Epoch 358/500
450/450 [==============================] - 0s 902us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 359/500
450/450 [==============================] - 0s 782us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 360/500
450/450 [==============================] - 0s 814us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 361/500
450/450 [==============================] - 0s 783us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 362/500
450/450 [==============================] - 0s 788us/step - loss: 0.3930 - accuracy: 0.8368
Epoch 363/500
450/450 [==============================] - 0s 827us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 364/500
450/450 [==============================] - 0s 788us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 365/500
450/450 [==============================] - 0s 790us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 366/500
450/450 [==============================] - 0s 830us/step - loss: 0.3931 - accuracy: 0.83710s - loss: 0.4011 - accuracy: 
Epoch 367/500
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 368/500
450/450 [==============================] - 0s 811us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 369/500
450/450 [==============================] - 0s 796us/step - loss: 0.3924 - accuracy: 0.8372
Epoch 370/500
450/450 [==============================] - 0s 795us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 371/500
450/450 [==============================] - 0s 815us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 372/500
450/450 [==============================] - 0s 795us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 373/500
450/450 [==============================] - 0s 799us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 374/500
450/450 [==============================] - 0s 805us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 375/500
450/450 [==============================] - 0s 780us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 376/500
450/450 [==============================] - 0s 790us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 377/500
450/450 [==============================] - 0s 817us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 378/500
450/450 [==============================] - 0s 786us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 379/500
450/450 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 380/500
450/450 [==============================] - 0s 788us/step - loss: 0.3929 - accuracy: 0.8363
Epoch 381/500
450/450 [==============================] - 0s 786us/step - loss: 0.3934 - accuracy: 0.8363
Epoch 382/500
450/450 [==============================] - 0s 811us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 383/500
450/450 [==============================] - 0s 799us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 384/500
450/450 [==============================] - 0s 787us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 385/500
450/450 [==============================] - 0s 883us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 386/500
450/450 [==============================] - 0s 818us/step - loss: 0.3933 - accuracy: 0.8363
Epoch 387/500
450/450 [==============================] - 0s 840us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 388/500
450/450 [==============================] - 0s 937us/step - loss: 0.3929 - accuracy: 0.83780s - loss: 0.3957 - accuracy: 0.
Epoch 389/500
450/450 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8406
Epoch 390/500
450/450 [==============================] - 0s 795us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 391/500
450/450 [==============================] - 0s 802us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 392/500
450/450 [==============================] - 0s 789us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 393/500
450/450 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 394/500
450/450 [==============================] - 0s 783us/step - loss: 0.3928 - accuracy: 0.8403
Epoch 395/500
450/450 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 396/500
450/450 [==============================] - 0s 803us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 397/500
450/450 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 398/500
450/450 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 399/500
450/450 [==============================] - 0s 815us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 400/500
450/450 [==============================] - 0s 792us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 401/500
450/450 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 402/500
450/450 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 403/500
450/450 [==============================] - 0s 792us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 404/500
450/450 [==============================] - 0s 808us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 405/500
450/450 [==============================] - 0s 788us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 406/500
450/450 [==============================] - 0s 792us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 407/500
450/450 [==============================] - 0s 806us/step - loss: 0.3935 - accuracy: 0.8367
Epoch 408/500
450/450 [==============================] - 0s 789us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 409/500
450/450 [==============================] - 0s 789us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 410/500
450/450 [==============================] - 0s 805us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 411/500
450/450 [==============================] - 0s 783us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 412/500
450/450 [==============================] - 0s 815us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 413/500
450/450 [==============================] - 0s 789us/step - loss: 0.3931 - accuracy: 0.8361
Epoch 414/500
450/450 [==============================] - 0s 796us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 415/500
450/450 [==============================] - 0s 810us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 416/500
450/450 [==============================] - 0s 788us/step - loss: 0.3932 - accuracy: 0.8356
Epoch 417/500
450/450 [==============================] - 0s 787us/step - loss: 0.3935 - accuracy: 0.8367
Epoch 418/500
450/450 [==============================] - 0s 823us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 419/500
450/450 [==============================] - 0s 782us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 420/500
450/450 [==============================] - 0s 810us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 421/500
450/450 [==============================] - 0s 784us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 422/500
450/450 [==============================] - 0s 783us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 423/500
450/450 [==============================] - 0s 792us/step - loss: 0.3927 - accuracy: 0.8406
Epoch 424/500
450/450 [==============================] - 0s 820us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 425/500
450/450 [==============================] - 0s 788us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 426/500
450/450 [==============================] - 0s 803us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 427/500
450/450 [==============================] - 0s 784us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 428/500
450/450 [==============================] - 0s 787us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 429/500
450/450 [==============================] - 0s 815us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 430/500
450/450 [==============================] - 0s 784us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 431/500
450/450 [==============================] - 0s 816us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 432/500
450/450 [==============================] - 0s 782us/step - loss: 0.3933 - accuracy: 0.8367
Epoch 433/500
450/450 [==============================] - 0s 792us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 434/500
450/450 [==============================] - 0s 814us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 435/500
450/450 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 436/500
450/450 [==============================] - 0s 783us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 437/500
450/450 [==============================] - 0s 809us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 438/500
450/450 [==============================] - 0s 795us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 439/500
450/450 [==============================] - 0s 781us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 440/500
450/450 [==============================] - 0s 805us/step - loss: 0.3934 - accuracy: 0.83790s - loss: 0.3890 - ac
Epoch 441/500
450/450 [==============================] - 0s 792us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 442/500
450/450 [==============================] - 0s 782us/step - loss: 0.3936 - accuracy: 0.8364
Epoch 443/500
450/450 [==============================] - 0s 811us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 444/500
450/450 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 445/500
450/450 [==============================] - 0s 816us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 446/500
450/450 [==============================] - 0s 792us/step - loss: 0.3937 - accuracy: 0.8361
Epoch 447/500
450/450 [==============================] - 0s 787us/step - loss: 0.3935 - accuracy: 0.83690s - loss: 0.3969 - accuracy: 
Epoch 448/500
450/450 [==============================] - 0s 814us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 449/500
450/450 [==============================] - 0s 786us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 450/500
450/450 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 451/500
450/450 [==============================] - 0s 816us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 452/500
450/450 [==============================] - 0s 782us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 453/500
450/450 [==============================] - 0s 782us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 454/500
450/450 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 455/500
450/450 [==============================] - 0s 785us/step - loss: 0.3933 - accuracy: 0.8364
Epoch 456/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 457/500
450/450 [==============================] - 0s 798us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 458/500
450/450 [==============================] - 0s 791us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 459/500
450/450 [==============================] - 0s 811us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 460/500
450/450 [==============================] - 0s 789us/step - loss: 0.3930 - accuracy: 0.8400
Epoch 461/500
450/450 [==============================] - 0s 793us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 462/500
450/450 [==============================] - 0s 822us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 463/500
450/450 [==============================] - 0s 786us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 464/500
450/450 [==============================] - 0s 785us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 465/500
450/450 [==============================] - 0s 820us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 466/500
450/450 [==============================] - 0s 801us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 467/500
450/450 [==============================] - 0s 781us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 468/500
450/450 [==============================] - 0s 811us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 469/500
450/450 [==============================] - 0s 792us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 470/500
450/450 [==============================] - 0s 822us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 471/500
450/450 [==============================] - 0s 785us/step - loss: 0.3935 - accuracy: 0.8365
Epoch 472/500
450/450 [==============================] - 0s 946us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 473/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3934 - accuracy: 0.8376: 0s - loss: 0.3689 - ac
Epoch 474/500
450/450 [==============================] - 0s 947us/step - loss: 0.3934 - accuracy: 0.83890s - loss: 0.3940 - accuracy: 0.83
Epoch 475/500
450/450 [==============================] - 0s 925us/step - loss: 0.3934 - accuracy: 0.8368
Epoch 476/500
450/450 [==============================] - 0s 916us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 477/500
450/450 [==============================] - 0s 861us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 478/500
450/450 [==============================] - 0s 871us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 479/500
450/450 [==============================] - 0s 859us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 480/500
450/450 [==============================] - 0s 830us/step - loss: 0.3929 - accuracy: 0.8388
Epoch 481/500
450/450 [==============================] - 0s 898us/step - loss: 0.3940 - accuracy: 0.8385
Epoch 482/500
450/450 [==============================] - 0s 910us/step - loss: 0.3929 - accuracy: 0.8371
Epoch 483/500
450/450 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 484/500
450/450 [==============================] - 0s 829us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 485/500
450/450 [==============================] - 0s 787us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 486/500
450/450 [==============================] - 0s 820us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 487/500
450/450 [==============================] - 0s 824us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 488/500
450/450 [==============================] - 0s 920us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 489/500
450/450 [==============================] - 0s 862us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 490/500
450/450 [==============================] - 0s 808us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 491/500
450/450 [==============================] - 0s 789us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 492/500
450/450 [==============================] - 0s 788us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 493/500
450/450 [==============================] - 0s 817us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 494/500
450/450 [==============================] - 0s 902us/step - loss: 0.3934 - accuracy: 0.8371
Epoch 495/500
450/450 [==============================] - 0s 891us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 496/500
450/450 [==============================] - 0s 977us/step - loss: 0.3933 - accuracy: 0.8360
Epoch 497/500
450/450 [==============================] - 0s 829us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 498/500
450/450 [==============================] - 0s 821us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 499/500
450/450 [==============================] - 0s 782us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 500/500
450/450 [==============================] - 0s 835us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 1/500
450/450 [==============================] - 0s 820us/step - loss: 0.5507 - accuracy: 0.7933
Epoch 2/500
450/450 [==============================] - 0s 802us/step - loss: 0.4446 - accuracy: 0.7940
Epoch 3/500
450/450 [==============================] - 0s 809us/step - loss: 0.4356 - accuracy: 0.7940
Epoch 4/500
450/450 [==============================] - 0s 846us/step - loss: 0.4310 - accuracy: 0.7940
Epoch 5/500
450/450 [==============================] - 0s 859us/step - loss: 0.4273 - accuracy: 0.7940
Epoch 6/500
450/450 [==============================] - 0s 787us/step - loss: 0.4236 - accuracy: 0.8079
Epoch 7/500
450/450 [==============================] - 0s 792us/step - loss: 0.4213 - accuracy: 0.8207
Epoch 8/500
450/450 [==============================] - 0s 800us/step - loss: 0.4195 - accuracy: 0.8283
Epoch 9/500
450/450 [==============================] - 0s 830us/step - loss: 0.4178 - accuracy: 0.8308
Epoch 10/500
450/450 [==============================] - 0s 810us/step - loss: 0.4163 - accuracy: 0.8303
Epoch 11/500
450/450 [==============================] - 0s 790us/step - loss: 0.4150 - accuracy: 0.8326
Epoch 12/500
450/450 [==============================] - 0s 802us/step - loss: 0.4141 - accuracy: 0.8331
Epoch 13/500
450/450 [==============================] - 0s 804us/step - loss: 0.4128 - accuracy: 0.8332
Epoch 14/500
450/450 [==============================] - 0s 793us/step - loss: 0.4123 - accuracy: 0.8338
Epoch 15/500
450/450 [==============================] - 0s 800us/step - loss: 0.4112 - accuracy: 0.8332
Epoch 16/500
450/450 [==============================] - 0s 826us/step - loss: 0.4107 - accuracy: 0.8351
Epoch 17/500
450/450 [==============================] - 0s 789us/step - loss: 0.4102 - accuracy: 0.8346
Epoch 18/500
450/450 [==============================] - 0s 810us/step - loss: 0.4094 - accuracy: 0.8347
Epoch 19/500
450/450 [==============================] - 0s 793us/step - loss: 0.4092 - accuracy: 0.8346
Epoch 20/500
450/450 [==============================] - 0s 784us/step - loss: 0.4084 - accuracy: 0.8332
Epoch 21/500
450/450 [==============================] - 0s 810us/step - loss: 0.4082 - accuracy: 0.8347
Epoch 22/500
450/450 [==============================] - 0s 789us/step - loss: 0.4080 - accuracy: 0.8353
Epoch 23/500
450/450 [==============================] - 0s 799us/step - loss: 0.4077 - accuracy: 0.8335
Epoch 24/500
450/450 [==============================] - 0s 814us/step - loss: 0.4075 - accuracy: 0.8347
Epoch 25/500
450/450 [==============================] - 0s 789us/step - loss: 0.4071 - accuracy: 0.8338
Epoch 26/500
450/450 [==============================] - 0s 789us/step - loss: 0.4068 - accuracy: 0.8351
Epoch 27/500
450/450 [==============================] - 0s 812us/step - loss: 0.4067 - accuracy: 0.8347
Epoch 28/500
450/450 [==============================] - 0s 791us/step - loss: 0.4063 - accuracy: 0.8342
Epoch 29/500
450/450 [==============================] - 0s 818us/step - loss: 0.4062 - accuracy: 0.8349
Epoch 30/500
450/450 [==============================] - 0s 832us/step - loss: 0.4060 - accuracy: 0.8344
Epoch 31/500
450/450 [==============================] - 0s 809us/step - loss: 0.4057 - accuracy: 0.8347
Epoch 32/500
450/450 [==============================] - 0s 829us/step - loss: 0.4056 - accuracy: 0.8346
Epoch 33/500
450/450 [==============================] - 0s 830us/step - loss: 0.4053 - accuracy: 0.8350
Epoch 34/500
450/450 [==============================] - 0s 798us/step - loss: 0.4053 - accuracy: 0.8336
Epoch 35/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4049 - accuracy: 0.8336
Epoch 36/500
450/450 [==============================] - 0s 794us/step - loss: 0.4047 - accuracy: 0.8343
Epoch 37/500
450/450 [==============================] - 0s 822us/step - loss: 0.4047 - accuracy: 0.8331
Epoch 38/500
450/450 [==============================] - 0s 793us/step - loss: 0.4045 - accuracy: 0.8350
Epoch 39/500
450/450 [==============================] - 0s 796us/step - loss: 0.4042 - accuracy: 0.8340
Epoch 40/500
450/450 [==============================] - 0s 821us/step - loss: 0.4044 - accuracy: 0.8342
Epoch 41/500
450/450 [==============================] - 0s 796us/step - loss: 0.4044 - accuracy: 0.8332
Epoch 42/500
450/450 [==============================] - 0s 794us/step - loss: 0.4041 - accuracy: 0.8347
Epoch 43/500
450/450 [==============================] - 0s 834us/step - loss: 0.4037 - accuracy: 0.8353
Epoch 44/500
450/450 [==============================] - 0s 794us/step - loss: 0.4034 - accuracy: 0.8353
Epoch 45/500
450/450 [==============================] - 0s 839us/step - loss: 0.4034 - accuracy: 0.8333
Epoch 46/500
450/450 [==============================] - 0s 830us/step - loss: 0.4032 - accuracy: 0.8346
Epoch 47/500
450/450 [==============================] - 0s 783us/step - loss: 0.4027 - accuracy: 0.8331
Epoch 48/500
450/450 [==============================] - 0s 808us/step - loss: 0.4031 - accuracy: 0.8356
Epoch 49/500
450/450 [==============================] - 0s 797us/step - loss: 0.4032 - accuracy: 0.8354
Epoch 50/500
450/450 [==============================] - 0s 791us/step - loss: 0.4032 - accuracy: 0.8344
Epoch 51/500
450/450 [==============================] - 0s 816us/step - loss: 0.4030 - accuracy: 0.8339
Epoch 52/500
450/450 [==============================] - 0s 798us/step - loss: 0.4028 - accuracy: 0.8357
Epoch 53/500
450/450 [==============================] - 0s 794us/step - loss: 0.4024 - accuracy: 0.8340
Epoch 54/500
450/450 [==============================] - 0s 802us/step - loss: 0.4029 - accuracy: 0.8332
Epoch 55/500
450/450 [==============================] - 0s 796us/step - loss: 0.4025 - accuracy: 0.8358
Epoch 56/500
450/450 [==============================] - 0s 804us/step - loss: 0.4024 - accuracy: 0.8349
Epoch 57/500
450/450 [==============================] - 0s 797us/step - loss: 0.4022 - accuracy: 0.8347
Epoch 58/500
450/450 [==============================] - 0s 791us/step - loss: 0.4024 - accuracy: 0.8350
Epoch 59/500
450/450 [==============================] - 0s 816us/step - loss: 0.4023 - accuracy: 0.8358
Epoch 60/500
450/450 [==============================] - 0s 819us/step - loss: 0.4023 - accuracy: 0.8353
Epoch 61/500
450/450 [==============================] - 0s 784us/step - loss: 0.4022 - accuracy: 0.8344
Epoch 62/500
450/450 [==============================] - 0s 816us/step - loss: 0.4023 - accuracy: 0.8361
Epoch 63/500
450/450 [==============================] - 0s 801us/step - loss: 0.4020 - accuracy: 0.8351
Epoch 64/500
450/450 [==============================] - 0s 814us/step - loss: 0.4022 - accuracy: 0.8354
Epoch 65/500
450/450 [==============================] - 0s 793us/step - loss: 0.4023 - accuracy: 0.8363
Epoch 66/500
450/450 [==============================] - 0s 796us/step - loss: 0.4023 - accuracy: 0.8354
Epoch 67/500
450/450 [==============================] - 0s 801us/step - loss: 0.4022 - accuracy: 0.8339
Epoch 68/500
450/450 [==============================] - 0s 848us/step - loss: 0.4022 - accuracy: 0.8358
Epoch 69/500
450/450 [==============================] - 0s 802us/step - loss: 0.4023 - accuracy: 0.8347
Epoch 70/500
450/450 [==============================] - 0s 808us/step - loss: 0.4019 - accuracy: 0.8354
Epoch 71/500
450/450 [==============================] - 0s 805us/step - loss: 0.4023 - accuracy: 0.8350
Epoch 72/500
450/450 [==============================] - 0s 792us/step - loss: 0.4019 - accuracy: 0.8357
Epoch 73/500
450/450 [==============================] - 0s 815us/step - loss: 0.4016 - accuracy: 0.8343
Epoch 74/500
450/450 [==============================] - 0s 795us/step - loss: 0.4020 - accuracy: 0.8356
Epoch 75/500
450/450 [==============================] - 0s 799us/step - loss: 0.4021 - accuracy: 0.8350
Epoch 76/500
450/450 [==============================] - 0s 823us/step - loss: 0.4020 - accuracy: 0.8349
Epoch 77/500
450/450 [==============================] - 0s 799us/step - loss: 0.4019 - accuracy: 0.8356
Epoch 78/500
450/450 [==============================] - 0s 811us/step - loss: 0.4018 - accuracy: 0.8360
Epoch 79/500
450/450 [==============================] - 0s 796us/step - loss: 0.4019 - accuracy: 0.8354
Epoch 80/500
450/450 [==============================] - 0s 815us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 81/500
450/450 [==============================] - 0s 793us/step - loss: 0.4021 - accuracy: 0.8357
Epoch 82/500
450/450 [==============================] - 0s 786us/step - loss: 0.4019 - accuracy: 0.8340
Epoch 83/500
450/450 [==============================] - 0s 803us/step - loss: 0.4019 - accuracy: 0.8356
Epoch 84/500
450/450 [==============================] - 0s 818us/step - loss: 0.4019 - accuracy: 0.8354
Epoch 85/500
450/450 [==============================] - 0s 797us/step - loss: 0.4019 - accuracy: 0.8361
Epoch 86/500
450/450 [==============================] - 0s 801us/step - loss: 0.4015 - accuracy: 0.8349
Epoch 87/500
450/450 [==============================] - 0s 800us/step - loss: 0.4018 - accuracy: 0.8354
Epoch 88/500
450/450 [==============================] - 0s 793us/step - loss: 0.4019 - accuracy: 0.8347
Epoch 89/500
450/450 [==============================] - 0s 795us/step - loss: 0.4014 - accuracy: 0.8364
Epoch 90/500
450/450 [==============================] - 0s 804us/step - loss: 0.4018 - accuracy: 0.8350
Epoch 91/500
450/450 [==============================] - 0s 792us/step - loss: 0.4016 - accuracy: 0.8357
Epoch 92/500
450/450 [==============================] - 0s 819us/step - loss: 0.4014 - accuracy: 0.8365
Epoch 93/500
450/450 [==============================] - 0s 798us/step - loss: 0.4015 - accuracy: 0.8354
Epoch 94/500
450/450 [==============================] - 0s 810us/step - loss: 0.4015 - accuracy: 0.8350
Epoch 95/500
450/450 [==============================] - 0s 815us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 96/500
450/450 [==============================] - 0s 795us/step - loss: 0.4011 - accuracy: 0.8368
Epoch 97/500
450/450 [==============================] - 0s 790us/step - loss: 0.4015 - accuracy: 0.8371
Epoch 98/500
450/450 [==============================] - 0s 820us/step - loss: 0.4010 - accuracy: 0.8340
Epoch 99/500
450/450 [==============================] - 0s 795us/step - loss: 0.4014 - accuracy: 0.8364
Epoch 100/500
450/450 [==============================] - 0s 808us/step - loss: 0.4009 - accuracy: 0.8358
Epoch 101/500
450/450 [==============================] - 0s 798us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 102/500
450/450 [==============================] - 0s 794us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 103/500
450/450 [==============================] - 0s 822us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 104/500
450/450 [==============================] - 0s 793us/step - loss: 0.4002 - accuracy: 0.8357
Epoch 105/500
450/450 [==============================] - 0s 794us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 106/500
450/450 [==============================] - 0s 822us/step - loss: 0.4001 - accuracy: 0.8353
Epoch 107/500
450/450 [==============================] - 0s 790us/step - loss: 0.3998 - accuracy: 0.8349
Epoch 108/500
450/450 [==============================] - 0s 795us/step - loss: 0.3994 - accuracy: 0.8347
Epoch 109/500
450/450 [==============================] - 0s 822us/step - loss: 0.3995 - accuracy: 0.8350
Epoch 110/500
450/450 [==============================] - 0s 793us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 111/500
450/450 [==============================] - 0s 820us/step - loss: 0.3989 - accuracy: 0.8361
Epoch 112/500
450/450 [==============================] - 0s 796us/step - loss: 0.3990 - accuracy: 0.8351
Epoch 113/500
450/450 [==============================] - 0s 794us/step - loss: 0.3989 - accuracy: 0.8357
Epoch 114/500
450/450 [==============================] - 0s 823us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 115/500
450/450 [==============================] - 0s 796us/step - loss: 0.3985 - accuracy: 0.8354
Epoch 116/500
450/450 [==============================] - 0s 797us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 117/500
450/450 [==============================] - 0s 822us/step - loss: 0.3977 - accuracy: 0.8354
Epoch 118/500
450/450 [==============================] - 0s 792us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 119/500
450/450 [==============================] - 0s 792us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 120/500
450/450 [==============================] - 0s 822us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 121/500
450/450 [==============================] - 0s 792us/step - loss: 0.3976 - accuracy: 0.8357
Epoch 122/500
450/450 [==============================] - 0s 817us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 123/500
450/450 [==============================] - 0s 793us/step - loss: 0.3970 - accuracy: 0.8379
Epoch 124/500
450/450 [==============================] - 0s 789us/step - loss: 0.3971 - accuracy: 0.8361
Epoch 125/500
450/450 [==============================] - 0s 813us/step - loss: 0.3970 - accuracy: 0.8379
Epoch 126/500
450/450 [==============================] - 0s 806us/step - loss: 0.3969 - accuracy: 0.8378
Epoch 127/500
450/450 [==============================] - 0s 801us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 128/500
450/450 [==============================] - 0s 815us/step - loss: 0.3964 - accuracy: 0.8372
Epoch 129/500
450/450 [==============================] - 0s 787us/step - loss: 0.3965 - accuracy: 0.8374
Epoch 130/500
450/450 [==============================] - 0s 783us/step - loss: 0.3966 - accuracy: 0.8367
Epoch 131/500
450/450 [==============================] - 0s 820us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 132/500
450/450 [==============================] - 0s 791us/step - loss: 0.3964 - accuracy: 0.8371
Epoch 133/500
450/450 [==============================] - 0s 824us/step - loss: 0.3957 - accuracy: 0.8353
Epoch 134/500
450/450 [==============================] - 0s 794us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 135/500
450/450 [==============================] - 0s 790us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 136/500
450/450 [==============================] - 0s 820us/step - loss: 0.3960 - accuracy: 0.8372
Epoch 137/500
450/450 [==============================] - 0s 802us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 138/500
450/450 [==============================] - 0s 802us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 139/500
450/450 [==============================] - 0s 827us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 140/500
450/450 [==============================] - 0s 795us/step - loss: 0.3960 - accuracy: 0.8378
Epoch 141/500
450/450 [==============================] - 0s 798us/step - loss: 0.3959 - accuracy: 0.8372
Epoch 142/500
450/450 [==============================] - 0s 817us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 143/500
450/450 [==============================] - 0s 823us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 144/500
450/450 [==============================] - 0s 820us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 145/500
450/450 [==============================] - 0s 794us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 146/500
450/450 [==============================] - 0s 793us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 147/500
450/450 [==============================] - 0s 815us/step - loss: 0.3957 - accuracy: 0.8361
Epoch 148/500
450/450 [==============================] - 0s 796us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 149/500
450/450 [==============================] - 0s 794us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 150/500
450/450 [==============================] - 0s 816us/step - loss: 0.3957 - accuracy: 0.8357
Epoch 151/500
450/450 [==============================] - 0s 791us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 152/500
450/450 [==============================] - 0s 794us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 153/500
450/450 [==============================] - 0s 820us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 154/500
450/450 [==============================] - 0s 791us/step - loss: 0.3954 - accuracy: 0.8378
Epoch 155/500
450/450 [==============================] - 0s 817us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 156/500
450/450 [==============================] - 0s 793us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 157/500
450/450 [==============================] - 0s 794us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 158/500
450/450 [==============================] - 0s 826us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 159/500
450/450 [==============================] - 0s 797us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 160/500
450/450 [==============================] - 0s 797us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 161/500
450/450 [==============================] - 0s 947us/step - loss: 0.3953 - accuracy: 0.8369
Epoch 162/500
450/450 [==============================] - 0s 834us/step - loss: 0.3949 - accuracy: 0.8356
Epoch 163/500
450/450 [==============================] - 0s 811us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 164/500
450/450 [==============================] - 0s 811us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 165/500
450/450 [==============================] - 0s 832us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 166/500
450/450 [==============================] - 0s 836us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 167/500
450/450 [==============================] - 0s 836us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 168/500
450/450 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 169/500
450/450 [==============================] - 0s 801us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 170/500
450/450 [==============================] - 0s 792us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 171/500
450/450 [==============================] - 0s 804us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 172/500
450/450 [==============================] - 0s 813us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 173/500
450/450 [==============================] - 0s 796us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 174/500
450/450 [==============================] - 0s 806us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 175/500
450/450 [==============================] - 0s 797us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 176/500
450/450 [==============================] - 0s 803us/step - loss: 0.3947 - accuracy: 0.8358
Epoch 177/500
450/450 [==============================] - 0s 816us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 178/500
450/450 [==============================] - 0s 792us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 179/500
450/450 [==============================] - 0s 795us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 180/500
450/450 [==============================] - 0s 830us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 181/500
450/450 [==============================] - 0s 795us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 182/500
450/450 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 183/500
450/450 [==============================] - 0s 790us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 184/500
450/450 [==============================] - 0s 796us/step - loss: 0.3939 - accuracy: 0.83750s - loss: 0.3973 - accuracy: 
Epoch 185/500
450/450 [==============================] - 0s 816us/step - loss: 0.3951 - accuracy: 0.8364
Epoch 186/500
450/450 [==============================] - 0s 797us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 187/500
450/450 [==============================] - 0s 788us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 188/500
450/450 [==============================] - 0s 823us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 189/500
450/450 [==============================] - 0s 792us/step - loss: 0.3943 - accuracy: 0.8358
Epoch 190/500
450/450 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 191/500
450/450 [==============================] - 0s 820us/step - loss: 0.3941 - accuracy: 0.8361
Epoch 192/500
450/450 [==============================] - 0s 790us/step - loss: 0.3942 - accuracy: 0.8365
Epoch 193/500
450/450 [==============================] - 0s 800us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 194/500
450/450 [==============================] - 0s 813us/step - loss: 0.3936 - accuracy: 0.83940s - loss: 0.3938 - accuracy: 0.83
Epoch 195/500
450/450 [==============================] - 0s 792us/step - loss: 0.3930 - accuracy: 0.8363
Epoch 196/500
450/450 [==============================] - 0s 820us/step - loss: 0.3926 - accuracy: 0.8360
Epoch 197/500
450/450 [==============================] - 0s 806us/step - loss: 0.3920 - accuracy: 0.83680s - loss: 0.3899 - accuracy: 
Epoch 198/500
450/450 [==============================] - 0s 799us/step - loss: 0.3910 - accuracy: 0.8367
Epoch 199/500
450/450 [==============================] - 0s 818us/step - loss: 0.3892 - accuracy: 0.8379
Epoch 200/500
450/450 [==============================] - 0s 794us/step - loss: 0.3879 - accuracy: 0.8390
Epoch 201/500
450/450 [==============================] - 0s 800us/step - loss: 0.3853 - accuracy: 0.8396
Epoch 202/500
450/450 [==============================] - 0s 807us/step - loss: 0.3814 - accuracy: 0.8421
Epoch 203/500
450/450 [==============================] - 0s 795us/step - loss: 0.3763 - accuracy: 0.8450
Epoch 204/500
450/450 [==============================] - 0s 814us/step - loss: 0.3713 - accuracy: 0.8462
Epoch 205/500
450/450 [==============================] - 0s 801us/step - loss: 0.3662 - accuracy: 0.8508
Epoch 206/500
450/450 [==============================] - 0s 796us/step - loss: 0.3620 - accuracy: 0.8524
Epoch 207/500
450/450 [==============================] - 0s 807us/step - loss: 0.3586 - accuracy: 0.8551
Epoch 208/500
450/450 [==============================] - 0s 800us/step - loss: 0.3560 - accuracy: 0.8558
Epoch 209/500
450/450 [==============================] - 0s 791us/step - loss: 0.3540 - accuracy: 0.8565
Epoch 210/500
450/450 [==============================] - 0s 889us/step - loss: 0.3521 - accuracy: 0.8561
Epoch 211/500
450/450 [==============================] - 0s 794us/step - loss: 0.3504 - accuracy: 0.8579
Epoch 212/500
450/450 [==============================] - 0s 785us/step - loss: 0.3491 - accuracy: 0.8579
Epoch 213/500
450/450 [==============================] - 0s 813us/step - loss: 0.3481 - accuracy: 0.8586
Epoch 214/500
450/450 [==============================] - 0s 795us/step - loss: 0.3471 - accuracy: 0.8597
Epoch 215/500
450/450 [==============================] - 0s 814us/step - loss: 0.3466 - accuracy: 0.85960s - loss: 0.3492 - accuracy: 0.
Epoch 216/500
450/450 [==============================] - 0s 792us/step - loss: 0.3460 - accuracy: 0.8592
Epoch 217/500
450/450 [==============================] - 0s 790us/step - loss: 0.3454 - accuracy: 0.8608
Epoch 218/500
450/450 [==============================] - 0s 812us/step - loss: 0.3448 - accuracy: 0.8597
Epoch 219/500
450/450 [==============================] - 0s 790us/step - loss: 0.3447 - accuracy: 0.8592
Epoch 220/500
450/450 [==============================] - 0s 804us/step - loss: 0.3437 - accuracy: 0.8590
Epoch 221/500
450/450 [==============================] - 0s 813us/step - loss: 0.3434 - accuracy: 0.8590
Epoch 222/500
450/450 [==============================] - 0s 789us/step - loss: 0.3437 - accuracy: 0.8610
Epoch 223/500
450/450 [==============================] - 0s 797us/step - loss: 0.3427 - accuracy: 0.8618
Epoch 224/500
450/450 [==============================] - 0s 810us/step - loss: 0.3430 - accuracy: 0.8615
Epoch 225/500
450/450 [==============================] - 0s 804us/step - loss: 0.3430 - accuracy: 0.8604
Epoch 226/500
450/450 [==============================] - 0s 808us/step - loss: 0.3432 - accuracy: 0.8589
Epoch 227/500
450/450 [==============================] - 0s 792us/step - loss: 0.3422 - accuracy: 0.8594
Epoch 228/500
450/450 [==============================] - 0s 793us/step - loss: 0.3431 - accuracy: 0.8594
Epoch 229/500
450/450 [==============================] - 0s 809us/step - loss: 0.3429 - accuracy: 0.8607
Epoch 230/500
450/450 [==============================] - 0s 792us/step - loss: 0.3421 - accuracy: 0.8600
Epoch 231/500
450/450 [==============================] - 0s 794us/step - loss: 0.3427 - accuracy: 0.8590
Epoch 232/500
450/450 [==============================] - 0s 811us/step - loss: 0.3426 - accuracy: 0.8597
Epoch 233/500
450/450 [==============================] - 0s 791us/step - loss: 0.3426 - accuracy: 0.8597
Epoch 234/500
450/450 [==============================] - 0s 792us/step - loss: 0.3422 - accuracy: 0.8593
Epoch 235/500
450/450 [==============================] - 0s 823us/step - loss: 0.3420 - accuracy: 0.85870s - loss: 0.3383 - accuracy: 0.
Epoch 236/500
450/450 [==============================] - 0s 791us/step - loss: 0.3425 - accuracy: 0.8587
Epoch 237/500
450/450 [==============================] - 0s 791us/step - loss: 0.3425 - accuracy: 0.8606
Epoch 238/500
450/450 [==============================] - 0s 805us/step - loss: 0.3415 - accuracy: 0.8615
Epoch 239/500
450/450 [==============================] - 0s 794us/step - loss: 0.3414 - accuracy: 0.8587
Epoch 240/500
450/450 [==============================] - 0s 803us/step - loss: 0.3411 - accuracy: 0.8592
Epoch 241/500
450/450 [==============================] - 0s 795us/step - loss: 0.3419 - accuracy: 0.8596
Epoch 242/500
450/450 [==============================] - 0s 801us/step - loss: 0.3416 - accuracy: 0.8594
Epoch 243/500
450/450 [==============================] - 0s 823us/step - loss: 0.3418 - accuracy: 0.8590
Epoch 244/500
450/450 [==============================] - 0s 794us/step - loss: 0.3416 - accuracy: 0.8610
Epoch 245/500
450/450 [==============================] - 0s 822us/step - loss: 0.3414 - accuracy: 0.8586
Epoch 246/500
450/450 [==============================] - 0s 801us/step - loss: 0.3421 - accuracy: 0.85940s - loss: 0.3425 - accuracy: 0.85
Epoch 247/500
450/450 [==============================] - 0s 792us/step - loss: 0.3413 - accuracy: 0.8618
Epoch 248/500
450/450 [==============================] - 0s 841us/step - loss: 0.3416 - accuracy: 0.8594
Epoch 249/500
450/450 [==============================] - 0s 803us/step - loss: 0.3416 - accuracy: 0.8608
Epoch 250/500
450/450 [==============================] - 0s 793us/step - loss: 0.3416 - accuracy: 0.8596
Epoch 251/500
450/450 [==============================] - 0s 801us/step - loss: 0.3414 - accuracy: 0.8600
Epoch 252/500
450/450 [==============================] - 0s 793us/step - loss: 0.3414 - accuracy: 0.8614
Epoch 253/500
450/450 [==============================] - 0s 797us/step - loss: 0.3410 - accuracy: 0.8614
Epoch 254/500
450/450 [==============================] - 0s 817us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 255/500
450/450 [==============================] - 0s 793us/step - loss: 0.3409 - accuracy: 0.8606
Epoch 256/500
450/450 [==============================] - 0s 786us/step - loss: 0.3405 - accuracy: 0.8610
Epoch 257/500
450/450 [==============================] - 0s 820us/step - loss: 0.3399 - accuracy: 0.8618
Epoch 258/500
450/450 [==============================] - 0s 796us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 259/500
450/450 [==============================] - 0s 834us/step - loss: 0.3401 - accuracy: 0.8639
Epoch 260/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3395 - accuracy: 0.8614
Epoch 261/500
450/450 [==============================] - 0s 799us/step - loss: 0.3392 - accuracy: 0.8604
Epoch 262/500
450/450 [==============================] - 0s 812us/step - loss: 0.3390 - accuracy: 0.8608
Epoch 263/500
450/450 [==============================] - 0s 810us/step - loss: 0.3382 - accuracy: 0.8637
Epoch 264/500
450/450 [==============================] - 0s 799us/step - loss: 0.3387 - accuracy: 0.8625
Epoch 265/500
450/450 [==============================] - 0s 822us/step - loss: 0.3388 - accuracy: 0.8633
Epoch 266/500
450/450 [==============================] - 0s 787us/step - loss: 0.3390 - accuracy: 0.8626
Epoch 267/500
450/450 [==============================] - 0s 828us/step - loss: 0.3391 - accuracy: 0.8656
Epoch 268/500
450/450 [==============================] - 0s 802us/step - loss: 0.3389 - accuracy: 0.8619
Epoch 269/500
450/450 [==============================] - 0s 795us/step - loss: 0.3381 - accuracy: 0.8636
Epoch 270/500
450/450 [==============================] - 0s 813us/step - loss: 0.3385 - accuracy: 0.8621
Epoch 271/500
450/450 [==============================] - 0s 794us/step - loss: 0.3386 - accuracy: 0.8636
Epoch 272/500
450/450 [==============================] - 0s 797us/step - loss: 0.3382 - accuracy: 0.8618
Epoch 273/500
450/450 [==============================] - 0s 818us/step - loss: 0.3383 - accuracy: 0.8646
Epoch 274/500
450/450 [==============================] - 0s 801us/step - loss: 0.3384 - accuracy: 0.8639
Epoch 275/500
450/450 [==============================] - 0s 808us/step - loss: 0.3380 - accuracy: 0.8632
Epoch 276/500
450/450 [==============================] - 0s 825us/step - loss: 0.3382 - accuracy: 0.8639
Epoch 277/500
450/450 [==============================] - 0s 787us/step - loss: 0.3384 - accuracy: 0.8631
Epoch 278/500
450/450 [==============================] - 0s 819us/step - loss: 0.3380 - accuracy: 0.8636
Epoch 279/500
450/450 [==============================] - 0s 793us/step - loss: 0.3378 - accuracy: 0.8633
Epoch 280/500
450/450 [==============================] - 0s 788us/step - loss: 0.3381 - accuracy: 0.8651
Epoch 281/500
450/450 [==============================] - 0s 802us/step - loss: 0.3377 - accuracy: 0.8640
Epoch 282/500
450/450 [==============================] - 0s 791us/step - loss: 0.3375 - accuracy: 0.8635
Epoch 283/500
450/450 [==============================] - 0s 794us/step - loss: 0.3382 - accuracy: 0.8619
Epoch 284/500
450/450 [==============================] - 0s 808us/step - loss: 0.3377 - accuracy: 0.8631
Epoch 285/500
450/450 [==============================] - 0s 796us/step - loss: 0.3380 - accuracy: 0.8637
Epoch 286/500
450/450 [==============================] - 0s 800us/step - loss: 0.3376 - accuracy: 0.8639
Epoch 287/500
450/450 [==============================] - 0s 810us/step - loss: 0.3369 - accuracy: 0.8632
Epoch 288/500
450/450 [==============================] - 0s 788us/step - loss: 0.3376 - accuracy: 0.8626
Epoch 289/500
450/450 [==============================] - 0s 812us/step - loss: 0.3376 - accuracy: 0.8628
Epoch 290/500
450/450 [==============================] - 0s 816us/step - loss: 0.3380 - accuracy: 0.8636
Epoch 291/500
450/450 [==============================] - 0s 785us/step - loss: 0.3378 - accuracy: 0.8646
Epoch 292/500
450/450 [==============================] - 0s 815us/step - loss: 0.3379 - accuracy: 0.8633
Epoch 293/500
450/450 [==============================] - 0s 788us/step - loss: 0.3374 - accuracy: 0.8644
Epoch 294/500
450/450 [==============================] - 0s 786us/step - loss: 0.3369 - accuracy: 0.8629
Epoch 295/500
450/450 [==============================] - 0s 809us/step - loss: 0.3375 - accuracy: 0.8640
Epoch 296/500
450/450 [==============================] - 0s 791us/step - loss: 0.3378 - accuracy: 0.8640
Epoch 297/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3372 - accuracy: 0.8621
Epoch 298/500
450/450 [==============================] - 0s 881us/step - loss: 0.3374 - accuracy: 0.8636
Epoch 299/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3371 - accuracy: 0.8629
Epoch 300/500
450/450 [==============================] - 0s 954us/step - loss: 0.3375 - accuracy: 0.86470s - loss: 0.3379 - accuracy: 
Epoch 301/500
450/450 [==============================] - 0s 953us/step - loss: 0.3376 - accuracy: 0.8629
Epoch 302/500
450/450 [==============================] - 0s 842us/step - loss: 0.3371 - accuracy: 0.8636
Epoch 303/500
450/450 [==============================] - 0s 884us/step - loss: 0.3378 - accuracy: 0.8636
Epoch 304/500
450/450 [==============================] - 0s 869us/step - loss: 0.3380 - accuracy: 0.8643
Epoch 305/500
450/450 [==============================] - 0s 833us/step - loss: 0.3377 - accuracy: 0.8639
Epoch 306/500
450/450 [==============================] - 0s 817us/step - loss: 0.3380 - accuracy: 0.8646
Epoch 307/500
450/450 [==============================] - 0s 790us/step - loss: 0.3369 - accuracy: 0.8639
Epoch 308/500
450/450 [==============================] - 0s 826us/step - loss: 0.3373 - accuracy: 0.8642
Epoch 309/500
450/450 [==============================] - 0s 797us/step - loss: 0.3369 - accuracy: 0.8625
Epoch 310/500
450/450 [==============================] - 0s 814us/step - loss: 0.3375 - accuracy: 0.8644
Epoch 311/500
450/450 [==============================] - 0s 802us/step - loss: 0.3378 - accuracy: 0.8629
Epoch 312/500
450/450 [==============================] - 0s 889us/step - loss: 0.3376 - accuracy: 0.8628
Epoch 313/500
450/450 [==============================] - 0s 877us/step - loss: 0.3370 - accuracy: 0.8639
Epoch 314/500
450/450 [==============================] - 0s 812us/step - loss: 0.3380 - accuracy: 0.8621
Epoch 315/500
450/450 [==============================] - 0s 810us/step - loss: 0.3378 - accuracy: 0.8651
Epoch 316/500
450/450 [==============================] - 0s 807us/step - loss: 0.3379 - accuracy: 0.8629
Epoch 317/500
450/450 [==============================] - 0s 794us/step - loss: 0.3378 - accuracy: 0.8637
Epoch 318/500
450/450 [==============================] - 0s 805us/step - loss: 0.3380 - accuracy: 0.8629
Epoch 319/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3372 - accuracy: 0.8644
Epoch 320/500
450/450 [==============================] - 0s 891us/step - loss: 0.3378 - accuracy: 0.8635
Epoch 321/500
450/450 [==============================] - 0s 872us/step - loss: 0.3373 - accuracy: 0.86350s - loss: 0.3322 - accuracy: 
Epoch 322/500
450/450 [==============================] - 0s 782us/step - loss: 0.3379 - accuracy: 0.8629
Epoch 323/500
450/450 [==============================] - 0s 826us/step - loss: 0.3374 - accuracy: 0.8636
Epoch 324/500
450/450 [==============================] - 0s 812us/step - loss: 0.3375 - accuracy: 0.8635
Epoch 325/500
450/450 [==============================] - 0s 873us/step - loss: 0.3373 - accuracy: 0.8637
Epoch 326/500
450/450 [==============================] - 0s 875us/step - loss: 0.3379 - accuracy: 0.8647
Epoch 327/500
450/450 [==============================] - 0s 816us/step - loss: 0.3381 - accuracy: 0.8644
Epoch 328/500
450/450 [==============================] - 0s 805us/step - loss: 0.3372 - accuracy: 0.8639
Epoch 329/500
450/450 [==============================] - 0s 788us/step - loss: 0.3378 - accuracy: 0.8642
Epoch 330/500
450/450 [==============================] - 0s 801us/step - loss: 0.3379 - accuracy: 0.8656
Epoch 331/500
450/450 [==============================] - 0s 786us/step - loss: 0.3380 - accuracy: 0.8642
Epoch 332/500
450/450 [==============================] - 0s 775us/step - loss: 0.3381 - accuracy: 0.8657
Epoch 333/500
450/450 [==============================] - 0s 808us/step - loss: 0.3381 - accuracy: 0.8639
Epoch 334/500
450/450 [==============================] - 0s 778us/step - loss: 0.3376 - accuracy: 0.8656
Epoch 335/500
450/450 [==============================] - 0s 778us/step - loss: 0.3380 - accuracy: 0.8643
Epoch 336/500
450/450 [==============================] - 0s 799us/step - loss: 0.3374 - accuracy: 0.8658
Epoch 337/500
450/450 [==============================] - 0s 776us/step - loss: 0.3380 - accuracy: 0.8654
Epoch 338/500
450/450 [==============================] - 0s 797us/step - loss: 0.3378 - accuracy: 0.8639
Epoch 339/500
450/450 [==============================] - 0s 845us/step - loss: 0.3383 - accuracy: 0.8637
Epoch 340/500
450/450 [==============================] - 0s 781us/step - loss: 0.3384 - accuracy: 0.8644
Epoch 341/500
450/450 [==============================] - 0s 767us/step - loss: 0.3376 - accuracy: 0.8649
Epoch 342/500
450/450 [==============================] - 0s 764us/step - loss: 0.3377 - accuracy: 0.8633
Epoch 343/500
450/450 [==============================] - 0s 735us/step - loss: 0.3377 - accuracy: 0.8642
Epoch 344/500
450/450 [==============================] - 0s 786us/step - loss: 0.3373 - accuracy: 0.8637
Epoch 345/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3373 - accuracy: 0.8662
Epoch 346/500
450/450 [==============================] - 0s 780us/step - loss: 0.3380 - accuracy: 0.8649
Epoch 347/500
450/450 [==============================] - 0s 806us/step - loss: 0.3380 - accuracy: 0.8657
Epoch 348/500
450/450 [==============================] - 0s 793us/step - loss: 0.3380 - accuracy: 0.8654
Epoch 349/500
450/450 [==============================] - 0s 796us/step - loss: 0.3377 - accuracy: 0.8651
Epoch 350/500
450/450 [==============================] - 0s 800us/step - loss: 0.3382 - accuracy: 0.8631
Epoch 351/500
450/450 [==============================] - 0s 785us/step - loss: 0.3378 - accuracy: 0.8649
Epoch 352/500
450/450 [==============================] - 0s 784us/step - loss: 0.3376 - accuracy: 0.8649
Epoch 353/500
450/450 [==============================] - 0s 799us/step - loss: 0.3374 - accuracy: 0.8660
Epoch 354/500
450/450 [==============================] - 0s 777us/step - loss: 0.3380 - accuracy: 0.8656
Epoch 355/500
450/450 [==============================] - 0s 830us/step - loss: 0.3380 - accuracy: 0.8646
Epoch 356/500
450/450 [==============================] - 0s 792us/step - loss: 0.3375 - accuracy: 0.8649
Epoch 357/500
450/450 [==============================] - 0s 783us/step - loss: 0.3382 - accuracy: 0.8635
Epoch 358/500
450/450 [==============================] - 0s 789us/step - loss: 0.3380 - accuracy: 0.8636
Epoch 359/500
450/450 [==============================] - 0s 814us/step - loss: 0.3371 - accuracy: 0.8657
Epoch 360/500
450/450 [==============================] - 0s 781us/step - loss: 0.3374 - accuracy: 0.8657
Epoch 361/500
450/450 [==============================] - 0s 792us/step - loss: 0.3373 - accuracy: 0.8649
Epoch 362/500
450/450 [==============================] - 0s 789us/step - loss: 0.3377 - accuracy: 0.8646
Epoch 363/500
450/450 [==============================] - 0s 784us/step - loss: 0.3382 - accuracy: 0.8650
Epoch 364/500
450/450 [==============================] - 0s 797us/step - loss: 0.3379 - accuracy: 0.8639
Epoch 365/500
450/450 [==============================] - 0s 779us/step - loss: 0.3377 - accuracy: 0.8649
Epoch 366/500
450/450 [==============================] - 0s 796us/step - loss: 0.3372 - accuracy: 0.8654
Epoch 367/500
450/450 [==============================] - 0s 792us/step - loss: 0.3374 - accuracy: 0.8650
Epoch 368/500
450/450 [==============================] - 0s 775us/step - loss: 0.3379 - accuracy: 0.8644
Epoch 369/500
450/450 [==============================] - 0s 786us/step - loss: 0.3372 - accuracy: 0.8644
Epoch 370/500
450/450 [==============================] - 0s 805us/step - loss: 0.3379 - accuracy: 0.8639
Epoch 371/500
450/450 [==============================] - 0s 776us/step - loss: 0.3379 - accuracy: 0.8639
Epoch 372/500
450/450 [==============================] - 0s 880us/step - loss: 0.3377 - accuracy: 0.8650
Epoch 373/500
450/450 [==============================] - 0s 788us/step - loss: 0.3379 - accuracy: 0.8633
Epoch 374/500
450/450 [==============================] - 0s 774us/step - loss: 0.3372 - accuracy: 0.8658
Epoch 375/500
450/450 [==============================] - 0s 796us/step - loss: 0.3371 - accuracy: 0.8653
Epoch 376/500
450/450 [==============================] - 0s 795us/step - loss: 0.3378 - accuracy: 0.8653
Epoch 377/500
450/450 [==============================] - 0s 780us/step - loss: 0.3376 - accuracy: 0.8650
Epoch 378/500
450/450 [==============================] - 0s 808us/step - loss: 0.3374 - accuracy: 0.8656
Epoch 379/500
450/450 [==============================] - 0s 775us/step - loss: 0.3375 - accuracy: 0.8642
Epoch 380/500
450/450 [==============================] - 0s 777us/step - loss: 0.3375 - accuracy: 0.8658
Epoch 381/500
450/450 [==============================] - 0s 802us/step - loss: 0.3376 - accuracy: 0.8662
Epoch 382/500
450/450 [==============================] - 0s 774us/step - loss: 0.3376 - accuracy: 0.8664
Epoch 383/500
450/450 [==============================] - 0s 825us/step - loss: 0.3378 - accuracy: 0.8646
Epoch 384/500
450/450 [==============================] - 0s 787us/step - loss: 0.3369 - accuracy: 0.8646
Epoch 385/500
450/450 [==============================] - 0s 780us/step - loss: 0.3376 - accuracy: 0.8656
Epoch 386/500
450/450 [==============================] - 0s 805us/step - loss: 0.3373 - accuracy: 0.8657
Epoch 387/500
450/450 [==============================] - 0s 816us/step - loss: 0.3379 - accuracy: 0.8633
Epoch 388/500
450/450 [==============================] - 0s 780us/step - loss: 0.3373 - accuracy: 0.8660
Epoch 389/500
450/450 [==============================] - 0s 810us/step - loss: 0.3378 - accuracy: 0.8646
Epoch 390/500
450/450 [==============================] - 0s 780us/step - loss: 0.3373 - accuracy: 0.8651
Epoch 391/500
450/450 [==============================] - 0s 781us/step - loss: 0.3376 - accuracy: 0.8658
Epoch 392/500
450/450 [==============================] - 0s 817us/step - loss: 0.3379 - accuracy: 0.8643
Epoch 393/500
450/450 [==============================] - 0s 781us/step - loss: 0.3378 - accuracy: 0.8647
Epoch 394/500
450/450 [==============================] - 0s 801us/step - loss: 0.3377 - accuracy: 0.8658
Epoch 395/500
450/450 [==============================] - 0s 780us/step - loss: 0.3370 - accuracy: 0.8649
Epoch 396/500
450/450 [==============================] - 0s 780us/step - loss: 0.3378 - accuracy: 0.8653
Epoch 397/500
450/450 [==============================] - 0s 810us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 398/500
450/450 [==============================] - 0s 794us/step - loss: 0.3374 - accuracy: 0.8656
Epoch 399/500
450/450 [==============================] - 0s 777us/step - loss: 0.3373 - accuracy: 0.8656
Epoch 400/500
450/450 [==============================] - 0s 815us/step - loss: 0.3369 - accuracy: 0.8650
Epoch 401/500
450/450 [==============================] - 0s 783us/step - loss: 0.3377 - accuracy: 0.8660
Epoch 402/500
450/450 [==============================] - 0s 786us/step - loss: 0.3371 - accuracy: 0.8654
Epoch 403/500
450/450 [==============================] - 0s 803us/step - loss: 0.3382 - accuracy: 0.8668
Epoch 404/500
450/450 [==============================] - 0s 778us/step - loss: 0.3379 - accuracy: 0.8643
Epoch 405/500
450/450 [==============================] - 0s 793us/step - loss: 0.3373 - accuracy: 0.8642
Epoch 406/500
450/450 [==============================] - 0s 803us/step - loss: 0.3382 - accuracy: 0.8644
Epoch 407/500
450/450 [==============================] - 0s 796us/step - loss: 0.3377 - accuracy: 0.8643
Epoch 408/500
450/450 [==============================] - 0s 788us/step - loss: 0.3376 - accuracy: 0.8643
Epoch 409/500
450/450 [==============================] - 0s 782us/step - loss: 0.3375 - accuracy: 0.8654
Epoch 410/500
450/450 [==============================] - 0s 779us/step - loss: 0.3378 - accuracy: 0.8661
Epoch 411/500
450/450 [==============================] - 0s 819us/step - loss: 0.3370 - accuracy: 0.8658
Epoch 412/500
450/450 [==============================] - 0s 788us/step - loss: 0.3374 - accuracy: 0.8654
Epoch 413/500
450/450 [==============================] - 0s 776us/step - loss: 0.3379 - accuracy: 0.8651
Epoch 414/500
450/450 [==============================] - 0s 809us/step - loss: 0.3375 - accuracy: 0.8660
Epoch 415/500
450/450 [==============================] - 0s 779us/step - loss: 0.3375 - accuracy: 0.8642
Epoch 416/500
450/450 [==============================] - 0s 780us/step - loss: 0.3370 - accuracy: 0.8656
Epoch 417/500
450/450 [==============================] - 0s 805us/step - loss: 0.3374 - accuracy: 0.8654
Epoch 418/500
450/450 [==============================] - 0s 783us/step - loss: 0.3372 - accuracy: 0.8629
Epoch 419/500
450/450 [==============================] - 0s 810us/step - loss: 0.3372 - accuracy: 0.8626
Epoch 420/500
450/450 [==============================] - 0s 778us/step - loss: 0.3374 - accuracy: 0.8650
Epoch 421/500
450/450 [==============================] - 0s 786us/step - loss: 0.3371 - accuracy: 0.8649
Epoch 422/500
450/450 [==============================] - 0s 824us/step - loss: 0.3366 - accuracy: 0.8640
Epoch 423/500
450/450 [==============================] - 0s 780us/step - loss: 0.3378 - accuracy: 0.8651
Epoch 424/500
450/450 [==============================] - 0s 782us/step - loss: 0.3375 - accuracy: 0.86500s - loss: 0.3458 - accuracy: 0.
Epoch 425/500
450/450 [==============================] - 0s 798us/step - loss: 0.3377 - accuracy: 0.8647
Epoch 426/500
450/450 [==============================] - 0s 801us/step - loss: 0.3376 - accuracy: 0.8654
Epoch 427/500
450/450 [==============================] - 0s 776us/step - loss: 0.3372 - accuracy: 0.8656
Epoch 428/500
450/450 [==============================] - 0s 806us/step - loss: 0.3370 - accuracy: 0.8656
Epoch 429/500
450/450 [==============================] - 0s 779us/step - loss: 0.3370 - accuracy: 0.8660
Epoch 430/500
450/450 [==============================] - 0s 902us/step - loss: 0.3373 - accuracy: 0.86540s - loss: 0.3386 - accura
Epoch 431/500
450/450 [==============================] - 0s 873us/step - loss: 0.3364 - accuracy: 0.8651
Epoch 432/500
450/450 [==============================] - 0s 785us/step - loss: 0.3366 - accuracy: 0.8656
Epoch 433/500
450/450 [==============================] - 0s 829us/step - loss: 0.3373 - accuracy: 0.8642
Epoch 434/500
450/450 [==============================] - 0s 776us/step - loss: 0.3374 - accuracy: 0.8656
Epoch 435/500
450/450 [==============================] - 0s 785us/step - loss: 0.3375 - accuracy: 0.8633
Epoch 436/500
450/450 [==============================] - 0s 803us/step - loss: 0.3372 - accuracy: 0.8647
Epoch 437/500
450/450 [==============================] - 0s 781us/step - loss: 0.3377 - accuracy: 0.8640
Epoch 438/500
450/450 [==============================] - 0s 789us/step - loss: 0.3374 - accuracy: 0.86440s - loss: 0.3380 - accuracy: 
Epoch 439/500
450/450 [==============================] - 0s 811us/step - loss: 0.3372 - accuracy: 0.8640
Epoch 440/500
450/450 [==============================] - 0s 783us/step - loss: 0.3370 - accuracy: 0.8654
Epoch 441/500
450/450 [==============================] - 0s 810us/step - loss: 0.3372 - accuracy: 0.8650
Epoch 442/500
450/450 [==============================] - 0s 781us/step - loss: 0.3374 - accuracy: 0.8657
Epoch 443/500
450/450 [==============================] - 0s 778us/step - loss: 0.3379 - accuracy: 0.8646
Epoch 444/500
450/450 [==============================] - 0s 798us/step - loss: 0.3369 - accuracy: 0.8643
Epoch 445/500
450/450 [==============================] - 0s 777us/step - loss: 0.3370 - accuracy: 0.8649
Epoch 446/500
450/450 [==============================] - 0s 783us/step - loss: 0.3373 - accuracy: 0.86570s - loss: 0.3434 - accuracy
Epoch 447/500
450/450 [==============================] - 0s 811us/step - loss: 0.3375 - accuracy: 0.8664
Epoch 448/500
450/450 [==============================] - 0s 773us/step - loss: 0.3376 - accuracy: 0.8657
Epoch 449/500
450/450 [==============================] - 0s 787us/step - loss: 0.3371 - accuracy: 0.8646
Epoch 450/500
450/450 [==============================] - 0s 961us/step - loss: 0.3376 - accuracy: 0.8636
Epoch 451/500
450/450 [==============================] - 0s 932us/step - loss: 0.3376 - accuracy: 0.8642
Epoch 452/500
450/450 [==============================] - 0s 809us/step - loss: 0.3372 - accuracy: 0.8650
Epoch 453/500
450/450 [==============================] - 0s 791us/step - loss: 0.3373 - accuracy: 0.8629
Epoch 454/500
450/450 [==============================] - 0s 793us/step - loss: 0.3375 - accuracy: 0.8654
Epoch 455/500
450/450 [==============================] - 0s 801us/step - loss: 0.3373 - accuracy: 0.8651
Epoch 456/500
450/450 [==============================] - 0s 767us/step - loss: 0.3370 - accuracy: 0.8654
Epoch 457/500
450/450 [==============================] - 0s 777us/step - loss: 0.3378 - accuracy: 0.8643
Epoch 458/500
450/450 [==============================] - 0s 804us/step - loss: 0.3374 - accuracy: 0.8658
Epoch 459/500
450/450 [==============================] - 0s 779us/step - loss: 0.3373 - accuracy: 0.8649
Epoch 460/500
450/450 [==============================] - 0s 786us/step - loss: 0.3374 - accuracy: 0.8642
Epoch 461/500
450/450 [==============================] - 0s 803us/step - loss: 0.3377 - accuracy: 0.8643
Epoch 462/500
450/450 [==============================] - 0s 781us/step - loss: 0.3366 - accuracy: 0.8654
Epoch 463/500
450/450 [==============================] - 0s 800us/step - loss: 0.3374 - accuracy: 0.8650
Epoch 464/500
450/450 [==============================] - 0s 789us/step - loss: 0.3380 - accuracy: 0.8653
Epoch 465/500
450/450 [==============================] - 0s 779us/step - loss: 0.3372 - accuracy: 0.8668
Epoch 466/500
450/450 [==============================] - 0s 868us/step - loss: 0.3371 - accuracy: 0.8661
Epoch 467/500
450/450 [==============================] - 0s 806us/step - loss: 0.3369 - accuracy: 0.8651
Epoch 468/500
450/450 [==============================] - 0s 783us/step - loss: 0.3371 - accuracy: 0.8657
Epoch 469/500
450/450 [==============================] - 0s 813us/step - loss: 0.3370 - accuracy: 0.8654
Epoch 470/500
450/450 [==============================] - 0s 792us/step - loss: 0.3368 - accuracy: 0.8662
Epoch 471/500
450/450 [==============================] - 0s 797us/step - loss: 0.3370 - accuracy: 0.8637
Epoch 472/500
450/450 [==============================] - 0s 803us/step - loss: 0.3371 - accuracy: 0.8647
Epoch 473/500
450/450 [==============================] - 0s 776us/step - loss: 0.3369 - accuracy: 0.8656
Epoch 474/500
450/450 [==============================] - 0s 814us/step - loss: 0.3376 - accuracy: 0.8660
Epoch 475/500
450/450 [==============================] - 0s 790us/step - loss: 0.3372 - accuracy: 0.8662
Epoch 476/500
450/450 [==============================] - 0s 783us/step - loss: 0.3376 - accuracy: 0.8636
Epoch 477/500
450/450 [==============================] - 0s 794us/step - loss: 0.3371 - accuracy: 0.8665
Epoch 478/500
450/450 [==============================] - 0s 781us/step - loss: 0.3377 - accuracy: 0.8635
Epoch 479/500
450/450 [==============================] - 0s 783us/step - loss: 0.3372 - accuracy: 0.8664
Epoch 480/500
450/450 [==============================] - 0s 793us/step - loss: 0.3370 - accuracy: 0.8651
Epoch 481/500
450/450 [==============================] - 0s 805us/step - loss: 0.3369 - accuracy: 0.8635
Epoch 482/500
450/450 [==============================] - 0s 775us/step - loss: 0.3373 - accuracy: 0.8647
Epoch 483/500
450/450 [==============================] - 0s 797us/step - loss: 0.3369 - accuracy: 0.8657
Epoch 484/500
450/450 [==============================] - 0s 787us/step - loss: 0.3371 - accuracy: 0.8644
Epoch 485/500
450/450 [==============================] - 0s 790us/step - loss: 0.3374 - accuracy: 0.8654
Epoch 486/500
450/450 [==============================] - 0s 794us/step - loss: 0.3358 - accuracy: 0.8653
Epoch 487/500
450/450 [==============================] - 0s 776us/step - loss: 0.3371 - accuracy: 0.8644
Epoch 488/500
450/450 [==============================] - 0s 801us/step - loss: 0.3372 - accuracy: 0.8628
Epoch 489/500
450/450 [==============================] - 0s 869us/step - loss: 0.3370 - accuracy: 0.8636
Epoch 490/500
450/450 [==============================] - 0s 815us/step - loss: 0.3369 - accuracy: 0.8653
Epoch 491/500
450/450 [==============================] - 0s 795us/step - loss: 0.3370 - accuracy: 0.8651
Epoch 492/500
450/450 [==============================] - 0s 806us/step - loss: 0.3371 - accuracy: 0.8658
Epoch 493/500
450/450 [==============================] - 0s 821us/step - loss: 0.3368 - accuracy: 0.8662
Epoch 494/500
450/450 [==============================] - 0s 896us/step - loss: 0.3373 - accuracy: 0.8657
Epoch 495/500
450/450 [==============================] - 0s 940us/step - loss: 0.3365 - accuracy: 0.8644
Epoch 496/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3371 - accuracy: 0.8647
Epoch 497/500
450/450 [==============================] - 0s 784us/step - loss: 0.3372 - accuracy: 0.8660
Epoch 498/500
450/450 [==============================] - 0s 794us/step - loss: 0.3375 - accuracy: 0.8650
Epoch 499/500
450/450 [==============================] - 0s 802us/step - loss: 0.3368 - accuracy: 0.8650
Epoch 500/500
450/450 [==============================] - 0s 774us/step - loss: 0.3369 - accuracy: 0.8658
Epoch 1/500
450/450 [==============================] - 0s 817us/step - loss: 0.5653 - accuracy: 0.7953
Epoch 2/500
450/450 [==============================] - 0s 822us/step - loss: 0.4425 - accuracy: 0.7960
Epoch 3/500
450/450 [==============================] - 0s 831us/step - loss: 0.4344 - accuracy: 0.7960
Epoch 4/500
450/450 [==============================] - 0s 823us/step - loss: 0.4324 - accuracy: 0.7960
Epoch 5/500
450/450 [==============================] - 0s 867us/step - loss: 0.4312 - accuracy: 0.7960
Epoch 6/500
450/450 [==============================] - 0s 866us/step - loss: 0.4303 - accuracy: 0.7960
Epoch 7/500
450/450 [==============================] - 0s 816us/step - loss: 0.4293 - accuracy: 0.7960
Epoch 8/500
450/450 [==============================] - 0s 862us/step - loss: 0.4283 - accuracy: 0.7960
Epoch 9/500
450/450 [==============================] - 0s 835us/step - loss: 0.4255 - accuracy: 0.8037
Epoch 10/500
450/450 [==============================] - 0s 823us/step - loss: 0.4227 - accuracy: 0.8189
Epoch 11/500
450/450 [==============================] - 0s 866us/step - loss: 0.4206 - accuracy: 0.8236
Epoch 12/500
450/450 [==============================] - 0s 814us/step - loss: 0.4182 - accuracy: 0.8293
Epoch 13/500
450/450 [==============================] - 0s 830us/step - loss: 0.4158 - accuracy: 0.8332
Epoch 14/500
450/450 [==============================] - 0s 858us/step - loss: 0.4144 - accuracy: 0.8321
Epoch 15/500
450/450 [==============================] - 0s 814us/step - loss: 0.4123 - accuracy: 0.8354
Epoch 16/500
450/450 [==============================] - 0s 846us/step - loss: 0.4113 - accuracy: 0.8339
Epoch 17/500
450/450 [==============================] - 0s 827us/step - loss: 0.4095 - accuracy: 0.8356
Epoch 18/500
450/450 [==============================] - 0s 834us/step - loss: 0.4088 - accuracy: 0.8346
Epoch 19/500
450/450 [==============================] - 0s 849us/step - loss: 0.4078 - accuracy: 0.8343
Epoch 20/500
450/450 [==============================] - 0s 818us/step - loss: 0.4066 - accuracy: 0.8367
Epoch 21/500
450/450 [==============================] - 0s 846us/step - loss: 0.4057 - accuracy: 0.8361
Epoch 22/500
450/450 [==============================] - 0s 844us/step - loss: 0.4052 - accuracy: 0.8365
Epoch 23/500
450/450 [==============================] - 0s 823us/step - loss: 0.4043 - accuracy: 0.8364
Epoch 24/500
450/450 [==============================] - 0s 857us/step - loss: 0.4031 - accuracy: 0.8369
Epoch 25/500
450/450 [==============================] - 0s 822us/step - loss: 0.4027 - accuracy: 0.8368
Epoch 26/500
450/450 [==============================] - 0s 824us/step - loss: 0.4014 - accuracy: 0.8368
Epoch 27/500
450/450 [==============================] - 0s 824us/step - loss: 0.4006 - accuracy: 0.8381
Epoch 28/500
450/450 [==============================] - 0s 824us/step - loss: 0.3996 - accuracy: 0.8381
Epoch 29/500
450/450 [==============================] - 0s 835us/step - loss: 0.3987 - accuracy: 0.8368
Epoch 30/500
450/450 [==============================] - 0s 823us/step - loss: 0.3978 - accuracy: 0.8374
Epoch 31/500
450/450 [==============================] - 0s 821us/step - loss: 0.3972 - accuracy: 0.8372
Epoch 32/500
450/450 [==============================] - 0s 866us/step - loss: 0.3963 - accuracy: 0.8376
Epoch 33/500
450/450 [==============================] - 0s 824us/step - loss: 0.3961 - accuracy: 0.8375
Epoch 34/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8386
Epoch 35/500
450/450 [==============================] - 0s 838us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 36/500
450/450 [==============================] - 0s 815us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 37/500
450/450 [==============================] - 0s 795us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 38/500
450/450 [==============================] - 0s 793us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 39/500
450/450 [==============================] - 0s 801us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 40/500
450/450 [==============================] - 0s 782us/step - loss: 0.3932 - accuracy: 0.8361
Epoch 41/500
450/450 [==============================] - 0s 782us/step - loss: 0.3929 - accuracy: 0.8389
Epoch 42/500
450/450 [==============================] - 0s 801us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 43/500
450/450 [==============================] - 0s 785us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 44/500
450/450 [==============================] - 0s 794us/step - loss: 0.3927 - accuracy: 0.8378
Epoch 45/500
450/450 [==============================] - 0s 792us/step - loss: 0.3927 - accuracy: 0.8367
Epoch 46/500
450/450 [==============================] - 0s 830us/step - loss: 0.3917 - accuracy: 0.8385
Epoch 47/500
450/450 [==============================] - 0s 785us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 48/500
450/450 [==============================] - 0s 796us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 49/500
450/450 [==============================] - 0s 806us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 50/500
450/450 [==============================] - 0s 931us/step - loss: 0.3918 - accuracy: 0.8397
Epoch 51/500
450/450 [==============================] - 0s 784us/step - loss: 0.3915 - accuracy: 0.8403
Epoch 52/500
450/450 [==============================] - 0s 790us/step - loss: 0.3917 - accuracy: 0.8392
Epoch 53/500
450/450 [==============================] - 0s 804us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 54/500
450/450 [==============================] - 0s 787us/step - loss: 0.3917 - accuracy: 0.8381
Epoch 55/500
450/450 [==============================] - 0s 779us/step - loss: 0.3915 - accuracy: 0.8374
Epoch 56/500
450/450 [==============================] - 0s 802us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 57/500
450/450 [==============================] - 0s 796us/step - loss: 0.3910 - accuracy: 0.8404
Epoch 58/500
450/450 [==============================] - 0s 792us/step - loss: 0.3914 - accuracy: 0.8400
Epoch 59/500
450/450 [==============================] - 0s 800us/step - loss: 0.3910 - accuracy: 0.8400
Epoch 60/500
450/450 [==============================] - 0s 783us/step - loss: 0.3910 - accuracy: 0.8392
Epoch 61/500
450/450 [==============================] - 0s 805us/step - loss: 0.3909 - accuracy: 0.8404
Epoch 62/500
450/450 [==============================] - 0s 782us/step - loss: 0.3908 - accuracy: 0.8376
Epoch 63/500
450/450 [==============================] - 0s 788us/step - loss: 0.3907 - accuracy: 0.8396
Epoch 64/500
450/450 [==============================] - 0s 807us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 65/500
450/450 [==============================] - 0s 780us/step - loss: 0.3906 - accuracy: 0.8406
Epoch 66/500
450/450 [==============================] - 0s 788us/step - loss: 0.3909 - accuracy: 0.8397
Epoch 67/500
450/450 [==============================] - 0s 879us/step - loss: 0.3907 - accuracy: 0.8388
Epoch 68/500
450/450 [==============================] - 0s 810us/step - loss: 0.3905 - accuracy: 0.8389
Epoch 69/500
450/450 [==============================] - 0s 834us/step - loss: 0.3908 - accuracy: 0.8399
Epoch 70/500
450/450 [==============================] - 0s 812us/step - loss: 0.3905 - accuracy: 0.8397
Epoch 71/500
450/450 [==============================] - 0s 811us/step - loss: 0.3905 - accuracy: 0.8401
Epoch 72/500
450/450 [==============================] - 0s 860us/step - loss: 0.3903 - accuracy: 0.8401
Epoch 73/500
450/450 [==============================] - 0s 862us/step - loss: 0.3906 - accuracy: 0.8396
Epoch 74/500
450/450 [==============================] - 0s 788us/step - loss: 0.3898 - accuracy: 0.8411
Epoch 75/500
450/450 [==============================] - 0s 846us/step - loss: 0.3903 - accuracy: 0.8390
Epoch 76/500
450/450 [==============================] - 0s 790us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 77/500
450/450 [==============================] - 0s 783us/step - loss: 0.3902 - accuracy: 0.8408
Epoch 78/500
450/450 [==============================] - 0s 801us/step - loss: 0.3904 - accuracy: 0.84100s - loss: 0.3950 - accuracy: 
Epoch 79/500
450/450 [==============================] - 0s 786us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 80/500
450/450 [==============================] - 0s 805us/step - loss: 0.3906 - accuracy: 0.8404
Epoch 81/500
450/450 [==============================] - 0s 794us/step - loss: 0.3904 - accuracy: 0.8396
Epoch 82/500
450/450 [==============================] - 0s 803us/step - loss: 0.3902 - accuracy: 0.8404
Epoch 83/500
450/450 [==============================] - 0s 807us/step - loss: 0.3904 - accuracy: 0.8406
Epoch 84/500
450/450 [==============================] - 0s 780us/step - loss: 0.3901 - accuracy: 0.8396
Epoch 85/500
450/450 [==============================] - 0s 790us/step - loss: 0.3904 - accuracy: 0.8389
Epoch 86/500
450/450 [==============================] - 0s 798us/step - loss: 0.3900 - accuracy: 0.8396
Epoch 87/500
450/450 [==============================] - 0s 795us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 88/500
450/450 [==============================] - 0s 785us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 89/500
450/450 [==============================] - 0s 815us/step - loss: 0.3901 - accuracy: 0.8389
Epoch 90/500
450/450 [==============================] - 0s 794us/step - loss: 0.3899 - accuracy: 0.84140s - loss: 0.3899 - accuracy: 0.84
Epoch 91/500
450/450 [==============================] - 0s 811us/step - loss: 0.3903 - accuracy: 0.8401
Epoch 92/500
450/450 [==============================] - 0s 789us/step - loss: 0.3902 - accuracy: 0.8415
Epoch 93/500
450/450 [==============================] - 0s 782us/step - loss: 0.3900 - accuracy: 0.8413
Epoch 94/500
450/450 [==============================] - 0s 808us/step - loss: 0.3903 - accuracy: 0.8411
Epoch 95/500
450/450 [==============================] - 0s 785us/step - loss: 0.3899 - accuracy: 0.8418
Epoch 96/500
450/450 [==============================] - 0s 783us/step - loss: 0.3898 - accuracy: 0.8403
Epoch 97/500
450/450 [==============================] - 0s 818us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 98/500
450/450 [==============================] - 0s 777us/step - loss: 0.3900 - accuracy: 0.8414
Epoch 99/500
450/450 [==============================] - 0s 803us/step - loss: 0.3905 - accuracy: 0.8404
Epoch 100/500
450/450 [==============================] - 0s 814us/step - loss: 0.3899 - accuracy: 0.8418
Epoch 101/500
450/450 [==============================] - 0s 781us/step - loss: 0.3897 - accuracy: 0.8413
Epoch 102/500
450/450 [==============================] - 0s 811us/step - loss: 0.3900 - accuracy: 0.8421
Epoch 103/500
450/450 [==============================] - 0s 813us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 104/500
450/450 [==============================] - 0s 825us/step - loss: 0.3897 - accuracy: 0.8408
Epoch 105/500
450/450 [==============================] - 0s 823us/step - loss: 0.3898 - accuracy: 0.8408
Epoch 106/500
450/450 [==============================] - 0s 793us/step - loss: 0.3896 - accuracy: 0.8404
Epoch 107/500
450/450 [==============================] - 0s 804us/step - loss: 0.3900 - accuracy: 0.8407
Epoch 108/500
450/450 [==============================] - 0s 818us/step - loss: 0.3897 - accuracy: 0.8388
Epoch 109/500
450/450 [==============================] - 0s 812us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 110/500
450/450 [==============================] - 0s 800us/step - loss: 0.3901 - accuracy: 0.8407
Epoch 111/500
450/450 [==============================] - 0s 829us/step - loss: 0.3896 - accuracy: 0.8411
Epoch 112/500
450/450 [==============================] - 0s 795us/step - loss: 0.3897 - accuracy: 0.8390
Epoch 113/500
450/450 [==============================] - 0s 811us/step - loss: 0.3899 - accuracy: 0.8410
Epoch 114/500
450/450 [==============================] - 0s 803us/step - loss: 0.3899 - accuracy: 0.8417
Epoch 115/500
450/450 [==============================] - 0s 782us/step - loss: 0.3895 - accuracy: 0.8424
Epoch 116/500
450/450 [==============================] - 0s 808us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 117/500
450/450 [==============================] - 0s 786us/step - loss: 0.3898 - accuracy: 0.8403
Epoch 118/500
450/450 [==============================] - 0s 788us/step - loss: 0.3896 - accuracy: 0.8394
Epoch 119/500
450/450 [==============================] - 0s 815us/step - loss: 0.3897 - accuracy: 0.8388
Epoch 120/500
450/450 [==============================] - 0s 787us/step - loss: 0.3899 - accuracy: 0.8404
Epoch 121/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3890 - accuracy: 0.8425
Epoch 122/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3898 - accuracy: 0.8411
Epoch 123/500
450/450 [==============================] - 0s 891us/step - loss: 0.3895 - accuracy: 0.8422
Epoch 124/500
450/450 [==============================] - 0s 939us/step - loss: 0.3896 - accuracy: 0.8404
Epoch 125/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8418
Epoch 126/500
450/450 [==============================] - 0s 896us/step - loss: 0.3893 - accuracy: 0.8392
Epoch 127/500
450/450 [==============================] - 0s 839us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 128/500
450/450 [==============================] - 0s 879us/step - loss: 0.3892 - accuracy: 0.8400
Epoch 129/500
450/450 [==============================] - 0s 892us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 130/500
450/450 [==============================] - 0s 848us/step - loss: 0.3896 - accuracy: 0.8426
Epoch 131/500
450/450 [==============================] - 0s 782us/step - loss: 0.3894 - accuracy: 0.8410
Epoch 132/500
450/450 [==============================] - 0s 794us/step - loss: 0.3894 - accuracy: 0.8421
Epoch 133/500
450/450 [==============================] - 0s 809us/step - loss: 0.3891 - accuracy: 0.8415
Epoch 134/500
450/450 [==============================] - 0s 830us/step - loss: 0.3896 - accuracy: 0.8424
Epoch 135/500
450/450 [==============================] - 0s 816us/step - loss: 0.3897 - accuracy: 0.8404
Epoch 136/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3896 - accuracy: 0.8414
Epoch 137/500
450/450 [==============================] - 0s 967us/step - loss: 0.3897 - accuracy: 0.8413
Epoch 138/500
450/450 [==============================] - 0s 862us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 139/500
450/450 [==============================] - 0s 795us/step - loss: 0.3894 - accuracy: 0.8424
Epoch 140/500
450/450 [==============================] - 0s 786us/step - loss: 0.3895 - accuracy: 0.8404
Epoch 141/500
450/450 [==============================] - 0s 818us/step - loss: 0.3896 - accuracy: 0.8399
Epoch 142/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8422
Epoch 143/500
450/450 [==============================] - 0s 804us/step - loss: 0.3893 - accuracy: 0.8433
Epoch 144/500
450/450 [==============================] - 0s 978us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 145/500
450/450 [==============================] - 0s 938us/step - loss: 0.3895 - accuracy: 0.8411
Epoch 146/500
450/450 [==============================] - 0s 819us/step - loss: 0.3893 - accuracy: 0.8418
Epoch 147/500
450/450 [==============================] - 0s 786us/step - loss: 0.3895 - accuracy: 0.8425
Epoch 148/500
450/450 [==============================] - 0s 842us/step - loss: 0.3900 - accuracy: 0.8407
Epoch 149/500
450/450 [==============================] - 0s 880us/step - loss: 0.3894 - accuracy: 0.8439
Epoch 150/500
450/450 [==============================] - 0s 867us/step - loss: 0.3897 - accuracy: 0.8406
Epoch 151/500
450/450 [==============================] - 0s 797us/step - loss: 0.3893 - accuracy: 0.8417
Epoch 152/500
450/450 [==============================] - 0s 812us/step - loss: 0.3895 - accuracy: 0.8424
Epoch 153/500
450/450 [==============================] - 0s 793us/step - loss: 0.3894 - accuracy: 0.8407
Epoch 154/500
450/450 [==============================] - 0s 812us/step - loss: 0.3891 - accuracy: 0.8406
Epoch 155/500
450/450 [==============================] - 0s 784us/step - loss: 0.3895 - accuracy: 0.8408
Epoch 156/500
450/450 [==============================] - 0s 791us/step - loss: 0.3892 - accuracy: 0.8404
Epoch 157/500
450/450 [==============================] - 0s 799us/step - loss: 0.3896 - accuracy: 0.8394
Epoch 158/500
450/450 [==============================] - 0s 787us/step - loss: 0.3892 - accuracy: 0.8414
Epoch 159/500
450/450 [==============================] - 0s 816us/step - loss: 0.3894 - accuracy: 0.8418
Epoch 160/500
450/450 [==============================] - 0s 789us/step - loss: 0.3890 - accuracy: 0.84080s - loss: 0.3831 - accuracy: 0.
Epoch 161/500
450/450 [==============================] - 0s 792us/step - loss: 0.3896 - accuracy: 0.8422
Epoch 162/500
450/450 [==============================] - 0s 800us/step - loss: 0.3889 - accuracy: 0.8418
Epoch 163/500
450/450 [==============================] - 0s 799us/step - loss: 0.3893 - accuracy: 0.8404
Epoch 164/500
450/450 [==============================] - 0s 783us/step - loss: 0.3895 - accuracy: 0.8408
Epoch 165/500
450/450 [==============================] - 0s 795us/step - loss: 0.3891 - accuracy: 0.8415
Epoch 166/500
450/450 [==============================] - 0s 794us/step - loss: 0.3890 - accuracy: 0.8432
Epoch 167/500
450/450 [==============================] - 0s 777us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 168/500
450/450 [==============================] - 0s 839us/step - loss: 0.3893 - accuracy: 0.8403
Epoch 169/500
450/450 [==============================] - 0s 779us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 170/500
450/450 [==============================] - 0s 785us/step - loss: 0.3889 - accuracy: 0.8407
Epoch 171/500
450/450 [==============================] - 0s 798us/step - loss: 0.3893 - accuracy: 0.8411
Epoch 172/500
450/450 [==============================] - 0s 783us/step - loss: 0.3892 - accuracy: 0.8411
Epoch 173/500
450/450 [==============================] - 0s 809us/step - loss: 0.3892 - accuracy: 0.8408
Epoch 174/500
450/450 [==============================] - 0s 781us/step - loss: 0.3892 - accuracy: 0.8419
Epoch 175/500
450/450 [==============================] - 0s 787us/step - loss: 0.3896 - accuracy: 0.8410
Epoch 176/500
450/450 [==============================] - 0s 820us/step - loss: 0.3891 - accuracy: 0.84210s - loss: 0.3810 - accu
Epoch 177/500
450/450 [==============================] - 0s 799us/step - loss: 0.3891 - accuracy: 0.8422
Epoch 178/500
450/450 [==============================] - 0s 794us/step - loss: 0.3893 - accuracy: 0.8426
Epoch 179/500
450/450 [==============================] - 0s 808us/step - loss: 0.3893 - accuracy: 0.8415
Epoch 180/500
450/450 [==============================] - 0s 808us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 181/500
450/450 [==============================] - 0s 781us/step - loss: 0.3893 - accuracy: 0.8417
Epoch 182/500
450/450 [==============================] - 0s 815us/step - loss: 0.3891 - accuracy: 0.8417
Epoch 183/500
450/450 [==============================] - 0s 798us/step - loss: 0.3891 - accuracy: 0.8419
Epoch 184/500
450/450 [==============================] - 0s 800us/step - loss: 0.3895 - accuracy: 0.8410
Epoch 185/500
450/450 [==============================] - 0s 781us/step - loss: 0.3889 - accuracy: 0.8421
Epoch 186/500
450/450 [==============================] - 0s 791us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 187/500
450/450 [==============================] - 0s 816us/step - loss: 0.3893 - accuracy: 0.8396
Epoch 188/500
450/450 [==============================] - 0s 782us/step - loss: 0.3892 - accuracy: 0.8404
Epoch 189/500
450/450 [==============================] - 0s 780us/step - loss: 0.3889 - accuracy: 0.8422
Epoch 190/500
450/450 [==============================] - 0s 818us/step - loss: 0.3890 - accuracy: 0.8408
Epoch 191/500
450/450 [==============================] - 0s 785us/step - loss: 0.3894 - accuracy: 0.8390
Epoch 192/500
450/450 [==============================] - 0s 780us/step - loss: 0.3888 - accuracy: 0.8428
Epoch 193/500
450/450 [==============================] - 0s 812us/step - loss: 0.3890 - accuracy: 0.8400
Epoch 194/500
450/450 [==============================] - 0s 788us/step - loss: 0.3892 - accuracy: 0.8415
Epoch 195/500
450/450 [==============================] - 0s 781us/step - loss: 0.3895 - accuracy: 0.8407
Epoch 196/500
450/450 [==============================] - 0s 885us/step - loss: 0.3894 - accuracy: 0.8418
Epoch 197/500
450/450 [==============================] - 0s 779us/step - loss: 0.3888 - accuracy: 0.8393
Epoch 198/500
450/450 [==============================] - 0s 811us/step - loss: 0.3892 - accuracy: 0.8410
Epoch 199/500
450/450 [==============================] - 0s 794us/step - loss: 0.3893 - accuracy: 0.8413
Epoch 200/500
450/450 [==============================] - 0s 780us/step - loss: 0.3892 - accuracy: 0.8410
Epoch 201/500
450/450 [==============================] - 0s 816us/step - loss: 0.3894 - accuracy: 0.8419
Epoch 202/500
450/450 [==============================] - 0s 777us/step - loss: 0.3886 - accuracy: 0.84030s - loss: 0.3916 - accuracy: 0.83
Epoch 203/500
450/450 [==============================] - 0s 784us/step - loss: 0.3892 - accuracy: 0.8418
Epoch 204/500
450/450 [==============================] - 0s 806us/step - loss: 0.3891 - accuracy: 0.8426
Epoch 205/500
450/450 [==============================] - 0s 788us/step - loss: 0.3893 - accuracy: 0.8413
Epoch 206/500
450/450 [==============================] - 0s 794us/step - loss: 0.3888 - accuracy: 0.8413
Epoch 207/500
450/450 [==============================] - 0s 808us/step - loss: 0.3887 - accuracy: 0.8421
Epoch 208/500
450/450 [==============================] - 0s 789us/step - loss: 0.3889 - accuracy: 0.8415
Epoch 209/500
450/450 [==============================] - 0s 788us/step - loss: 0.3884 - accuracy: 0.8429
Epoch 210/500
450/450 [==============================] - 0s 806us/step - loss: 0.3893 - accuracy: 0.8415
Epoch 211/500
450/450 [==============================] - 0s 806us/step - loss: 0.3894 - accuracy: 0.8422
Epoch 212/500
450/450 [==============================] - 0s 805us/step - loss: 0.3890 - accuracy: 0.8421
Epoch 213/500
450/450 [==============================] - 0s 778us/step - loss: 0.3890 - accuracy: 0.8415
Epoch 214/500
450/450 [==============================] - 0s 783us/step - loss: 0.3890 - accuracy: 0.8417
Epoch 215/500
450/450 [==============================] - 0s 804us/step - loss: 0.3891 - accuracy: 0.8422
Epoch 216/500
450/450 [==============================] - 0s 817us/step - loss: 0.3888 - accuracy: 0.8417
Epoch 217/500
450/450 [==============================] - 0s 795us/step - loss: 0.3891 - accuracy: 0.8415
Epoch 218/500
450/450 [==============================] - 0s 807us/step - loss: 0.3882 - accuracy: 0.8418
Epoch 219/500
450/450 [==============================] - 0s 789us/step - loss: 0.3892 - accuracy: 0.8413
Epoch 220/500
450/450 [==============================] - 0s 803us/step - loss: 0.3886 - accuracy: 0.8428
Epoch 221/500
450/450 [==============================] - 0s 801us/step - loss: 0.3892 - accuracy: 0.8411
Epoch 222/500
450/450 [==============================] - 0s 829us/step - loss: 0.3888 - accuracy: 0.8415
Epoch 223/500
450/450 [==============================] - 0s 887us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 224/500
450/450 [==============================] - 0s 789us/step - loss: 0.3884 - accuracy: 0.8428
Epoch 225/500
450/450 [==============================] - 0s 788us/step - loss: 0.3889 - accuracy: 0.84180s - loss: 0.3918 - accura
Epoch 226/500
450/450 [==============================] - 0s 794us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 227/500
450/450 [==============================] - 0s 791us/step - loss: 0.3885 - accuracy: 0.8415
Epoch 228/500
450/450 [==============================] - 0s 790us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 229/500
450/450 [==============================] - 0s 815us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 230/500
450/450 [==============================] - 0s 798us/step - loss: 0.3887 - accuracy: 0.8411
Epoch 231/500
450/450 [==============================] - 0s 836us/step - loss: 0.3885 - accuracy: 0.8421
Epoch 232/500
450/450 [==============================] - 0s 788us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 233/500
450/450 [==============================] - 0s 776us/step - loss: 0.3887 - accuracy: 0.8424
Epoch 234/500
450/450 [==============================] - 0s 813us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 235/500
450/450 [==============================] - 0s 802us/step - loss: 0.3886 - accuracy: 0.8422
Epoch 236/500
450/450 [==============================] - 0s 782us/step - loss: 0.3891 - accuracy: 0.8422
Epoch 237/500
450/450 [==============================] - 0s 851us/step - loss: 0.3888 - accuracy: 0.8415
Epoch 238/500
450/450 [==============================] - 0s 809us/step - loss: 0.3891 - accuracy: 0.8417
Epoch 239/500
450/450 [==============================] - 0s 804us/step - loss: 0.3889 - accuracy: 0.8414
Epoch 240/500
450/450 [==============================] - 0s 799us/step - loss: 0.3891 - accuracy: 0.8433
Epoch 241/500
450/450 [==============================] - 0s 782us/step - loss: 0.3891 - accuracy: 0.8413
Epoch 242/500
450/450 [==============================] - 0s 819us/step - loss: 0.3887 - accuracy: 0.8400
Epoch 243/500
450/450 [==============================] - 0s 787us/step - loss: 0.3892 - accuracy: 0.8428
Epoch 244/500
450/450 [==============================] - 0s 783us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 245/500
450/450 [==============================] - 0s 800us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 246/500
450/450 [==============================] - 0s 782us/step - loss: 0.3888 - accuracy: 0.8417
Epoch 247/500
450/450 [==============================] - 0s 778us/step - loss: 0.3892 - accuracy: 0.8414
Epoch 248/500
450/450 [==============================] - 0s 799us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 249/500
450/450 [==============================] - 0s 796us/step - loss: 0.3889 - accuracy: 0.8419
Epoch 250/500
450/450 [==============================] - 0s 780us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 251/500
450/450 [==============================] - 0s 797us/step - loss: 0.3891 - accuracy: 0.8421
Epoch 252/500
450/450 [==============================] - 0s 791us/step - loss: 0.3887 - accuracy: 0.8404
Epoch 253/500
450/450 [==============================] - 0s 802us/step - loss: 0.3885 - accuracy: 0.8424
Epoch 254/500
450/450 [==============================] - 0s 782us/step - loss: 0.3893 - accuracy: 0.8413
Epoch 255/500
450/450 [==============================] - 0s 777us/step - loss: 0.3886 - accuracy: 0.8414
Epoch 256/500
450/450 [==============================] - 0s 804us/step - loss: 0.3889 - accuracy: 0.8417
Epoch 257/500
450/450 [==============================] - 0s 787us/step - loss: 0.3890 - accuracy: 0.8408
Epoch 258/500
450/450 [==============================] - 0s 787us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 259/500
450/450 [==============================] - 0s 806us/step - loss: 0.3890 - accuracy: 0.8410
Epoch 260/500
450/450 [==============================] - 0s 779us/step - loss: 0.3891 - accuracy: 0.8410
Epoch 261/500
450/450 [==============================] - 0s 797us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 262/500
450/450 [==============================] - 0s 806us/step - loss: 0.3889 - accuracy: 0.8410
Epoch 263/500
450/450 [==============================] - 0s 783us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 264/500
450/450 [==============================] - 0s 794us/step - loss: 0.3885 - accuracy: 0.8419
Epoch 265/500
450/450 [==============================] - 0s 803us/step - loss: 0.3890 - accuracy: 0.8411
Epoch 266/500
450/450 [==============================] - 0s 777us/step - loss: 0.3895 - accuracy: 0.8415
Epoch 267/500
450/450 [==============================] - 0s 800us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 268/500
450/450 [==============================] - 0s 789us/step - loss: 0.3891 - accuracy: 0.8410
Epoch 269/500
450/450 [==============================] - 0s 779us/step - loss: 0.3889 - accuracy: 0.8403
Epoch 270/500
450/450 [==============================] - 0s 806us/step - loss: 0.3889 - accuracy: 0.8414
Epoch 271/500
450/450 [==============================] - 0s 782us/step - loss: 0.3886 - accuracy: 0.8408
Epoch 272/500
450/450 [==============================] - 0s 788us/step - loss: 0.3884 - accuracy: 0.8415
Epoch 273/500
450/450 [==============================] - 0s 830us/step - loss: 0.3883 - accuracy: 0.8424
Epoch 274/500
450/450 [==============================] - 0s 781us/step - loss: 0.3887 - accuracy: 0.8415
Epoch 275/500
450/450 [==============================] - 0s 781us/step - loss: 0.3890 - accuracy: 0.8403
Epoch 276/500
450/450 [==============================] - 0s 804us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 277/500
450/450 [==============================] - 0s 784us/step - loss: 0.3884 - accuracy: 0.8408
Epoch 278/500
450/450 [==============================] - 0s 779us/step - loss: 0.3889 - accuracy: 0.8408
Epoch 279/500
450/450 [==============================] - 0s 824us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 280/500
450/450 [==============================] - 0s 779us/step - loss: 0.3890 - accuracy: 0.8407
Epoch 281/500
450/450 [==============================] - 0s 800us/step - loss: 0.3888 - accuracy: 0.8415
Epoch 282/500
450/450 [==============================] - 0s 784us/step - loss: 0.3893 - accuracy: 0.8403
Epoch 283/500
450/450 [==============================] - 0s 800us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 284/500
450/450 [==============================] - 0s 796us/step - loss: 0.3885 - accuracy: 0.8417
Epoch 285/500
450/450 [==============================] - 0s 779us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 286/500
450/450 [==============================] - 0s 786us/step - loss: 0.3886 - accuracy: 0.8410
Epoch 287/500
450/450 [==============================] - 0s 808us/step - loss: 0.3889 - accuracy: 0.8418
Epoch 288/500
450/450 [==============================] - 0s 785us/step - loss: 0.3892 - accuracy: 0.8419
Epoch 289/500
450/450 [==============================] - 0s 799us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 290/500
450/450 [==============================] - 0s 811us/step - loss: 0.3891 - accuracy: 0.8413
Epoch 291/500
450/450 [==============================] - 0s 787us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 292/500
450/450 [==============================] - 0s 796us/step - loss: 0.3890 - accuracy: 0.8401
Epoch 293/500
450/450 [==============================] - 0s 824us/step - loss: 0.3886 - accuracy: 0.8415
Epoch 294/500
450/450 [==============================] - 0s 782us/step - loss: 0.3888 - accuracy: 0.8410
Epoch 295/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3893 - accuracy: 0.8415
Epoch 296/500
450/450 [==============================] - 0s 805us/step - loss: 0.3888 - accuracy: 0.8421
Epoch 297/500
450/450 [==============================] - 0s 788us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 298/500
450/450 [==============================] - 0s 803us/step - loss: 0.3891 - accuracy: 0.8419
Epoch 299/500
450/450 [==============================] - 0s 787us/step - loss: 0.3885 - accuracy: 0.8435
Epoch 300/500
450/450 [==============================] - 0s 811us/step - loss: 0.3890 - accuracy: 0.8418
Epoch 301/500
450/450 [==============================] - 0s 789us/step - loss: 0.3887 - accuracy: 0.8428
Epoch 302/500
450/450 [==============================] - 0s 779us/step - loss: 0.3890 - accuracy: 0.8400
Epoch 303/500
450/450 [==============================] - 0s 818us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 304/500
450/450 [==============================] - 0s 804us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 305/500
450/450 [==============================] - 0s 779us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 306/500
450/450 [==============================] - 0s 821us/step - loss: 0.3882 - accuracy: 0.8400
Epoch 307/500
450/450 [==============================] - 0s 792us/step - loss: 0.3892 - accuracy: 0.8408
Epoch 308/500
450/450 [==============================] - 0s 777us/step - loss: 0.3886 - accuracy: 0.8414
Epoch 309/500
450/450 [==============================] - 0s 802us/step - loss: 0.3891 - accuracy: 0.8426
Epoch 310/500
450/450 [==============================] - 0s 790us/step - loss: 0.3886 - accuracy: 0.8432
Epoch 311/500
450/450 [==============================] - 0s 813us/step - loss: 0.3885 - accuracy: 0.8410
Epoch 312/500
450/450 [==============================] - 0s 858us/step - loss: 0.3890 - accuracy: 0.8397
Epoch 313/500
450/450 [==============================] - 0s 838us/step - loss: 0.3882 - accuracy: 0.8417
Epoch 314/500
450/450 [==============================] - 0s 804us/step - loss: 0.3887 - accuracy: 0.8403
Epoch 315/500
450/450 [==============================] - 0s 807us/step - loss: 0.3890 - accuracy: 0.8417
Epoch 316/500
450/450 [==============================] - 0s 816us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 317/500
450/450 [==============================] - 0s 831us/step - loss: 0.3886 - accuracy: 0.8411
Epoch 318/500
450/450 [==============================] - 0s 837us/step - loss: 0.3891 - accuracy: 0.8403
Epoch 319/500
450/450 [==============================] - 0s 797us/step - loss: 0.3888 - accuracy: 0.8393
Epoch 320/500
450/450 [==============================] - 0s 791us/step - loss: 0.3888 - accuracy: 0.8429
Epoch 321/500
450/450 [==============================] - 0s 778us/step - loss: 0.3886 - accuracy: 0.8431
Epoch 322/500
450/450 [==============================] - 0s 808us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 323/500
450/450 [==============================] - 0s 784us/step - loss: 0.3890 - accuracy: 0.8410
Epoch 324/500
450/450 [==============================] - 0s 782us/step - loss: 0.3888 - accuracy: 0.8415
Epoch 325/500
450/450 [==============================] - 0s 822us/step - loss: 0.3889 - accuracy: 0.8394
Epoch 326/500
450/450 [==============================] - 0s 784us/step - loss: 0.3889 - accuracy: 0.8400
Epoch 327/500
450/450 [==============================] - 0s 800us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 328/500
450/450 [==============================] - 0s 817us/step - loss: 0.3889 - accuracy: 0.8399
Epoch 329/500
450/450 [==============================] - 0s 788us/step - loss: 0.3883 - accuracy: 0.8425
Epoch 330/500
450/450 [==============================] - 0s 781us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 331/500
450/450 [==============================] - 0s 823us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 332/500
450/450 [==============================] - 0s 787us/step - loss: 0.3884 - accuracy: 0.8425
Epoch 333/500
450/450 [==============================] - 0s 804us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 334/500
450/450 [==============================] - 0s 812us/step - loss: 0.3891 - accuracy: 0.8414
Epoch 335/500
450/450 [==============================] - 0s 843us/step - loss: 0.3886 - accuracy: 0.8406
Epoch 336/500
450/450 [==============================] - 0s 805us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 337/500
450/450 [==============================] - 0s 782us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 338/500
450/450 [==============================] - 0s 794us/step - loss: 0.3887 - accuracy: 0.8415
Epoch 339/500
450/450 [==============================] - 0s 809us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 340/500
450/450 [==============================] - 0s 921us/step - loss: 0.3881 - accuracy: 0.8431
Epoch 341/500
450/450 [==============================] - 0s 891us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 342/500
450/450 [==============================] - 0s 785us/step - loss: 0.3889 - accuracy: 0.8401
Epoch 343/500
450/450 [==============================] - 0s 784us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 344/500
450/450 [==============================] - 0s 809us/step - loss: 0.3884 - accuracy: 0.8414
Epoch 345/500
450/450 [==============================] - 0s 793us/step - loss: 0.3883 - accuracy: 0.8410
Epoch 346/500
450/450 [==============================] - 0s 780us/step - loss: 0.3890 - accuracy: 0.8403
Epoch 347/500
450/450 [==============================] - 0s 793us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 348/500
450/450 [==============================] - 0s 797us/step - loss: 0.3887 - accuracy: 0.8399
Epoch 349/500
450/450 [==============================] - 0s 789us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 350/500
450/450 [==============================] - 0s 797us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 351/500
450/450 [==============================] - 0s 788us/step - loss: 0.3890 - accuracy: 0.8413
Epoch 352/500
450/450 [==============================] - 0s 792us/step - loss: 0.3887 - accuracy: 0.8400
Epoch 353/500
450/450 [==============================] - 0s 783us/step - loss: 0.3883 - accuracy: 0.8417
Epoch 354/500
450/450 [==============================] - 0s 788us/step - loss: 0.3889 - accuracy: 0.8417
Epoch 355/500
450/450 [==============================] - 0s 813us/step - loss: 0.3884 - accuracy: 0.8439
Epoch 356/500
450/450 [==============================] - 0s 778us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 357/500
450/450 [==============================] - 0s 779us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 358/500
450/450 [==============================] - 0s 794us/step - loss: 0.3888 - accuracy: 0.8400
Epoch 359/500
450/450 [==============================] - 0s 793us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 360/500
450/450 [==============================] - 0s 785us/step - loss: 0.3889 - accuracy: 0.8399
Epoch 361/500
450/450 [==============================] - 0s 874us/step - loss: 0.3886 - accuracy: 0.8408
Epoch 362/500
450/450 [==============================] - 0s 786us/step - loss: 0.3886 - accuracy: 0.8404
Epoch 363/500
450/450 [==============================] - 0s 794us/step - loss: 0.3882 - accuracy: 0.83960s - loss: 0.3827 - accura
Epoch 364/500
450/450 [==============================] - 0s 790us/step - loss: 0.3885 - accuracy: 0.8411
Epoch 365/500
450/450 [==============================] - 0s 791us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 366/500
450/450 [==============================] - 0s 791us/step - loss: 0.3886 - accuracy: 0.8419
Epoch 367/500
450/450 [==============================] - 0s 783us/step - loss: 0.3886 - accuracy: 0.8407
Epoch 368/500
450/450 [==============================] - 0s 790us/step - loss: 0.3882 - accuracy: 0.8414
Epoch 369/500
450/450 [==============================] - 0s 786us/step - loss: 0.3889 - accuracy: 0.8403
Epoch 370/500
450/450 [==============================] - 0s 787us/step - loss: 0.3881 - accuracy: 0.8415
Epoch 371/500
450/450 [==============================] - 0s 795us/step - loss: 0.3886 - accuracy: 0.8421
Epoch 372/500
450/450 [==============================] - 0s 801us/step - loss: 0.3888 - accuracy: 0.8410
Epoch 373/500
450/450 [==============================] - 0s 793us/step - loss: 0.3886 - accuracy: 0.8419
Epoch 374/500
450/450 [==============================] - 0s 795us/step - loss: 0.3892 - accuracy: 0.8417
Epoch 375/500
450/450 [==============================] - 0s 803us/step - loss: 0.3886 - accuracy: 0.8429
Epoch 376/500
450/450 [==============================] - 0s 813us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 377/500
450/450 [==============================] - 0s 807us/step - loss: 0.3885 - accuracy: 0.8404
Epoch 378/500
450/450 [==============================] - 0s 801us/step - loss: 0.3888 - accuracy: 0.8429
Epoch 379/500
450/450 [==============================] - 0s 780us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 380/500
450/450 [==============================] - 0s 802us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 381/500
450/450 [==============================] - 0s 782us/step - loss: 0.3891 - accuracy: 0.8421
Epoch 382/500
450/450 [==============================] - 0s 802us/step - loss: 0.3886 - accuracy: 0.8407
Epoch 383/500
450/450 [==============================] - 0s 808us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 384/500
450/450 [==============================] - 0s 783us/step - loss: 0.3884 - accuracy: 0.8414
Epoch 385/500
450/450 [==============================] - 0s 790us/step - loss: 0.3889 - accuracy: 0.8399
Epoch 386/500
450/450 [==============================] - 0s 810us/step - loss: 0.3886 - accuracy: 0.8410
Epoch 387/500
450/450 [==============================] - 0s 778us/step - loss: 0.3888 - accuracy: 0.8425
Epoch 388/500
450/450 [==============================] - 0s 784us/step - loss: 0.3889 - accuracy: 0.8406
Epoch 389/500
450/450 [==============================] - 0s 814us/step - loss: 0.3886 - accuracy: 0.8433
Epoch 390/500
450/450 [==============================] - 0s 792us/step - loss: 0.3885 - accuracy: 0.8411
Epoch 391/500
450/450 [==============================] - 0s 844us/step - loss: 0.3888 - accuracy: 0.8397
Epoch 392/500
450/450 [==============================] - 0s 782us/step - loss: 0.3890 - accuracy: 0.8417
Epoch 393/500
450/450 [==============================] - 0s 781us/step - loss: 0.3887 - accuracy: 0.8399
Epoch 394/500
450/450 [==============================] - 0s 867us/step - loss: 0.3887 - accuracy: 0.84100s - loss: 0.3918 - accuracy: 0.
Epoch 395/500
450/450 [==============================] - 0s 805us/step - loss: 0.3883 - accuracy: 0.8428
Epoch 396/500
450/450 [==============================] - 0s 832us/step - loss: 0.3887 - accuracy: 0.8400
Epoch 397/500
450/450 [==============================] - 0s 810us/step - loss: 0.3888 - accuracy: 0.8415
Epoch 398/500
450/450 [==============================] - 0s 803us/step - loss: 0.3883 - accuracy: 0.8422
Epoch 399/500
450/450 [==============================] - 0s 820us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 400/500
450/450 [==============================] - 0s 902us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 401/500
450/450 [==============================] - 0s 793us/step - loss: 0.3887 - accuracy: 0.8425
Epoch 402/500
450/450 [==============================] - 0s 794us/step - loss: 0.3884 - accuracy: 0.8404
Epoch 403/500
450/450 [==============================] - 0s 780us/step - loss: 0.3888 - accuracy: 0.8394
Epoch 404/500
450/450 [==============================] - 0s 795us/step - loss: 0.3881 - accuracy: 0.8406
Epoch 405/500
450/450 [==============================] - 0s 803us/step - loss: 0.3885 - accuracy: 0.8431
Epoch 406/500
450/450 [==============================] - 0s 794us/step - loss: 0.3887 - accuracy: 0.8397
Epoch 407/500
450/450 [==============================] - 0s 786us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 408/500
450/450 [==============================] - 0s 808us/step - loss: 0.3892 - accuracy: 0.8408
Epoch 409/500
450/450 [==============================] - 0s 791us/step - loss: 0.3887 - accuracy: 0.8399
Epoch 410/500
450/450 [==============================] - 0s 824us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 411/500
450/450 [==============================] - 0s 787us/step - loss: 0.3891 - accuracy: 0.8410
Epoch 412/500
450/450 [==============================] - 0s 775us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 413/500
450/450 [==============================] - 0s 819us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 414/500
450/450 [==============================] - 0s 801us/step - loss: 0.3888 - accuracy: 0.8410
Epoch 415/500
450/450 [==============================] - 0s 782us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 416/500
450/450 [==============================] - 0s 792us/step - loss: 0.3884 - accuracy: 0.8417
Epoch 417/500
450/450 [==============================] - 0s 789us/step - loss: 0.3884 - accuracy: 0.8403
Epoch 418/500
450/450 [==============================] - 0s 783us/step - loss: 0.3886 - accuracy: 0.8407
Epoch 419/500
450/450 [==============================] - 0s 805us/step - loss: 0.3884 - accuracy: 0.8411
Epoch 420/500
450/450 [==============================] - 0s 789us/step - loss: 0.3886 - accuracy: 0.8396
Epoch 421/500
450/450 [==============================] - 0s 808us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 422/500
450/450 [==============================] - 0s 778us/step - loss: 0.3882 - accuracy: 0.8396
Epoch 423/500
450/450 [==============================] - 0s 788us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 424/500
450/450 [==============================] - 0s 813us/step - loss: 0.3880 - accuracy: 0.8414
Epoch 425/500
450/450 [==============================] - 0s 782us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 426/500
450/450 [==============================] - 0s 783us/step - loss: 0.3886 - accuracy: 0.8411
Epoch 427/500
450/450 [==============================] - 0s 818us/step - loss: 0.3892 - accuracy: 0.8418
Epoch 428/500
450/450 [==============================] - 0s 779us/step - loss: 0.3882 - accuracy: 0.8424
Epoch 429/500
450/450 [==============================] - 0s 777us/step - loss: 0.3886 - accuracy: 0.8404
Epoch 430/500
450/450 [==============================] - 0s 813us/step - loss: 0.3884 - accuracy: 0.8426
Epoch 431/500
450/450 [==============================] - 0s 782us/step - loss: 0.3884 - accuracy: 0.8422
Epoch 432/500
450/450 [==============================] - 0s 796us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 433/500
450/450 [==============================] - 0s 777us/step - loss: 0.3882 - accuracy: 0.8414
Epoch 434/500
450/450 [==============================] - 0s 782us/step - loss: 0.3891 - accuracy: 0.8403
Epoch 435/500
450/450 [==============================] - 0s 785us/step - loss: 0.3886 - accuracy: 0.8415
Epoch 436/500
450/450 [==============================] - 0s 799us/step - loss: 0.3887 - accuracy: 0.8410
Epoch 437/500
450/450 [==============================] - 0s 784us/step - loss: 0.3879 - accuracy: 0.8410
Epoch 438/500
450/450 [==============================] - 0s 812us/step - loss: 0.3881 - accuracy: 0.8411
Epoch 439/500
450/450 [==============================] - 0s 782us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 440/500
450/450 [==============================] - 0s 779us/step - loss: 0.3891 - accuracy: 0.8408
Epoch 441/500
450/450 [==============================] - 0s 808us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 442/500
450/450 [==============================] - 0s 802us/step - loss: 0.3889 - accuracy: 0.8413
Epoch 443/500
450/450 [==============================] - 0s 777us/step - loss: 0.3885 - accuracy: 0.8414
Epoch 444/500
450/450 [==============================] - 0s 812us/step - loss: 0.3885 - accuracy: 0.8415
Epoch 445/500
450/450 [==============================] - 0s 791us/step - loss: 0.3886 - accuracy: 0.84220s - loss: 0.3872 - accuracy: 0.
Epoch 446/500
450/450 [==============================] - 0s 815us/step - loss: 0.3888 - accuracy: 0.8411
Epoch 447/500
450/450 [==============================] - 0s 780us/step - loss: 0.3879 - accuracy: 0.8394
Epoch 448/500
450/450 [==============================] - 0s 791us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 449/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3882 - accuracy: 0.8399
Epoch 450/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3876 - accuracy: 0.8407
Epoch 451/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8407
Epoch 452/500
450/450 [==============================] - 0s 884us/step - loss: 0.3875 - accuracy: 0.8425
Epoch 453/500
450/450 [==============================] - 0s 963us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 454/500
450/450 [==============================] - 0s 902us/step - loss: 0.3872 - accuracy: 0.8424
Epoch 455/500
450/450 [==============================] - 0s 839us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 456/500
450/450 [==============================] - 0s 814us/step - loss: 0.3872 - accuracy: 0.8429
Epoch 457/500
450/450 [==============================] - 0s 945us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 458/500
450/450 [==============================] - 0s 841us/step - loss: 0.3873 - accuracy: 0.8417
Epoch 459/500
450/450 [==============================] - 0s 788us/step - loss: 0.3871 - accuracy: 0.8406
Epoch 460/500
450/450 [==============================] - 0s 822us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 461/500
450/450 [==============================] - 0s 790us/step - loss: 0.3864 - accuracy: 0.8419
Epoch 462/500
450/450 [==============================] - 0s 832us/step - loss: 0.3865 - accuracy: 0.8435
Epoch 463/500
450/450 [==============================] - 0s 830us/step - loss: 0.3864 - accuracy: 0.8418
Epoch 464/500
450/450 [==============================] - 0s 915us/step - loss: 0.3862 - accuracy: 0.8426
Epoch 465/500
450/450 [==============================] - 0s 835us/step - loss: 0.3860 - accuracy: 0.8419
Epoch 466/500
450/450 [==============================] - 0s 819us/step - loss: 0.3857 - accuracy: 0.8429
Epoch 467/500
450/450 [==============================] - 0s 780us/step - loss: 0.3857 - accuracy: 0.8425
Epoch 468/500
450/450 [==============================] - 0s 785us/step - loss: 0.3854 - accuracy: 0.8436
Epoch 469/500
450/450 [==============================] - 0s 802us/step - loss: 0.3853 - accuracy: 0.8438
Epoch 470/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3846 - accuracy: 0.8428: 0s - loss: 0.3899 - accura
Epoch 471/500
450/450 [==============================] - 0s 809us/step - loss: 0.3844 - accuracy: 0.8433
Epoch 472/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3838 - accuracy: 0.8411
Epoch 473/500
450/450 [==============================] - 0s 782us/step - loss: 0.3834 - accuracy: 0.8429
Epoch 474/500
450/450 [==============================] - 0s 828us/step - loss: 0.3837 - accuracy: 0.8403
Epoch 475/500
450/450 [==============================] - 0s 787us/step - loss: 0.3832 - accuracy: 0.8442
Epoch 476/500
450/450 [==============================] - 0s 879us/step - loss: 0.3822 - accuracy: 0.8414
Epoch 477/500
450/450 [==============================] - 0s 868us/step - loss: 0.3820 - accuracy: 0.8438
Epoch 478/500
450/450 [==============================] - 0s 843us/step - loss: 0.3810 - accuracy: 0.8414
Epoch 479/500
450/450 [==============================] - 0s 807us/step - loss: 0.3801 - accuracy: 0.8415
Epoch 480/500
450/450 [==============================] - 0s 785us/step - loss: 0.3799 - accuracy: 0.84180s - loss: 0.3805 - accuracy: 0.
Epoch 481/500
450/450 [==============================] - 0s 783us/step - loss: 0.3801 - accuracy: 0.8417
Epoch 482/500
450/450 [==============================] - 0s 809us/step - loss: 0.3788 - accuracy: 0.8422
Epoch 483/500
450/450 [==============================] - 0s 788us/step - loss: 0.3788 - accuracy: 0.8414
Epoch 484/500
450/450 [==============================] - 0s 786us/step - loss: 0.3782 - accuracy: 0.8424
Epoch 485/500
450/450 [==============================] - 0s 833us/step - loss: 0.3780 - accuracy: 0.8426
Epoch 486/500
450/450 [==============================] - 0s 783us/step - loss: 0.3774 - accuracy: 0.8415
Epoch 487/500
450/450 [==============================] - 0s 803us/step - loss: 0.3770 - accuracy: 0.8450
Epoch 488/500
450/450 [==============================] - 0s 789us/step - loss: 0.3776 - accuracy: 0.8442
Epoch 489/500
450/450 [==============================] - 0s 809us/step - loss: 0.3762 - accuracy: 0.8449
Epoch 490/500
450/450 [==============================] - 0s 820us/step - loss: 0.3762 - accuracy: 0.8439
Epoch 491/500
450/450 [==============================] - 0s 778us/step - loss: 0.3752 - accuracy: 0.8460
Epoch 492/500
450/450 [==============================] - 0s 783us/step - loss: 0.3746 - accuracy: 0.8449
Epoch 493/500
450/450 [==============================] - 0s 829us/step - loss: 0.3732 - accuracy: 0.8451
Epoch 494/500
450/450 [==============================] - 0s 785us/step - loss: 0.3722 - accuracy: 0.8447
Epoch 495/500
450/450 [==============================] - 0s 790us/step - loss: 0.3708 - accuracy: 0.8435
Epoch 496/500
450/450 [==============================] - 0s 782us/step - loss: 0.3695 - accuracy: 0.8450
Epoch 497/500
450/450 [==============================] - 0s 777us/step - loss: 0.3679 - accuracy: 0.8438
Epoch 498/500
450/450 [==============================] - 0s 815us/step - loss: 0.3669 - accuracy: 0.84400s - loss: 0.3683 - accuracy: 0.
Epoch 499/500
450/450 [==============================] - 0s 786us/step - loss: 0.3657 - accuracy: 0.8464
Epoch 500/500
450/450 [==============================] - 0s 778us/step - loss: 0.3641 - accuracy: 0.8458
Epoch 1/500
450/450 [==============================] - 0s 823us/step - loss: 0.5480 - accuracy: 0.7950
Epoch 2/500
450/450 [==============================] - 0s 840us/step - loss: 0.4403 - accuracy: 0.7953
Epoch 3/500
450/450 [==============================] - 0s 831us/step - loss: 0.4328 - accuracy: 0.7953
Epoch 4/500
450/450 [==============================] - 0s 825us/step - loss: 0.4281 - accuracy: 0.7953
Epoch 5/500
450/450 [==============================] - 0s 875us/step - loss: 0.4250 - accuracy: 0.7974
Epoch 6/500
450/450 [==============================] - 0s 835us/step - loss: 0.4219 - accuracy: 0.8229
Epoch 7/500
450/450 [==============================] - 0s 825us/step - loss: 0.4202 - accuracy: 0.8243
Epoch 8/500
450/450 [==============================] - 0s 859us/step - loss: 0.4186 - accuracy: 0.8257
Epoch 9/500
450/450 [==============================] - 0s 838us/step - loss: 0.4174 - accuracy: 0.8267
Epoch 10/500
450/450 [==============================] - 0s 848us/step - loss: 0.4162 - accuracy: 0.8286
Epoch 11/500
450/450 [==============================] - 0s 828us/step - loss: 0.4151 - accuracy: 0.8296
Epoch 12/500
450/450 [==============================] - 0s 836us/step - loss: 0.4142 - accuracy: 0.8311
Epoch 13/500
450/450 [==============================] - 0s 852us/step - loss: 0.4136 - accuracy: 0.8324
Epoch 14/500
450/450 [==============================] - 0s 827us/step - loss: 0.4121 - accuracy: 0.8333
Epoch 15/500
450/450 [==============================] - 0s 825us/step - loss: 0.4118 - accuracy: 0.8344
Epoch 16/500
450/450 [==============================] - 0s 856us/step - loss: 0.4107 - accuracy: 0.8333
Epoch 17/500
450/450 [==============================] - 0s 824us/step - loss: 0.4096 - accuracy: 0.8360
Epoch 18/500
450/450 [==============================] - 0s 841us/step - loss: 0.4082 - accuracy: 0.8339
Epoch 19/500
450/450 [==============================] - 0s 841us/step - loss: 0.4073 - accuracy: 0.8347
Epoch 20/500
450/450 [==============================] - 0s 822us/step - loss: 0.4068 - accuracy: 0.8353
Epoch 21/500
450/450 [==============================] - 0s 946us/step - loss: 0.4059 - accuracy: 0.8358
Epoch 22/500
450/450 [==============================] - 0s 793us/step - loss: 0.4058 - accuracy: 0.8353
Epoch 23/500
450/450 [==============================] - 0s 802us/step - loss: 0.4050 - accuracy: 0.8357
Epoch 24/500
450/450 [==============================] - 0s 799us/step - loss: 0.4048 - accuracy: 0.8356
Epoch 25/500
450/450 [==============================] - 0s 782us/step - loss: 0.4039 - accuracy: 0.8347
Epoch 26/500
450/450 [==============================] - 0s 805us/step - loss: 0.4037 - accuracy: 0.8367
Epoch 27/500
450/450 [==============================] - 0s 791us/step - loss: 0.4033 - accuracy: 0.8367
Epoch 28/500
450/450 [==============================] - 0s 856us/step - loss: 0.4025 - accuracy: 0.8363
Epoch 29/500
450/450 [==============================] - 0s 889us/step - loss: 0.4024 - accuracy: 0.8361
Epoch 30/500
450/450 [==============================] - 0s 795us/step - loss: 0.4026 - accuracy: 0.8361
Epoch 31/500
450/450 [==============================] - 0s 811us/step - loss: 0.4021 - accuracy: 0.8367
Epoch 32/500
450/450 [==============================] - 0s 812us/step - loss: 0.4016 - accuracy: 0.8357
Epoch 33/500
450/450 [==============================] - 0s 796us/step - loss: 0.4019 - accuracy: 0.8374
Epoch 34/500
450/450 [==============================] - 0s 812us/step - loss: 0.4013 - accuracy: 0.8369
Epoch 35/500
450/450 [==============================] - 0s 805us/step - loss: 0.4013 - accuracy: 0.8367
Epoch 36/500
450/450 [==============================] - 0s 782us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 37/500
450/450 [==============================] - 0s 816us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 38/500
450/450 [==============================] - 0s 796us/step - loss: 0.4008 - accuracy: 0.8372
Epoch 39/500
450/450 [==============================] - 0s 789us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 40/500
450/450 [==============================] - 0s 806us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 41/500
450/450 [==============================] - 0s 831us/step - loss: 0.4004 - accuracy: 0.8374
Epoch 42/500
450/450 [==============================] - 0s 926us/step - loss: 0.4002 - accuracy: 0.8364
Epoch 43/500
450/450 [==============================] - 0s 893us/step - loss: 0.4002 - accuracy: 0.8360
Epoch 44/500
450/450 [==============================] - 0s 928us/step - loss: 0.3998 - accuracy: 0.8385
Epoch 45/500
450/450 [==============================] - 0s 968us/step - loss: 0.3997 - accuracy: 0.8372
Epoch 46/500
450/450 [==============================] - 0s 917us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 47/500
450/450 [==============================] - 0s 863us/step - loss: 0.3999 - accuracy: 0.8383
Epoch 48/500
450/450 [==============================] - 0s 950us/step - loss: 0.3999 - accuracy: 0.8385
Epoch 49/500
450/450 [==============================] - 0s 856us/step - loss: 0.3999 - accuracy: 0.8381
Epoch 50/500
450/450 [==============================] - 0s 838us/step - loss: 0.4001 - accuracy: 0.8371
Epoch 51/500
450/450 [==============================] - 0s 925us/step - loss: 0.3997 - accuracy: 0.8381
Epoch 52/500
450/450 [==============================] - 0s 810us/step - loss: 0.4000 - accuracy: 0.8375
Epoch 53/500
450/450 [==============================] - 0s 812us/step - loss: 0.3994 - accuracy: 0.8358
Epoch 54/500
450/450 [==============================] - 0s 799us/step - loss: 0.4000 - accuracy: 0.8367
Epoch 55/500
450/450 [==============================] - 0s 808us/step - loss: 0.3997 - accuracy: 0.8369
Epoch 56/500
450/450 [==============================] - 0s 787us/step - loss: 0.3993 - accuracy: 0.8371
Epoch 57/500
450/450 [==============================] - 0s 797us/step - loss: 0.3998 - accuracy: 0.8365
Epoch 58/500
450/450 [==============================] - 0s 816us/step - loss: 0.3999 - accuracy: 0.8378
Epoch 59/500
450/450 [==============================] - 0s 788us/step - loss: 0.3995 - accuracy: 0.8386
Epoch 60/500
450/450 [==============================] - 0s 787us/step - loss: 0.3996 - accuracy: 0.8367
Epoch 61/500
450/450 [==============================] - 0s 813us/step - loss: 0.3995 - accuracy: 0.8364
Epoch 62/500
450/450 [==============================] - 0s 792us/step - loss: 0.3992 - accuracy: 0.8389
Epoch 63/500
450/450 [==============================] - 0s 815us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 64/500
450/450 [==============================] - 0s 783us/step - loss: 0.3990 - accuracy: 0.8386
Epoch 65/500
450/450 [==============================] - 0s 792us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 66/500
450/450 [==============================] - 0s 811us/step - loss: 0.3990 - accuracy: 0.8369
Epoch 67/500
450/450 [==============================] - 0s 782us/step - loss: 0.3996 - accuracy: 0.8375
Epoch 68/500
450/450 [==============================] - 0s 819us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 69/500
450/450 [==============================] - 0s 826us/step - loss: 0.3994 - accuracy: 0.8371
Epoch 70/500
450/450 [==============================] - 0s 791us/step - loss: 0.3993 - accuracy: 0.8365
Epoch 71/500
450/450 [==============================] - 0s 790us/step - loss: 0.3992 - accuracy: 0.8369
Epoch 72/500
450/450 [==============================] - 0s 823us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 73/500
450/450 [==============================] - 0s 791us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 74/500
450/450 [==============================] - 0s 824us/step - loss: 0.3993 - accuracy: 0.8364
Epoch 75/500
450/450 [==============================] - 0s 790us/step - loss: 0.3994 - accuracy: 0.8361
Epoch 76/500
450/450 [==============================] - 0s 785us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 77/500
450/450 [==============================] - 0s 810us/step - loss: 0.3989 - accuracy: 0.83630s - loss: 0.3939 - accuracy
Epoch 78/500
450/450 [==============================] - 0s 795us/step - loss: 0.3989 - accuracy: 0.8374
Epoch 79/500
450/450 [==============================] - 0s 794us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 80/500
450/450 [==============================] - 0s 850us/step - loss: 0.3990 - accuracy: 0.8375
Epoch 81/500
450/450 [==============================] - 0s 790us/step - loss: 0.3989 - accuracy: 0.8368
Epoch 82/500
450/450 [==============================] - 0s 786us/step - loss: 0.3992 - accuracy: 0.8381
Epoch 83/500
450/450 [==============================] - 0s 816us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 84/500
450/450 [==============================] - 0s 795us/step - loss: 0.3991 - accuracy: 0.8372
Epoch 85/500
450/450 [==============================] - 0s 822us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 86/500
450/450 [==============================] - 0s 792us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 87/500
450/450 [==============================] - 0s 789us/step - loss: 0.3992 - accuracy: 0.8365
Epoch 88/500
450/450 [==============================] - 0s 808us/step - loss: 0.3989 - accuracy: 0.8379
Epoch 89/500
450/450 [==============================] - 0s 784us/step - loss: 0.3988 - accuracy: 0.8357
Epoch 90/500
450/450 [==============================] - 0s 793us/step - loss: 0.3989 - accuracy: 0.8360
Epoch 91/500
450/450 [==============================] - 0s 842us/step - loss: 0.3990 - accuracy: 0.8374
Epoch 92/500
450/450 [==============================] - 0s 796us/step - loss: 0.3988 - accuracy: 0.8360
Epoch 93/500
450/450 [==============================] - 0s 784us/step - loss: 0.3991 - accuracy: 0.8385
Epoch 94/500
450/450 [==============================] - 0s 812us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 95/500
450/450 [==============================] - 0s 793us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 96/500
450/450 [==============================] - 0s 804us/step - loss: 0.3986 - accuracy: 0.8382
Epoch 97/500
450/450 [==============================] - 0s 791us/step - loss: 0.3984 - accuracy: 0.8365
Epoch 98/500
450/450 [==============================] - 0s 794us/step - loss: 0.3989 - accuracy: 0.8376
Epoch 99/500
450/450 [==============================] - 0s 812us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 100/500
450/450 [==============================] - 0s 808us/step - loss: 0.3988 - accuracy: 0.8396
Epoch 101/500
450/450 [==============================] - 0s 794us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 102/500
450/450 [==============================] - 0s 815us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 103/500
450/450 [==============================] - 0s 788us/step - loss: 0.3985 - accuracy: 0.8390
Epoch 104/500
450/450 [==============================] - 0s 786us/step - loss: 0.3990 - accuracy: 0.8378
Epoch 105/500
450/450 [==============================] - 0s 821us/step - loss: 0.3991 - accuracy: 0.8365
Epoch 106/500
450/450 [==============================] - 0s 796us/step - loss: 0.3988 - accuracy: 0.8386
Epoch 107/500
450/450 [==============================] - 0s 818us/step - loss: 0.3989 - accuracy: 0.8378
Epoch 108/500
450/450 [==============================] - 0s 801us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 109/500
450/450 [==============================] - 0s 789us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 110/500
450/450 [==============================] - 0s 816us/step - loss: 0.3987 - accuracy: 0.8376
Epoch 111/500
450/450 [==============================] - 0s 791us/step - loss: 0.3989 - accuracy: 0.8394
Epoch 112/500
450/450 [==============================] - 0s 805us/step - loss: 0.3986 - accuracy: 0.8374
Epoch 113/500
450/450 [==============================] - 0s 813us/step - loss: 0.3989 - accuracy: 0.8368
Epoch 114/500
450/450 [==============================] - 0s 795us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 115/500
450/450 [==============================] - 0s 802us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 116/500
450/450 [==============================] - 0s 819us/step - loss: 0.3987 - accuracy: 0.8381
Epoch 117/500
450/450 [==============================] - 0s 808us/step - loss: 0.3989 - accuracy: 0.8382
Epoch 118/500
450/450 [==============================] - 0s 815us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 119/500
450/450 [==============================] - 0s 801us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 120/500
450/450 [==============================] - 0s 792us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 121/500
450/450 [==============================] - 0s 819us/step - loss: 0.3989 - accuracy: 0.8361
Epoch 122/500
450/450 [==============================] - 0s 798us/step - loss: 0.3989 - accuracy: 0.8388
Epoch 123/500
450/450 [==============================] - 0s 796us/step - loss: 0.3987 - accuracy: 0.8374
Epoch 124/500
450/450 [==============================] - 0s 814us/step - loss: 0.3988 - accuracy: 0.83540s - loss: 0.3994 - accuracy: 0.83
Epoch 125/500
450/450 [==============================] - 0s 801us/step - loss: 0.3987 - accuracy: 0.8389
Epoch 126/500
450/450 [==============================] - 0s 798us/step - loss: 0.3985 - accuracy: 0.8365
Epoch 127/500
450/450 [==============================] - 0s 833us/step - loss: 0.3988 - accuracy: 0.8374
Epoch 128/500
450/450 [==============================] - 0s 792us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 129/500
450/450 [==============================] - 0s 827us/step - loss: 0.3987 - accuracy: 0.8368
Epoch 130/500
450/450 [==============================] - 0s 801us/step - loss: 0.3985 - accuracy: 0.8364
Epoch 131/500
450/450 [==============================] - 0s 959us/step - loss: 0.3988 - accuracy: 0.8382
Epoch 132/500
450/450 [==============================] - 0s 857us/step - loss: 0.3986 - accuracy: 0.8386
Epoch 133/500
450/450 [==============================] - 0s 795us/step - loss: 0.3984 - accuracy: 0.8369
Epoch 134/500
450/450 [==============================] - 0s 804us/step - loss: 0.3985 - accuracy: 0.8383
Epoch 135/500
450/450 [==============================] - 0s 821us/step - loss: 0.3987 - accuracy: 0.8358
Epoch 136/500
450/450 [==============================] - 0s 806us/step - loss: 0.3987 - accuracy: 0.8379
Epoch 137/500
450/450 [==============================] - 0s 790us/step - loss: 0.3986 - accuracy: 0.8381
Epoch 138/500
450/450 [==============================] - 0s 792us/step - loss: 0.3988 - accuracy: 0.8369
Epoch 139/500
450/450 [==============================] - 0s 803us/step - loss: 0.3984 - accuracy: 0.8381
Epoch 140/500
450/450 [==============================] - 0s 796us/step - loss: 0.3986 - accuracy: 0.8368
Epoch 141/500
450/450 [==============================] - 0s 798us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 142/500
450/450 [==============================] - 0s 790us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 143/500
450/450 [==============================] - 0s 806us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 144/500
450/450 [==============================] - 0s 792us/step - loss: 0.3987 - accuracy: 0.8358
Epoch 145/500
450/450 [==============================] - 0s 803us/step - loss: 0.3981 - accuracy: 0.8371
Epoch 146/500
450/450 [==============================] - 0s 806us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 147/500
450/450 [==============================] - 0s 795us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 148/500
450/450 [==============================] - 0s 806us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 149/500
450/450 [==============================] - 0s 798us/step - loss: 0.3985 - accuracy: 0.8379
Epoch 150/500
450/450 [==============================] - 0s 799us/step - loss: 0.3986 - accuracy: 0.8378
Epoch 151/500
450/450 [==============================] - 0s 814us/step - loss: 0.3987 - accuracy: 0.8369
Epoch 152/500
450/450 [==============================] - 0s 789us/step - loss: 0.3990 - accuracy: 0.8378
Epoch 153/500
450/450 [==============================] - 0s 789us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 154/500
450/450 [==============================] - 0s 826us/step - loss: 0.3985 - accuracy: 0.8365
Epoch 155/500
450/450 [==============================] - 0s 798us/step - loss: 0.3987 - accuracy: 0.8392
Epoch 156/500
450/450 [==============================] - 0s 801us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 157/500
450/450 [==============================] - 0s 819us/step - loss: 0.3986 - accuracy: 0.83780s - loss: 0.3980 - accuracy: 0.
Epoch 158/500
450/450 [==============================] - 0s 800us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 159/500
450/450 [==============================] - 0s 819us/step - loss: 0.3981 - accuracy: 0.8379
Epoch 160/500
450/450 [==============================] - 0s 807us/step - loss: 0.3986 - accuracy: 0.8381
Epoch 161/500
450/450 [==============================] - 0s 795us/step - loss: 0.3986 - accuracy: 0.8361
Epoch 162/500
450/450 [==============================] - 0s 822us/step - loss: 0.3987 - accuracy: 0.8363
Epoch 163/500
450/450 [==============================] - 0s 799us/step - loss: 0.3983 - accuracy: 0.8369
Epoch 164/500
450/450 [==============================] - 0s 799us/step - loss: 0.3987 - accuracy: 0.8356
Epoch 165/500
450/450 [==============================] - 0s 813us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 166/500
450/450 [==============================] - 0s 798us/step - loss: 0.3986 - accuracy: 0.8358
Epoch 167/500
450/450 [==============================] - 0s 825us/step - loss: 0.3987 - accuracy: 0.8368
Epoch 168/500
450/450 [==============================] - 0s 797us/step - loss: 0.3985 - accuracy: 0.8357
Epoch 169/500
450/450 [==============================] - 0s 807us/step - loss: 0.3983 - accuracy: 0.8371
Epoch 170/500
450/450 [==============================] - 0s 856us/step - loss: 0.3985 - accuracy: 0.8392
Epoch 171/500
450/450 [==============================] - 0s 813us/step - loss: 0.3986 - accuracy: 0.8372
Epoch 172/500
450/450 [==============================] - 0s 810us/step - loss: 0.3984 - accuracy: 0.8386
Epoch 173/500
450/450 [==============================] - 0s 814us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 174/500
450/450 [==============================] - 0s 801us/step - loss: 0.3983 - accuracy: 0.8379
Epoch 175/500
450/450 [==============================] - 0s 796us/step - loss: 0.3983 - accuracy: 0.8379
Epoch 176/500
450/450 [==============================] - 0s 844us/step - loss: 0.3985 - accuracy: 0.8367
Epoch 177/500
450/450 [==============================] - 0s 806us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 178/500
450/450 [==============================] - 0s 827us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 179/500
450/450 [==============================] - 0s 801us/step - loss: 0.3984 - accuracy: 0.8364
Epoch 180/500
450/450 [==============================] - 0s 799us/step - loss: 0.3986 - accuracy: 0.8368
Epoch 181/500
450/450 [==============================] - 0s 826us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 182/500
450/450 [==============================] - 0s 816us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 183/500
450/450 [==============================] - 0s 797us/step - loss: 0.3986 - accuracy: 0.8364
Epoch 184/500
450/450 [==============================] - 0s 913us/step - loss: 0.3987 - accuracy: 0.83750s - loss: 0.3655 - ac
Epoch 185/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8361
Epoch 186/500
450/450 [==============================] - 0s 821us/step - loss: 0.3985 - accuracy: 0.8376
Epoch 187/500
450/450 [==============================] - 0s 800us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 188/500
450/450 [==============================] - 0s 802us/step - loss: 0.3982 - accuracy: 0.8372
Epoch 189/500
450/450 [==============================] - 0s 811us/step - loss: 0.3982 - accuracy: 0.8368
Epoch 190/500
450/450 [==============================] - 0s 798us/step - loss: 0.3983 - accuracy: 0.8357
Epoch 191/500
450/450 [==============================] - 0s 799us/step - loss: 0.3985 - accuracy: 0.8389
Epoch 192/500
450/450 [==============================] - 0s 820us/step - loss: 0.3984 - accuracy: 0.83680s - loss: 0.4006 - accuracy: 
Epoch 193/500
450/450 [==============================] - 0s 798us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 194/500
450/450 [==============================] - 0s 814us/step - loss: 0.3986 - accuracy: 0.8382
Epoch 195/500
450/450 [==============================] - 0s 824us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 196/500
450/450 [==============================] - 0s 804us/step - loss: 0.3986 - accuracy: 0.8368
Epoch 197/500
450/450 [==============================] - 0s 833us/step - loss: 0.3980 - accuracy: 0.8388
Epoch 198/500
450/450 [==============================] - 0s 813us/step - loss: 0.3984 - accuracy: 0.8379
Epoch 199/500
450/450 [==============================] - 0s 806us/step - loss: 0.3988 - accuracy: 0.8371
Epoch 200/500
450/450 [==============================] - 0s 827us/step - loss: 0.3983 - accuracy: 0.8378
Epoch 201/500
450/450 [==============================] - 0s 800us/step - loss: 0.3980 - accuracy: 0.8388
Epoch 202/500
450/450 [==============================] - 0s 797us/step - loss: 0.3986 - accuracy: 0.8356
Epoch 203/500
450/450 [==============================] - 0s 826us/step - loss: 0.3984 - accuracy: 0.8365
Epoch 204/500
450/450 [==============================] - 0s 808us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 205/500
450/450 [==============================] - 0s 809us/step - loss: 0.3983 - accuracy: 0.8374
Epoch 206/500
450/450 [==============================] - 0s 802us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 207/500
450/450 [==============================] - 0s 804us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 208/500
450/450 [==============================] - 0s 825us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 209/500
450/450 [==============================] - 0s 812us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 210/500
450/450 [==============================] - 0s 802us/step - loss: 0.3985 - accuracy: 0.8365
Epoch 211/500
450/450 [==============================] - 0s 823us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 212/500
450/450 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 213/500
450/450 [==============================] - 0s 804us/step - loss: 0.3983 - accuracy: 0.8375
Epoch 214/500
450/450 [==============================] - 0s 812us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 215/500
450/450 [==============================] - 0s 797us/step - loss: 0.3983 - accuracy: 0.8357
Epoch 216/500
450/450 [==============================] - 0s 824us/step - loss: 0.3982 - accuracy: 0.8385
Epoch 217/500
450/450 [==============================] - 0s 883us/step - loss: 0.3986 - accuracy: 0.8367
Epoch 218/500
450/450 [==============================] - 0s 849us/step - loss: 0.3983 - accuracy: 0.8392
Epoch 219/500
450/450 [==============================] - 0s 813us/step - loss: 0.3984 - accuracy: 0.8376
Epoch 220/500
450/450 [==============================] - 0s 815us/step - loss: 0.3987 - accuracy: 0.8369
Epoch 221/500
450/450 [==============================] - 0s 831us/step - loss: 0.3980 - accuracy: 0.8376
Epoch 222/500
450/450 [==============================] - 0s 845us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 223/500
450/450 [==============================] - 0s 885us/step - loss: 0.3983 - accuracy: 0.8365
Epoch 224/500
450/450 [==============================] - 0s 811us/step - loss: 0.3984 - accuracy: 0.8385
Epoch 225/500
450/450 [==============================] - 0s 798us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 226/500
450/450 [==============================] - 0s 803us/step - loss: 0.3983 - accuracy: 0.8381
Epoch 227/500
450/450 [==============================] - 0s 981us/step - loss: 0.3985 - accuracy: 0.8386
Epoch 228/500
450/450 [==============================] - 0s 794us/step - loss: 0.3983 - accuracy: 0.8376
Epoch 229/500
450/450 [==============================] - 0s 831us/step - loss: 0.3986 - accuracy: 0.8374
Epoch 230/500
450/450 [==============================] - 0s 807us/step - loss: 0.3984 - accuracy: 0.83810s - loss: 0.3923 - accuracy: 0.84 - ETA: 0s - loss: 0.3978 - accuracy: 0.
Epoch 231/500
450/450 [==============================] - 0s 802us/step - loss: 0.3986 - accuracy: 0.8381
Epoch 232/500
450/450 [==============================] - 0s 810us/step - loss: 0.3982 - accuracy: 0.8396
Epoch 233/500
450/450 [==============================] - 0s 802us/step - loss: 0.3987 - accuracy: 0.8360
Epoch 234/500
450/450 [==============================] - 0s 800us/step - loss: 0.3980 - accuracy: 0.8369
Epoch 235/500
450/450 [==============================] - 0s 810us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 236/500
450/450 [==============================] - 0s 809us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 237/500
450/450 [==============================] - 0s 808us/step - loss: 0.3982 - accuracy: 0.8392
Epoch 238/500
450/450 [==============================] - 0s 805us/step - loss: 0.3982 - accuracy: 0.8381
Epoch 239/500
450/450 [==============================] - 0s 799us/step - loss: 0.3982 - accuracy: 0.8379
Epoch 240/500
450/450 [==============================] - 0s 817us/step - loss: 0.3982 - accuracy: 0.8389
Epoch 241/500
450/450 [==============================] - 0s 803us/step - loss: 0.3981 - accuracy: 0.8385
Epoch 242/500
450/450 [==============================] - 0s 799us/step - loss: 0.3982 - accuracy: 0.8374
Epoch 243/500
450/450 [==============================] - 0s 813us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 244/500
450/450 [==============================] - 0s 797us/step - loss: 0.3978 - accuracy: 0.83760s - loss: 0.4031 - accuracy: 
Epoch 245/500
450/450 [==============================] - 0s 797us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 246/500
450/450 [==============================] - 0s 811us/step - loss: 0.3979 - accuracy: 0.8381
Epoch 247/500
450/450 [==============================] - 0s 794us/step - loss: 0.3976 - accuracy: 0.8383
Epoch 248/500
450/450 [==============================] - 0s 803us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 249/500
450/450 [==============================] - 0s 831us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 250/500
450/450 [==============================] - 0s 802us/step - loss: 0.3975 - accuracy: 0.8381
Epoch 251/500
450/450 [==============================] - 0s 829us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 252/500
450/450 [==============================] - 0s 798us/step - loss: 0.3975 - accuracy: 0.8393
Epoch 253/500
450/450 [==============================] - 0s 798us/step - loss: 0.3973 - accuracy: 0.8383
Epoch 254/500
450/450 [==============================] - 0s 829us/step - loss: 0.3972 - accuracy: 0.8367
Epoch 255/500
450/450 [==============================] - 0s 799us/step - loss: 0.3971 - accuracy: 0.8390
Epoch 256/500
450/450 [==============================] - 0s 793us/step - loss: 0.3968 - accuracy: 0.8392
Epoch 257/500
450/450 [==============================] - 0s 814us/step - loss: 0.3973 - accuracy: 0.8376
Epoch 258/500
450/450 [==============================] - 0s 802us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 259/500
450/450 [==============================] - 0s 798us/step - loss: 0.3968 - accuracy: 0.8372
Epoch 260/500
450/450 [==============================] - 0s 818us/step - loss: 0.3967 - accuracy: 0.8374
Epoch 261/500
450/450 [==============================] - 0s 799us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 262/500
450/450 [==============================] - 0s 811us/step - loss: 0.3967 - accuracy: 0.8379
Epoch 263/500
450/450 [==============================] - 0s 812us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 264/500
450/450 [==============================] - 0s 800us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 265/500
450/450 [==============================] - 0s 822us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 266/500
450/450 [==============================] - 0s 799us/step - loss: 0.3961 - accuracy: 0.8385
Epoch 267/500
450/450 [==============================] - 0s 791us/step - loss: 0.3960 - accuracy: 0.8379
Epoch 268/500
450/450 [==============================] - 0s 824us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 269/500
450/450 [==============================] - 0s 795us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 270/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3960 - accuracy: 0.8382
Epoch 271/500
450/450 [==============================] - 0s 855us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 272/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8381
Epoch 273/500
450/450 [==============================] - 0s 923us/step - loss: 0.3959 - accuracy: 0.8375
Epoch 274/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8381
Epoch 275/500
450/450 [==============================] - 0s 933us/step - loss: 0.3958 - accuracy: 0.8378
Epoch 276/500
450/450 [==============================] - 0s 882us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 277/500
450/450 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8393
Epoch 278/500
450/450 [==============================] - 0s 909us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 279/500
450/450 [==============================] - 0s 847us/step - loss: 0.3957 - accuracy: 0.8382
Epoch 280/500
450/450 [==============================] - 0s 792us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 281/500
450/450 [==============================] - 0s 800us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 282/500
450/450 [==============================] - 0s 795us/step - loss: 0.3958 - accuracy: 0.8378
Epoch 283/500
450/450 [==============================] - 0s 838us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 284/500
450/450 [==============================] - 0s 881us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 285/500
450/450 [==============================] - 0s 947us/step - loss: 0.3955 - accuracy: 0.8378
Epoch 286/500
450/450 [==============================] - 0s 876us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 287/500
450/450 [==============================] - 0s 827us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 288/500
450/450 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 289/500
450/450 [==============================] - 0s 856us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 290/500
450/450 [==============================] - 0s 842us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 291/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8386
Epoch 292/500
450/450 [==============================] - 0s 807us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 293/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8381: 0s - loss: 0.3867 - accura
Epoch 294/500
450/450 [==============================] - 0s 795us/step - loss: 0.3948 - accuracy: 0.8397
Epoch 295/500
450/450 [==============================] - 0s 830us/step - loss: 0.3948 - accuracy: 0.8364
Epoch 296/500
450/450 [==============================] - 0s 799us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 297/500
450/450 [==============================] - 0s 881us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 298/500
450/450 [==============================] - 0s 881us/step - loss: 0.3949 - accuracy: 0.8361
Epoch 299/500
450/450 [==============================] - 0s 856us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 300/500
450/450 [==============================] - 0s 818us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 301/500
450/450 [==============================] - 0s 793us/step - loss: 0.3947 - accuracy: 0.8358
Epoch 302/500
450/450 [==============================] - 0s 800us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 303/500
450/450 [==============================] - 0s 812us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 304/500
450/450 [==============================] - 0s 789us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 305/500
450/450 [==============================] - 0s 793us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 306/500
450/450 [==============================] - 0s 805us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 307/500
450/450 [==============================] - 0s 798us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 308/500
450/450 [==============================] - 0s 804us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 309/500
450/450 [==============================] - 0s 796us/step - loss: 0.3943 - accuracy: 0.8376
Epoch 310/500
450/450 [==============================] - 0s 806us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 311/500
450/450 [==============================] - 0s 819us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 312/500
450/450 [==============================] - 0s 793us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 313/500
450/450 [==============================] - 0s 790us/step - loss: 0.3940 - accuracy: 0.8356
Epoch 314/500
450/450 [==============================] - 0s 829us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 315/500
450/450 [==============================] - 0s 800us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 316/500
450/450 [==============================] - 0s 791us/step - loss: 0.3946 - accuracy: 0.8379
Epoch 317/500
450/450 [==============================] - 0s 823us/step - loss: 0.3944 - accuracy: 0.8375
Epoch 318/500
450/450 [==============================] - 0s 794us/step - loss: 0.3942 - accuracy: 0.8364
Epoch 319/500
450/450 [==============================] - 0s 982us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 320/500
450/450 [==============================] - 0s 890us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 321/500
450/450 [==============================] - 0s 801us/step - loss: 0.3941 - accuracy: 0.8376
Epoch 322/500
450/450 [==============================] - 0s 816us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 323/500
450/450 [==============================] - 0s 786us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 324/500
450/450 [==============================] - 0s 820us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 325/500
450/450 [==============================] - 0s 793us/step - loss: 0.3942 - accuracy: 0.8385
Epoch 326/500
450/450 [==============================] - 0s 792us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 327/500
450/450 [==============================] - 0s 830us/step - loss: 0.3942 - accuracy: 0.8382
Epoch 328/500
450/450 [==============================] - 0s 802us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 329/500
450/450 [==============================] - 0s 791us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 330/500
450/450 [==============================] - 0s 819us/step - loss: 0.3940 - accuracy: 0.8372
Epoch 331/500
450/450 [==============================] - 0s 802us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 332/500
450/450 [==============================] - 0s 794us/step - loss: 0.3939 - accuracy: 0.8379
Epoch 333/500
450/450 [==============================] - 0s 827us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 334/500
450/450 [==============================] - 0s 797us/step - loss: 0.3940 - accuracy: 0.8364
Epoch 335/500
450/450 [==============================] - 0s 807us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 336/500
450/450 [==============================] - 0s 793us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 337/500
450/450 [==============================] - 0s 796us/step - loss: 0.3940 - accuracy: 0.8371
Epoch 338/500
450/450 [==============================] - 0s 820us/step - loss: 0.3939 - accuracy: 0.8379
Epoch 339/500
450/450 [==============================] - 0s 795us/step - loss: 0.3941 - accuracy: 0.8372
Epoch 340/500
450/450 [==============================] - 0s 789us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 341/500
450/450 [==============================] - 0s 824us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 342/500
450/450 [==============================] - 0s 801us/step - loss: 0.3936 - accuracy: 0.8361
Epoch 343/500
450/450 [==============================] - 0s 797us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 344/500
450/450 [==============================] - 0s 901us/step - loss: 0.3939 - accuracy: 0.8386
Epoch 345/500
450/450 [==============================] - 0s 794us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 346/500
450/450 [==============================] - 0s 817us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 347/500
450/450 [==============================] - 0s 795us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 348/500
450/450 [==============================] - 0s 789us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 349/500
450/450 [==============================] - 0s 819us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 350/500
450/450 [==============================] - 0s 797us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 351/500
450/450 [==============================] - 0s 794us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 352/500
450/450 [==============================] - 0s 802us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 353/500
450/450 [==============================] - 0s 793us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 354/500
450/450 [==============================] - 0s 803us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 355/500
450/450 [==============================] - 0s 820us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 356/500
450/450 [==============================] - 0s 799us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 357/500
450/450 [==============================] - 0s 857us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 358/500
450/450 [==============================] - 0s 813us/step - loss: 0.3936 - accuracy: 0.8374
Epoch 359/500
450/450 [==============================] - 0s 834us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 360/500
450/450 [==============================] - 0s 858us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 361/500
450/450 [==============================] - 0s 849us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 362/500
450/450 [==============================] - 0s 877us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 363/500
450/450 [==============================] - 0s 827us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 364/500
450/450 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 365/500
450/450 [==============================] - 0s 834us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 366/500
450/450 [==============================] - 0s 797us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 367/500
450/450 [==============================] - 0s 793us/step - loss: 0.3926 - accuracy: 0.8382
Epoch 368/500
450/450 [==============================] - 0s 818us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 369/500
450/450 [==============================] - 0s 798us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 370/500
450/450 [==============================] - 0s 793us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 371/500
450/450 [==============================] - 0s 818us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 372/500
450/450 [==============================] - 0s 796us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 373/500
450/450 [==============================] - 0s 808us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 374/500
450/450 [==============================] - 0s 793us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 375/500
450/450 [==============================] - 0s 790us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 376/500
450/450 [==============================] - 0s 825us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 377/500
450/450 [==============================] - 0s 789us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 378/500
450/450 [==============================] - 0s 814us/step - loss: 0.3930 - accuracy: 0.8374
Epoch 379/500
450/450 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 380/500
450/450 [==============================] - 0s 786us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 381/500
450/450 [==============================] - 0s 804us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 382/500
450/450 [==============================] - 0s 804us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 383/500
450/450 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 384/500
450/450 [==============================] - 0s 852us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 385/500
450/450 [==============================] - 0s 817us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 386/500
450/450 [==============================] - 0s 790us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 387/500
450/450 [==============================] - 0s 811us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 388/500
450/450 [==============================] - 0s 802us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 389/500
450/450 [==============================] - 0s 790us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 390/500
450/450 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 391/500
450/450 [==============================] - 0s 791us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 392/500
450/450 [==============================] - 0s 809us/step - loss: 0.3930 - accuracy: 0.8397
Epoch 393/500
450/450 [==============================] - 0s 810us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 394/500
450/450 [==============================] - 0s 803us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 395/500
450/450 [==============================] - 0s 817us/step - loss: 0.3929 - accuracy: 0.8392
Epoch 396/500
450/450 [==============================] - 0s 806us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 397/500
450/450 [==============================] - 0s 790us/step - loss: 0.3936 - accuracy: 0.8407
Epoch 398/500
450/450 [==============================] - 0s 815us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 399/500
450/450 [==============================] - 0s 793us/step - loss: 0.3934 - accuracy: 0.8413
Epoch 400/500
450/450 [==============================] - 0s 788us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 401/500
450/450 [==============================] - 0s 823us/step - loss: 0.3929 - accuracy: 0.8396
Epoch 402/500
450/450 [==============================] - 0s 791us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 403/500
450/450 [==============================] - 0s 805us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 404/500
450/450 [==============================] - 0s 800us/step - loss: 0.3930 - accuracy: 0.8403
Epoch 405/500
450/450 [==============================] - 0s 795us/step - loss: 0.3929 - accuracy: 0.8389
Epoch 406/500
450/450 [==============================] - 0s 806us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 407/500
450/450 [==============================] - 0s 792us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 408/500
450/450 [==============================] - 0s 805us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 409/500
450/450 [==============================] - 0s 823us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 410/500
450/450 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 411/500
450/450 [==============================] - 0s 782us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 412/500
450/450 [==============================] - 0s 820us/step - loss: 0.3932 - accuracy: 0.8406
Epoch 413/500
450/450 [==============================] - 0s 818us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 414/500
450/450 [==============================] - 0s 858us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 415/500
450/450 [==============================] - 0s 818us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 416/500
450/450 [==============================] - 0s 803us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 417/500
450/450 [==============================] - 0s 819us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 418/500
450/450 [==============================] - 0s 800us/step - loss: 0.3932 - accuracy: 0.8399
Epoch 419/500
450/450 [==============================] - 0s 815us/step - loss: 0.3928 - accuracy: 0.8394
Epoch 420/500
450/450 [==============================] - 0s 888us/step - loss: 0.3926 - accuracy: 0.8406
Epoch 421/500
450/450 [==============================] - 0s 806us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 422/500
450/450 [==============================] - 0s 803us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 423/500
450/450 [==============================] - 0s 840us/step - loss: 0.3924 - accuracy: 0.8397
Epoch 424/500
450/450 [==============================] - 0s 791us/step - loss: 0.3926 - accuracy: 0.8390
Epoch 425/500
450/450 [==============================] - 0s 810us/step - loss: 0.3921 - accuracy: 0.8393
Epoch 426/500
450/450 [==============================] - 0s 789us/step - loss: 0.3928 - accuracy: 0.8407
Epoch 427/500
450/450 [==============================] - 0s 792us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 428/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3928 - accuracy: 0.8396
Epoch 429/500
450/450 [==============================] - 0s 922us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 430/500
450/450 [==============================] - 0s 842us/step - loss: 0.3924 - accuracy: 0.8407
Epoch 431/500
450/450 [==============================] - 0s 794us/step - loss: 0.3922 - accuracy: 0.8408
Epoch 432/500
450/450 [==============================] - 0s 804us/step - loss: 0.3928 - accuracy: 0.8393
Epoch 433/500
450/450 [==============================] - 0s 811us/step - loss: 0.3922 - accuracy: 0.8406
Epoch 434/500
450/450 [==============================] - 0s 800us/step - loss: 0.3925 - accuracy: 0.8406
Epoch 435/500
450/450 [==============================] - 0s 800us/step - loss: 0.3928 - accuracy: 0.8406
Epoch 436/500
450/450 [==============================] - 0s 814us/step - loss: 0.3922 - accuracy: 0.8400
Epoch 437/500
450/450 [==============================] - 0s 798us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 438/500
450/450 [==============================] - 0s 818us/step - loss: 0.3925 - accuracy: 0.8396
Epoch 439/500
450/450 [==============================] - 0s 811us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 440/500
450/450 [==============================] - 0s 820us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 441/500
450/450 [==============================] - 0s 812us/step - loss: 0.3923 - accuracy: 0.8406
Epoch 442/500
450/450 [==============================] - 0s 798us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 443/500
450/450 [==============================] - 0s 801us/step - loss: 0.3923 - accuracy: 0.8394
Epoch 444/500
450/450 [==============================] - 0s 818us/step - loss: 0.3926 - accuracy: 0.8401
Epoch 445/500
450/450 [==============================] - 0s 796us/step - loss: 0.3919 - accuracy: 0.8390
Epoch 446/500
450/450 [==============================] - 0s 798us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 447/500
450/450 [==============================] - 0s 807us/step - loss: 0.3918 - accuracy: 0.8401
Epoch 448/500
450/450 [==============================] - 0s 794us/step - loss: 0.3921 - accuracy: 0.8413
Epoch 449/500
450/450 [==============================] - 0s 803us/step - loss: 0.3920 - accuracy: 0.8396
Epoch 450/500
450/450 [==============================] - 0s 809us/step - loss: 0.3919 - accuracy: 0.8408
Epoch 451/500
450/450 [==============================] - 0s 792us/step - loss: 0.3918 - accuracy: 0.8393
Epoch 452/500
450/450 [==============================] - 0s 814us/step - loss: 0.3918 - accuracy: 0.8415
Epoch 453/500
450/450 [==============================] - 0s 791us/step - loss: 0.3917 - accuracy: 0.8401
Epoch 454/500
450/450 [==============================] - 0s 792us/step - loss: 0.3921 - accuracy: 0.8401
Epoch 455/500
450/450 [==============================] - 0s 819us/step - loss: 0.3922 - accuracy: 0.8406
Epoch 456/500
450/450 [==============================] - 0s 794us/step - loss: 0.3917 - accuracy: 0.8403
Epoch 457/500
450/450 [==============================] - 0s 828us/step - loss: 0.3913 - accuracy: 0.8410
Epoch 458/500
450/450 [==============================] - 0s 896us/step - loss: 0.3917 - accuracy: 0.8404
Epoch 459/500
450/450 [==============================] - 0s 832us/step - loss: 0.3916 - accuracy: 0.8404
Epoch 460/500
450/450 [==============================] - 0s 809us/step - loss: 0.3912 - accuracy: 0.8411
Epoch 461/500
450/450 [==============================] - 0s 815us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 462/500
450/450 [==============================] - 0s 832us/step - loss: 0.3916 - accuracy: 0.8415
Epoch 463/500
450/450 [==============================] - 0s 855us/step - loss: 0.3912 - accuracy: 0.8413
Epoch 464/500
450/450 [==============================] - 0s 875us/step - loss: 0.3915 - accuracy: 0.8415
Epoch 465/500
450/450 [==============================] - 0s 809us/step - loss: 0.3915 - accuracy: 0.8408
Epoch 466/500
450/450 [==============================] - 0s 792us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 467/500
450/450 [==============================] - 0s 796us/step - loss: 0.3913 - accuracy: 0.8406
Epoch 468/500
450/450 [==============================] - 0s 815us/step - loss: 0.3915 - accuracy: 0.8392
Epoch 469/500
450/450 [==============================] - 0s 801us/step - loss: 0.3912 - accuracy: 0.8393
Epoch 470/500
450/450 [==============================] - 0s 810us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 471/500
450/450 [==============================] - 0s 807us/step - loss: 0.3916 - accuracy: 0.8407
Epoch 472/500
450/450 [==============================] - 0s 799us/step - loss: 0.3913 - accuracy: 0.8424
Epoch 473/500
450/450 [==============================] - 0s 807us/step - loss: 0.3910 - accuracy: 0.8399
Epoch 474/500
450/450 [==============================] - 0s 804us/step - loss: 0.3908 - accuracy: 0.8396
Epoch 475/500
450/450 [==============================] - 0s 803us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 476/500
450/450 [==============================] - 0s 825us/step - loss: 0.3911 - accuracy: 0.8404
Epoch 477/500
450/450 [==============================] - 0s 808us/step - loss: 0.3906 - accuracy: 0.8390
Epoch 478/500
450/450 [==============================] - 0s 794us/step - loss: 0.3911 - accuracy: 0.8414
Epoch 479/500
450/450 [==============================] - 0s 806us/step - loss: 0.3908 - accuracy: 0.8404
Epoch 480/500
450/450 [==============================] - 0s 797us/step - loss: 0.3909 - accuracy: 0.8393
Epoch 481/500
450/450 [==============================] - 0s 797us/step - loss: 0.3908 - accuracy: 0.8417
Epoch 482/500
450/450 [==============================] - 0s 823us/step - loss: 0.3908 - accuracy: 0.8396
Epoch 483/500
450/450 [==============================] - 0s 799us/step - loss: 0.3909 - accuracy: 0.8421
Epoch 484/500
450/450 [==============================] - 0s 793us/step - loss: 0.3905 - accuracy: 0.8411
Epoch 485/500
450/450 [==============================] - 0s 815us/step - loss: 0.3911 - accuracy: 0.8415
Epoch 486/500
450/450 [==============================] - 0s 788us/step - loss: 0.3909 - accuracy: 0.8403
Epoch 487/500
450/450 [==============================] - 0s 802us/step - loss: 0.3905 - accuracy: 0.8401
Epoch 488/500
450/450 [==============================] - 0s 796us/step - loss: 0.3902 - accuracy: 0.8414
Epoch 489/500
450/450 [==============================] - 0s 790us/step - loss: 0.3908 - accuracy: 0.8407
Epoch 490/500
450/450 [==============================] - 0s 829us/step - loss: 0.3905 - accuracy: 0.84010s - loss: 0.3935 - ac
Epoch 491/500
450/450 [==============================] - 0s 799us/step - loss: 0.3907 - accuracy: 0.8404
Epoch 492/500
450/450 [==============================] - 0s 797us/step - loss: 0.3906 - accuracy: 0.8404
Epoch 493/500
450/450 [==============================] - 0s 815us/step - loss: 0.3908 - accuracy: 0.8404
Epoch 494/500
450/450 [==============================] - 0s 804us/step - loss: 0.3906 - accuracy: 0.8411
Epoch 495/500
450/450 [==============================] - 0s 789us/step - loss: 0.3904 - accuracy: 0.8419
Epoch 496/500
450/450 [==============================] - 0s 826us/step - loss: 0.3906 - accuracy: 0.8403
Epoch 497/500
450/450 [==============================] - 0s 794us/step - loss: 0.3911 - accuracy: 0.8418
Epoch 498/500
450/450 [==============================] - 0s 806us/step - loss: 0.3903 - accuracy: 0.8406
Epoch 499/500
450/450 [==============================] - 0s 794us/step - loss: 0.3905 - accuracy: 0.8410
Epoch 500/500
450/450 [==============================] - 0s 792us/step - loss: 0.3907 - accuracy: 0.8401
Epoch 1/500
450/450 [==============================] - 0s 822us/step - loss: 0.5477 - accuracy: 0.7958
Epoch 2/500
450/450 [==============================] - 0s 854us/step - loss: 0.4377 - accuracy: 0.79740s - loss: 0.4351 - accuracy: 0.
Epoch 3/500
450/450 [==============================] - 0s 834us/step - loss: 0.4305 - accuracy: 0.7974
Epoch 4/500
450/450 [==============================] - 0s 819us/step - loss: 0.4277 - accuracy: 0.7974
Epoch 5/500
450/450 [==============================] - 0s 936us/step - loss: 0.4256 - accuracy: 0.7974
Epoch 6/500
450/450 [==============================] - 0s 778us/step - loss: 0.4225 - accuracy: 0.7974
Epoch 7/500
450/450 [==============================] - 0s 782us/step - loss: 0.4192 - accuracy: 0.8151
Epoch 8/500
450/450 [==============================] - 0s 788us/step - loss: 0.4175 - accuracy: 0.8256
Epoch 9/500
450/450 [==============================] - 0s 781us/step - loss: 0.4158 - accuracy: 0.8274
Epoch 10/500
450/450 [==============================] - 0s 779us/step - loss: 0.4144 - accuracy: 0.8290
Epoch 11/500
450/450 [==============================] - 0s 807us/step - loss: 0.4128 - accuracy: 0.8314
Epoch 12/500
450/450 [==============================] - 0s 776us/step - loss: 0.4121 - accuracy: 0.8333
Epoch 13/500
450/450 [==============================] - 0s 817us/step - loss: 0.4107 - accuracy: 0.8343
Epoch 14/500
450/450 [==============================] - 0s 776us/step - loss: 0.4098 - accuracy: 0.8354
Epoch 15/500
450/450 [==============================] - 0s 777us/step - loss: 0.4091 - accuracy: 0.8363
Epoch 16/500
450/450 [==============================] - 0s 882us/step - loss: 0.4083 - accuracy: 0.8360
Epoch 17/500
450/450 [==============================] - 0s 860us/step - loss: 0.4076 - accuracy: 0.8379
Epoch 18/500
450/450 [==============================] - 0s 776us/step - loss: 0.4065 - accuracy: 0.8369
Epoch 19/500
450/450 [==============================] - 0s 832us/step - loss: 0.4056 - accuracy: 0.8368
Epoch 20/500
450/450 [==============================] - 0s 805us/step - loss: 0.4051 - accuracy: 0.8376
Epoch 21/500
450/450 [==============================] - 0s 809us/step - loss: 0.4043 - accuracy: 0.8379
Epoch 22/500
450/450 [==============================] - 0s 789us/step - loss: 0.4040 - accuracy: 0.8371
Epoch 23/500
450/450 [==============================] - 0s 794us/step - loss: 0.4033 - accuracy: 0.8376
Epoch 24/500
450/450 [==============================] - 0s 805us/step - loss: 0.4027 - accuracy: 0.8367
Epoch 25/500
450/450 [==============================] - 0s 799us/step - loss: 0.4022 - accuracy: 0.8375
Epoch 26/500
450/450 [==============================] - 0s 797us/step - loss: 0.4020 - accuracy: 0.8381
Epoch 27/500
450/450 [==============================] - 0s 809us/step - loss: 0.4019 - accuracy: 0.8365
Epoch 28/500
450/450 [==============================] - 0s 805us/step - loss: 0.4016 - accuracy: 0.8379
Epoch 29/500
450/450 [==============================] - 0s 797us/step - loss: 0.4011 - accuracy: 0.8371
Epoch 30/500
450/450 [==============================] - 0s 818us/step - loss: 0.4013 - accuracy: 0.8381
Epoch 31/500
450/450 [==============================] - 0s 798us/step - loss: 0.4008 - accuracy: 0.8374
Epoch 32/500
450/450 [==============================] - 0s 811us/step - loss: 0.4006 - accuracy: 0.8374
Epoch 33/500
450/450 [==============================] - 0s 789us/step - loss: 0.4003 - accuracy: 0.8375
Epoch 34/500
450/450 [==============================] - 0s 792us/step - loss: 0.3999 - accuracy: 0.8360
Epoch 35/500
450/450 [==============================] - 0s 815us/step - loss: 0.3999 - accuracy: 0.8368
Epoch 36/500
450/450 [==============================] - 0s 793us/step - loss: 0.3997 - accuracy: 0.8376
Epoch 37/500
450/450 [==============================] - 0s 797us/step - loss: 0.3996 - accuracy: 0.8385
Epoch 38/500
450/450 [==============================] - 0s 866us/step - loss: 0.3991 - accuracy: 0.8383
Epoch 39/500
450/450 [==============================] - 0s 815us/step - loss: 0.3990 - accuracy: 0.8381
Epoch 40/500
450/450 [==============================] - 0s 829us/step - loss: 0.3992 - accuracy: 0.8381
Epoch 41/500
450/450 [==============================] - 0s 812us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 42/500
450/450 [==============================] - 0s 812us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 43/500
450/450 [==============================] - 0s 832us/step - loss: 0.3980 - accuracy: 0.8371
Epoch 44/500
450/450 [==============================] - 0s 844us/step - loss: 0.3976 - accuracy: 0.8389
Epoch 45/500
450/450 [==============================] - 0s 802us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 46/500
450/450 [==============================] - 0s 817us/step - loss: 0.3976 - accuracy: 0.8390
Epoch 47/500
450/450 [==============================] - 0s 788us/step - loss: 0.3972 - accuracy: 0.8374
Epoch 48/500
450/450 [==============================] - 0s 791us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 49/500
450/450 [==============================] - 0s 821us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 50/500
450/450 [==============================] - 0s 788us/step - loss: 0.3969 - accuracy: 0.8378
Epoch 51/500
450/450 [==============================] - 0s 805us/step - loss: 0.3968 - accuracy: 0.8385
Epoch 52/500
450/450 [==============================] - 0s 793us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 53/500
450/450 [==============================] - 0s 805us/step - loss: 0.3963 - accuracy: 0.8379
Epoch 54/500
450/450 [==============================] - 0s 818us/step - loss: 0.3961 - accuracy: 0.8372
Epoch 55/500
450/450 [==============================] - 0s 792us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 56/500
450/450 [==============================] - 0s 796us/step - loss: 0.3960 - accuracy: 0.8372
Epoch 57/500
450/450 [==============================] - 0s 856us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 58/500
450/450 [==============================] - 0s 802us/step - loss: 0.3960 - accuracy: 0.8383
Epoch 59/500
450/450 [==============================] - 0s 794us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 60/500
450/450 [==============================] - 0s 802us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 61/500
450/450 [==============================] - 0s 793us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 62/500
450/450 [==============================] - 0s 814us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 63/500
450/450 [==============================] - 0s 793us/step - loss: 0.3956 - accuracy: 0.8392
Epoch 64/500
450/450 [==============================] - 0s 796us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 65/500
450/450 [==============================] - 0s 823us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 66/500
450/450 [==============================] - 0s 795us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 67/500
450/450 [==============================] - 0s 790us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 68/500
450/450 [==============================] - 0s 804us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 69/500
450/450 [==============================] - 0s 791us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 70/500
450/450 [==============================] - 0s 807us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 71/500
450/450 [==============================] - 0s 817us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 72/500
450/450 [==============================] - 0s 793us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 73/500
450/450 [==============================] - 0s 822us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 74/500
450/450 [==============================] - 0s 793us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 75/500
450/450 [==============================] - 0s 793us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 76/500
450/450 [==============================] - 0s 816us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 77/500
450/450 [==============================] - 0s 801us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 78/500
450/450 [==============================] - 0s 796us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 79/500
450/450 [==============================] - 0s 821us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 80/500
450/450 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 81/500
450/450 [==============================] - 0s 808us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 82/500
450/450 [==============================] - 0s 824us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 83/500
450/450 [==============================] - 0s 793us/step - loss: 0.3945 - accuracy: 0.8383
Epoch 84/500
450/450 [==============================] - 0s 809us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 85/500
450/450 [==============================] - 0s 811us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 86/500
450/450 [==============================] - 0s 795us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 87/500
450/450 [==============================] - 0s 815us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 88/500
450/450 [==============================] - 0s 800us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 89/500
450/450 [==============================] - 0s 795us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 90/500
450/450 [==============================] - 0s 823us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 91/500
450/450 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 92/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3946 - accuracy: 0.8376
Epoch 93/500
450/450 [==============================] - 0s 968us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 94/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8392
Epoch 95/500
450/450 [==============================] - 0s 892us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 96/500
450/450 [==============================] - 0s 960us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 97/500
450/450 [==============================] - 0s 839us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 98/500
450/450 [==============================] - 0s 812us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 99/500
450/450 [==============================] - 0s 867us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 100/500
450/450 [==============================] - 0s 848us/step - loss: 0.3942 - accuracy: 0.8379
Epoch 101/500
450/450 [==============================] - 0s 824us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 102/500
450/450 [==============================] - 0s 777us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 103/500
450/450 [==============================] - 0s 782us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 104/500
450/450 [==============================] - 0s 773us/step - loss: 0.3945 - accuracy: 0.8369
Epoch 105/500
450/450 [==============================] - 0s 800us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 106/500
450/450 [==============================] - 0s 831us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 107/500
450/450 [==============================] - 0s 833us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 108/500
450/450 [==============================] - 0s 866us/step - loss: 0.3944 - accuracy: 0.8374
Epoch 109/500
450/450 [==============================] - 0s 846us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 110/500
450/450 [==============================] - 0s 806us/step - loss: 0.3943 - accuracy: 0.8368
Epoch 111/500
450/450 [==============================] - 0s 997us/step - loss: 0.3942 - accuracy: 0.8371
Epoch 112/500
450/450 [==============================] - 0s 823us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 113/500
450/450 [==============================] - 0s 805us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 114/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8390
Epoch 115/500
450/450 [==============================] - 0s 809us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 116/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3942 - accuracy: 0.8376
Epoch 117/500
450/450 [==============================] - 0s 798us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 118/500
450/450 [==============================] - 0s 792us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 119/500
450/450 [==============================] - 0s 787us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 120/500
450/450 [==============================] - 0s 876us/step - loss: 0.3939 - accuracy: 0.8361
Epoch 121/500
450/450 [==============================] - 0s 864us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 122/500
450/450 [==============================] - 0s 820us/step - loss: 0.3942 - accuracy: 0.8371
Epoch 123/500
450/450 [==============================] - 0s 801us/step - loss: 0.3940 - accuracy: 0.8364
Epoch 124/500
450/450 [==============================] - 0s 769us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 125/500
450/450 [==============================] - 0s 832us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 126/500
450/450 [==============================] - 0s 777us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 127/500
450/450 [==============================] - 0s 790us/step - loss: 0.3938 - accuracy: 0.8357
Epoch 128/500
450/450 [==============================] - 0s 806us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 129/500
450/450 [==============================] - 0s 786us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 130/500
450/450 [==============================] - 0s 789us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 131/500
450/450 [==============================] - 0s 804us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 132/500
450/450 [==============================] - 0s 778us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 133/500
450/450 [==============================] - 0s 792us/step - loss: 0.3939 - accuracy: 0.8363
Epoch 134/500
450/450 [==============================] - 0s 802us/step - loss: 0.3940 - accuracy: 0.8385
Epoch 135/500
450/450 [==============================] - 0s 774us/step - loss: 0.3942 - accuracy: 0.8382
Epoch 136/500
450/450 [==============================] - 0s 771us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 137/500
450/450 [==============================] - 0s 815us/step - loss: 0.3942 - accuracy: 0.8379
Epoch 138/500
450/450 [==============================] - 0s 777us/step - loss: 0.3938 - accuracy: 0.8382
Epoch 139/500
450/450 [==============================] - 0s 802us/step - loss: 0.3941 - accuracy: 0.8385
Epoch 140/500
450/450 [==============================] - 0s 782us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 141/500
450/450 [==============================] - 0s 782us/step - loss: 0.3940 - accuracy: 0.8375
Epoch 142/500
450/450 [==============================] - 0s 807us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 143/500
450/450 [==============================] - 0s 770us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 144/500
450/450 [==============================] - 0s 772us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 145/500
450/450 [==============================] - 0s 810us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 146/500
450/450 [==============================] - 0s 773us/step - loss: 0.3942 - accuracy: 0.8375
Epoch 147/500
450/450 [==============================] - 0s 767us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 148/500
450/450 [==============================] - 0s 787us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 149/500
450/450 [==============================] - 0s 773us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 150/500
450/450 [==============================] - 0s 773us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 151/500
450/450 [==============================] - 0s 957us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 152/500
450/450 [==============================] - 0s 808us/step - loss: 0.3941 - accuracy: 0.8365
Epoch 153/500
450/450 [==============================] - 0s 847us/step - loss: 0.3939 - accuracy: 0.8382
Epoch 154/500
450/450 [==============================] - 0s 782us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 155/500
450/450 [==============================] - 0s 782us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 156/500
450/450 [==============================] - 0s 809us/step - loss: 0.3939 - accuracy: 0.8382
Epoch 157/500
450/450 [==============================] - 0s 789us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 158/500
450/450 [==============================] - 0s 766us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 159/500
450/450 [==============================] - 0s 782us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 160/500
450/450 [==============================] - 0s 773us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 161/500
450/450 [==============================] - 0s 770us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 162/500
450/450 [==============================] - 0s 796us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 163/500
450/450 [==============================] - 0s 774us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 164/500
450/450 [==============================] - 0s 803us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 165/500
450/450 [==============================] - 0s 782us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 166/500
450/450 [==============================] - 0s 774us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 167/500
450/450 [==============================] - 0s 882us/step - loss: 0.3936 - accuracy: 0.8363
Epoch 168/500
450/450 [==============================] - 0s 768us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 169/500
450/450 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 170/500
450/450 [==============================] - 0s 804us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 171/500
450/450 [==============================] - 0s 772us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 172/500
450/450 [==============================] - 0s 770us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 173/500
450/450 [==============================] - 0s 793us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 174/500
450/450 [==============================] - 0s 779us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 175/500
450/450 [==============================] - 0s 781us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 176/500
450/450 [==============================] - 0s 804us/step - loss: 0.3939 - accuracy: 0.8379
Epoch 177/500
450/450 [==============================] - 0s 774us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 178/500
450/450 [==============================] - 0s 815us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 179/500
450/450 [==============================] - 0s 804us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 180/500
450/450 [==============================] - 0s 790us/step - loss: 0.3937 - accuracy: 0.8369
Epoch 181/500
450/450 [==============================] - 0s 803us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 182/500
450/450 [==============================] - 0s 798us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 183/500
450/450 [==============================] - 0s 794us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 184/500
450/450 [==============================] - 0s 801us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 185/500
450/450 [==============================] - 0s 783us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 186/500
450/450 [==============================] - 0s 777us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 187/500
450/450 [==============================] - 0s 811us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 188/500
450/450 [==============================] - 0s 777us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 189/500
450/450 [==============================] - 0s 778us/step - loss: 0.3933 - accuracy: 0.8368
Epoch 190/500
450/450 [==============================] - 0s 790us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 191/500
450/450 [==============================] - 0s 776us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 192/500
450/450 [==============================] - 0s 800us/step - loss: 0.3933 - accuracy: 0.8375
Epoch 193/500
450/450 [==============================] - 0s 787us/step - loss: 0.3934 - accuracy: 0.8372
Epoch 194/500
450/450 [==============================] - 0s 775us/step - loss: 0.3935 - accuracy: 0.8376
Epoch 195/500
450/450 [==============================] - 0s 800us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 196/500
450/450 [==============================] - 0s 778us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 197/500
450/450 [==============================] - 0s 773us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 198/500
450/450 [==============================] - 0s 799us/step - loss: 0.3935 - accuracy: 0.8367
Epoch 199/500
450/450 [==============================] - 0s 772us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 200/500
450/450 [==============================] - 0s 776us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 201/500
450/450 [==============================] - 0s 807us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 202/500
450/450 [==============================] - 0s 770us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 203/500
450/450 [==============================] - 0s 789us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 204/500
450/450 [==============================] - 0s 776us/step - loss: 0.3936 - accuracy: 0.8369
Epoch 205/500
450/450 [==============================] - 0s 777us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 206/500
450/450 [==============================] - 0s 788us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 207/500
450/450 [==============================] - 0s 792us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 208/500
450/450 [==============================] - 0s 862us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 209/500
450/450 [==============================] - 0s 873us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 210/500
450/450 [==============================] - 0s 768us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 211/500
450/450 [==============================] - 0s 773us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 212/500
450/450 [==============================] - 0s 799us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 213/500
450/450 [==============================] - 0s 775us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 214/500
450/450 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 215/500
450/450 [==============================] - 0s 985us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 216/500
450/450 [==============================] - 0s 820us/step - loss: 0.3929 - accuracy: 0.8388
Epoch 217/500
450/450 [==============================] - 0s 795us/step - loss: 0.3929 - accuracy: 0.8394
Epoch 218/500
450/450 [==============================] - 0s 799us/step - loss: 0.3930 - accuracy: 0.8376
Epoch 219/500
450/450 [==============================] - 0s 776us/step - loss: 0.3930 - accuracy: 0.8365
Epoch 220/500
450/450 [==============================] - 0s 818us/step - loss: 0.3927 - accuracy: 0.8364
Epoch 221/500
450/450 [==============================] - 0s 779us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 222/500
450/450 [==============================] - 0s 785us/step - loss: 0.3935 - accuracy: 0.8371
Epoch 223/500
450/450 [==============================] - 0s 795us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 224/500
450/450 [==============================] - 0s 770us/step - loss: 0.3933 - accuracy: 0.8367
Epoch 225/500
450/450 [==============================] - 0s 774us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 226/500
450/450 [==============================] - 0s 790us/step - loss: 0.3930 - accuracy: 0.8365
Epoch 227/500
450/450 [==============================] - 0s 770us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 228/500
450/450 [==============================] - 0s 788us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 229/500
450/450 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 230/500
450/450 [==============================] - 0s 774us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 231/500
450/450 [==============================] - 0s 790us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 232/500
450/450 [==============================] - 0s 769us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 233/500
450/450 [==============================] - 0s 781us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 234/500
450/450 [==============================] - 0s 798us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 235/500
450/450 [==============================] - 0s 776us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 236/500
450/450 [==============================] - 0s 771us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 237/500
450/450 [==============================] - 0s 783us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 238/500
450/450 [==============================] - 0s 771us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 239/500
450/450 [==============================] - 0s 774us/step - loss: 0.3929 - accuracy: 0.8389
Epoch 240/500
450/450 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8356
Epoch 241/500
450/450 [==============================] - 0s 775us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 242/500
450/450 [==============================] - 0s 803us/step - loss: 0.3928 - accuracy: 0.8360
Epoch 243/500
450/450 [==============================] - 0s 781us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 244/500
450/450 [==============================] - 0s 779us/step - loss: 0.3926 - accuracy: 0.8379
Epoch 245/500
450/450 [==============================] - 0s 805us/step - loss: 0.3924 - accuracy: 0.8369
Epoch 246/500
450/450 [==============================] - 0s 774us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 247/500
450/450 [==============================] - 0s 775us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 248/500
450/450 [==============================] - 0s 806us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 249/500
450/450 [==============================] - 0s 807us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 250/500
450/450 [==============================] - 0s 799us/step - loss: 0.3911 - accuracy: 0.8403
Epoch 251/500
450/450 [==============================] - 0s 820us/step - loss: 0.3913 - accuracy: 0.8374
Epoch 252/500
450/450 [==============================] - 0s 780us/step - loss: 0.3907 - accuracy: 0.8388
Epoch 253/500
450/450 [==============================] - 0s 785us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 254/500
450/450 [==============================] - 0s 809us/step - loss: 0.3902 - accuracy: 0.8382
Epoch 255/500
450/450 [==============================] - 0s 779us/step - loss: 0.3905 - accuracy: 0.8386
Epoch 256/500
450/450 [==============================] - 0s 782us/step - loss: 0.3904 - accuracy: 0.8383
Epoch 257/500
450/450 [==============================] - 0s 919us/step - loss: 0.3901 - accuracy: 0.8388
Epoch 258/500
450/450 [==============================] - 0s 774us/step - loss: 0.3901 - accuracy: 0.8390
Epoch 259/500
450/450 [==============================] - 0s 797us/step - loss: 0.3898 - accuracy: 0.8382
Epoch 260/500
450/450 [==============================] - 0s 787us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 261/500
450/450 [==============================] - 0s 793us/step - loss: 0.3901 - accuracy: 0.8407
Epoch 262/500
450/450 [==============================] - 0s 816us/step - loss: 0.3893 - accuracy: 0.8394
Epoch 263/500
450/450 [==============================] - 0s 778us/step - loss: 0.3895 - accuracy: 0.8390
Epoch 264/500
450/450 [==============================] - 0s 797us/step - loss: 0.3892 - accuracy: 0.8385
Epoch 265/500
450/450 [==============================] - 0s 800us/step - loss: 0.3893 - accuracy: 0.8397
Epoch 266/500
450/450 [==============================] - 0s 790us/step - loss: 0.3893 - accuracy: 0.8383
Epoch 267/500
450/450 [==============================] - 0s 802us/step - loss: 0.3891 - accuracy: 0.8386
Epoch 268/500
450/450 [==============================] - 0s 773us/step - loss: 0.3890 - accuracy: 0.8414
Epoch 269/500
450/450 [==============================] - 0s 769us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 270/500
450/450 [==============================] - 0s 782us/step - loss: 0.3889 - accuracy: 0.8389
Epoch 271/500
450/450 [==============================] - 0s 774us/step - loss: 0.3889 - accuracy: 0.8390
Epoch 272/500
450/450 [==============================] - 0s 771us/step - loss: 0.3886 - accuracy: 0.8393
Epoch 273/500
450/450 [==============================] - 0s 804us/step - loss: 0.3890 - accuracy: 0.8414
Epoch 274/500
450/450 [==============================] - 0s 772us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 275/500
450/450 [==============================] - 0s 767us/step - loss: 0.3890 - accuracy: 0.8392
Epoch 276/500
450/450 [==============================] - 0s 805us/step - loss: 0.3887 - accuracy: 0.8411
Epoch 277/500
450/450 [==============================] - 0s 813us/step - loss: 0.3886 - accuracy: 0.8396
Epoch 278/500
450/450 [==============================] - 0s 775us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 279/500
450/450 [==============================] - 0s 807us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 280/500
450/450 [==============================] - 0s 780us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 281/500
450/450 [==============================] - 0s 799us/step - loss: 0.3884 - accuracy: 0.8407
Epoch 282/500
450/450 [==============================] - 0s 767us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 283/500
450/450 [==============================] - 0s 772us/step - loss: 0.3886 - accuracy: 0.8406
Epoch 284/500
450/450 [==============================] - 0s 798us/step - loss: 0.3886 - accuracy: 0.8390
Epoch 285/500
450/450 [==============================] - 0s 864us/step - loss: 0.3886 - accuracy: 0.83940s - loss: 0.3862 - accuracy: 0.84
Epoch 286/500
450/450 [==============================] - 0s 834us/step - loss: 0.3882 - accuracy: 0.8397
Epoch 287/500
450/450 [==============================] - 0s 800us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 288/500
450/450 [==============================] - 0s 802us/step - loss: 0.3884 - accuracy: 0.8383
Epoch 289/500
450/450 [==============================] - 0s 804us/step - loss: 0.3881 - accuracy: 0.8411
Epoch 290/500
450/450 [==============================] - 0s 834us/step - loss: 0.3883 - accuracy: 0.84130s - loss: 0.3906 - accuracy: 
Epoch 291/500
450/450 [==============================] - 0s 906us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 292/500
450/450 [==============================] - 0s 806us/step - loss: 0.3881 - accuracy: 0.8400
Epoch 293/500
450/450 [==============================] - 0s 766us/step - loss: 0.3884 - accuracy: 0.8396
Epoch 294/500
450/450 [==============================] - 0s 777us/step - loss: 0.3883 - accuracy: 0.8396
Epoch 295/500
450/450 [==============================] - 0s 790us/step - loss: 0.3881 - accuracy: 0.8414
Epoch 296/500
450/450 [==============================] - 0s 766us/step - loss: 0.3882 - accuracy: 0.8389
Epoch 297/500
450/450 [==============================] - 0s 772us/step - loss: 0.3881 - accuracy: 0.8390
Epoch 298/500
450/450 [==============================] - 0s 804us/step - loss: 0.3882 - accuracy: 0.8396
Epoch 299/500
450/450 [==============================] - 0s 771us/step - loss: 0.3886 - accuracy: 0.8389
Epoch 300/500
450/450 [==============================] - 0s 783us/step - loss: 0.3888 - accuracy: 0.8399
Epoch 301/500
450/450 [==============================] - 0s 813us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 302/500
450/450 [==============================] - 0s 773us/step - loss: 0.3887 - accuracy: 0.8386
Epoch 303/500
450/450 [==============================] - 0s 769us/step - loss: 0.3882 - accuracy: 0.8406
Epoch 304/500
450/450 [==============================] - 0s 818us/step - loss: 0.3888 - accuracy: 0.8400
Epoch 305/500
450/450 [==============================] - 0s 769us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 306/500
450/450 [==============================] - 0s 796us/step - loss: 0.3885 - accuracy: 0.8389
Epoch 307/500
450/450 [==============================] - 0s 768us/step - loss: 0.3886 - accuracy: 0.8394
Epoch 308/500
450/450 [==============================] - 0s 768us/step - loss: 0.3886 - accuracy: 0.8401
Epoch 309/500
450/450 [==============================] - 0s 791us/step - loss: 0.3883 - accuracy: 0.8396
Epoch 310/500
450/450 [==============================] - 0s 768us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 311/500
450/450 [==============================] - 0s 771us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 312/500
450/450 [==============================] - 0s 807us/step - loss: 0.3884 - accuracy: 0.8406
Epoch 313/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8419
Epoch 314/500
450/450 [==============================] - 0s 858us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 315/500
450/450 [==============================] - 0s 797us/step - loss: 0.3883 - accuracy: 0.8411
Epoch 316/500
450/450 [==============================] - 0s 778us/step - loss: 0.3882 - accuracy: 0.8394
Epoch 317/500
450/450 [==============================] - 0s 847us/step - loss: 0.3878 - accuracy: 0.8401
Epoch 318/500
450/450 [==============================] - 0s 775us/step - loss: 0.3883 - accuracy: 0.8390
Epoch 319/500
450/450 [==============================] - 0s 775us/step - loss: 0.3884 - accuracy: 0.8390
Epoch 320/500
450/450 [==============================] - 0s 796us/step - loss: 0.3884 - accuracy: 0.8392
Epoch 321/500
450/450 [==============================] - 0s 780us/step - loss: 0.3882 - accuracy: 0.8410
Epoch 322/500
450/450 [==============================] - 0s 780us/step - loss: 0.3882 - accuracy: 0.8394
Epoch 323/500
450/450 [==============================] - 0s 805us/step - loss: 0.3883 - accuracy: 0.8381
Epoch 324/500
450/450 [==============================] - 0s 775us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 325/500
450/450 [==============================] - 0s 791us/step - loss: 0.3883 - accuracy: 0.8401
Epoch 326/500
450/450 [==============================] - 0s 777us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 327/500
450/450 [==============================] - 0s 779us/step - loss: 0.3886 - accuracy: 0.8394
Epoch 328/500
450/450 [==============================] - 0s 787us/step - loss: 0.3886 - accuracy: 0.8396
Epoch 329/500
450/450 [==============================] - 0s 766us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 330/500
450/450 [==============================] - 0s 773us/step - loss: 0.3886 - accuracy: 0.8386
Epoch 331/500
450/450 [==============================] - 0s 789us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 332/500
450/450 [==============================] - 0s 782us/step - loss: 0.3882 - accuracy: 0.8400
Epoch 333/500
450/450 [==============================] - 0s 787us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 334/500
450/450 [==============================] - 0s 857us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 335/500
450/450 [==============================] - 0s 769us/step - loss: 0.3879 - accuracy: 0.8394
Epoch 336/500
450/450 [==============================] - 0s 771us/step - loss: 0.3884 - accuracy: 0.8406
Epoch 337/500
450/450 [==============================] - 0s 809us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 338/500
450/450 [==============================] - 0s 767us/step - loss: 0.3882 - accuracy: 0.8383
Epoch 339/500
450/450 [==============================] - 0s 772us/step - loss: 0.3885 - accuracy: 0.8392
Epoch 340/500
450/450 [==============================] - 0s 811us/step - loss: 0.3886 - accuracy: 0.8400
Epoch 341/500
450/450 [==============================] - 0s 770us/step - loss: 0.3878 - accuracy: 0.8390
Epoch 342/500
450/450 [==============================] - 0s 776us/step - loss: 0.3882 - accuracy: 0.8383
Epoch 343/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3883 - accuracy: 0.8386
Epoch 344/500
450/450 [==============================] - 0s 847us/step - loss: 0.3883 - accuracy: 0.8403
Epoch 345/500
450/450 [==============================] - 0s 771us/step - loss: 0.3879 - accuracy: 0.8399
Epoch 346/500
450/450 [==============================] - 0s 775us/step - loss: 0.3879 - accuracy: 0.8403
Epoch 347/500
450/450 [==============================] - 0s 822us/step - loss: 0.3884 - accuracy: 0.8385
Epoch 348/500
450/450 [==============================] - 0s 810us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 349/500
450/450 [==============================] - 0s 818us/step - loss: 0.3879 - accuracy: 0.8383
Epoch 350/500
450/450 [==============================] - 0s 792us/step - loss: 0.3880 - accuracy: 0.8399
Epoch 351/500
450/450 [==============================] - 0s 776us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 352/500
450/450 [==============================] - 0s 772us/step - loss: 0.3881 - accuracy: 0.8401
Epoch 353/500
450/450 [==============================] - 0s 787us/step - loss: 0.3878 - accuracy: 0.8399
Epoch 354/500
450/450 [==============================] - 0s 816us/step - loss: 0.3880 - accuracy: 0.8390
Epoch 355/500
450/450 [==============================] - 0s 800us/step - loss: 0.3879 - accuracy: 0.8408
Epoch 356/500
450/450 [==============================] - 0s 796us/step - loss: 0.3876 - accuracy: 0.8408
Epoch 357/500
450/450 [==============================] - 0s 779us/step - loss: 0.3875 - accuracy: 0.8397
Epoch 358/500
450/450 [==============================] - 0s 775us/step - loss: 0.3877 - accuracy: 0.8401
Epoch 359/500
450/450 [==============================] - 0s 815us/step - loss: 0.3874 - accuracy: 0.8389
Epoch 360/500
450/450 [==============================] - 0s 775us/step - loss: 0.3878 - accuracy: 0.8394
Epoch 361/500
450/450 [==============================] - 0s 787us/step - loss: 0.3877 - accuracy: 0.8386
Epoch 362/500
450/450 [==============================] - 0s 771us/step - loss: 0.3879 - accuracy: 0.8399
Epoch 363/500
450/450 [==============================] - 0s 770us/step - loss: 0.3872 - accuracy: 0.8388
Epoch 364/500
450/450 [==============================] - 0s 841us/step - loss: 0.3873 - accuracy: 0.8393
Epoch 365/500
450/450 [==============================] - 0s 936us/step - loss: 0.3877 - accuracy: 0.8394
Epoch 366/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8399
Epoch 367/500
450/450 [==============================] - 0s 869us/step - loss: 0.3872 - accuracy: 0.8388
Epoch 368/500
450/450 [==============================] - 0s 837us/step - loss: 0.3876 - accuracy: 0.8389
Epoch 369/500
450/450 [==============================] - 0s 807us/step - loss: 0.3873 - accuracy: 0.8399
Epoch 370/500
450/450 [==============================] - 0s 813us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 371/500
450/450 [==============================] - 0s 835us/step - loss: 0.3873 - accuracy: 0.8394
Epoch 372/500
450/450 [==============================] - 0s 845us/step - loss: 0.3871 - accuracy: 0.8396
Epoch 373/500
450/450 [==============================] - 0s 844us/step - loss: 0.3872 - accuracy: 0.8399
Epoch 374/500
450/450 [==============================] - 0s 797us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 375/500
450/450 [==============================] - 0s 773us/step - loss: 0.3871 - accuracy: 0.8392
Epoch 376/500
450/450 [==============================] - 0s 786us/step - loss: 0.3870 - accuracy: 0.8397
Epoch 377/500
450/450 [==============================] - 0s 797us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 378/500
450/450 [==============================] - 0s 782us/step - loss: 0.3872 - accuracy: 0.8392
Epoch 379/500
450/450 [==============================] - 0s 772us/step - loss: 0.3874 - accuracy: 0.8386
Epoch 380/500
450/450 [==============================] - 0s 799us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 381/500
450/450 [==============================] - 0s 773us/step - loss: 0.3869 - accuracy: 0.8390
Epoch 382/500
450/450 [==============================] - 0s 791us/step - loss: 0.3865 - accuracy: 0.8399
Epoch 383/500
450/450 [==============================] - 0s 830us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 384/500
450/450 [==============================] - 0s 771us/step - loss: 0.3870 - accuracy: 0.8399
Epoch 385/500
450/450 [==============================] - 0s 774us/step - loss: 0.3865 - accuracy: 0.8375
Epoch 386/500
450/450 [==============================] - 0s 812us/step - loss: 0.3870 - accuracy: 0.8399
Epoch 387/500
450/450 [==============================] - 0s 774us/step - loss: 0.3867 - accuracy: 0.8388
Epoch 388/500
450/450 [==============================] - 0s 787us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 389/500
450/450 [==============================] - 0s 766us/step - loss: 0.3853 - accuracy: 0.8390
Epoch 390/500
450/450 [==============================] - 0s 774us/step - loss: 0.3866 - accuracy: 0.8394
Epoch 391/500
450/450 [==============================] - 0s 807us/step - loss: 0.3868 - accuracy: 0.8400
Epoch 392/500
450/450 [==============================] - 0s 777us/step - loss: 0.3864 - accuracy: 0.8399
Epoch 393/500
450/450 [==============================] - 0s 768us/step - loss: 0.3870 - accuracy: 0.8397
Epoch 394/500
450/450 [==============================] - 0s 807us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 395/500
450/450 [==============================] - 0s 774us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 396/500
450/450 [==============================] - 0s 766us/step - loss: 0.3867 - accuracy: 0.8400
Epoch 397/500
450/450 [==============================] - 0s 804us/step - loss: 0.3857 - accuracy: 0.8408
Epoch 398/500
450/450 [==============================] - 0s 770us/step - loss: 0.3864 - accuracy: 0.8401
Epoch 399/500
450/450 [==============================] - 0s 780us/step - loss: 0.3859 - accuracy: 0.8403
Epoch 400/500
450/450 [==============================] - 0s 780us/step - loss: 0.3867 - accuracy: 0.8393
Epoch 401/500
450/450 [==============================] - 0s 772us/step - loss: 0.3863 - accuracy: 0.8406
Epoch 402/500
450/450 [==============================] - 0s 772us/step - loss: 0.3860 - accuracy: 0.8421
Epoch 403/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8392
Epoch 404/500
450/450 [==============================] - 0s 776us/step - loss: 0.3866 - accuracy: 0.8393
Epoch 405/500
450/450 [==============================] - 0s 826us/step - loss: 0.3871 - accuracy: 0.8404
Epoch 406/500
450/450 [==============================] - 0s 783us/step - loss: 0.3863 - accuracy: 0.8401
Epoch 407/500
450/450 [==============================] - 0s 764us/step - loss: 0.3866 - accuracy: 0.8393
Epoch 408/500
450/450 [==============================] - 0s 783us/step - loss: 0.3864 - accuracy: 0.8397
Epoch 409/500
450/450 [==============================] - 0s 775us/step - loss: 0.3868 - accuracy: 0.8390
Epoch 410/500
450/450 [==============================] - 0s 779us/step - loss: 0.3865 - accuracy: 0.8399
Epoch 411/500
450/450 [==============================] - 0s 805us/step - loss: 0.3863 - accuracy: 0.8400
Epoch 412/500
450/450 [==============================] - 0s 768us/step - loss: 0.3866 - accuracy: 0.8388
Epoch 413/500
450/450 [==============================] - 0s 795us/step - loss: 0.3861 - accuracy: 0.8408
Epoch 414/500
450/450 [==============================] - 0s 792us/step - loss: 0.3866 - accuracy: 0.8396
Epoch 415/500
450/450 [==============================] - 0s 773us/step - loss: 0.3862 - accuracy: 0.8404
Epoch 416/500
450/450 [==============================] - 0s 799us/step - loss: 0.3863 - accuracy: 0.8411
Epoch 417/500
450/450 [==============================] - 0s 772us/step - loss: 0.3861 - accuracy: 0.8407
Epoch 418/500
450/450 [==============================] - 0s 770us/step - loss: 0.3859 - accuracy: 0.8394
Epoch 419/500
450/450 [==============================] - 0s 805us/step - loss: 0.3861 - accuracy: 0.8397
Epoch 420/500
450/450 [==============================] - 0s 777us/step - loss: 0.3856 - accuracy: 0.8411
Epoch 421/500
450/450 [==============================] - 0s 991us/step - loss: 0.3863 - accuracy: 0.8415
Epoch 422/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3856 - accuracy: 0.8411
Epoch 423/500
450/450 [==============================] - 0s 975us/step - loss: 0.3856 - accuracy: 0.8389
Epoch 424/500
450/450 [==============================] - 0s 911us/step - loss: 0.3859 - accuracy: 0.8397
Epoch 425/500
450/450 [==============================] - 0s 955us/step - loss: 0.3864 - accuracy: 0.8406
Epoch 426/500
450/450 [==============================] - 0s 933us/step - loss: 0.3862 - accuracy: 0.8418
Epoch 427/500
450/450 [==============================] - 0s 833us/step - loss: 0.3860 - accuracy: 0.8396
Epoch 428/500
450/450 [==============================] - 0s 862us/step - loss: 0.3859 - accuracy: 0.8415
Epoch 429/500
450/450 [==============================] - 0s 876us/step - loss: 0.3863 - accuracy: 0.8414
Epoch 430/500
450/450 [==============================] - 0s 822us/step - loss: 0.3865 - accuracy: 0.8396
Epoch 431/500
450/450 [==============================] - 0s 771us/step - loss: 0.3859 - accuracy: 0.8396
Epoch 432/500
450/450 [==============================] - 0s 780us/step - loss: 0.3862 - accuracy: 0.8400
Epoch 433/500
450/450 [==============================] - 0s 796us/step - loss: 0.3860 - accuracy: 0.8415
Epoch 434/500
450/450 [==============================] - 0s 792us/step - loss: 0.3865 - accuracy: 0.8397
Epoch 435/500
450/450 [==============================] - 0s 830us/step - loss: 0.3862 - accuracy: 0.8399
Epoch 436/500
450/450 [==============================] - 0s 842us/step - loss: 0.3861 - accuracy: 0.8394
Epoch 437/500
450/450 [==============================] - 0s 868us/step - loss: 0.3858 - accuracy: 0.8408
Epoch 438/500
450/450 [==============================] - 0s 858us/step - loss: 0.3857 - accuracy: 0.8388
Epoch 439/500
450/450 [==============================] - 0s 797us/step - loss: 0.3859 - accuracy: 0.8421
Epoch 440/500
450/450 [==============================] - 0s 771us/step - loss: 0.3861 - accuracy: 0.8397
Epoch 441/500
450/450 [==============================] - 0s 769us/step - loss: 0.3863 - accuracy: 0.8390
Epoch 442/500
450/450 [==============================] - 0s 804us/step - loss: 0.3858 - accuracy: 0.8410
Epoch 443/500
450/450 [==============================] - 0s 787us/step - loss: 0.3859 - accuracy: 0.8400
Epoch 444/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8400
Epoch 445/500
450/450 [==============================] - 0s 978us/step - loss: 0.3858 - accuracy: 0.8401
Epoch 446/500
450/450 [==============================] - 0s 869us/step - loss: 0.3859 - accuracy: 0.8406
Epoch 447/500
450/450 [==============================] - 0s 892us/step - loss: 0.3862 - accuracy: 0.8414
Epoch 448/500
450/450 [==============================] - 0s 775us/step - loss: 0.3861 - accuracy: 0.84130s - loss: 0.3746 - accu
Epoch 449/500
450/450 [==============================] - 0s 839us/step - loss: 0.3857 - accuracy: 0.8404
Epoch 450/500
450/450 [==============================] - 0s 868us/step - loss: 0.3861 - accuracy: 0.8404
Epoch 451/500
450/450 [==============================] - 0s 850us/step - loss: 0.3859 - accuracy: 0.8404
Epoch 452/500
450/450 [==============================] - 0s 777us/step - loss: 0.3853 - accuracy: 0.8388
Epoch 453/500
450/450 [==============================] - 0s 800us/step - loss: 0.3859 - accuracy: 0.8407
Epoch 454/500
450/450 [==============================] - 0s 778us/step - loss: 0.3860 - accuracy: 0.8413
Epoch 455/500
450/450 [==============================] - 0s 802us/step - loss: 0.3862 - accuracy: 0.8397
Epoch 456/500
450/450 [==============================] - 0s 767us/step - loss: 0.3861 - accuracy: 0.8404
Epoch 457/500
450/450 [==============================] - 0s 780us/step - loss: 0.3860 - accuracy: 0.8388
Epoch 458/500
450/450 [==============================] - 0s 798us/step - loss: 0.3857 - accuracy: 0.8397
Epoch 459/500
450/450 [==============================] - 0s 771us/step - loss: 0.3854 - accuracy: 0.8411
Epoch 460/500
450/450 [==============================] - 0s 769us/step - loss: 0.3859 - accuracy: 0.8407
Epoch 461/500
450/450 [==============================] - 0s 795us/step - loss: 0.3860 - accuracy: 0.8410
Epoch 462/500
450/450 [==============================] - 0s 768us/step - loss: 0.3862 - accuracy: 0.8400
Epoch 463/500
450/450 [==============================] - 0s 805us/step - loss: 0.3857 - accuracy: 0.8383
Epoch 464/500
450/450 [==============================] - 0s 771us/step - loss: 0.3860 - accuracy: 0.8399
Epoch 465/500
450/450 [==============================] - 0s 774us/step - loss: 0.3858 - accuracy: 0.8415
Epoch 466/500
450/450 [==============================] - 0s 779us/step - loss: 0.3859 - accuracy: 0.8408
Epoch 467/500
450/450 [==============================] - 0s 798us/step - loss: 0.3856 - accuracy: 0.8400
Epoch 468/500
450/450 [==============================] - 0s 777us/step - loss: 0.3860 - accuracy: 0.8403
Epoch 469/500
450/450 [==============================] - 0s 797us/step - loss: 0.3860 - accuracy: 0.8406
Epoch 470/500
450/450 [==============================] - 0s 780us/step - loss: 0.3861 - accuracy: 0.8417
Epoch 471/500
450/450 [==============================] - 0s 774us/step - loss: 0.3858 - accuracy: 0.8404
Epoch 472/500
450/450 [==============================] - 0s 800us/step - loss: 0.3857 - accuracy: 0.8388
Epoch 473/500
450/450 [==============================] - 0s 774us/step - loss: 0.3854 - accuracy: 0.8406
Epoch 474/500
450/450 [==============================] - 0s 781us/step - loss: 0.3862 - accuracy: 0.8419
Epoch 475/500
450/450 [==============================] - 0s 782us/step - loss: 0.3859 - accuracy: 0.8388
Epoch 476/500
450/450 [==============================] - 0s 770us/step - loss: 0.3863 - accuracy: 0.8390
Epoch 477/500
450/450 [==============================] - 0s 768us/step - loss: 0.3860 - accuracy: 0.8411
Epoch 478/500
450/450 [==============================] - 0s 792us/step - loss: 0.3859 - accuracy: 0.8400
Epoch 479/500
450/450 [==============================] - 0s 764us/step - loss: 0.3858 - accuracy: 0.8397
Epoch 480/500
450/450 [==============================] - 0s 796us/step - loss: 0.3862 - accuracy: 0.8407
Epoch 481/500
450/450 [==============================] - 0s 768us/step - loss: 0.3859 - accuracy: 0.8415
Epoch 482/500
450/450 [==============================] - 0s 772us/step - loss: 0.3857 - accuracy: 0.8393
Epoch 483/500
450/450 [==============================] - 0s 799us/step - loss: 0.3859 - accuracy: 0.8394
Epoch 484/500
450/450 [==============================] - 0s 783us/step - loss: 0.3858 - accuracy: 0.8403
Epoch 485/500
450/450 [==============================] - 0s 777us/step - loss: 0.3857 - accuracy: 0.8406
Epoch 486/500
450/450 [==============================] - 0s 829us/step - loss: 0.3862 - accuracy: 0.8413
Epoch 487/500
450/450 [==============================] - 0s 768us/step - loss: 0.3863 - accuracy: 0.8414
Epoch 488/500
450/450 [==============================] - 0s 771us/step - loss: 0.3858 - accuracy: 0.8396
Epoch 489/500
450/450 [==============================] - 0s 783us/step - loss: 0.3854 - accuracy: 0.8408
Epoch 490/500
450/450 [==============================] - 0s 773us/step - loss: 0.3861 - accuracy: 0.8403
Epoch 491/500
450/450 [==============================] - 0s 767us/step - loss: 0.3861 - accuracy: 0.8403
Epoch 492/500
450/450 [==============================] - 0s 778us/step - loss: 0.3861 - accuracy: 0.8400
Epoch 493/500
450/450 [==============================] - 0s 772us/step - loss: 0.3858 - accuracy: 0.8386
Epoch 494/500
450/450 [==============================] - 0s 797us/step - loss: 0.3857 - accuracy: 0.8419
Epoch 495/500
450/450 [==============================] - 0s 783us/step - loss: 0.3863 - accuracy: 0.8411
Epoch 496/500
450/450 [==============================] - 0s 771us/step - loss: 0.3863 - accuracy: 0.8389
Epoch 497/500
450/450 [==============================] - 0s 873us/step - loss: 0.3856 - accuracy: 0.8396
Epoch 498/500
450/450 [==============================] - 0s 772us/step - loss: 0.3855 - accuracy: 0.8401
Epoch 499/500
450/450 [==============================] - 0s 764us/step - loss: 0.3866 - accuracy: 0.8392
Epoch 500/500
450/450 [==============================] - 0s 796us/step - loss: 0.3859 - accuracy: 0.8411
Epoch 1/500
450/450 [==============================] - 0s 844us/step - loss: 0.5370 - accuracy: 0.7986
Epoch 2/500
450/450 [==============================] - 0s 833us/step - loss: 0.4352 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 823us/step - loss: 0.4274 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4228 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 814us/step - loss: 0.4190 - accuracy: 0.7993
Epoch 6/500
450/450 [==============================] - 0s 787us/step - loss: 0.4164 - accuracy: 0.8258
Epoch 7/500
450/450 [==============================] - 0s 803us/step - loss: 0.4147 - accuracy: 0.8286
Epoch 8/500
450/450 [==============================] - 0s 792us/step - loss: 0.4132 - accuracy: 0.8326
Epoch 9/500
450/450 [==============================] - 0s 805us/step - loss: 0.4121 - accuracy: 0.8335
Epoch 10/500
450/450 [==============================] - 0s 801us/step - loss: 0.4110 - accuracy: 0.8357
Epoch 11/500
450/450 [==============================] - 0s 778us/step - loss: 0.4100 - accuracy: 0.8356
Epoch 12/500
450/450 [==============================] - 0s 808us/step - loss: 0.4090 - accuracy: 0.8350
Epoch 13/500
450/450 [==============================] - 0s 779us/step - loss: 0.4081 - accuracy: 0.8353
Epoch 14/500
450/450 [==============================] - 0s 777us/step - loss: 0.4068 - accuracy: 0.8368
Epoch 15/500
450/450 [==============================] - 0s 815us/step - loss: 0.4062 - accuracy: 0.8368
Epoch 16/500
450/450 [==============================] - 0s 795us/step - loss: 0.4054 - accuracy: 0.8368
Epoch 17/500
450/450 [==============================] - 0s 779us/step - loss: 0.4047 - accuracy: 0.8353
Epoch 18/500
450/450 [==============================] - 0s 806us/step - loss: 0.4038 - accuracy: 0.8367
Epoch 19/500
450/450 [==============================] - 0s 798us/step - loss: 0.4026 - accuracy: 0.8368
Epoch 20/500
450/450 [==============================] - 0s 797us/step - loss: 0.4028 - accuracy: 0.8367
Epoch 21/500
450/450 [==============================] - 0s 797us/step - loss: 0.4021 - accuracy: 0.8364
Epoch 22/500
450/450 [==============================] - 0s 787us/step - loss: 0.4022 - accuracy: 0.8360
Epoch 23/500
450/450 [==============================] - 0s 817us/step - loss: 0.4014 - accuracy: 0.8375
Epoch 24/500
450/450 [==============================] - 0s 786us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 25/500
450/450 [==============================] - 0s 780us/step - loss: 0.4006 - accuracy: 0.8378
Epoch 26/500
450/450 [==============================] - 0s 820us/step - loss: 0.4001 - accuracy: 0.8378
Epoch 27/500
450/450 [==============================] - 0s 787us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 28/500
450/450 [==============================] - 0s 781us/step - loss: 0.3995 - accuracy: 0.8374
Epoch 29/500
450/450 [==============================] - 0s 833us/step - loss: 0.3988 - accuracy: 0.8382
Epoch 30/500
450/450 [==============================] - 0s 786us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 31/500
450/450 [==============================] - 0s 798us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 32/500
450/450 [==============================] - 0s 786us/step - loss: 0.3985 - accuracy: 0.8381
Epoch 33/500
450/450 [==============================] - 0s 782us/step - loss: 0.3979 - accuracy: 0.8372
Epoch 34/500
450/450 [==============================] - 0s 803us/step - loss: 0.3975 - accuracy: 0.8379
Epoch 35/500
450/450 [==============================] - 0s 794us/step - loss: 0.3974 - accuracy: 0.8372
Epoch 36/500
450/450 [==============================] - 0s 780us/step - loss: 0.3973 - accuracy: 0.8372
Epoch 37/500
450/450 [==============================] - 0s 810us/step - loss: 0.3971 - accuracy: 0.8390
Epoch 38/500
450/450 [==============================] - 0s 786us/step - loss: 0.3967 - accuracy: 0.8376
Epoch 39/500
450/450 [==============================] - 0s 787us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 40/500
450/450 [==============================] - 0s 818us/step - loss: 0.3964 - accuracy: 0.8389
Epoch 41/500
450/450 [==============================] - 0s 791us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 42/500
450/450 [==============================] - 0s 803us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 43/500
450/450 [==============================] - 0s 801us/step - loss: 0.3960 - accuracy: 0.8372
Epoch 44/500
450/450 [==============================] - 0s 801us/step - loss: 0.3959 - accuracy: 0.8379
Epoch 45/500
450/450 [==============================] - 0s 816us/step - loss: 0.3958 - accuracy: 0.8383
Epoch 46/500
450/450 [==============================] - 0s 818us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 47/500
450/450 [==============================] - 0s 792us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 48/500
450/450 [==============================] - 0s 816us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 49/500
450/450 [==============================] - 0s 805us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 50/500
450/450 [==============================] - 0s 799us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 51/500
450/450 [==============================] - 0s 813us/step - loss: 0.3952 - accuracy: 0.8372
Epoch 52/500
450/450 [==============================] - 0s 797us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 53/500
450/450 [==============================] - 0s 789us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 54/500
450/450 [==============================] - 0s 811us/step - loss: 0.3950 - accuracy: 0.83720s - loss: 0.4010 - ac
Epoch 55/500
450/450 [==============================] - 0s 790us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 56/500
450/450 [==============================] - 0s 818us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 57/500
450/450 [==============================] - 0s 790us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 58/500
450/450 [==============================] - 0s 798us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 59/500
450/450 [==============================] - 0s 818us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 60/500
450/450 [==============================] - 0s 790us/step - loss: 0.3945 - accuracy: 0.8406
Epoch 61/500
450/450 [==============================] - 0s 806us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 62/500
450/450 [==============================] - 0s 824us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 63/500
450/450 [==============================] - 0s 796us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 64/500
450/450 [==============================] - 0s 795us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 65/500
450/450 [==============================] - 0s 817us/step - loss: 0.3940 - accuracy: 0.8385
Epoch 66/500
450/450 [==============================] - 0s 797us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 67/500
450/450 [==============================] - 0s 800us/step - loss: 0.3938 - accuracy: 0.8399
Epoch 68/500
450/450 [==============================] - 0s 809us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 69/500
450/450 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 70/500
450/450 [==============================] - 0s 824us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 71/500
450/450 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8399
Epoch 72/500
450/450 [==============================] - 0s 796us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 73/500
450/450 [==============================] - 0s 856us/step - loss: 0.3930 - accuracy: 0.8371
Epoch 74/500
450/450 [==============================] - 0s 790us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 75/500
450/450 [==============================] - 0s 801us/step - loss: 0.3928 - accuracy: 0.8388
Epoch 76/500
450/450 [==============================] - 0s 813us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 77/500
450/450 [==============================] - 0s 794us/step - loss: 0.3930 - accuracy: 0.8349
Epoch 78/500
450/450 [==============================] - 0s 800us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 79/500
450/450 [==============================] - 0s 793us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 80/500
450/450 [==============================] - 0s 792us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 81/500
450/450 [==============================] - 0s 818us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 82/500
450/450 [==============================] - 0s 787us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 83/500
450/450 [==============================] - 0s 792us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 84/500
450/450 [==============================] - 0s 824us/step - loss: 0.3928 - accuracy: 0.8382
Epoch 85/500
450/450 [==============================] - 0s 793us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 86/500
450/450 [==============================] - 0s 792us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 87/500
450/450 [==============================] - 0s 820us/step - loss: 0.3928 - accuracy: 0.8381
Epoch 88/500
450/450 [==============================] - 0s 792us/step - loss: 0.3928 - accuracy: 0.8386
Epoch 89/500
450/450 [==============================] - 0s 830us/step - loss: 0.3926 - accuracy: 0.8379
Epoch 90/500
450/450 [==============================] - 0s 794us/step - loss: 0.3929 - accuracy: 0.8392
Epoch 91/500
450/450 [==============================] - 0s 809us/step - loss: 0.3924 - accuracy: 0.8379
Epoch 92/500
450/450 [==============================] - 0s 806us/step - loss: 0.3927 - accuracy: 0.8392
Epoch 93/500
450/450 [==============================] - 0s 811us/step - loss: 0.3925 - accuracy: 0.8379
Epoch 94/500
450/450 [==============================] - 0s 796us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 95/500
450/450 [==============================] - 0s 827us/step - loss: 0.3927 - accuracy: 0.8382
Epoch 96/500
450/450 [==============================] - 0s 792us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 97/500
450/450 [==============================] - 0s 790us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 98/500
450/450 [==============================] - 0s 824us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 99/500
450/450 [==============================] - 0s 791us/step - loss: 0.3925 - accuracy: 0.8400
Epoch 100/500
450/450 [==============================] - 0s 825us/step - loss: 0.3927 - accuracy: 0.8382
Epoch 101/500
450/450 [==============================] - 0s 842us/step - loss: 0.3926 - accuracy: 0.8383
Epoch 102/500
450/450 [==============================] - 0s 793us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 103/500
450/450 [==============================] - 0s 818us/step - loss: 0.3925 - accuracy: 0.8379
Epoch 104/500
450/450 [==============================] - 0s 814us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 105/500
450/450 [==============================] - 0s 795us/step - loss: 0.3928 - accuracy: 0.8386
Epoch 106/500
450/450 [==============================] - 0s 818us/step - loss: 0.3921 - accuracy: 0.8392
Epoch 107/500
450/450 [==============================] - 0s 796us/step - loss: 0.3929 - accuracy: 0.8381
Epoch 108/500
450/450 [==============================] - 0s 807us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 109/500
450/450 [==============================] - 0s 796us/step - loss: 0.3925 - accuracy: 0.8388
Epoch 110/500
450/450 [==============================] - 0s 788us/step - loss: 0.3923 - accuracy: 0.8375
Epoch 111/500
450/450 [==============================] - 0s 863us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 112/500
450/450 [==============================] - 0s 833us/step - loss: 0.3925 - accuracy: 0.8382
Epoch 113/500
450/450 [==============================] - 0s 836us/step - loss: 0.3926 - accuracy: 0.8390
Epoch 114/500
450/450 [==============================] - 0s 809us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 115/500
450/450 [==============================] - 0s 811us/step - loss: 0.3924 - accuracy: 0.8371
Epoch 116/500
450/450 [==============================] - 0s 830us/step - loss: 0.3923 - accuracy: 0.8386
Epoch 117/500
450/450 [==============================] - 0s 893us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 118/500
450/450 [==============================] - 0s 809us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 119/500
450/450 [==============================] - 0s 812us/step - loss: 0.3911 - accuracy: 0.8375
Epoch 120/500
450/450 [==============================] - 0s 793us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 121/500
450/450 [==============================] - 0s 792us/step - loss: 0.3903 - accuracy: 0.8388
Epoch 122/500
450/450 [==============================] - 0s 801us/step - loss: 0.3895 - accuracy: 0.8383
Epoch 123/500
450/450 [==============================] - 0s 795us/step - loss: 0.3886 - accuracy: 0.8383
Epoch 124/500
450/450 [==============================] - 0s 944us/step - loss: 0.3880 - accuracy: 0.8376
Epoch 125/500
450/450 [==============================] - 0s 798us/step - loss: 0.3873 - accuracy: 0.8393
Epoch 126/500
450/450 [==============================] - 0s 794us/step - loss: 0.3863 - accuracy: 0.8365
Epoch 127/500
450/450 [==============================] - 0s 817us/step - loss: 0.3856 - accuracy: 0.8376
Epoch 128/500
450/450 [==============================] - 0s 795us/step - loss: 0.3849 - accuracy: 0.8379
Epoch 129/500
450/450 [==============================] - 0s 787us/step - loss: 0.3846 - accuracy: 0.8378
Epoch 130/500
450/450 [==============================] - 0s 817us/step - loss: 0.3839 - accuracy: 0.8400
Epoch 131/500
450/450 [==============================] - 0s 795us/step - loss: 0.3832 - accuracy: 0.8388
Epoch 132/500
450/450 [==============================] - 0s 792us/step - loss: 0.3828 - accuracy: 0.8388
Epoch 133/500
450/450 [==============================] - 0s 802us/step - loss: 0.3828 - accuracy: 0.8378
Epoch 134/500
450/450 [==============================] - 0s 792us/step - loss: 0.3819 - accuracy: 0.8399
Epoch 135/500
450/450 [==============================] - 0s 787us/step - loss: 0.3820 - accuracy: 0.8376
Epoch 136/500
450/450 [==============================] - 0s 817us/step - loss: 0.3818 - accuracy: 0.8379
Epoch 137/500
450/450 [==============================] - 0s 792us/step - loss: 0.3816 - accuracy: 0.8399
Epoch 138/500
450/450 [==============================] - 0s 815us/step - loss: 0.3810 - accuracy: 0.8396
Epoch 139/500
450/450 [==============================] - 0s 793us/step - loss: 0.3806 - accuracy: 0.8404
Epoch 140/500
450/450 [==============================] - 0s 783us/step - loss: 0.3806 - accuracy: 0.8393
Epoch 141/500
450/450 [==============================] - 0s 819us/step - loss: 0.3813 - accuracy: 0.8393
Epoch 142/500
450/450 [==============================] - 0s 787us/step - loss: 0.3805 - accuracy: 0.8393
Epoch 143/500
450/450 [==============================] - 0s 788us/step - loss: 0.3805 - accuracy: 0.8400
Epoch 144/500
450/450 [==============================] - 0s 813us/step - loss: 0.3801 - accuracy: 0.8397
Epoch 145/500
450/450 [==============================] - 0s 788us/step - loss: 0.3797 - accuracy: 0.8410
Epoch 146/500
450/450 [==============================] - 0s 795us/step - loss: 0.3798 - accuracy: 0.8390
Epoch 147/500
450/450 [==============================] - 0s 812us/step - loss: 0.3799 - accuracy: 0.8413
Epoch 148/500
450/450 [==============================] - 0s 812us/step - loss: 0.3796 - accuracy: 0.8383
Epoch 149/500
450/450 [==============================] - 0s 806us/step - loss: 0.3792 - accuracy: 0.8400
Epoch 150/500
450/450 [==============================] - 0s 790us/step - loss: 0.3795 - accuracy: 0.8407
Epoch 151/500
450/450 [==============================] - 0s 801us/step - loss: 0.3791 - accuracy: 0.8404
Epoch 152/500
450/450 [==============================] - 0s 801us/step - loss: 0.3790 - accuracy: 0.8407
Epoch 153/500
450/450 [==============================] - 0s 787us/step - loss: 0.3789 - accuracy: 0.8401
Epoch 154/500
450/450 [==============================] - 0s 780us/step - loss: 0.3788 - accuracy: 0.8383
Epoch 155/500
450/450 [==============================] - 0s 808us/step - loss: 0.3783 - accuracy: 0.8413
Epoch 156/500
450/450 [==============================] - 0s 791us/step - loss: 0.3788 - accuracy: 0.8418
Epoch 157/500
450/450 [==============================] - 0s 798us/step - loss: 0.3783 - accuracy: 0.8418
Epoch 158/500
450/450 [==============================] - 0s 806us/step - loss: 0.3788 - accuracy: 0.8429
Epoch 159/500
450/450 [==============================] - 0s 791us/step - loss: 0.3782 - accuracy: 0.8415
Epoch 160/500
450/450 [==============================] - 0s 836us/step - loss: 0.3785 - accuracy: 0.8424
Epoch 161/500
450/450 [==============================] - 0s 837us/step - loss: 0.3784 - accuracy: 0.8408
Epoch 162/500
450/450 [==============================] - 0s 786us/step - loss: 0.3785 - accuracy: 0.8403
Epoch 163/500
450/450 [==============================] - 0s 835us/step - loss: 0.3777 - accuracy: 0.8421
Epoch 164/500
450/450 [==============================] - 0s 787us/step - loss: 0.3780 - accuracy: 0.8418
Epoch 165/500
450/450 [==============================] - 0s 783us/step - loss: 0.3778 - accuracy: 0.8424
Epoch 166/500
450/450 [==============================] - 0s 801us/step - loss: 0.3778 - accuracy: 0.8403
Epoch 167/500
450/450 [==============================] - 0s 786us/step - loss: 0.3774 - accuracy: 0.8417
Epoch 168/500
450/450 [==============================] - 0s 783us/step - loss: 0.3778 - accuracy: 0.8414
Epoch 169/500
450/450 [==============================] - 0s 807us/step - loss: 0.3774 - accuracy: 0.8421
Epoch 170/500
450/450 [==============================] - 0s 788us/step - loss: 0.3770 - accuracy: 0.8414
Epoch 171/500
450/450 [==============================] - 0s 825us/step - loss: 0.3773 - accuracy: 0.8411
Epoch 172/500
450/450 [==============================] - 0s 802us/step - loss: 0.3775 - accuracy: 0.8406
Epoch 173/500
450/450 [==============================] - 0s 793us/step - loss: 0.3770 - accuracy: 0.8425
Epoch 174/500
450/450 [==============================] - 0s 807us/step - loss: 0.3772 - accuracy: 0.8408
Epoch 175/500
450/450 [==============================] - 0s 810us/step - loss: 0.3771 - accuracy: 0.8418
Epoch 176/500
450/450 [==============================] - 0s 804us/step - loss: 0.3767 - accuracy: 0.8433
Epoch 177/500
450/450 [==============================] - 0s 810us/step - loss: 0.3768 - accuracy: 0.8417
Epoch 178/500
450/450 [==============================] - 0s 784us/step - loss: 0.3768 - accuracy: 0.8424
Epoch 179/500
450/450 [==============================] - 0s 803us/step - loss: 0.3769 - accuracy: 0.8426
Epoch 180/500
450/450 [==============================] - 0s 791us/step - loss: 0.3764 - accuracy: 0.8426
Epoch 181/500
450/450 [==============================] - 0s 794us/step - loss: 0.3763 - accuracy: 0.8407
Epoch 182/500
450/450 [==============================] - 0s 785us/step - loss: 0.3768 - accuracy: 0.8428
Epoch 183/500
450/450 [==============================] - 0s 814us/step - loss: 0.3767 - accuracy: 0.8425
Epoch 184/500
450/450 [==============================] - 0s 786us/step - loss: 0.3765 - accuracy: 0.8407
Epoch 185/500
450/450 [==============================] - 0s 811us/step - loss: 0.3765 - accuracy: 0.8422
Epoch 186/500
450/450 [==============================] - 0s 796us/step - loss: 0.3766 - accuracy: 0.8415
Epoch 187/500
450/450 [==============================] - 0s 788us/step - loss: 0.3762 - accuracy: 0.8438
Epoch 188/500
450/450 [==============================] - 0s 813us/step - loss: 0.3763 - accuracy: 0.8428
Epoch 189/500
450/450 [==============================] - 0s 784us/step - loss: 0.3761 - accuracy: 0.8432
Epoch 190/500
450/450 [==============================] - 0s 801us/step - loss: 0.3759 - accuracy: 0.8443
Epoch 191/500
450/450 [==============================] - 0s 794us/step - loss: 0.3762 - accuracy: 0.8436
Epoch 192/500
450/450 [==============================] - 0s 791us/step - loss: 0.3754 - accuracy: 0.8419
Epoch 193/500
450/450 [==============================] - 0s 790us/step - loss: 0.3761 - accuracy: 0.8422
Epoch 194/500
450/450 [==============================] - 0s 880us/step - loss: 0.3760 - accuracy: 0.84310s - loss: 0.3783 - accuracy: 0.84
Epoch 195/500
450/450 [==============================] - 0s 836us/step - loss: 0.3756 - accuracy: 0.8415
Epoch 196/500
450/450 [==============================] - 0s 821us/step - loss: 0.3759 - accuracy: 0.8417
Epoch 197/500
450/450 [==============================] - 0s 809us/step - loss: 0.3759 - accuracy: 0.8424
Epoch 198/500
450/450 [==============================] - 0s 829us/step - loss: 0.3756 - accuracy: 0.8432
Epoch 199/500
450/450 [==============================] - 0s 844us/step - loss: 0.3757 - accuracy: 0.8431
Epoch 200/500
450/450 [==============================] - 0s 802us/step - loss: 0.3757 - accuracy: 0.8442
Epoch 201/500
450/450 [==============================] - 0s 796us/step - loss: 0.3756 - accuracy: 0.8408
Epoch 202/500
450/450 [==============================] - 0s 791us/step - loss: 0.3755 - accuracy: 0.8449
Epoch 203/500
450/450 [==============================] - 0s 791us/step - loss: 0.3756 - accuracy: 0.8407
Epoch 204/500
450/450 [==============================] - 0s 814us/step - loss: 0.3752 - accuracy: 0.8428
Epoch 205/500
450/450 [==============================] - 0s 780us/step - loss: 0.3754 - accuracy: 0.8408
Epoch 206/500
450/450 [==============================] - 0s 805us/step - loss: 0.3751 - accuracy: 0.8442
Epoch 207/500
450/450 [==============================] - 0s 791us/step - loss: 0.3749 - accuracy: 0.8410
Epoch 208/500
450/450 [==============================] - 0s 787us/step - loss: 0.3751 - accuracy: 0.8415
Epoch 209/500
450/450 [==============================] - 0s 805us/step - loss: 0.3752 - accuracy: 0.8415
Epoch 210/500
450/450 [==============================] - 0s 806us/step - loss: 0.3750 - accuracy: 0.8426
Epoch 211/500
450/450 [==============================] - 0s 788us/step - loss: 0.3751 - accuracy: 0.8426
Epoch 212/500
450/450 [==============================] - 0s 852us/step - loss: 0.3750 - accuracy: 0.8425
Epoch 213/500
450/450 [==============================] - 0s 810us/step - loss: 0.3746 - accuracy: 0.8431
Epoch 214/500
450/450 [==============================] - 0s 791us/step - loss: 0.3751 - accuracy: 0.8439
Epoch 215/500
450/450 [==============================] - 0s 804us/step - loss: 0.3746 - accuracy: 0.8429
Epoch 216/500
450/450 [==============================] - 0s 791us/step - loss: 0.3748 - accuracy: 0.8407
Epoch 217/500
450/450 [==============================] - 0s 786us/step - loss: 0.3749 - accuracy: 0.8411
Epoch 218/500
450/450 [==============================] - 0s 804us/step - loss: 0.3747 - accuracy: 0.8425
Epoch 219/500
450/450 [==============================] - 0s 799us/step - loss: 0.3743 - accuracy: 0.8422
Epoch 220/500
450/450 [==============================] - 0s 793us/step - loss: 0.3744 - accuracy: 0.8431
Epoch 221/500
450/450 [==============================] - 0s 806us/step - loss: 0.3739 - accuracy: 0.8428
Epoch 222/500
450/450 [==============================] - 0s 781us/step - loss: 0.3742 - accuracy: 0.8424
Epoch 223/500
450/450 [==============================] - 0s 802us/step - loss: 0.3738 - accuracy: 0.84360s - loss: 0.3749 - accuracy: 0.84
Epoch 224/500
450/450 [==============================] - 0s 793us/step - loss: 0.3741 - accuracy: 0.8424
Epoch 225/500
450/450 [==============================] - 0s 782us/step - loss: 0.3735 - accuracy: 0.8431
Epoch 226/500
450/450 [==============================] - 0s 812us/step - loss: 0.3734 - accuracy: 0.8444
Epoch 227/500
450/450 [==============================] - 0s 789us/step - loss: 0.3734 - accuracy: 0.8425
Epoch 228/500
450/450 [==============================] - 0s 790us/step - loss: 0.3732 - accuracy: 0.8422
Epoch 229/500
450/450 [==============================] - 0s 806us/step - loss: 0.3733 - accuracy: 0.8424
Epoch 230/500
450/450 [==============================] - 0s 792us/step - loss: 0.3729 - accuracy: 0.8444
Epoch 231/500
450/450 [==============================] - 0s 807us/step - loss: 0.3731 - accuracy: 0.8424
Epoch 232/500
450/450 [==============================] - 0s 869us/step - loss: 0.3722 - accuracy: 0.8432
Epoch 233/500
450/450 [==============================] - 0s 803us/step - loss: 0.3726 - accuracy: 0.8431
Epoch 234/500
450/450 [==============================] - 0s 818us/step - loss: 0.3725 - accuracy: 0.8425
Epoch 235/500
450/450 [==============================] - 0s 801us/step - loss: 0.3720 - accuracy: 0.8428
Epoch 236/500
450/450 [==============================] - 0s 796us/step - loss: 0.3719 - accuracy: 0.8408
Epoch 237/500
450/450 [==============================] - 0s 840us/step - loss: 0.3718 - accuracy: 0.8438
Epoch 238/500
450/450 [==============================] - 0s 798us/step - loss: 0.3717 - accuracy: 0.8439
Epoch 239/500
450/450 [==============================] - 0s 801us/step - loss: 0.3714 - accuracy: 0.8429
Epoch 240/500
450/450 [==============================] - 0s 819us/step - loss: 0.3712 - accuracy: 0.8431
Epoch 241/500
450/450 [==============================] - 0s 803us/step - loss: 0.3715 - accuracy: 0.8426
Epoch 242/500
450/450 [==============================] - 0s 791us/step - loss: 0.3707 - accuracy: 0.8425
Epoch 243/500
450/450 [==============================] - 0s 811us/step - loss: 0.3704 - accuracy: 0.8432
Epoch 244/500
450/450 [==============================] - 0s 782us/step - loss: 0.3707 - accuracy: 0.8435
Epoch 245/500
450/450 [==============================] - 0s 811us/step - loss: 0.3705 - accuracy: 0.8428
Epoch 246/500
450/450 [==============================] - 0s 789us/step - loss: 0.3706 - accuracy: 0.8442
Epoch 247/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3698 - accuracy: 0.8447
Epoch 248/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3700 - accuracy: 0.8432
Epoch 249/500
450/450 [==============================] - 0s 906us/step - loss: 0.3700 - accuracy: 0.8431
Epoch 250/500
450/450 [==============================] - 0s 928us/step - loss: 0.3694 - accuracy: 0.8450
Epoch 251/500
450/450 [==============================] - 0s 908us/step - loss: 0.3697 - accuracy: 0.8446
Epoch 252/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3691 - accuracy: 0.8449
Epoch 253/500
450/450 [==============================] - 0s 844us/step - loss: 0.3691 - accuracy: 0.8443
Epoch 254/500
450/450 [==============================] - 0s 870us/step - loss: 0.3691 - accuracy: 0.8458
Epoch 255/500
450/450 [==============================] - 0s 879us/step - loss: 0.3687 - accuracy: 0.8453
Epoch 256/500
450/450 [==============================] - 0s 861us/step - loss: 0.3688 - accuracy: 0.8467
Epoch 257/500
450/450 [==============================] - 0s 812us/step - loss: 0.3684 - accuracy: 0.8454
Epoch 258/500
450/450 [==============================] - 0s 859us/step - loss: 0.3688 - accuracy: 0.8464
Epoch 259/500
450/450 [==============================] - 0s 789us/step - loss: 0.3676 - accuracy: 0.8456
Epoch 260/500
450/450 [==============================] - 0s 840us/step - loss: 0.3679 - accuracy: 0.8450
Epoch 261/500
450/450 [==============================] - 0s 812us/step - loss: 0.3678 - accuracy: 0.8472
Epoch 262/500
450/450 [==============================] - 0s 833us/step - loss: 0.3672 - accuracy: 0.8478
Epoch 263/500
450/450 [==============================] - 0s 875us/step - loss: 0.3674 - accuracy: 0.8474
Epoch 264/500
450/450 [==============================] - 0s 867us/step - loss: 0.3673 - accuracy: 0.8467
Epoch 265/500
450/450 [==============================] - 0s 817us/step - loss: 0.3670 - accuracy: 0.8478
Epoch 266/500
450/450 [==============================] - 0s 793us/step - loss: 0.3667 - accuracy: 0.8486
Epoch 267/500
450/450 [==============================] - 0s 786us/step - loss: 0.3670 - accuracy: 0.8497
Epoch 268/500
450/450 [==============================] - 0s 808us/step - loss: 0.3672 - accuracy: 0.8481
Epoch 269/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3661 - accuracy: 0.8501
Epoch 270/500
450/450 [==============================] - 0s 802us/step - loss: 0.3666 - accuracy: 0.8482
Epoch 271/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3659 - accuracy: 0.8490
Epoch 272/500
450/450 [==============================] - 0s 791us/step - loss: 0.3667 - accuracy: 0.8504
Epoch 273/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3670 - accuracy: 0.8506
Epoch 274/500
450/450 [==============================] - 0s 816us/step - loss: 0.3667 - accuracy: 0.8506
Epoch 275/500
450/450 [==============================] - 0s 868us/step - loss: 0.3664 - accuracy: 0.8506
Epoch 276/500
450/450 [==============================] - 0s 873us/step - loss: 0.3659 - accuracy: 0.8515
Epoch 277/500
450/450 [==============================] - 0s 838us/step - loss: 0.3664 - accuracy: 0.8503
Epoch 278/500
450/450 [==============================] - 0s 828us/step - loss: 0.3664 - accuracy: 0.8504
Epoch 279/500
450/450 [==============================] - 0s 791us/step - loss: 0.3658 - accuracy: 0.8536
Epoch 280/500
450/450 [==============================] - 0s 824us/step - loss: 0.3661 - accuracy: 0.8511
Epoch 281/500
450/450 [==============================] - 0s 786us/step - loss: 0.3663 - accuracy: 0.8522
Epoch 282/500
450/450 [==============================] - 0s 789us/step - loss: 0.3661 - accuracy: 0.8506
Epoch 283/500
450/450 [==============================] - 0s 805us/step - loss: 0.3660 - accuracy: 0.8542
Epoch 284/500
450/450 [==============================] - 0s 790us/step - loss: 0.3665 - accuracy: 0.8525
Epoch 285/500
450/450 [==============================] - 0s 788us/step - loss: 0.3655 - accuracy: 0.8494
Epoch 286/500
450/450 [==============================] - 0s 811us/step - loss: 0.3654 - accuracy: 0.8496
Epoch 287/500
450/450 [==============================] - 0s 791us/step - loss: 0.3650 - accuracy: 0.8521
Epoch 288/500
450/450 [==============================] - 0s 798us/step - loss: 0.3639 - accuracy: 0.8519
Epoch 289/500
450/450 [==============================] - 0s 807us/step - loss: 0.3637 - accuracy: 0.8532
Epoch 290/500
450/450 [==============================] - 0s 788us/step - loss: 0.3640 - accuracy: 0.8546
Epoch 291/500
450/450 [==============================] - 0s 790us/step - loss: 0.3631 - accuracy: 0.8533
Epoch 292/500
450/450 [==============================] - 0s 814us/step - loss: 0.3623 - accuracy: 0.8524
Epoch 293/500
450/450 [==============================] - 0s 792us/step - loss: 0.3634 - accuracy: 0.8543
Epoch 294/500
450/450 [==============================] - 0s 814us/step - loss: 0.3628 - accuracy: 0.8537
Epoch 295/500
450/450 [==============================] - 0s 786us/step - loss: 0.3631 - accuracy: 0.8528
Epoch 296/500
450/450 [==============================] - 0s 787us/step - loss: 0.3624 - accuracy: 0.8536
Epoch 297/500
450/450 [==============================] - 0s 824us/step - loss: 0.3632 - accuracy: 0.8540
Epoch 298/500
450/450 [==============================] - 0s 804us/step - loss: 0.3627 - accuracy: 0.8546
Epoch 299/500
450/450 [==============================] - 0s 786us/step - loss: 0.3626 - accuracy: 0.8539
Epoch 300/500
450/450 [==============================] - 0s 810us/step - loss: 0.3627 - accuracy: 0.8535
Epoch 301/500
450/450 [==============================] - 0s 789us/step - loss: 0.3622 - accuracy: 0.8561
Epoch 302/500
450/450 [==============================] - 0s 793us/step - loss: 0.3633 - accuracy: 0.8549
Epoch 303/500
450/450 [==============================] - 0s 812us/step - loss: 0.3616 - accuracy: 0.8547
Epoch 304/500
450/450 [==============================] - 0s 789us/step - loss: 0.3628 - accuracy: 0.8535
Epoch 305/500
450/450 [==============================] - 0s 816us/step - loss: 0.3625 - accuracy: 0.8553
Epoch 306/500
450/450 [==============================] - 0s 785us/step - loss: 0.3625 - accuracy: 0.8536
Epoch 307/500
450/450 [==============================] - 0s 787us/step - loss: 0.3627 - accuracy: 0.8549
Epoch 308/500
450/450 [==============================] - 0s 810us/step - loss: 0.3623 - accuracy: 0.8547
Epoch 309/500
450/450 [==============================] - 0s 794us/step - loss: 0.3623 - accuracy: 0.8544
Epoch 310/500
450/450 [==============================] - 0s 809us/step - loss: 0.3616 - accuracy: 0.8551
Epoch 311/500
450/450 [==============================] - 0s 815us/step - loss: 0.3613 - accuracy: 0.8560
Epoch 312/500
450/450 [==============================] - 0s 780us/step - loss: 0.3624 - accuracy: 0.8550
Epoch 313/500
450/450 [==============================] - 0s 792us/step - loss: 0.3613 - accuracy: 0.8550
Epoch 314/500
450/450 [==============================] - 0s 826us/step - loss: 0.3613 - accuracy: 0.8554
Epoch 315/500
450/450 [==============================] - 0s 788us/step - loss: 0.3619 - accuracy: 0.8537
Epoch 316/500
450/450 [==============================] - 0s 810us/step - loss: 0.3619 - accuracy: 0.8558
Epoch 317/500
450/450 [==============================] - ETA: 0s - loss: 0.3602 - accuracy: 0.85 - 0s 785us/step - loss: 0.3619 - accuracy: 0.8574
Epoch 318/500
450/450 [==============================] - 0s 783us/step - loss: 0.3621 - accuracy: 0.8565
Epoch 319/500
450/450 [==============================] - 0s 814us/step - loss: 0.3615 - accuracy: 0.8542
Epoch 320/500
450/450 [==============================] - 0s 806us/step - loss: 0.3615 - accuracy: 0.8554
Epoch 321/500
450/450 [==============================] - 0s 788us/step - loss: 0.3623 - accuracy: 0.8554
Epoch 322/500
450/450 [==============================] - 0s 880us/step - loss: 0.3621 - accuracy: 0.8547
Epoch 323/500
450/450 [==============================] - 0s 787us/step - loss: 0.3614 - accuracy: 0.8554
Epoch 324/500
450/450 [==============================] - 0s 793us/step - loss: 0.3629 - accuracy: 0.8537
Epoch 325/500
450/450 [==============================] - 0s 811us/step - loss: 0.3620 - accuracy: 0.8542
Epoch 326/500
450/450 [==============================] - 0s 785us/step - loss: 0.3619 - accuracy: 0.8565
Epoch 327/500
450/450 [==============================] - 0s 808us/step - loss: 0.3612 - accuracy: 0.8554
Epoch 328/500
450/450 [==============================] - 0s 789us/step - loss: 0.3624 - accuracy: 0.8550
Epoch 329/500
450/450 [==============================] - 0s 784us/step - loss: 0.3625 - accuracy: 0.8536
Epoch 330/500
450/450 [==============================] - 0s 804us/step - loss: 0.3609 - accuracy: 0.8547
Epoch 331/500
450/450 [==============================] - 0s 788us/step - loss: 0.3622 - accuracy: 0.8558
Epoch 332/500
450/450 [==============================] - 0s 799us/step - loss: 0.3620 - accuracy: 0.8564
Epoch 333/500
450/450 [==============================] - 0s 816us/step - loss: 0.3613 - accuracy: 0.8551
Epoch 334/500
450/450 [==============================] - 0s 797us/step - loss: 0.3612 - accuracy: 0.8575
Epoch 335/500
450/450 [==============================] - 0s 791us/step - loss: 0.3619 - accuracy: 0.8556
Epoch 336/500
450/450 [==============================] - 0s 809us/step - loss: 0.3621 - accuracy: 0.8564
Epoch 337/500
450/450 [==============================] - 0s 807us/step - loss: 0.3621 - accuracy: 0.8539
Epoch 338/500
450/450 [==============================] - 0s 803us/step - loss: 0.3627 - accuracy: 0.8535
Epoch 339/500
450/450 [==============================] - 0s 793us/step - loss: 0.3607 - accuracy: 0.8564
Epoch 340/500
450/450 [==============================] - 0s 795us/step - loss: 0.3614 - accuracy: 0.8542
Epoch 341/500
450/450 [==============================] - 0s 833us/step - loss: 0.3619 - accuracy: 0.8553
Epoch 342/500
450/450 [==============================] - 0s 788us/step - loss: 0.3622 - accuracy: 0.8536
Epoch 343/500
450/450 [==============================] - 0s 788us/step - loss: 0.3616 - accuracy: 0.8557
Epoch 344/500
450/450 [==============================] - 0s 809us/step - loss: 0.3612 - accuracy: 0.8558
Epoch 345/500
450/450 [==============================] - 0s 787us/step - loss: 0.3618 - accuracy: 0.8553
Epoch 346/500
450/450 [==============================] - 0s 788us/step - loss: 0.3610 - accuracy: 0.8564
Epoch 347/500
450/450 [==============================] - 0s 815us/step - loss: 0.3617 - accuracy: 0.8554
Epoch 348/500
450/450 [==============================] - 0s 782us/step - loss: 0.3617 - accuracy: 0.8567
Epoch 349/500
450/450 [==============================] - 0s 808us/step - loss: 0.3620 - accuracy: 0.8540
Epoch 350/500
450/450 [==============================] - 0s 792us/step - loss: 0.3616 - accuracy: 0.8551
Epoch 351/500
450/450 [==============================] - 0s 786us/step - loss: 0.3619 - accuracy: 0.8551
Epoch 352/500
450/450 [==============================] - 0s 813us/step - loss: 0.3620 - accuracy: 0.8553
Epoch 353/500
450/450 [==============================] - 0s 789us/step - loss: 0.3615 - accuracy: 0.8535
Epoch 354/500
450/450 [==============================] - 0s 786us/step - loss: 0.3619 - accuracy: 0.8565
Epoch 355/500
450/450 [==============================] - 0s 817us/step - loss: 0.3616 - accuracy: 0.8553
Epoch 356/500
450/450 [==============================] - 0s 791us/step - loss: 0.3623 - accuracy: 0.8543
Epoch 357/500
450/450 [==============================] - 0s 813us/step - loss: 0.3616 - accuracy: 0.8550
Epoch 358/500
450/450 [==============================] - 0s 788us/step - loss: 0.3621 - accuracy: 0.8533
Epoch 359/500
450/450 [==============================] - 0s 793us/step - loss: 0.3615 - accuracy: 0.8551
Epoch 360/500
450/450 [==============================] - 0s 798us/step - loss: 0.3612 - accuracy: 0.8561
Epoch 361/500
450/450 [==============================] - 0s 824us/step - loss: 0.3614 - accuracy: 0.8532
Epoch 362/500
450/450 [==============================] - 0s 787us/step - loss: 0.3617 - accuracy: 0.8569
Epoch 363/500
450/450 [==============================] - 0s 798us/step - loss: 0.3617 - accuracy: 0.8565
Epoch 364/500
450/450 [==============================] - 0s 787us/step - loss: 0.3618 - accuracy: 0.8560
Epoch 365/500
450/450 [==============================] - 0s 785us/step - loss: 0.3610 - accuracy: 0.8554
Epoch 366/500
450/450 [==============================] - 0s 813us/step - loss: 0.3616 - accuracy: 0.8547
Epoch 367/500
450/450 [==============================] - 0s 792us/step - loss: 0.3617 - accuracy: 0.8560
Epoch 368/500
450/450 [==============================] - 0s 790us/step - loss: 0.3620 - accuracy: 0.8556
Epoch 369/500
450/450 [==============================] - 0s 814us/step - loss: 0.3621 - accuracy: 0.8565
Epoch 370/500
450/450 [==============================] - 0s 795us/step - loss: 0.3615 - accuracy: 0.8558
Epoch 371/500
450/450 [==============================] - 0s 812us/step - loss: 0.3612 - accuracy: 0.8569
Epoch 372/500
450/450 [==============================] - 0s 799us/step - loss: 0.3618 - accuracy: 0.8547
Epoch 373/500
450/450 [==============================] - 0s 786us/step - loss: 0.3619 - accuracy: 0.8544
Epoch 374/500
450/450 [==============================] - 0s 806us/step - loss: 0.3618 - accuracy: 0.8568
Epoch 375/500
450/450 [==============================] - 0s 800us/step - loss: 0.3614 - accuracy: 0.8553
Epoch 376/500
450/450 [==============================] - 0s 781us/step - loss: 0.3608 - accuracy: 0.8557
Epoch 377/500
450/450 [==============================] - 0s 815us/step - loss: 0.3621 - accuracy: 0.8549
Epoch 378/500
450/450 [==============================] - 0s 788us/step - loss: 0.3617 - accuracy: 0.8561
Epoch 379/500
450/450 [==============================] - 0s 782us/step - loss: 0.3614 - accuracy: 0.8557
Epoch 380/500
450/450 [==============================] - 0s 796us/step - loss: 0.3613 - accuracy: 0.8554
Epoch 381/500
450/450 [==============================] - 0s 790us/step - loss: 0.3617 - accuracy: 0.8578
Epoch 382/500
450/450 [==============================] - 0s 784us/step - loss: 0.3615 - accuracy: 0.8558
Epoch 383/500
450/450 [==============================] - 0s 811us/step - loss: 0.3620 - accuracy: 0.8560
Epoch 384/500
450/450 [==============================] - 0s 791us/step - loss: 0.3618 - accuracy: 0.8542
Epoch 385/500
450/450 [==============================] - 0s 810us/step - loss: 0.3619 - accuracy: 0.8557
Epoch 386/500
450/450 [==============================] - 0s 786us/step - loss: 0.3614 - accuracy: 0.8568
Epoch 387/500
450/450 [==============================] - 0s 785us/step - loss: 0.3621 - accuracy: 0.8549
Epoch 388/500
450/450 [==============================] - 0s 822us/step - loss: 0.3621 - accuracy: 0.8549
Epoch 389/500
450/450 [==============================] - 0s 787us/step - loss: 0.3614 - accuracy: 0.8558
Epoch 390/500
450/450 [==============================] - 0s 785us/step - loss: 0.3614 - accuracy: 0.8572
Epoch 391/500
450/450 [==============================] - 0s 810us/step - loss: 0.3615 - accuracy: 0.8562
Epoch 392/500
450/450 [==============================] - 0s 782us/step - loss: 0.3620 - accuracy: 0.8539
Epoch 393/500
450/450 [==============================] - 0s 785us/step - loss: 0.3612 - accuracy: 0.8550
Epoch 394/500
450/450 [==============================] - 0s 798us/step - loss: 0.3620 - accuracy: 0.8544
Epoch 395/500
450/450 [==============================] - 0s 788us/step - loss: 0.3620 - accuracy: 0.8544
Epoch 396/500
450/450 [==============================] - 0s 810us/step - loss: 0.3618 - accuracy: 0.8546
Epoch 397/500
450/450 [==============================] - 0s 782us/step - loss: 0.3621 - accuracy: 0.8537
Epoch 398/500
450/450 [==============================] - 0s 792us/step - loss: 0.3613 - accuracy: 0.8603
Epoch 399/500
450/450 [==============================] - 0s 817us/step - loss: 0.3621 - accuracy: 0.8568
Epoch 400/500
450/450 [==============================] - 0s 781us/step - loss: 0.3618 - accuracy: 0.8551
Epoch 401/500
450/450 [==============================] - 0s 797us/step - loss: 0.3615 - accuracy: 0.8546
Epoch 402/500
450/450 [==============================] - 0s 815us/step - loss: 0.3619 - accuracy: 0.8547
Epoch 403/500
450/450 [==============================] - 0s 799us/step - loss: 0.3611 - accuracy: 0.8568
Epoch 404/500
450/450 [==============================] - 0s 782us/step - loss: 0.3621 - accuracy: 0.8561
Epoch 405/500
450/450 [==============================] - 0s 805us/step - loss: 0.3616 - accuracy: 0.8558
Epoch 406/500
450/450 [==============================] - 0s 791us/step - loss: 0.3615 - accuracy: 0.8553
Epoch 407/500
450/450 [==============================] - 0s 783us/step - loss: 0.3616 - accuracy: 0.8568
Epoch 408/500
450/450 [==============================] - 0s 807us/step - loss: 0.3617 - accuracy: 0.8565
Epoch 409/500
450/450 [==============================] - 0s 791us/step - loss: 0.3616 - accuracy: 0.8556
Epoch 410/500
450/450 [==============================] - 0s 807us/step - loss: 0.3611 - accuracy: 0.8561
Epoch 411/500
450/450 [==============================] - 0s 786us/step - loss: 0.3619 - accuracy: 0.8554
Epoch 412/500
450/450 [==============================] - 0s 786us/step - loss: 0.3616 - accuracy: 0.8549
Epoch 413/500
450/450 [==============================] - 0s 813us/step - loss: 0.3611 - accuracy: 0.8546
Epoch 414/500
450/450 [==============================] - 0s 781us/step - loss: 0.3613 - accuracy: 0.8564
Epoch 415/500
450/450 [==============================] - 0s 793us/step - loss: 0.3618 - accuracy: 0.8556
Epoch 416/500
450/450 [==============================] - 0s 815us/step - loss: 0.3610 - accuracy: 0.8560
Epoch 417/500
450/450 [==============================] - 0s 797us/step - loss: 0.3622 - accuracy: 0.8561
Epoch 418/500
450/450 [==============================] - 0s 783us/step - loss: 0.3609 - accuracy: 0.8568
Epoch 419/500
450/450 [==============================] - 0s 821us/step - loss: 0.3606 - accuracy: 0.8564
Epoch 420/500
450/450 [==============================] - 0s 807us/step - loss: 0.3617 - accuracy: 0.8558
Epoch 421/500
450/450 [==============================] - 0s 782us/step - loss: 0.3614 - accuracy: 0.8551
Epoch 422/500
450/450 [==============================] - 0s 848us/step - loss: 0.3610 - accuracy: 0.8571
Epoch 423/500
450/450 [==============================] - 0s 786us/step - loss: 0.3622 - accuracy: 0.8553
Epoch 424/500
450/450 [==============================] - 0s 813us/step - loss: 0.3619 - accuracy: 0.8567
Epoch 425/500
450/450 [==============================] - 0s 783us/step - loss: 0.3623 - accuracy: 0.8558
Epoch 426/500
450/450 [==============================] - 0s 788us/step - loss: 0.3618 - accuracy: 0.8567
Epoch 427/500
450/450 [==============================] - 0s 803us/step - loss: 0.3623 - accuracy: 0.8528
Epoch 428/500
450/450 [==============================] - 0s 784us/step - loss: 0.3616 - accuracy: 0.8551
Epoch 429/500
450/450 [==============================] - 0s 791us/step - loss: 0.3613 - accuracy: 0.8571
Epoch 430/500
450/450 [==============================] - 0s 859us/step - loss: 0.3622 - accuracy: 0.8553
Epoch 431/500
450/450 [==============================] - 0s 793us/step - loss: 0.3621 - accuracy: 0.8549
Epoch 432/500
450/450 [==============================] - 0s 804us/step - loss: 0.3609 - accuracy: 0.8560
Epoch 433/500
450/450 [==============================] - 0s 788us/step - loss: 0.3611 - accuracy: 0.8554
Epoch 434/500
450/450 [==============================] - 0s 785us/step - loss: 0.3613 - accuracy: 0.8549
Epoch 435/500
450/450 [==============================] - 0s 808us/step - loss: 0.3609 - accuracy: 0.8557
Epoch 436/500
450/450 [==============================] - 0s 794us/step - loss: 0.3611 - accuracy: 0.8546
Epoch 437/500
450/450 [==============================] - 0s 789us/step - loss: 0.3622 - accuracy: 0.8564
Epoch 438/500
450/450 [==============================] - 0s 877us/step - loss: 0.3607 - accuracy: 0.8569
Epoch 439/500
450/450 [==============================] - 0s 815us/step - loss: 0.3620 - accuracy: 0.8540
Epoch 440/500
450/450 [==============================] - 0s 837us/step - loss: 0.3614 - accuracy: 0.8550
Epoch 441/500
450/450 [==============================] - 0s 817us/step - loss: 0.3615 - accuracy: 0.8583
Epoch 442/500
450/450 [==============================] - 0s 806us/step - loss: 0.3608 - accuracy: 0.8569
Epoch 443/500
450/450 [==============================] - 0s 823us/step - loss: 0.3608 - accuracy: 0.8551
Epoch 444/500
450/450 [==============================] - 0s 865us/step - loss: 0.3616 - accuracy: 0.8550
Epoch 445/500
450/450 [==============================] - 0s 804us/step - loss: 0.3617 - accuracy: 0.8560
Epoch 446/500
450/450 [==============================] - 0s 805us/step - loss: 0.3620 - accuracy: 0.8571
Epoch 447/500
450/450 [==============================] - 0s 782us/step - loss: 0.3614 - accuracy: 0.8547
Epoch 448/500
450/450 [==============================] - 0s 795us/step - loss: 0.3617 - accuracy: 0.8532
Epoch 449/500
450/450 [==============================] - 0s 813us/step - loss: 0.3610 - accuracy: 0.8551
Epoch 450/500
450/450 [==============================] - 0s 787us/step - loss: 0.3621 - accuracy: 0.8553
Epoch 451/500
450/450 [==============================] - 0s 820us/step - loss: 0.3622 - accuracy: 0.8562
Epoch 452/500
450/450 [==============================] - 0s 800us/step - loss: 0.3614 - accuracy: 0.8558
Epoch 453/500
450/450 [==============================] - 0s 842us/step - loss: 0.3619 - accuracy: 0.8554
Epoch 454/500
450/450 [==============================] - 0s 864us/step - loss: 0.3618 - accuracy: 0.8558
Epoch 455/500
450/450 [==============================] - 0s 804us/step - loss: 0.3612 - accuracy: 0.8546
Epoch 456/500
450/450 [==============================] - 0s 792us/step - loss: 0.3624 - accuracy: 0.8564
Epoch 457/500
450/450 [==============================] - 0s 832us/step - loss: 0.3614 - accuracy: 0.8556
Epoch 458/500
450/450 [==============================] - 0s 826us/step - loss: 0.3611 - accuracy: 0.8562
Epoch 459/500
450/450 [==============================] - 0s 805us/step - loss: 0.3611 - accuracy: 0.8544
Epoch 460/500
450/450 [==============================] - 0s 801us/step - loss: 0.3610 - accuracy: 0.8564
Epoch 461/500
450/450 [==============================] - 0s 787us/step - loss: 0.3621 - accuracy: 0.8557
Epoch 462/500
450/450 [==============================] - 0s 801us/step - loss: 0.3617 - accuracy: 0.8517
Epoch 463/500
450/450 [==============================] - 0s 788us/step - loss: 0.3614 - accuracy: 0.8562
Epoch 464/500
450/450 [==============================] - 0s 788us/step - loss: 0.3620 - accuracy: 0.8550
Epoch 465/500
450/450 [==============================] - 0s 807us/step - loss: 0.3617 - accuracy: 0.8547
Epoch 466/500
450/450 [==============================] - 0s 787us/step - loss: 0.3621 - accuracy: 0.8556
Epoch 467/500
450/450 [==============================] - 0s 791us/step - loss: 0.3620 - accuracy: 0.8544
Epoch 468/500
450/450 [==============================] - 0s 800us/step - loss: 0.3605 - accuracy: 0.8554
Epoch 469/500
450/450 [==============================] - 0s 784us/step - loss: 0.3615 - accuracy: 0.8543
Epoch 470/500
450/450 [==============================] - 0s 798us/step - loss: 0.3619 - accuracy: 0.8562
Epoch 471/500
450/450 [==============================] - 0s 809us/step - loss: 0.3620 - accuracy: 0.8539
Epoch 472/500
450/450 [==============================] - 0s 787us/step - loss: 0.3610 - accuracy: 0.8556
Epoch 473/500
450/450 [==============================] - 0s 803us/step - loss: 0.3621 - accuracy: 0.8556
Epoch 474/500
450/450 [==============================] - 0s 801us/step - loss: 0.3613 - accuracy: 0.8553
Epoch 475/500
450/450 [==============================] - 0s 787us/step - loss: 0.3616 - accuracy: 0.8558
Epoch 476/500
450/450 [==============================] - 0s 807us/step - loss: 0.3616 - accuracy: 0.8543
Epoch 477/500
450/450 [==============================] - 0s 783us/step - loss: 0.3613 - accuracy: 0.8571
Epoch 478/500
450/450 [==============================] - 0s 789us/step - loss: 0.3613 - accuracy: 0.8539
Epoch 479/500
450/450 [==============================] - 0s 800us/step - loss: 0.3615 - accuracy: 0.8562
Epoch 480/500
450/450 [==============================] - 0s 792us/step - loss: 0.3611 - accuracy: 0.8571
Epoch 481/500
450/450 [==============================] - 0s 793us/step - loss: 0.3619 - accuracy: 0.8579
Epoch 482/500
450/450 [==============================] - 0s 811us/step - loss: 0.3610 - accuracy: 0.8554
Epoch 483/500
450/450 [==============================] - 0s 795us/step - loss: 0.3617 - accuracy: 0.8556
Epoch 484/500
450/450 [==============================] - 0s 791us/step - loss: 0.3613 - accuracy: 0.8558
Epoch 485/500
450/450 [==============================] - 0s 824us/step - loss: 0.3613 - accuracy: 0.8568
Epoch 486/500
450/450 [==============================] - 0s 781us/step - loss: 0.3616 - accuracy: 0.8558
Epoch 487/500
450/450 [==============================] - 0s 900us/step - loss: 0.3614 - accuracy: 0.8544
Epoch 488/500
450/450 [==============================] - 0s 791us/step - loss: 0.3612 - accuracy: 0.8569
Epoch 489/500
450/450 [==============================] - 0s 789us/step - loss: 0.3616 - accuracy: 0.8554
Epoch 490/500
450/450 [==============================] - 0s 810us/step - loss: 0.3621 - accuracy: 0.8562
Epoch 491/500
450/450 [==============================] - 0s 793us/step - loss: 0.3617 - accuracy: 0.8540
Epoch 492/500
450/450 [==============================] - 0s 793us/step - loss: 0.3617 - accuracy: 0.8565
Epoch 493/500
450/450 [==============================] - 0s 836us/step - loss: 0.3617 - accuracy: 0.8554
Epoch 494/500
450/450 [==============================] - 0s 789us/step - loss: 0.3613 - accuracy: 0.8560
Epoch 495/500
450/450 [==============================] - 0s 802us/step - loss: 0.3614 - accuracy: 0.8554
Epoch 496/500
450/450 [==============================] - 0s 790us/step - loss: 0.3619 - accuracy: 0.8550
Epoch 497/500
450/450 [==============================] - 0s 806us/step - loss: 0.3616 - accuracy: 0.8558
Epoch 498/500
450/450 [==============================] - 0s 889us/step - loss: 0.3614 - accuracy: 0.8539
Epoch 499/500
450/450 [==============================] - 0s 804us/step - loss: 0.3613 - accuracy: 0.8569
Epoch 500/500
450/450 [==============================] - 0s 786us/step - loss: 0.3615 - accuracy: 0.8546
Epoch 1/500
450/450 [==============================] - 0s 792us/step - loss: 0.5426 - accuracy: 0.7965
Epoch 2/500
450/450 [==============================] - 0s 819us/step - loss: 0.4405 - accuracy: 0.7964
Epoch 3/500
450/450 [==============================] - 0s 798us/step - loss: 0.4331 - accuracy: 0.7964
Epoch 4/500
450/450 [==============================] - 0s 795us/step - loss: 0.4283 - accuracy: 0.7964
Epoch 5/500
450/450 [==============================] - 0s 798us/step - loss: 0.4243 - accuracy: 0.7972
Epoch 6/500
450/450 [==============================] - 0s 782us/step - loss: 0.4212 - accuracy: 0.8201
Epoch 7/500
450/450 [==============================] - 0s 813us/step - loss: 0.4196 - accuracy: 0.8251
Epoch 8/500
450/450 [==============================] - 0s 779us/step - loss: 0.4179 - accuracy: 0.8272
Epoch 9/500
450/450 [==============================] - 0s 791us/step - loss: 0.4169 - accuracy: 0.8292
Epoch 10/500
450/450 [==============================] - 0s 817us/step - loss: 0.4155 - accuracy: 0.8314
Epoch 11/500
450/450 [==============================] - 0s 806us/step - loss: 0.4149 - accuracy: 0.8319
Epoch 12/500
450/450 [==============================] - 0s 782us/step - loss: 0.4140 - accuracy: 0.8318
Epoch 13/500
450/450 [==============================] - 0s 820us/step - loss: 0.4128 - accuracy: 0.83190s - loss: 0.3938 - accura
Epoch 14/500
450/450 [==============================] - 0s 794us/step - loss: 0.4124 - accuracy: 0.8335
Epoch 15/500
450/450 [==============================] - 0s 786us/step - loss: 0.4120 - accuracy: 0.8328
Epoch 16/500
450/450 [==============================] - 0s 801us/step - loss: 0.4108 - accuracy: 0.8332
Epoch 17/500
450/450 [==============================] - 0s 787us/step - loss: 0.4103 - accuracy: 0.8338
Epoch 18/500
450/450 [==============================] - 0s 789us/step - loss: 0.4102 - accuracy: 0.8354
Epoch 19/500
450/450 [==============================] - 0s 906us/step - loss: 0.4099 - accuracy: 0.8331
Epoch 20/500
450/450 [==============================] - 0s 873us/step - loss: 0.4091 - accuracy: 0.8349
Epoch 21/500
450/450 [==============================] - 0s 811us/step - loss: 0.4086 - accuracy: 0.8338
Epoch 22/500
450/450 [==============================] - 0s 817us/step - loss: 0.4086 - accuracy: 0.8339
Epoch 23/500
450/450 [==============================] - 0s 825us/step - loss: 0.4082 - accuracy: 0.8350
Epoch 24/500
450/450 [==============================] - 0s 839us/step - loss: 0.4081 - accuracy: 0.8344
Epoch 25/500
450/450 [==============================] - 0s 910us/step - loss: 0.4076 - accuracy: 0.8340
Epoch 26/500
450/450 [==============================] - 0s 818us/step - loss: 0.4071 - accuracy: 0.8350
Epoch 27/500
450/450 [==============================] - 0s 798us/step - loss: 0.4069 - accuracy: 0.8343
Epoch 28/500
450/450 [==============================] - 0s 798us/step - loss: 0.4067 - accuracy: 0.8363
Epoch 29/500
450/450 [==============================] - 0s 822us/step - loss: 0.4061 - accuracy: 0.8356
Epoch 30/500
450/450 [==============================] - 0s 796us/step - loss: 0.4062 - accuracy: 0.8364
Epoch 31/500
450/450 [==============================] - 0s 785us/step - loss: 0.4057 - accuracy: 0.8360
Epoch 32/500
450/450 [==============================] - 0s 816us/step - loss: 0.4054 - accuracy: 0.8358
Epoch 33/500
450/450 [==============================] - 0s 797us/step - loss: 0.4051 - accuracy: 0.8364
Epoch 34/500
450/450 [==============================] - 0s 819us/step - loss: 0.4047 - accuracy: 0.8363
Epoch 35/500
450/450 [==============================] - 0s 788us/step - loss: 0.4046 - accuracy: 0.8361
Epoch 36/500
450/450 [==============================] - 0s 793us/step - loss: 0.4037 - accuracy: 0.8360
Epoch 37/500
450/450 [==============================] - 0s 814us/step - loss: 0.4033 - accuracy: 0.8356
Epoch 38/500
450/450 [==============================] - 0s 802us/step - loss: 0.4027 - accuracy: 0.8349
Epoch 39/500
450/450 [==============================] - 0s 793us/step - loss: 0.4027 - accuracy: 0.8367
Epoch 40/500
450/450 [==============================] - 0s 809us/step - loss: 0.4022 - accuracy: 0.8358
Epoch 41/500
450/450 [==============================] - 0s 804us/step - loss: 0.4016 - accuracy: 0.8363
Epoch 42/500
450/450 [==============================] - 0s 789us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 43/500
450/450 [==============================] - 0s 824us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 44/500
450/450 [==============================] - 0s 793us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 45/500
450/450 [==============================] - 0s 792us/step - loss: 0.4002 - accuracy: 0.8365
Epoch 46/500
450/450 [==============================] - 0s 822us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 47/500
450/450 [==============================] - 0s 797us/step - loss: 0.3998 - accuracy: 0.8371
Epoch 48/500
450/450 [==============================] - 0s 804us/step - loss: 0.3989 - accuracy: 0.8364
Epoch 49/500
450/450 [==============================] - 0s 796us/step - loss: 0.3993 - accuracy: 0.8367
Epoch 50/500
450/450 [==============================] - 0s 806us/step - loss: 0.3984 - accuracy: 0.8376
Epoch 51/500
450/450 [==============================] - 0s 822us/step - loss: 0.3984 - accuracy: 0.8364
Epoch 52/500
450/450 [==============================] - 0s 794us/step - loss: 0.3981 - accuracy: 0.8374
Epoch 53/500
450/450 [==============================] - 0s 786us/step - loss: 0.3977 - accuracy: 0.8363
Epoch 54/500
450/450 [==============================] - 0s 814us/step - loss: 0.3981 - accuracy: 0.8361
Epoch 55/500
450/450 [==============================] - 0s 791us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 56/500
450/450 [==============================] - 0s 792us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 57/500
450/450 [==============================] - 0s 813us/step - loss: 0.3976 - accuracy: 0.83510s - loss: 0.3979 - accuracy: 0.
Epoch 58/500
450/450 [==============================] - 0s 795us/step - loss: 0.3970 - accuracy: 0.8344
Epoch 59/500
450/450 [==============================] - 0s 959us/step - loss: 0.3972 - accuracy: 0.8346
Epoch 60/500
450/450 [==============================] - 0s 781us/step - loss: 0.3969 - accuracy: 0.8363
Epoch 61/500
450/450 [==============================] - 0s 784us/step - loss: 0.3969 - accuracy: 0.8360
Epoch 62/500
450/450 [==============================] - 0s 811us/step - loss: 0.3969 - accuracy: 0.8343
Epoch 63/500
450/450 [==============================] - 0s 784us/step - loss: 0.3966 - accuracy: 0.8354
Epoch 64/500
450/450 [==============================] - 0s 786us/step - loss: 0.3968 - accuracy: 0.8333
Epoch 65/500
450/450 [==============================] - 0s 813us/step - loss: 0.3965 - accuracy: 0.8342
Epoch 66/500
450/450 [==============================] - 0s 778us/step - loss: 0.3965 - accuracy: 0.8346
Epoch 67/500
450/450 [==============================] - 0s 787us/step - loss: 0.3967 - accuracy: 0.8346
Epoch 68/500
450/450 [==============================] - 0s 802us/step - loss: 0.3967 - accuracy: 0.8339
Epoch 69/500
450/450 [==============================] - 0s 789us/step - loss: 0.3966 - accuracy: 0.8357
Epoch 70/500
450/450 [==============================] - 0s 810us/step - loss: 0.3965 - accuracy: 0.8354
Epoch 71/500
450/450 [==============================] - 0s 781us/step - loss: 0.3963 - accuracy: 0.8351
Epoch 72/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3968 - accuracy: 0.8357: 0s - loss: 0.3982 - ac
Epoch 73/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3966 - accuracy: 0.8347
Epoch 74/500
450/450 [==============================] - 0s 874us/step - loss: 0.3961 - accuracy: 0.8349
Epoch 75/500
450/450 [==============================] - 0s 982us/step - loss: 0.3967 - accuracy: 0.8357
Epoch 76/500
450/450 [==============================] - 0s 948us/step - loss: 0.3962 - accuracy: 0.8347
Epoch 77/500
450/450 [==============================] - 0s 814us/step - loss: 0.3965 - accuracy: 0.8335
Epoch 78/500
450/450 [==============================] - 0s 885us/step - loss: 0.3965 - accuracy: 0.8357
Epoch 79/500
450/450 [==============================] - 0s 989us/step - loss: 0.3967 - accuracy: 0.8350
Epoch 80/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8361
Epoch 81/500
450/450 [==============================] - 0s 881us/step - loss: 0.3966 - accuracy: 0.8356
Epoch 82/500
450/450 [==============================] - 0s 820us/step - loss: 0.3965 - accuracy: 0.8347
Epoch 83/500
450/450 [==============================] - 0s 843us/step - loss: 0.3961 - accuracy: 0.8349
Epoch 84/500
450/450 [==============================] - 0s 790us/step - loss: 0.3957 - accuracy: 0.8346
Epoch 85/500
450/450 [==============================] - 0s 795us/step - loss: 0.3966 - accuracy: 0.8357
Epoch 86/500
450/450 [==============================] - 0s 802us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 87/500
450/450 [==============================] - 0s 904us/step - loss: 0.3961 - accuracy: 0.8347
Epoch 88/500
450/450 [==============================] - 0s 879us/step - loss: 0.3965 - accuracy: 0.8365
Epoch 89/500
450/450 [==============================] - 0s 828us/step - loss: 0.3959 - accuracy: 0.8339
Epoch 90/500
450/450 [==============================] - 0s 789us/step - loss: 0.3963 - accuracy: 0.8353
Epoch 91/500
450/450 [==============================] - 0s 782us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 92/500
450/450 [==============================] - 0s 794us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 93/500
450/450 [==============================] - 0s 800us/step - loss: 0.3959 - accuracy: 0.8353
Epoch 94/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8351
Epoch 95/500
450/450 [==============================] - 0s 808us/step - loss: 0.3961 - accuracy: 0.8343
Epoch 96/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8340
Epoch 97/500
450/450 [==============================] - 0s 817us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 98/500
450/450 [==============================] - 0s 794us/step - loss: 0.3960 - accuracy: 0.8347
Epoch 99/500
450/450 [==============================] - 0s 836us/step - loss: 0.3957 - accuracy: 0.8344
Epoch 100/500
450/450 [==============================] - 0s 868us/step - loss: 0.3960 - accuracy: 0.8335
Epoch 101/500
450/450 [==============================] - 0s 866us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 102/500
450/450 [==============================] - 0s 811us/step - loss: 0.3960 - accuracy: 0.8351
Epoch 103/500
450/450 [==============================] - 0s 803us/step - loss: 0.3957 - accuracy: 0.8343
Epoch 104/500
450/450 [==============================] - 0s 782us/step - loss: 0.3959 - accuracy: 0.8343
Epoch 105/500
450/450 [==============================] - 0s 831us/step - loss: 0.3960 - accuracy: 0.83540s - loss: 0.3890 - accuracy: 
Epoch 106/500
450/450 [==============================] - 0s 793us/step - loss: 0.3959 - accuracy: 0.8350
Epoch 107/500
450/450 [==============================] - 0s 789us/step - loss: 0.3958 - accuracy: 0.8361
Epoch 108/500
450/450 [==============================] - 0s 838us/step - loss: 0.3961 - accuracy: 0.8342
Epoch 109/500
450/450 [==============================] - 0s 790us/step - loss: 0.3959 - accuracy: 0.8343
Epoch 110/500
450/450 [==============================] - 0s 798us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 111/500
450/450 [==============================] - 0s 779us/step - loss: 0.3959 - accuracy: 0.8356
Epoch 112/500
450/450 [==============================] - 0s 781us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 113/500
450/450 [==============================] - 0s 797us/step - loss: 0.3958 - accuracy: 0.8353
Epoch 114/500
450/450 [==============================] - 0s 796us/step - loss: 0.3957 - accuracy: 0.8351
Epoch 115/500
450/450 [==============================] - 0s 783us/step - loss: 0.3959 - accuracy: 0.8374
Epoch 116/500
450/450 [==============================] - 0s 805us/step - loss: 0.3958 - accuracy: 0.8357
Epoch 117/500
450/450 [==============================] - 0s 802us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 118/500
450/450 [==============================] - 0s 777us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 119/500
450/450 [==============================] - 0s 838us/step - loss: 0.3958 - accuracy: 0.8369
Epoch 120/500
450/450 [==============================] - 0s 781us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 121/500
450/450 [==============================] - 0s 796us/step - loss: 0.3960 - accuracy: 0.8363
Epoch 122/500
450/450 [==============================] - 0s 809us/step - loss: 0.3955 - accuracy: 0.8350
Epoch 123/500
450/450 [==============================] - 0s 812us/step - loss: 0.3959 - accuracy: 0.8365
Epoch 124/500
450/450 [==============================] - 0s 790us/step - loss: 0.3957 - accuracy: 0.8347
Epoch 125/500
450/450 [==============================] - 0s 799us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 126/500
450/450 [==============================] - 0s 784us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 127/500
450/450 [==============================] - 0s 800us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 128/500
450/450 [==============================] - 0s 783us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 129/500
450/450 [==============================] - 0s 781us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 130/500
450/450 [==============================] - 0s 822us/step - loss: 0.3958 - accuracy: 0.8351
Epoch 131/500
450/450 [==============================] - 0s 783us/step - loss: 0.3960 - accuracy: 0.8347
Epoch 132/500
450/450 [==============================] - 0s 782us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 133/500
450/450 [==============================] - 0s 811us/step - loss: 0.3955 - accuracy: 0.8346
Epoch 134/500
450/450 [==============================] - 0s 797us/step - loss: 0.3952 - accuracy: 0.8353
Epoch 135/500
450/450 [==============================] - 0s 781us/step - loss: 0.3962 - accuracy: 0.8356
Epoch 136/500
450/450 [==============================] - 0s 799us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 137/500
450/450 [==============================] - 0s 793us/step - loss: 0.3953 - accuracy: 0.8353
Epoch 138/500
450/450 [==============================] - 0s 794us/step - loss: 0.3961 - accuracy: 0.8351
Epoch 139/500
450/450 [==============================] - 0s 815us/step - loss: 0.3960 - accuracy: 0.8340
Epoch 140/500
450/450 [==============================] - 0s 786us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 141/500
450/450 [==============================] - 0s 809us/step - loss: 0.3959 - accuracy: 0.8369
Epoch 142/500
450/450 [==============================] - 0s 781us/step - loss: 0.3953 - accuracy: 0.8360
Epoch 143/500
450/450 [==============================] - 0s 796us/step - loss: 0.3956 - accuracy: 0.8353
Epoch 144/500
450/450 [==============================] - 0s 813us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 145/500
450/450 [==============================] - 0s 793us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 146/500
450/450 [==============================] - 0s 787us/step - loss: 0.3957 - accuracy: 0.8351
Epoch 147/500
450/450 [==============================] - 0s 901us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 148/500
450/450 [==============================] - 0s 787us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 149/500
450/450 [==============================] - 0s 800us/step - loss: 0.3957 - accuracy: 0.8347
Epoch 150/500
450/450 [==============================] - 0s 781us/step - loss: 0.3954 - accuracy: 0.8347
Epoch 151/500
450/450 [==============================] - 0s 786us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 152/500
450/450 [==============================] - 0s 811us/step - loss: 0.3954 - accuracy: 0.83640s - loss: 0.3867 - accuracy: 
Epoch 153/500
450/450 [==============================] - 0s 781us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 154/500
450/450 [==============================] - 0s 781us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 155/500
450/450 [==============================] - 0s 801us/step - loss: 0.3956 - accuracy: 0.8364
Epoch 156/500
450/450 [==============================] - 0s 782us/step - loss: 0.3957 - accuracy: 0.8349
Epoch 157/500
450/450 [==============================] - 0s 797us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 158/500
450/450 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 159/500
450/450 [==============================] - 0s 802us/step - loss: 0.3953 - accuracy: 0.8353
Epoch 160/500
450/450 [==============================] - 0s 799us/step - loss: 0.3952 - accuracy: 0.8347
Epoch 161/500
450/450 [==============================] - 0s 791us/step - loss: 0.3956 - accuracy: 0.8375
Epoch 162/500
450/450 [==============================] - 0s 801us/step - loss: 0.3958 - accuracy: 0.8365
Epoch 163/500
450/450 [==============================] - 0s 813us/step - loss: 0.3954 - accuracy: 0.8347
Epoch 164/500
450/450 [==============================] - 0s 785us/step - loss: 0.3956 - accuracy: 0.8350
Epoch 165/500
450/450 [==============================] - 0s 779us/step - loss: 0.3957 - accuracy: 0.8347
Epoch 166/500
450/450 [==============================] - 0s 797us/step - loss: 0.3955 - accuracy: 0.8356
Epoch 167/500
450/450 [==============================] - 0s 787us/step - loss: 0.3958 - accuracy: 0.8356
Epoch 168/500
450/450 [==============================] - 0s 782us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 169/500
450/450 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 170/500
450/450 [==============================] - 0s 783us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 171/500
450/450 [==============================] - 0s 796us/step - loss: 0.3959 - accuracy: 0.83440s - loss: 0.4005 - accuracy: 0.
Epoch 172/500
450/450 [==============================] - 0s 806us/step - loss: 0.3954 - accuracy: 0.8349
Epoch 173/500
450/450 [==============================] - 0s 792us/step - loss: 0.3955 - accuracy: 0.8379
Epoch 174/500
450/450 [==============================] - 0s 808us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 175/500
450/450 [==============================] - 0s 786us/step - loss: 0.3956 - accuracy: 0.8351
Epoch 176/500
450/450 [==============================] - 0s 793us/step - loss: 0.3957 - accuracy: 0.8365
Epoch 177/500
450/450 [==============================] - 0s 815us/step - loss: 0.3954 - accuracy: 0.8368
Epoch 178/500
450/450 [==============================] - 0s 784us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 179/500
450/450 [==============================] - 0s 805us/step - loss: 0.3955 - accuracy: 0.8351
Epoch 180/500
450/450 [==============================] - 0s 793us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 181/500
450/450 [==============================] - 0s 781us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 182/500
450/450 [==============================] - 0s 815us/step - loss: 0.3952 - accuracy: 0.8349
Epoch 183/500
450/450 [==============================] - 0s 948us/step - loss: 0.3958 - accuracy: 0.8360
Epoch 184/500
450/450 [==============================] - 0s 788us/step - loss: 0.3956 - accuracy: 0.8350
Epoch 185/500
450/450 [==============================] - 0s 801us/step - loss: 0.3956 - accuracy: 0.8360
Epoch 186/500
450/450 [==============================] - 0s 809us/step - loss: 0.3959 - accuracy: 0.8353
Epoch 187/500
450/450 [==============================] - 0s 788us/step - loss: 0.3954 - accuracy: 0.8349
Epoch 188/500
450/450 [==============================] - 0s 803us/step - loss: 0.3952 - accuracy: 0.8351
Epoch 189/500
450/450 [==============================] - 0s 779us/step - loss: 0.3957 - accuracy: 0.8344
Epoch 190/500
450/450 [==============================] - 0s 795us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 191/500
450/450 [==============================] - 0s 804us/step - loss: 0.3954 - accuracy: 0.8357
Epoch 192/500
450/450 [==============================] - 0s 782us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 193/500
450/450 [==============================] - 0s 786us/step - loss: 0.3953 - accuracy: 0.8360
Epoch 194/500
450/450 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 195/500
450/450 [==============================] - 0s 781us/step - loss: 0.3954 - accuracy: 0.8378
Epoch 196/500
450/450 [==============================] - 0s 822us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 197/500
450/450 [==============================] - 0s 793us/step - loss: 0.3955 - accuracy: 0.8351
Epoch 198/500
450/450 [==============================] - 0s 785us/step - loss: 0.3953 - accuracy: 0.8335
Epoch 199/500
450/450 [==============================] - 0s 795us/step - loss: 0.3957 - accuracy: 0.8371
Epoch 200/500
450/450 [==============================] - 0s 800us/step - loss: 0.3955 - accuracy: 0.8351
Epoch 201/500
450/450 [==============================] - 0s 782us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 202/500
450/450 [==============================] - 0s 800us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 203/500
450/450 [==============================] - 0s 780us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 204/500
450/450 [==============================] - 0s 792us/step - loss: 0.3947 - accuracy: 0.8347
Epoch 205/500
450/450 [==============================] - 0s 850us/step - loss: 0.3959 - accuracy: 0.83640s - loss: 0.3886 - accura
Epoch 206/500
450/450 [==============================] - 0s 778us/step - loss: 0.3952 - accuracy: 0.8361
Epoch 207/500
450/450 [==============================] - 0s 793us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 208/500
450/450 [==============================] - 0s 801us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 209/500
450/450 [==============================] - 0s 780us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 210/500
450/450 [==============================] - 0s 809us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 211/500
450/450 [==============================] - 0s 788us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 212/500
450/450 [==============================] - 0s 799us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 213/500
450/450 [==============================] - 0s 805us/step - loss: 0.3957 - accuracy: 0.8356
Epoch 214/500
450/450 [==============================] - 0s 790us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 215/500
450/450 [==============================] - 0s 782us/step - loss: 0.3953 - accuracy: 0.8343
Epoch 216/500
450/450 [==============================] - 0s 798us/step - loss: 0.3953 - accuracy: 0.8364
Epoch 217/500
450/450 [==============================] - 0s 787us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 218/500
450/450 [==============================] - 0s 811us/step - loss: 0.3952 - accuracy: 0.8336
Epoch 219/500
450/450 [==============================] - 0s 785us/step - loss: 0.3952 - accuracy: 0.8361
Epoch 220/500
450/450 [==============================] - 0s 781us/step - loss: 0.3957 - accuracy: 0.8349
Epoch 221/500
450/450 [==============================] - 0s 826us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 222/500
450/450 [==============================] - 0s 791us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 223/500
450/450 [==============================] - 0s 783us/step - loss: 0.3952 - accuracy: 0.8346
Epoch 224/500
450/450 [==============================] - 0s 825us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 225/500
450/450 [==============================] - 0s 787us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 226/500
450/450 [==============================] - 0s 786us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 227/500
450/450 [==============================] - 0s 797us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 228/500
450/450 [==============================] - 0s 800us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 229/500
450/450 [==============================] - 0s 785us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 230/500
450/450 [==============================] - 0s 806us/step - loss: 0.3954 - accuracy: 0.8351
Epoch 231/500
450/450 [==============================] - 0s 783us/step - loss: 0.3955 - accuracy: 0.8357
Epoch 232/500
450/450 [==============================] - 0s 792us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 233/500
450/450 [==============================] - 0s 799us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 234/500
450/450 [==============================] - 0s 781us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 235/500
450/450 [==============================] - 0s 806us/step - loss: 0.3955 - accuracy: 0.83640s - loss: 0.3958 - accuracy: 0.83
Epoch 236/500
450/450 [==============================] - 0s 786us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 237/500
450/450 [==============================] - 0s 781us/step - loss: 0.3953 - accuracy: 0.8343
Epoch 238/500
450/450 [==============================] - 0s 810us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 239/500
450/450 [==============================] - 0s 784us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 240/500
450/450 [==============================] - 0s 800us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 241/500
450/450 [==============================] - 0s 832us/step - loss: 0.3951 - accuracy: 0.8354
Epoch 242/500
450/450 [==============================] - 0s 834us/step - loss: 0.3954 - accuracy: 0.8351
Epoch 243/500
450/450 [==============================] - 0s 801us/step - loss: 0.3952 - accuracy: 0.8363
Epoch 244/500
450/450 [==============================] - 0s 794us/step - loss: 0.3958 - accuracy: 0.8346
Epoch 245/500
450/450 [==============================] - 0s 800us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 246/500
450/450 [==============================] - 0s 820us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 247/500
450/450 [==============================] - 0s 798us/step - loss: 0.3954 - accuracy: 0.8357
Epoch 248/500
450/450 [==============================] - 0s 791us/step - loss: 0.3954 - accuracy: 0.8350
Epoch 249/500
450/450 [==============================] - 0s 907us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 250/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3957 - accuracy: 0.8360
Epoch 251/500
450/450 [==============================] - 0s 799us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 252/500
450/450 [==============================] - 0s 880us/step - loss: 0.3952 - accuracy: 0.8353
Epoch 253/500
450/450 [==============================] - 0s 867us/step - loss: 0.3947 - accuracy: 0.8342
Epoch 254/500
450/450 [==============================] - 0s 801us/step - loss: 0.3955 - accuracy: 0.8346
Epoch 255/500
450/450 [==============================] - 0s 797us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 256/500
450/450 [==============================] - 0s 806us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 257/500
450/450 [==============================] - 0s 839us/step - loss: 0.3955 - accuracy: 0.8336
Epoch 258/500
450/450 [==============================] - 0s 935us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 259/500
450/450 [==============================] - 0s 806us/step - loss: 0.3952 - accuracy: 0.8357
Epoch 260/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8351: 0s - loss: 0.3949 - accura
Epoch 261/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8340
Epoch 262/500
450/450 [==============================] - 0s 796us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 263/500
450/450 [==============================] - 0s 887us/step - loss: 0.3956 - accuracy: 0.8351
Epoch 264/500
450/450 [==============================] - 0s 796us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 265/500
450/450 [==============================] - 0s 787us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 266/500
450/450 [==============================] - 0s 816us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 267/500
450/450 [==============================] - 0s 791us/step - loss: 0.3952 - accuracy: 0.8360
Epoch 268/500
450/450 [==============================] - 0s 803us/step - loss: 0.3952 - accuracy: 0.8349
Epoch 269/500
450/450 [==============================] - 0s 803us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 270/500
450/450 [==============================] - 0s 790us/step - loss: 0.3953 - accuracy: 0.8350
Epoch 271/500
450/450 [==============================] - 0s 831us/step - loss: 0.3956 - accuracy: 0.8338
Epoch 272/500
450/450 [==============================] - 0s 781us/step - loss: 0.3952 - accuracy: 0.8346
Epoch 273/500
450/450 [==============================] - 0s 850us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 274/500
450/450 [==============================] - 0s 830us/step - loss: 0.3953 - accuracy: 0.8342
Epoch 275/500
450/450 [==============================] - 0s 880us/step - loss: 0.3951 - accuracy: 0.8340
Epoch 276/500
450/450 [==============================] - 0s 850us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 277/500
450/450 [==============================] - 0s 875us/step - loss: 0.3956 - accuracy: 0.8353
Epoch 278/500
450/450 [==============================] - 0s 941us/step - loss: 0.3953 - accuracy: 0.8342
Epoch 279/500
450/450 [==============================] - 0s 874us/step - loss: 0.3952 - accuracy: 0.8347
Epoch 280/500
450/450 [==============================] - 0s 838us/step - loss: 0.3955 - accuracy: 0.8351
Epoch 281/500
450/450 [==============================] - 0s 795us/step - loss: 0.3954 - accuracy: 0.8346
Epoch 282/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8357
Epoch 283/500
450/450 [==============================] - 0s 839us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 284/500
450/450 [==============================] - 0s 877us/step - loss: 0.3958 - accuracy: 0.8353
Epoch 285/500
450/450 [==============================] - 0s 815us/step - loss: 0.3955 - accuracy: 0.8358
Epoch 286/500
450/450 [==============================] - 0s 838us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 287/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3949 - accuracy: 0.8349
Epoch 288/500
450/450 [==============================] - 0s 868us/step - loss: 0.3956 - accuracy: 0.8361
Epoch 289/500
450/450 [==============================] - 0s 866us/step - loss: 0.3954 - accuracy: 0.8347
Epoch 290/500
450/450 [==============================] - 0s 886us/step - loss: 0.3954 - accuracy: 0.83570s - loss: 0.3966 - accuracy: 0.83
Epoch 291/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8371
Epoch 292/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8346
Epoch 293/500
450/450 [==============================] - 0s 929us/step - loss: 0.3955 - accuracy: 0.8353
Epoch 294/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8351
Epoch 295/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8340
Epoch 296/500
450/450 [==============================] - 0s 997us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 297/500
450/450 [==============================] - 0s 959us/step - loss: 0.3956 - accuracy: 0.8356
Epoch 298/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8354
Epoch 299/500
450/450 [==============================] - 0s 886us/step - loss: 0.3953 - accuracy: 0.8351
Epoch 300/500
450/450 [==============================] - 0s 899us/step - loss: 0.3952 - accuracy: 0.8367
Epoch 301/500
450/450 [==============================] - 0s 888us/step - loss: 0.3950 - accuracy: 0.8347
Epoch 302/500
450/450 [==============================] - 0s 998us/step - loss: 0.3955 - accuracy: 0.8347
Epoch 303/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8361
Epoch 304/500
450/450 [==============================] - 0s 883us/step - loss: 0.3949 - accuracy: 0.8356
Epoch 305/500
450/450 [==============================] - 0s 830us/step - loss: 0.3958 - accuracy: 0.8353
Epoch 306/500
450/450 [==============================] - 0s 944us/step - loss: 0.3956 - accuracy: 0.83630s - loss: 0.3932 - accuracy: 
Epoch 307/500
450/450 [==============================] - 0s 981us/step - loss: 0.3952 - accuracy: 0.8364
Epoch 308/500
450/450 [==============================] - 0s 948us/step - loss: 0.3953 - accuracy: 0.8356
Epoch 309/500
450/450 [==============================] - 0s 887us/step - loss: 0.3957 - accuracy: 0.8336
Epoch 310/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3950 - accuracy: 0.8361
Epoch 311/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8350: 0s - loss: 0.3914 - accura
Epoch 312/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8365
Epoch 313/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3952 - accuracy: 0.8369
Epoch 314/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8372
Epoch 315/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8364
Epoch 316/500
450/450 [==============================] - 0s 819us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 317/500
450/450 [==============================] - 0s 834us/step - loss: 0.3956 - accuracy: 0.8363
Epoch 318/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8343
Epoch 319/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3952 - accuracy: 0.8365
Epoch 320/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3951 - accuracy: 0.8339
Epoch 321/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3952 - accuracy: 0.8357
Epoch 322/500
450/450 [==============================] - 0s 852us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 323/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8367
Epoch 324/500
450/450 [==============================] - 0s 829us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 325/500
450/450 [==============================] - 0s 827us/step - loss: 0.3951 - accuracy: 0.8349
Epoch 326/500
450/450 [==============================] - 0s 829us/step - loss: 0.3948 - accuracy: 0.8358
Epoch 327/500
450/450 [==============================] - 0s 829us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 328/500
450/450 [==============================] - 0s 831us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 329/500
450/450 [==============================] - 0s 806us/step - loss: 0.3954 - accuracy: 0.8346
Epoch 330/500
450/450 [==============================] - 0s 874us/step - loss: 0.3956 - accuracy: 0.8343
Epoch 331/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8351
Epoch 332/500
450/450 [==============================] - 0s 995us/step - loss: 0.3949 - accuracy: 0.83630s - loss: 0.3869 - accuracy: 
Epoch 333/500
450/450 [==============================] - 0s 965us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 334/500
450/450 [==============================] - 0s 867us/step - loss: 0.3950 - accuracy: 0.8349
Epoch 335/500
450/450 [==============================] - 0s 857us/step - loss: 0.3955 - accuracy: 0.83650s - loss: 0.3918 - accuracy: 0.
Epoch 336/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8357
Epoch 337/500
450/450 [==============================] - 0s 917us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 338/500
450/450 [==============================] - 0s 995us/step - loss: 0.3957 - accuracy: 0.8358
Epoch 339/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8351
Epoch 340/500
450/450 [==============================] - 0s 799us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 341/500
450/450 [==============================] - 0s 898us/step - loss: 0.3952 - accuracy: 0.8346
Epoch 342/500
450/450 [==============================] - 0s 813us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 343/500
450/450 [==============================] - 0s 819us/step - loss: 0.3958 - accuracy: 0.8350
Epoch 344/500
450/450 [==============================] - 0s 821us/step - loss: 0.3952 - accuracy: 0.8350
Epoch 345/500
450/450 [==============================] - 0s 812us/step - loss: 0.3954 - accuracy: 0.8351
Epoch 346/500
450/450 [==============================] - 0s 798us/step - loss: 0.3950 - accuracy: 0.8347
Epoch 347/500
450/450 [==============================] - 0s 809us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 348/500
450/450 [==============================] - 0s 804us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 349/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8368
Epoch 350/500
450/450 [==============================] - 0s 911us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 351/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3958 - accuracy: 0.8361
Epoch 352/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8358
Epoch 353/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3960 - accuracy: 0.8358
Epoch 354/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8360
Epoch 355/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8358
Epoch 356/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8353
Epoch 357/500
450/450 [==============================] - 0s 867us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 358/500
450/450 [==============================] - 0s 817us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 359/500
450/450 [==============================] - 0s 795us/step - loss: 0.3952 - accuracy: 0.8349
Epoch 360/500
450/450 [==============================] - 0s 825us/step - loss: 0.3952 - accuracy: 0.8351
Epoch 361/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8358
Epoch 362/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8364
Epoch 363/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8374
Epoch 364/500
450/450 [==============================] - 0s 926us/step - loss: 0.3952 - accuracy: 0.8354
Epoch 365/500
450/450 [==============================] - 0s 868us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 366/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3958 - accuracy: 0.8360
Epoch 367/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3955 - accuracy: 0.8371
Epoch 368/500
450/450 [==============================] - 0s 833us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 369/500
450/450 [==============================] - 0s 882us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 370/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8338: 0s - loss: 0.3936 - accuracy: 0.
Epoch 371/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8358
Epoch 372/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3959 - accuracy: 0.8357
Epoch 373/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8344
Epoch 374/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8346
Epoch 375/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3960 - accuracy: 0.8346
Epoch 376/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8357
Epoch 377/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3958 - accuracy: 0.8363
Epoch 378/500
450/450 [==============================] - 0s 954us/step - loss: 0.3954 - accuracy: 0.8350
Epoch 379/500
450/450 [==============================] - 0s 813us/step - loss: 0.3953 - accuracy: 0.8346
Epoch 380/500
450/450 [==============================] - 0s 863us/step - loss: 0.3955 - accuracy: 0.8349
Epoch 381/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8353
Epoch 382/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8351
Epoch 383/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8363
Epoch 384/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8347
Epoch 385/500
450/450 [==============================] - 0s 909us/step - loss: 0.3959 - accuracy: 0.8344
Epoch 386/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8354
Epoch 387/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8342
Epoch 388/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3957 - accuracy: 0.8363
Epoch 389/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3951 - accuracy: 0.8371
Epoch 390/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3955 - accuracy: 0.8344
Epoch 391/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8346
Epoch 392/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8349: 0s - loss: 0.4021 - 
Epoch 393/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8344: 0s - loss: 0
Epoch 394/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8368
Epoch 395/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3949 - accuracy: 0.8361
Epoch 396/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3958 - accuracy: 0.8363
Epoch 397/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8342
Epoch 398/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8364
Epoch 399/500
450/450 [==============================] - 0s 859us/step - loss: 0.3951 - accuracy: 0.8343
Epoch 400/500
450/450 [==============================] - 0s 866us/step - loss: 0.3948 - accuracy: 0.8356
Epoch 401/500
450/450 [==============================] - 0s 841us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 402/500
450/450 [==============================] - 0s 950us/step - loss: 0.3960 - accuracy: 0.8353
Epoch 403/500
450/450 [==============================] - 0s 835us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 404/500
450/450 [==============================] - 0s 979us/step - loss: 0.3948 - accuracy: 0.8354
Epoch 405/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8349
Epoch 406/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8349
Epoch 407/500
450/450 [==============================] - 0s 996us/step - loss: 0.3959 - accuracy: 0.8357
Epoch 408/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8347
Epoch 409/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8353
Epoch 410/500
450/450 [==============================] - 0s 839us/step - loss: 0.3957 - accuracy: 0.8339
Epoch 411/500
450/450 [==============================] - 0s 864us/step - loss: 0.3952 - accuracy: 0.8350
Epoch 412/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3961 - accuracy: 0.8354
Epoch 413/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3955 - accuracy: 0.8365
Epoch 414/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8364
Epoch 415/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3957 - accuracy: 0.8367
Epoch 416/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8358
Epoch 417/500
450/450 [==============================] - 0s 812us/step - loss: 0.3953 - accuracy: 0.8357
Epoch 418/500
450/450 [==============================] - 0s 846us/step - loss: 0.3960 - accuracy: 0.8347
Epoch 419/500
450/450 [==============================] - 0s 812us/step - loss: 0.3955 - accuracy: 0.8365
Epoch 420/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8365: 0s - loss: 0.4027 - accuracy: 
Epoch 421/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8351: 0s - loss: 0.3976 - accura
Epoch 422/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3957 - accuracy: 0.8353
Epoch 423/500
450/450 [==============================] - 0s 828us/step - loss: 0.3957 - accuracy: 0.8347
Epoch 424/500
450/450 [==============================] - 0s 807us/step - loss: 0.3960 - accuracy: 0.8356
Epoch 425/500
450/450 [==============================] - 0s 800us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 426/500
450/450 [==============================] - 0s 861us/step - loss: 0.3960 - accuracy: 0.8354
Epoch 427/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8357: 0s - loss: 0.3977 - accuracy: 
Epoch 428/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8347
Epoch 429/500
450/450 [==============================] - 0s 815us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 430/500
450/450 [==============================] - 0s 831us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 431/500
450/450 [==============================] - 0s 822us/step - loss: 0.3958 - accuracy: 0.8363
Epoch 432/500
450/450 [==============================] - 0s 795us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 433/500
450/450 [==============================] - 0s 800us/step - loss: 0.3951 - accuracy: 0.8358
Epoch 434/500
450/450 [==============================] - 0s 810us/step - loss: 0.3954 - accuracy: 0.8357
Epoch 435/500
450/450 [==============================] - 0s 824us/step - loss: 0.3952 - accuracy: 0.8350
Epoch 436/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8364
Epoch 437/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8350
Epoch 438/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8358
Epoch 439/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8346
Epoch 440/500
450/450 [==============================] - 0s 816us/step - loss: 0.3953 - accuracy: 0.8351
Epoch 441/500
450/450 [==============================] - 0s 846us/step - loss: 0.3956 - accuracy: 0.8347
Epoch 442/500
450/450 [==============================] - 0s 806us/step - loss: 0.3954 - accuracy: 0.8372
Epoch 443/500
450/450 [==============================] - 0s 912us/step - loss: 0.3957 - accuracy: 0.83510s - loss: 0.3955 - accuracy: 0.83
Epoch 444/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8347
Epoch 445/500
450/450 [==============================] - 0s 894us/step - loss: 0.3950 - accuracy: 0.8354
Epoch 446/500
450/450 [==============================] - 0s 837us/step - loss: 0.3951 - accuracy: 0.8356
Epoch 447/500
450/450 [==============================] - 0s 826us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 448/500
450/450 [==============================] - 0s 806us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 449/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8346
Epoch 450/500
450/450 [==============================] - 0s 997us/step - loss: 0.3958 - accuracy: 0.8356
Epoch 451/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8356
Epoch 452/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3955 - accuracy: 0.8361
Epoch 453/500
450/450 [==============================] - 0s 995us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 454/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8361
Epoch 455/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3958 - accuracy: 0.8346
Epoch 456/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8351: 0s - l
Epoch 457/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3960 - accuracy: 0.8346
Epoch 458/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8344
Epoch 459/500
450/450 [==============================] - 0s 907us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 460/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3950 - accuracy: 0.8346
Epoch 461/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8349
Epoch 462/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3962 - accuracy: 0.8353
Epoch 463/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8367
Epoch 464/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3954 - accuracy: 0.8360
Epoch 465/500
450/450 [==============================] - 0s 981us/step - loss: 0.3958 - accuracy: 0.8343
Epoch 466/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8344
Epoch 467/500
450/450 [==============================] - 0s 922us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 468/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8363
Epoch 469/500
450/450 [==============================] - 0s 858us/step - loss: 0.3962 - accuracy: 0.8375
Epoch 470/500
450/450 [==============================] - 0s 946us/step - loss: 0.3962 - accuracy: 0.8353
Epoch 471/500
450/450 [==============================] - 0s 927us/step - loss: 0.3956 - accuracy: 0.8349
Epoch 472/500
450/450 [==============================] - 0s 927us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 473/500
450/450 [==============================] - 0s 917us/step - loss: 0.3956 - accuracy: 0.8375
Epoch 474/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8350
Epoch 475/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3962 - accuracy: 0.8361
Epoch 476/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8360
Epoch 477/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3960 - accuracy: 0.8340: 0s - l
Epoch 478/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8349
Epoch 479/500
450/450 [==============================] - 0s 830us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 480/500
450/450 [==============================] - 0s 842us/step - loss: 0.3959 - accuracy: 0.8335
Epoch 481/500
450/450 [==============================] - 0s 852us/step - loss: 0.3957 - accuracy: 0.8360
Epoch 482/500
450/450 [==============================] - 0s 835us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 483/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3956 - accuracy: 0.8354
Epoch 484/500
450/450 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8353
Epoch 485/500
450/450 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 486/500
450/450 [==============================] - 0s 893us/step - loss: 0.3957 - accuracy: 0.8358
Epoch 487/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8361
Epoch 488/500
450/450 [==============================] - 0s 873us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 489/500
450/450 [==============================] - 0s 803us/step - loss: 0.3963 - accuracy: 0.8349
Epoch 490/500
450/450 [==============================] - 0s 844us/step - loss: 0.3952 - accuracy: 0.8349
Epoch 491/500
450/450 [==============================] - 0s 887us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 492/500
450/450 [==============================] - 0s 858us/step - loss: 0.3961 - accuracy: 0.8347
Epoch 493/500
450/450 [==============================] - 0s 995us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 494/500
450/450 [==============================] - 0s 800us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 495/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3963 - accuracy: 0.8363
Epoch 496/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8349
Epoch 497/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3959 - accuracy: 0.8358
Epoch 498/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8365
Epoch 499/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3961 - accuracy: 0.8371
Epoch 500/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3965 - accuracy: 0.8339
Epoch 1/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5475 - accuracy: 0.7975
Epoch 2/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4342 - accuracy: 0.7985
Epoch 3/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4274 - accuracy: 0.7985
Epoch 4/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.7985
Epoch 5/500
450/450 [==============================] - 0s 865us/step - loss: 0.4198 - accuracy: 0.7985
Epoch 6/500
450/450 [==============================] - 0s 881us/step - loss: 0.4167 - accuracy: 0.8194
Epoch 7/500
450/450 [==============================] - 0s 869us/step - loss: 0.4148 - accuracy: 0.8254
Epoch 8/500
450/450 [==============================] - 0s 858us/step - loss: 0.4137 - accuracy: 0.8293
Epoch 9/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4124 - accuracy: 0.8311
Epoch 10/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4111 - accuracy: 0.8319
Epoch 11/500
450/450 [==============================] - 0s 969us/step - loss: 0.4096 - accuracy: 0.8339
Epoch 12/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4085 - accuracy: 0.8351
Epoch 13/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4079 - accuracy: 0.8350
Epoch 14/500
450/450 [==============================] - 0s 941us/step - loss: 0.4068 - accuracy: 0.8367
Epoch 15/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4060 - accuracy: 0.8369
Epoch 16/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4049 - accuracy: 0.8361
Epoch 17/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4042 - accuracy: 0.8349
Epoch 18/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4036 - accuracy: 0.8365
Epoch 19/500
450/450 [==============================] - 0s 879us/step - loss: 0.4027 - accuracy: 0.8356
Epoch 20/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4022 - accuracy: 0.8372
Epoch 21/500
450/450 [==============================] - 0s 886us/step - loss: 0.4021 - accuracy: 0.8368
Epoch 22/500
450/450 [==============================] - 0s 856us/step - loss: 0.4015 - accuracy: 0.8369
Epoch 23/500
450/450 [==============================] - 0s 836us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 24/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4006 - accuracy: 0.8367
Epoch 25/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4003 - accuracy: 0.8369
Epoch 26/500
450/450 [==============================] - 0s 822us/step - loss: 0.3999 - accuracy: 0.8369
Epoch 27/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3996 - accuracy: 0.8368
Epoch 28/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3993 - accuracy: 0.8389
Epoch 29/500
450/450 [==============================] - 0s 859us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 30/500
450/450 [==============================] - 0s 886us/step - loss: 0.3987 - accuracy: 0.8375
Epoch 31/500
450/450 [==============================] - 0s 827us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 32/500
450/450 [==============================] - 0s 804us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 33/500
450/450 [==============================] - 0s 858us/step - loss: 0.3980 - accuracy: 0.8376
Epoch 34/500
450/450 [==============================] - 0s 796us/step - loss: 0.3981 - accuracy: 0.8364
Epoch 35/500
450/450 [==============================] - 0s 824us/step - loss: 0.3975 - accuracy: 0.8390
Epoch 36/500
450/450 [==============================] - 0s 976us/step - loss: 0.3972 - accuracy: 0.8368
Epoch 37/500
450/450 [==============================] - 0s 860us/step - loss: 0.3972 - accuracy: 0.8374
Epoch 38/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3973 - accuracy: 0.8383
Epoch 39/500
450/450 [==============================] - 0s 810us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 40/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8382
Epoch 41/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8369
Epoch 42/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3965 - accuracy: 0.8388
Epoch 43/500
450/450 [==============================] - 0s 842us/step - loss: 0.3964 - accuracy: 0.8376
Epoch 44/500
450/450 [==============================] - 0s 830us/step - loss: 0.3964 - accuracy: 0.8385
Epoch 45/500
450/450 [==============================] - 0s 820us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 46/500
450/450 [==============================] - 0s 803us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 47/500
450/450 [==============================] - 0s 816us/step - loss: 0.3963 - accuracy: 0.8397
Epoch 48/500
450/450 [==============================] - 0s 799us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 49/500
450/450 [==============================] - 0s 809us/step - loss: 0.3960 - accuracy: 0.8394
Epoch 50/500
450/450 [==============================] - 0s 804us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 51/500
450/450 [==============================] - 0s 802us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 52/500
450/450 [==============================] - 0s 811us/step - loss: 0.3958 - accuracy: 0.8392
Epoch 53/500
450/450 [==============================] - 0s 811us/step - loss: 0.3954 - accuracy: 0.8393
Epoch 54/500
450/450 [==============================] - 0s 809us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 55/500
450/450 [==============================] - 0s 821us/step - loss: 0.3958 - accuracy: 0.8385
Epoch 56/500
450/450 [==============================] - 0s 799us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 57/500
450/450 [==============================] - 0s 815us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 58/500
450/450 [==============================] - 0s 807us/step - loss: 0.3955 - accuracy: 0.8388
Epoch 59/500
450/450 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8392
Epoch 60/500
450/450 [==============================] - 0s 809us/step - loss: 0.3955 - accuracy: 0.8382
Epoch 61/500
450/450 [==============================] - 0s 796us/step - loss: 0.3952 - accuracy: 0.8403
Epoch 62/500
450/450 [==============================] - 0s 797us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 63/500
450/450 [==============================] - 0s 809us/step - loss: 0.3956 - accuracy: 0.8399
Epoch 64/500
450/450 [==============================] - 0s 842us/step - loss: 0.3954 - accuracy: 0.8393
Epoch 65/500
450/450 [==============================] - 0s 795us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 66/500
450/450 [==============================] - 0s 822us/step - loss: 0.3954 - accuracy: 0.8386
Epoch 67/500
450/450 [==============================] - 0s 795us/step - loss: 0.3955 - accuracy: 0.8404
Epoch 68/500
450/450 [==============================] - 0s 809us/step - loss: 0.3954 - accuracy: 0.8389
Epoch 69/500
450/450 [==============================] - 0s 808us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 70/500
450/450 [==============================] - 0s 798us/step - loss: 0.3955 - accuracy: 0.8399
Epoch 71/500
450/450 [==============================] - 0s 808us/step - loss: 0.3949 - accuracy: 0.8406
Epoch 72/500
450/450 [==============================] - 0s 818us/step - loss: 0.3955 - accuracy: 0.8393
Epoch 73/500
450/450 [==============================] - 0s 793us/step - loss: 0.3952 - accuracy: 0.8410
Epoch 74/500
450/450 [==============================] - 0s 813us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 75/500
450/450 [==============================] - 0s 944us/step - loss: 0.3952 - accuracy: 0.8385
Epoch 76/500
450/450 [==============================] - 0s 839us/step - loss: 0.3953 - accuracy: 0.8396
Epoch 77/500
450/450 [==============================] - 0s 799us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 78/500
450/450 [==============================] - 0s 874us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 79/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3950 - accuracy: 0.8397
Epoch 80/500
450/450 [==============================] - 0s 904us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 81/500
450/450 [==============================] - 0s 885us/step - loss: 0.3945 - accuracy: 0.8401
Epoch 82/500
450/450 [==============================] - 0s 971us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 83/500
450/450 [==============================] - 0s 794us/step - loss: 0.3946 - accuracy: 0.8379
Epoch 84/500
450/450 [==============================] - 0s 818us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 85/500
450/450 [==============================] - 0s 804us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 86/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8404
Epoch 87/500
450/450 [==============================] - 0s 942us/step - loss: 0.3948 - accuracy: 0.8404
Epoch 88/500
450/450 [==============================] - 0s 798us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 89/500
450/450 [==============================] - 0s 817us/step - loss: 0.3950 - accuracy: 0.8388
Epoch 90/500
450/450 [==============================] - 0s 816us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 91/500
450/450 [==============================] - 0s 820us/step - loss: 0.3950 - accuracy: 0.8406
Epoch 92/500
450/450 [==============================] - 0s 971us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 93/500
450/450 [==============================] - 0s 882us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 94/500
450/450 [==============================] - 0s 915us/step - loss: 0.3950 - accuracy: 0.8403
Epoch 95/500
450/450 [==============================] - 0s 891us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 96/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8394
Epoch 97/500
450/450 [==============================] - 0s 847us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 98/500
450/450 [==============================] - 0s 827us/step - loss: 0.3947 - accuracy: 0.8406
Epoch 99/500
450/450 [==============================] - 0s 868us/step - loss: 0.3948 - accuracy: 0.8383
Epoch 100/500
450/450 [==============================] - 0s 840us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 101/500
450/450 [==============================] - 0s 838us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 102/500
450/450 [==============================] - 0s 853us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 103/500
450/450 [==============================] - 0s 815us/step - loss: 0.3946 - accuracy: 0.8390
Epoch 104/500
450/450 [==============================] - 0s 811us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 105/500
450/450 [==============================] - 0s 803us/step - loss: 0.3945 - accuracy: 0.8408
Epoch 106/500
450/450 [==============================] - 0s 790us/step - loss: 0.3949 - accuracy: 0.8396
Epoch 107/500
450/450 [==============================] - 0s 828us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 108/500
450/450 [==============================] - 0s 794us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 109/500
450/450 [==============================] - 0s 801us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 110/500
450/450 [==============================] - 0s 818us/step - loss: 0.3945 - accuracy: 0.8400
Epoch 111/500
450/450 [==============================] - 0s 798us/step - loss: 0.3946 - accuracy: 0.8400
Epoch 112/500
450/450 [==============================] - 0s 802us/step - loss: 0.3947 - accuracy: 0.8403
Epoch 113/500
450/450 [==============================] - 0s 810us/step - loss: 0.3942 - accuracy: 0.8394
Epoch 114/500
450/450 [==============================] - 0s 799us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 115/500
450/450 [==============================] - 0s 817us/step - loss: 0.3943 - accuracy: 0.8406
Epoch 116/500
450/450 [==============================] - 0s 829us/step - loss: 0.3945 - accuracy: 0.8399
Epoch 117/500
450/450 [==============================] - 0s 788us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 118/500
450/450 [==============================] - 0s 812us/step - loss: 0.3944 - accuracy: 0.8401
Epoch 119/500
450/450 [==============================] - 0s 796us/step - loss: 0.3940 - accuracy: 0.8408
Epoch 120/500
450/450 [==============================] - 0s 811us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 121/500
450/450 [==============================] - 0s 817us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 122/500
450/450 [==============================] - 0s 811us/step - loss: 0.3944 - accuracy: 0.8393
Epoch 123/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3944 - accuracy: 0.8397
Epoch 124/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3941 - accuracy: 0.8397
Epoch 125/500
450/450 [==============================] - 0s 999us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 126/500
450/450 [==============================] - 0s 937us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 127/500
450/450 [==============================] - 0s 940us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 128/500
450/450 [==============================] - 0s 904us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 129/500
450/450 [==============================] - 0s 967us/step - loss: 0.3943 - accuracy: 0.8386
Epoch 130/500
450/450 [==============================] - 0s 935us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 131/500
450/450 [==============================] - 0s 939us/step - loss: 0.3942 - accuracy: 0.8397
Epoch 132/500
450/450 [==============================] - 0s 859us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 133/500
450/450 [==============================] - 0s 803us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 134/500
450/450 [==============================] - 0s 809us/step - loss: 0.3944 - accuracy: 0.8410
Epoch 135/500
450/450 [==============================] - 0s 809us/step - loss: 0.3943 - accuracy: 0.8397
Epoch 136/500
450/450 [==============================] - 0s 794us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 137/500
450/450 [==============================] - 0s 810us/step - loss: 0.3944 - accuracy: 0.8397
Epoch 138/500
450/450 [==============================] - 0s 877us/step - loss: 0.3942 - accuracy: 0.8394
Epoch 139/500
450/450 [==============================] - 0s 854us/step - loss: 0.3940 - accuracy: 0.8397
Epoch 140/500
450/450 [==============================] - 0s 865us/step - loss: 0.3941 - accuracy: 0.8401
Epoch 141/500
450/450 [==============================] - 0s 857us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 142/500
450/450 [==============================] - 0s 858us/step - loss: 0.3945 - accuracy: 0.8401
Epoch 143/500
450/450 [==============================] - 0s 812us/step - loss: 0.3944 - accuracy: 0.8404
Epoch 144/500
450/450 [==============================] - 0s 795us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 145/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3942 - accuracy: 0.8414
Epoch 146/500
450/450 [==============================] - 0s 798us/step - loss: 0.3940 - accuracy: 0.8407
Epoch 147/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8394
Epoch 148/500
450/450 [==============================] - 0s 802us/step - loss: 0.3942 - accuracy: 0.8399
Epoch 149/500
450/450 [==============================] - 0s 831us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 150/500
450/450 [==============================] - 0s 812us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 151/500
450/450 [==============================] - 0s 847us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 152/500
450/450 [==============================] - 0s 866us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 153/500
450/450 [==============================] - 0s 862us/step - loss: 0.3941 - accuracy: 0.8413
Epoch 154/500
450/450 [==============================] - 0s 858us/step - loss: 0.3944 - accuracy: 0.8396
Epoch 155/500
450/450 [==============================] - 0s 834us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 156/500
450/450 [==============================] - 0s 801us/step - loss: 0.3941 - accuracy: 0.8385
Epoch 157/500
450/450 [==============================] - 0s 809us/step - loss: 0.3938 - accuracy: 0.8389
Epoch 158/500
450/450 [==============================] - 0s 803us/step - loss: 0.3942 - accuracy: 0.8397
Epoch 159/500
450/450 [==============================] - 0s 790us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 160/500
450/450 [==============================] - 0s 807us/step - loss: 0.3937 - accuracy: 0.8397
Epoch 161/500
450/450 [==============================] - 0s 816us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 162/500
450/450 [==============================] - 0s 797us/step - loss: 0.3941 - accuracy: 0.8404
Epoch 163/500
450/450 [==============================] - 0s 809us/step - loss: 0.3940 - accuracy: 0.8401
Epoch 164/500
450/450 [==============================] - 0s 817us/step - loss: 0.3940 - accuracy: 0.8410
Epoch 165/500
450/450 [==============================] - 0s 808us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 166/500
450/450 [==============================] - 0s 814us/step - loss: 0.3940 - accuracy: 0.8404
Epoch 167/500
450/450 [==============================] - 0s 811us/step - loss: 0.3941 - accuracy: 0.8403
Epoch 168/500
450/450 [==============================] - 0s 851us/step - loss: 0.3941 - accuracy: 0.8386
Epoch 169/500
450/450 [==============================] - 0s 804us/step - loss: 0.3938 - accuracy: 0.8401
Epoch 170/500
450/450 [==============================] - 0s 793us/step - loss: 0.3941 - accuracy: 0.8397
Epoch 171/500
450/450 [==============================] - 0s 803us/step - loss: 0.3941 - accuracy: 0.8406
Epoch 172/500
450/450 [==============================] - 0s 817us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 173/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8394
Epoch 174/500
450/450 [==============================] - 0s 803us/step - loss: 0.3941 - accuracy: 0.8397
Epoch 175/500
450/450 [==============================] - 0s 803us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 176/500
450/450 [==============================] - 0s 806us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 177/500
450/450 [==============================] - 0s 815us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 178/500
450/450 [==============================] - 0s 794us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 179/500
450/450 [==============================] - 0s 801us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 180/500
450/450 [==============================] - 0s 812us/step - loss: 0.3935 - accuracy: 0.8399
Epoch 181/500
450/450 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 182/500
450/450 [==============================] - 0s 798us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 183/500
450/450 [==============================] - 0s 808us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 184/500
450/450 [==============================] - 0s 807us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 185/500
450/450 [==============================] - 0s 825us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 186/500
450/450 [==============================] - 0s 795us/step - loss: 0.3934 - accuracy: 0.8400
Epoch 187/500
450/450 [==============================] - 0s 807us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 188/500
450/450 [==============================] - 0s 822us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 189/500
450/450 [==============================] - 0s 799us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 190/500
450/450 [==============================] - 0s 830us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 191/500
450/450 [==============================] - 0s 791us/step - loss: 0.3928 - accuracy: 0.8379
Epoch 192/500
450/450 [==============================] - 0s 806us/step - loss: 0.3924 - accuracy: 0.8383
Epoch 193/500
450/450 [==============================] - 0s 814us/step - loss: 0.3924 - accuracy: 0.8386
Epoch 194/500
450/450 [==============================] - 0s 810us/step - loss: 0.3927 - accuracy: 0.8393
Epoch 195/500
450/450 [==============================] - 0s 808us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 196/500
450/450 [==============================] - 0s 885us/step - loss: 0.3923 - accuracy: 0.8386
Epoch 197/500
450/450 [==============================] - 0s 793us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 198/500
450/450 [==============================] - 0s 820us/step - loss: 0.3919 - accuracy: 0.8389
Epoch 199/500
450/450 [==============================] - 0s 799us/step - loss: 0.3918 - accuracy: 0.8401
Epoch 200/500
450/450 [==============================] - 0s 814us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 201/500
450/450 [==============================] - 0s 812us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 202/500
450/450 [==============================] - 0s 793us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 203/500
450/450 [==============================] - 0s 807us/step - loss: 0.3905 - accuracy: 0.8382
Epoch 204/500
450/450 [==============================] - 0s 805us/step - loss: 0.3912 - accuracy: 0.8400
Epoch 205/500
450/450 [==============================] - 0s 787us/step - loss: 0.3907 - accuracy: 0.8388
Epoch 206/500
450/450 [==============================] - 0s 809us/step - loss: 0.3907 - accuracy: 0.8382
Epoch 207/500
450/450 [==============================] - 0s 836us/step - loss: 0.3904 - accuracy: 0.8379
Epoch 208/500
450/450 [==============================] - 0s 841us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 209/500
450/450 [==============================] - 0s 818us/step - loss: 0.3906 - accuracy: 0.8392
Epoch 210/500
450/450 [==============================] - 0s 805us/step - loss: 0.3904 - accuracy: 0.8394
Epoch 211/500
450/450 [==============================] - 0s 844us/step - loss: 0.3906 - accuracy: 0.8399
Epoch 212/500
450/450 [==============================] - 0s 949us/step - loss: 0.3907 - accuracy: 0.8394
Epoch 213/500
450/450 [==============================] - 0s 806us/step - loss: 0.3902 - accuracy: 0.8404
Epoch 214/500
450/450 [==============================] - 0s 806us/step - loss: 0.3901 - accuracy: 0.8385
Epoch 215/500
450/450 [==============================] - 0s 811us/step - loss: 0.3901 - accuracy: 0.8383
Epoch 216/500
450/450 [==============================] - 0s 792us/step - loss: 0.3901 - accuracy: 0.8403
Epoch 217/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3897 - accuracy: 0.8392
Epoch 218/500
450/450 [==============================] - 0s 798us/step - loss: 0.3895 - accuracy: 0.8408
Epoch 219/500
450/450 [==============================] - 0s 806us/step - loss: 0.3898 - accuracy: 0.8378
Epoch 220/500
450/450 [==============================] - 0s 827us/step - loss: 0.3894 - accuracy: 0.8393
Epoch 221/500
450/450 [==============================] - 0s 821us/step - loss: 0.3896 - accuracy: 0.8404
Epoch 222/500
450/450 [==============================] - 0s 811us/step - loss: 0.3893 - accuracy: 0.8419
Epoch 223/500
450/450 [==============================] - 0s 816us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 224/500
450/450 [==============================] - 0s 816us/step - loss: 0.3891 - accuracy: 0.8397
Epoch 225/500
450/450 [==============================] - 0s 799us/step - loss: 0.3894 - accuracy: 0.8401
Epoch 226/500
450/450 [==============================] - 0s 796us/step - loss: 0.3894 - accuracy: 0.8393
Epoch 227/500
450/450 [==============================] - 0s 805us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 228/500
450/450 [==============================] - 0s 827us/step - loss: 0.3891 - accuracy: 0.8376
Epoch 229/500
450/450 [==============================] - 0s 790us/step - loss: 0.3893 - accuracy: 0.8397
Epoch 230/500
450/450 [==============================] - 0s 840us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 231/500
450/450 [==============================] - 0s 791us/step - loss: 0.3890 - accuracy: 0.8393
Epoch 232/500
450/450 [==============================] - 0s 793us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 233/500
450/450 [==============================] - 0s 807us/step - loss: 0.3892 - accuracy: 0.8401
Epoch 234/500
450/450 [==============================] - 0s 818us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 235/500
450/450 [==============================] - 0s 812us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 236/500
450/450 [==============================] - 0s 798us/step - loss: 0.3889 - accuracy: 0.8401
Epoch 237/500
450/450 [==============================] - 0s 807us/step - loss: 0.3891 - accuracy: 0.8379
Epoch 238/500
450/450 [==============================] - 0s 808us/step - loss: 0.3889 - accuracy: 0.8397
Epoch 239/500
450/450 [==============================] - 0s 815us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 240/500
450/450 [==============================] - 0s 992us/step - loss: 0.3887 - accuracy: 0.8407
Epoch 241/500
450/450 [==============================] - 0s 885us/step - loss: 0.3889 - accuracy: 0.8378
Epoch 242/500
450/450 [==============================] - 0s 796us/step - loss: 0.3889 - accuracy: 0.8390
Epoch 243/500
450/450 [==============================] - 0s 840us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 244/500
450/450 [==============================] - 0s 816us/step - loss: 0.3882 - accuracy: 0.8414
Epoch 245/500
450/450 [==============================] - 0s 816us/step - loss: 0.3886 - accuracy: 0.8401
Epoch 246/500
450/450 [==============================] - 0s 848us/step - loss: 0.3885 - accuracy: 0.8408
Epoch 247/500
450/450 [==============================] - 0s 814us/step - loss: 0.3885 - accuracy: 0.8408
Epoch 248/500
450/450 [==============================] - 0s 788us/step - loss: 0.3886 - accuracy: 0.8393
Epoch 249/500
450/450 [==============================] - 0s 814us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 250/500
450/450 [==============================] - 0s 795us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 251/500
450/450 [==============================] - 0s 809us/step - loss: 0.3887 - accuracy: 0.8390
Epoch 252/500
450/450 [==============================] - 0s 809us/step - loss: 0.3883 - accuracy: 0.8411
Epoch 253/500
450/450 [==============================] - 0s 802us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 254/500
450/450 [==============================] - 0s 812us/step - loss: 0.3881 - accuracy: 0.8400
Epoch 255/500
450/450 [==============================] - 0s 816us/step - loss: 0.3878 - accuracy: 0.8414
Epoch 256/500
450/450 [==============================] - 0s 794us/step - loss: 0.3881 - accuracy: 0.8413
Epoch 257/500
450/450 [==============================] - 0s 810us/step - loss: 0.3881 - accuracy: 0.8411
Epoch 258/500
450/450 [==============================] - 0s 811us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 259/500
450/450 [==============================] - 0s 795us/step - loss: 0.3883 - accuracy: 0.8403
Epoch 260/500
450/450 [==============================] - 0s 805us/step - loss: 0.3879 - accuracy: 0.8400
Epoch 261/500
450/450 [==============================] - 0s 804us/step - loss: 0.3877 - accuracy: 0.8385
Epoch 262/500
450/450 [==============================] - 0s 810us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 263/500
450/450 [==============================] - 0s 842us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 264/500
450/450 [==============================] - 0s 800us/step - loss: 0.3884 - accuracy: 0.8406
Epoch 265/500
450/450 [==============================] - 0s 812us/step - loss: 0.3882 - accuracy: 0.8386
Epoch 266/500
450/450 [==============================] - 0s 816us/step - loss: 0.3883 - accuracy: 0.8393
Epoch 267/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8383
Epoch 268/500
450/450 [==============================] - 0s 851us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 269/500
450/450 [==============================] - 0s 815us/step - loss: 0.3884 - accuracy: 0.8400
Epoch 270/500
450/450 [==============================] - 0s 821us/step - loss: 0.3879 - accuracy: 0.8397
Epoch 271/500
450/450 [==============================] - 0s 819us/step - loss: 0.3880 - accuracy: 0.8414
Epoch 272/500
450/450 [==============================] - 0s 797us/step - loss: 0.3880 - accuracy: 0.8404
Epoch 273/500
450/450 [==============================] - 0s 811us/step - loss: 0.3879 - accuracy: 0.8397
Epoch 274/500
450/450 [==============================] - 0s 828us/step - loss: 0.3881 - accuracy: 0.8394
Epoch 275/500
450/450 [==============================] - 0s 795us/step - loss: 0.3883 - accuracy: 0.8396
Epoch 276/500
450/450 [==============================] - 0s 825us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 277/500
450/450 [==============================] - 0s 796us/step - loss: 0.3880 - accuracy: 0.8397
Epoch 278/500
450/450 [==============================] - 0s 816us/step - loss: 0.3884 - accuracy: 0.8390
Epoch 279/500
450/450 [==============================] - 0s 814us/step - loss: 0.3880 - accuracy: 0.8410
Epoch 280/500
450/450 [==============================] - 0s 798us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 281/500
450/450 [==============================] - 0s 813us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 282/500
450/450 [==============================] - 0s 819us/step - loss: 0.3879 - accuracy: 0.8414
Epoch 283/500
450/450 [==============================] - 0s 794us/step - loss: 0.3880 - accuracy: 0.8396
Epoch 284/500
450/450 [==============================] - 0s 809us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 285/500
450/450 [==============================] - 0s 815us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 286/500
450/450 [==============================] - 0s 804us/step - loss: 0.3878 - accuracy: 0.8401
Epoch 287/500
450/450 [==============================] - 0s 823us/step - loss: 0.3878 - accuracy: 0.8407
Epoch 288/500
450/450 [==============================] - 0s 813us/step - loss: 0.3881 - accuracy: 0.8390
Epoch 289/500
450/450 [==============================] - 0s 808us/step - loss: 0.3879 - accuracy: 0.8413
Epoch 290/500
450/450 [==============================] - 0s 813us/step - loss: 0.3882 - accuracy: 0.8413
Epoch 291/500
450/450 [==============================] - 0s 815us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 292/500
450/450 [==============================] - 0s 809us/step - loss: 0.3877 - accuracy: 0.8406
Epoch 293/500
450/450 [==============================] - 0s 822us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 294/500
450/450 [==============================] - 0s 797us/step - loss: 0.3874 - accuracy: 0.8397
Epoch 295/500
450/450 [==============================] - 0s 825us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 296/500
450/450 [==============================] - 0s 800us/step - loss: 0.3881 - accuracy: 0.8419
Epoch 297/500
450/450 [==============================] - 0s 809us/step - loss: 0.3874 - accuracy: 0.8403
Epoch 298/500
450/450 [==============================] - 0s 803us/step - loss: 0.3874 - accuracy: 0.8406
Epoch 299/500
450/450 [==============================] - 0s 795us/step - loss: 0.3877 - accuracy: 0.8392
Epoch 300/500
450/450 [==============================] - 0s 811us/step - loss: 0.3879 - accuracy: 0.8403
Epoch 301/500
450/450 [==============================] - 0s 824us/step - loss: 0.3878 - accuracy: 0.8407
Epoch 302/500
450/450 [==============================] - 0s 823us/step - loss: 0.3880 - accuracy: 0.84100s - loss: 0.3879 - accuracy: 0.84
Epoch 303/500
450/450 [==============================] - 0s 810us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 304/500
450/450 [==============================] - 0s 821us/step - loss: 0.3879 - accuracy: 0.8422
Epoch 305/500
450/450 [==============================] - 0s 791us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 306/500
450/450 [==============================] - 0s 821us/step - loss: 0.3873 - accuracy: 0.8403
Epoch 307/500
450/450 [==============================] - 0s 802us/step - loss: 0.3872 - accuracy: 0.8403
Epoch 308/500
450/450 [==============================] - 0s 822us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 309/500
450/450 [==============================] - 0s 819us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 310/500
450/450 [==============================] - 0s 801us/step - loss: 0.3874 - accuracy: 0.8418
Epoch 311/500
450/450 [==============================] - 0s 820us/step - loss: 0.3880 - accuracy: 0.8421
Epoch 312/500
450/450 [==============================] - 0s 793us/step - loss: 0.3876 - accuracy: 0.8433
Epoch 313/500
450/450 [==============================] - 0s 795us/step - loss: 0.3873 - accuracy: 0.8419
Epoch 314/500
450/450 [==============================] - 0s 810us/step - loss: 0.3880 - accuracy: 0.8419
Epoch 315/500
450/450 [==============================] - 0s 812us/step - loss: 0.3871 - accuracy: 0.8403
Epoch 316/500
450/450 [==============================] - 0s 805us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 317/500
450/450 [==============================] - 0s 824us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 318/500
450/450 [==============================] - 0s 800us/step - loss: 0.3878 - accuracy: 0.8396
Epoch 319/500
450/450 [==============================] - 0s 813us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 320/500
450/450 [==============================] - 0s 806us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 321/500
450/450 [==============================] - 0s 797us/step - loss: 0.3875 - accuracy: 0.8408
Epoch 322/500
450/450 [==============================] - 0s 813us/step - loss: 0.3877 - accuracy: 0.8401
Epoch 323/500
450/450 [==============================] - 0s 810us/step - loss: 0.3878 - accuracy: 0.8415
Epoch 324/500
450/450 [==============================] - 0s 795us/step - loss: 0.3875 - accuracy: 0.8429
Epoch 325/500
450/450 [==============================] - 0s 815us/step - loss: 0.3873 - accuracy: 0.8432
Epoch 326/500
450/450 [==============================] - 0s 802us/step - loss: 0.3874 - accuracy: 0.8426
Epoch 327/500
450/450 [==============================] - 0s 803us/step - loss: 0.3880 - accuracy: 0.8414
Epoch 328/500
450/450 [==============================] - 0s 816us/step - loss: 0.3871 - accuracy: 0.8406
Epoch 329/500
450/450 [==============================] - 0s 811us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 330/500
450/450 [==============================] - 0s 816us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 331/500
450/450 [==============================] - 0s 815us/step - loss: 0.3872 - accuracy: 0.8396
Epoch 332/500
450/450 [==============================] - 0s 800us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 333/500
450/450 [==============================] - 0s 812us/step - loss: 0.3867 - accuracy: 0.8424
Epoch 334/500
450/450 [==============================] - 0s 819us/step - loss: 0.3872 - accuracy: 0.8415
Epoch 335/500
450/450 [==============================] - 0s 798us/step - loss: 0.3872 - accuracy: 0.8432
Epoch 336/500
450/450 [==============================] - 0s 840us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 337/500
450/450 [==============================] - 0s 798us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 338/500
450/450 [==============================] - 0s 804us/step - loss: 0.3871 - accuracy: 0.8419
Epoch 339/500
450/450 [==============================] - 0s 807us/step - loss: 0.3873 - accuracy: 0.8431
Epoch 340/500
450/450 [==============================] - 0s 796us/step - loss: 0.3874 - accuracy: 0.8436
Epoch 341/500
450/450 [==============================] - 0s 811us/step - loss: 0.3875 - accuracy: 0.8432
Epoch 342/500
450/450 [==============================] - 0s 812us/step - loss: 0.3877 - accuracy: 0.8410
Epoch 343/500
450/450 [==============================] - 0s 794us/step - loss: 0.3870 - accuracy: 0.8419
Epoch 344/500
450/450 [==============================] - 0s 811us/step - loss: 0.3873 - accuracy: 0.8431
Epoch 345/500
450/450 [==============================] - 0s 817us/step - loss: 0.3870 - accuracy: 0.8433
Epoch 346/500
450/450 [==============================] - 0s 817us/step - loss: 0.3876 - accuracy: 0.8429
Epoch 347/500
450/450 [==============================] - 0s 819us/step - loss: 0.3871 - accuracy: 0.8432
Epoch 348/500
450/450 [==============================] - 0s 801us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 349/500
450/450 [==============================] - 0s 809us/step - loss: 0.3873 - accuracy: 0.8432
Epoch 350/500
450/450 [==============================] - 0s 811us/step - loss: 0.3872 - accuracy: 0.8419
Epoch 351/500
450/450 [==============================] - 0s 818us/step - loss: 0.3872 - accuracy: 0.8424
Epoch 352/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8411
Epoch 353/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3873 - accuracy: 0.8443
Epoch 354/500
450/450 [==============================] - 0s 816us/step - loss: 0.3872 - accuracy: 0.84280s - loss: 0.3859 - accuracy: 
Epoch 355/500
450/450 [==============================] - 0s 822us/step - loss: 0.3870 - accuracy: 0.8425
Epoch 356/500
450/450 [==============================] - 0s 806us/step - loss: 0.3870 - accuracy: 0.8421
Epoch 357/500
450/450 [==============================] - 0s 886us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 358/500
450/450 [==============================] - 0s 810us/step - loss: 0.3866 - accuracy: 0.8436
Epoch 359/500
450/450 [==============================] - 0s 806us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 360/500
450/450 [==============================] - 0s 807us/step - loss: 0.3870 - accuracy: 0.8433
Epoch 361/500
450/450 [==============================] - 0s 802us/step - loss: 0.3870 - accuracy: 0.8421
Epoch 362/500
450/450 [==============================] - 0s 806us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 363/500
450/450 [==============================] - 0s 800us/step - loss: 0.3870 - accuracy: 0.8435
Epoch 364/500
450/450 [==============================] - 0s 800us/step - loss: 0.3870 - accuracy: 0.8442
Epoch 365/500
450/450 [==============================] - 0s 808us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 366/500
450/450 [==============================] - 0s 968us/step - loss: 0.3865 - accuracy: 0.8438
Epoch 367/500
450/450 [==============================] - 0s 804us/step - loss: 0.3870 - accuracy: 0.8426
Epoch 368/500
450/450 [==============================] - 0s 811us/step - loss: 0.3865 - accuracy: 0.8422
Epoch 369/500
450/450 [==============================] - 0s 811us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 370/500
450/450 [==============================] - 0s 816us/step - loss: 0.3864 - accuracy: 0.8426
Epoch 371/500
450/450 [==============================] - 0s 803us/step - loss: 0.3867 - accuracy: 0.8442
Epoch 372/500
450/450 [==============================] - 0s 818us/step - loss: 0.3869 - accuracy: 0.8451
Epoch 373/500
450/450 [==============================] - 0s 807us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 374/500
450/450 [==============================] - 0s 801us/step - loss: 0.3870 - accuracy: 0.8428
Epoch 375/500
450/450 [==============================] - 0s 808us/step - loss: 0.3873 - accuracy: 0.8432
Epoch 376/500
450/450 [==============================] - 0s 814us/step - loss: 0.3873 - accuracy: 0.8431
Epoch 377/500
450/450 [==============================] - 0s 798us/step - loss: 0.3864 - accuracy: 0.8429
Epoch 378/500
450/450 [==============================] - 0s 809us/step - loss: 0.3862 - accuracy: 0.8432
Epoch 379/500
450/450 [==============================] - 0s 809us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 380/500
450/450 [==============================] - 0s 807us/step - loss: 0.3862 - accuracy: 0.8435
Epoch 381/500
450/450 [==============================] - 0s 815us/step - loss: 0.3870 - accuracy: 0.8425
Epoch 382/500
450/450 [==============================] - 0s 822us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 383/500
450/450 [==============================] - 0s 798us/step - loss: 0.3865 - accuracy: 0.8417
Epoch 384/500
450/450 [==============================] - 0s 816us/step - loss: 0.3868 - accuracy: 0.8433
Epoch 385/500
450/450 [==============================] - 0s 792us/step - loss: 0.3866 - accuracy: 0.8435
Epoch 386/500
450/450 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 387/500
450/450 [==============================] - 0s 816us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 388/500
450/450 [==============================] - 0s 801us/step - loss: 0.3869 - accuracy: 0.8418
Epoch 389/500
450/450 [==============================] - 0s 801us/step - loss: 0.3873 - accuracy: 0.8422
Epoch 390/500
450/450 [==============================] - 0s 822us/step - loss: 0.3867 - accuracy: 0.8431
Epoch 391/500
450/450 [==============================] - 0s 795us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 392/500
450/450 [==============================] - 0s 818us/step - loss: 0.3870 - accuracy: 0.8425
Epoch 393/500
450/450 [==============================] - 0s 796us/step - loss: 0.3861 - accuracy: 0.8415
Epoch 394/500
450/450 [==============================] - 0s 811us/step - loss: 0.3863 - accuracy: 0.8419
Epoch 395/500
450/450 [==============================] - 0s 796us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 396/500
450/450 [==============================] - 0s 800us/step - loss: 0.3867 - accuracy: 0.8435
Epoch 397/500
450/450 [==============================] - 0s 807us/step - loss: 0.3864 - accuracy: 0.8436
Epoch 398/500
450/450 [==============================] - 0s 816us/step - loss: 0.3869 - accuracy: 0.8447
Epoch 399/500
450/450 [==============================] - 0s 799us/step - loss: 0.3863 - accuracy: 0.8438
Epoch 400/500
450/450 [==============================] - 0s 802us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 401/500
450/450 [==============================] - 0s 813us/step - loss: 0.3870 - accuracy: 0.8428
Epoch 402/500
450/450 [==============================] - 0s 800us/step - loss: 0.3868 - accuracy: 0.8418
Epoch 403/500
450/450 [==============================] - 0s 804us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 404/500
450/450 [==============================] - 0s 814us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 405/500
450/450 [==============================] - 0s 809us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 406/500
450/450 [==============================] - 0s 817us/step - loss: 0.3860 - accuracy: 0.8424
Epoch 407/500
450/450 [==============================] - 0s 800us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 408/500
450/450 [==============================] - 0s 813us/step - loss: 0.3863 - accuracy: 0.8411
Epoch 409/500
450/450 [==============================] - 0s 814us/step - loss: 0.3864 - accuracy: 0.8429
Epoch 410/500
450/450 [==============================] - 0s 812us/step - loss: 0.3860 - accuracy: 0.8432
Epoch 411/500
450/450 [==============================] - 0s 810us/step - loss: 0.3861 - accuracy: 0.8429
Epoch 412/500
450/450 [==============================] - 0s 809us/step - loss: 0.3860 - accuracy: 0.8417
Epoch 413/500
450/450 [==============================] - 0s 797us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 414/500
450/450 [==============================] - 0s 799us/step - loss: 0.3862 - accuracy: 0.8435
Epoch 415/500
450/450 [==============================] - 0s 804us/step - loss: 0.3864 - accuracy: 0.8424
Epoch 416/500
450/450 [==============================] - 0s 958us/step - loss: 0.3871 - accuracy: 0.8424
Epoch 417/500
450/450 [==============================] - 0s 859us/step - loss: 0.3866 - accuracy: 0.8424
Epoch 418/500
450/450 [==============================] - 0s 862us/step - loss: 0.3869 - accuracy: 0.8424
Epoch 419/500
450/450 [==============================] - 0s 809us/step - loss: 0.3871 - accuracy: 0.8422
Epoch 420/500
450/450 [==============================] - 0s 824us/step - loss: 0.3863 - accuracy: 0.8418
Epoch 421/500
450/450 [==============================] - 0s 811us/step - loss: 0.3869 - accuracy: 0.8425
Epoch 422/500
450/450 [==============================] - 0s 803us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 423/500
450/450 [==============================] - 0s 809us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 424/500
450/450 [==============================] - 0s 883us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 425/500
450/450 [==============================] - 0s 886us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 426/500
450/450 [==============================] - 0s 839us/step - loss: 0.3863 - accuracy: 0.8422
Epoch 427/500
450/450 [==============================] - 0s 803us/step - loss: 0.3867 - accuracy: 0.8426
Epoch 428/500
450/450 [==============================] - 0s 810us/step - loss: 0.3868 - accuracy: 0.8426
Epoch 429/500
450/450 [==============================] - 0s 813us/step - loss: 0.3870 - accuracy: 0.8428
Epoch 430/500
450/450 [==============================] - 0s 818us/step - loss: 0.3871 - accuracy: 0.8418
Epoch 431/500
450/450 [==============================] - 0s 794us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 432/500
450/450 [==============================] - 0s 811us/step - loss: 0.3871 - accuracy: 0.8424
Epoch 433/500
450/450 [==============================] - 0s 861us/step - loss: 0.3865 - accuracy: 0.8424
Epoch 434/500
450/450 [==============================] - 0s 795us/step - loss: 0.3864 - accuracy: 0.8426
Epoch 435/500
450/450 [==============================] - 0s 811us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 436/500
450/450 [==============================] - 0s 820us/step - loss: 0.3862 - accuracy: 0.8425
Epoch 437/500
450/450 [==============================] - 0s 797us/step - loss: 0.3870 - accuracy: 0.8439
Epoch 438/500
450/450 [==============================] - 0s 811us/step - loss: 0.3864 - accuracy: 0.8439
Epoch 439/500
450/450 [==============================] - 0s 792us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 440/500
450/450 [==============================] - 0s 810us/step - loss: 0.3870 - accuracy: 0.8428
Epoch 441/500
450/450 [==============================] - 0s 798us/step - loss: 0.3871 - accuracy: 0.8426
Epoch 442/500
450/450 [==============================] - 0s 795us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 443/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3870 - accuracy: 0.8415
Epoch 444/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3868 - accuracy: 0.8438
Epoch 445/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3871 - accuracy: 0.8414
Epoch 446/500
450/450 [==============================] - 0s 933us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 447/500
450/450 [==============================] - 0s 936us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 448/500
450/450 [==============================] - 0s 861us/step - loss: 0.3863 - accuracy: 0.8419
Epoch 449/500
450/450 [==============================] - 0s 914us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 450/500
450/450 [==============================] - 0s 858us/step - loss: 0.3867 - accuracy: 0.8429
Epoch 451/500
450/450 [==============================] - 0s 865us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 452/500
450/450 [==============================] - 0s 907us/step - loss: 0.3855 - accuracy: 0.8424
Epoch 453/500
450/450 [==============================] - 0s 841us/step - loss: 0.3860 - accuracy: 0.8439
Epoch 454/500
450/450 [==============================] - 0s 837us/step - loss: 0.3866 - accuracy: 0.8429
Epoch 455/500
450/450 [==============================] - 0s 820us/step - loss: 0.3864 - accuracy: 0.8418
Epoch 456/500
450/450 [==============================] - 0s 798us/step - loss: 0.3870 - accuracy: 0.8425
Epoch 457/500
450/450 [==============================] - 0s 853us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 458/500
450/450 [==============================] - 0s 919us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 459/500
450/450 [==============================] - 0s 882us/step - loss: 0.3866 - accuracy: 0.8418
Epoch 460/500
450/450 [==============================] - 0s 862us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 461/500
450/450 [==============================] - 0s 818us/step - loss: 0.3863 - accuracy: 0.8426
Epoch 462/500
450/450 [==============================] - 0s 808us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 463/500
450/450 [==============================] - 0s 810us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 464/500
450/450 [==============================] - 0s 795us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 465/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3866 - accuracy: 0.8415
Epoch 466/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3869 - accuracy: 0.8415
Epoch 467/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8411
Epoch 468/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8438
Epoch 469/500
450/450 [==============================] - 0s 864us/step - loss: 0.3865 - accuracy: 0.8419
Epoch 470/500
450/450 [==============================] - 0s 875us/step - loss: 0.3862 - accuracy: 0.8418
Epoch 471/500
450/450 [==============================] - 0s 883us/step - loss: 0.3863 - accuracy: 0.8432
Epoch 472/500
450/450 [==============================] - 0s 827us/step - loss: 0.3860 - accuracy: 0.8446
Epoch 473/500
450/450 [==============================] - 0s 805us/step - loss: 0.3862 - accuracy: 0.8414
Epoch 474/500
450/450 [==============================] - 0s 806us/step - loss: 0.3869 - accuracy: 0.8415
Epoch 475/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3863 - accuracy: 0.8418
Epoch 476/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8418
Epoch 477/500
450/450 [==============================] - 0s 808us/step - loss: 0.3865 - accuracy: 0.8421
Epoch 478/500
450/450 [==============================] - 0s 803us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 479/500
450/450 [==============================] - 0s 811us/step - loss: 0.3864 - accuracy: 0.8426
Epoch 480/500
450/450 [==============================] - 0s 807us/step - loss: 0.3865 - accuracy: 0.8429
Epoch 481/500
450/450 [==============================] - 0s 793us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 482/500
450/450 [==============================] - 0s 807us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 483/500
450/450 [==============================] - 0s 810us/step - loss: 0.3867 - accuracy: 0.8440
Epoch 484/500
450/450 [==============================] - 0s 800us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 485/500
450/450 [==============================] - 0s 812us/step - loss: 0.3861 - accuracy: 0.8417
Epoch 486/500
450/450 [==============================] - 0s 810us/step - loss: 0.3868 - accuracy: 0.8432
Epoch 487/500
450/450 [==============================] - 0s 801us/step - loss: 0.3863 - accuracy: 0.8421
Epoch 488/500
450/450 [==============================] - 0s 812us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 489/500
450/450 [==============================] - 0s 795us/step - loss: 0.3866 - accuracy: 0.8433
Epoch 490/500
450/450 [==============================] - 0s 805us/step - loss: 0.3868 - accuracy: 0.8400
Epoch 491/500
450/450 [==============================] - 0s 823us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 492/500
450/450 [==============================] - 0s 787us/step - loss: 0.3866 - accuracy: 0.8429
Epoch 493/500
450/450 [==============================] - 0s 805us/step - loss: 0.3862 - accuracy: 0.8425
Epoch 494/500
450/450 [==============================] - 0s 805us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 495/500
450/450 [==============================] - 0s 802us/step - loss: 0.3859 - accuracy: 0.8414
Epoch 496/500
450/450 [==============================] - 0s 807us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 497/500
450/450 [==============================] - 0s 801us/step - loss: 0.3864 - accuracy: 0.8424
Epoch 498/500
450/450 [==============================] - 0s 802us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 499/500
450/450 [==============================] - 0s 801us/step - loss: 0.3867 - accuracy: 0.8440
Epoch 500/500
450/450 [==============================] - 0s 793us/step - loss: 0.3862 - accuracy: 0.8418
Epoch 1/500
450/450 [==============================] - 0s 760us/step - loss: 0.5870 - accuracy: 0.7962
Epoch 2/500
450/450 [==============================] - 0s 755us/step - loss: 0.5186 - accuracy: 0.7962
Epoch 3/500
450/450 [==============================] - 0s 776us/step - loss: 0.5081 - accuracy: 0.7962
Epoch 4/500
450/450 [==============================] - 0s 779us/step - loss: 0.5062 - accuracy: 0.7962
Epoch 5/500
450/450 [==============================] - 0s 755us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 6/500
450/450 [==============================] - 0s 772us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 7/500
450/450 [==============================] - 0s 777us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 8/500
450/450 [==============================] - 0s 778us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 9/500
450/450 [==============================] - 0s 802us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 10/500
450/450 [==============================] - 0s 751us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 11/500
450/450 [==============================] - 0s 770us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 12/500
450/450 [==============================] - 0s 761us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 13/500
450/450 [==============================] - 0s 770us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 14/500
450/450 [==============================] - 0s 765us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 15/500
450/450 [==============================] - 0s 887us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 16/500
450/450 [==============================] - 0s 726us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 17/500
450/450 [==============================] - 0s 734us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 18/500
450/450 [==============================] - 0s 729us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 19/500
450/450 [==============================] - 0s 721us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 20/500
450/450 [==============================] - 0s 732us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 21/500
450/450 [==============================] - 0s 726us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 22/500
450/450 [==============================] - 0s 715us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 23/500
450/450 [==============================] - 0s 736us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 24/500
450/450 [==============================] - 0s 731us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 25/500
450/450 [==============================] - 0s 714us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 26/500
450/450 [==============================] - 0s 727us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 27/500
450/450 [==============================] - 0s 739us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 28/500
450/450 [==============================] - 0s 738us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 29/500
450/450 [==============================] - 0s 728us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 30/500
450/450 [==============================] - 0s 740us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 31/500
450/450 [==============================] - 0s 731us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 32/500
450/450 [==============================] - 0s 730us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 33/500
450/450 [==============================] - 0s 767us/step - loss: 0.5045 - accuracy: 0.7962
Epoch 34/500
450/450 [==============================] - 0s 744us/step - loss: 0.5042 - accuracy: 0.7962
Epoch 35/500
450/450 [==============================] - 0s 762us/step - loss: 0.5037 - accuracy: 0.7962
Epoch 36/500
450/450 [==============================] - 0s 760us/step - loss: 0.5029 - accuracy: 0.7962
Epoch 37/500
450/450 [==============================] - 0s 754us/step - loss: 0.5018 - accuracy: 0.7962
Epoch 38/500
450/450 [==============================] - 0s 765us/step - loss: 0.5001 - accuracy: 0.7962
Epoch 39/500
450/450 [==============================] - 0s 771us/step - loss: 0.4976 - accuracy: 0.7962
Epoch 40/500
450/450 [==============================] - 0s 757us/step - loss: 0.4937 - accuracy: 0.7962
Epoch 41/500
450/450 [==============================] - 0s 773us/step - loss: 0.4879 - accuracy: 0.7962
Epoch 42/500
450/450 [==============================] - 0s 779us/step - loss: 0.4797 - accuracy: 0.7962
Epoch 43/500
450/450 [==============================] - 0s 772us/step - loss: 0.4697 - accuracy: 0.7962
Epoch 44/500
450/450 [==============================] - 0s 833us/step - loss: 0.4594 - accuracy: 0.7962
Epoch 45/500
450/450 [==============================] - 0s 755us/step - loss: 0.4508 - accuracy: 0.7962
Epoch 46/500
450/450 [==============================] - 0s 762us/step - loss: 0.4444 - accuracy: 0.7962
Epoch 47/500
450/450 [==============================] - 0s 772us/step - loss: 0.4400 - accuracy: 0.7962
Epoch 48/500
450/450 [==============================] - 0s 771us/step - loss: 0.4370 - accuracy: 0.7962
Epoch 49/500
450/450 [==============================] - 0s 758us/step - loss: 0.4350 - accuracy: 0.7962
Epoch 50/500
450/450 [==============================] - 0s 777us/step - loss: 0.4336 - accuracy: 0.7962
Epoch 51/500
450/450 [==============================] - 0s 763us/step - loss: 0.4326 - accuracy: 0.7962
Epoch 52/500
450/450 [==============================] - 0s 780us/step - loss: 0.4319 - accuracy: 0.7962
Epoch 53/500
450/450 [==============================] - 0s 758us/step - loss: 0.4312 - accuracy: 0.7962
Epoch 54/500
450/450 [==============================] - 0s 753us/step - loss: 0.4306 - accuracy: 0.7962
Epoch 55/500
450/450 [==============================] - 0s 769us/step - loss: 0.4302 - accuracy: 0.7962
Epoch 56/500
450/450 [==============================] - 0s 751us/step - loss: 0.4299 - accuracy: 0.7962
Epoch 57/500
450/450 [==============================] - 0s 771us/step - loss: 0.4294 - accuracy: 0.7962
Epoch 58/500
450/450 [==============================] - 0s 767us/step - loss: 0.4292 - accuracy: 0.7962
Epoch 59/500
450/450 [==============================] - 0s 772us/step - loss: 0.4289 - accuracy: 0.7962
Epoch 60/500
450/450 [==============================] - 0s 752us/step - loss: 0.4286 - accuracy: 0.7962
Epoch 61/500
450/450 [==============================] - 0s 764us/step - loss: 0.4283 - accuracy: 0.7962
Epoch 62/500
450/450 [==============================] - 0s 766us/step - loss: 0.4280 - accuracy: 0.7962
Epoch 63/500
450/450 [==============================] - 0s 996us/step - loss: 0.4274 - accuracy: 0.7962
Epoch 64/500
450/450 [==============================] - 0s 747us/step - loss: 0.4272 - accuracy: 0.7962
Epoch 65/500
450/450 [==============================] - 0s 729us/step - loss: 0.4266 - accuracy: 0.7962
Epoch 66/500
450/450 [==============================] - 0s 738us/step - loss: 0.4259 - accuracy: 0.7962
Epoch 67/500
450/450 [==============================] - 0s 738us/step - loss: 0.4259 - accuracy: 0.7962
Epoch 68/500
450/450 [==============================] - 0s 722us/step - loss: 0.4253 - accuracy: 0.7962
Epoch 69/500
450/450 [==============================] - 0s 719us/step - loss: 0.4247 - accuracy: 0.7962
Epoch 70/500
450/450 [==============================] - 0s 738us/step - loss: 0.4243 - accuracy: 0.7962
Epoch 71/500
450/450 [==============================] - 0s 745us/step - loss: 0.4235 - accuracy: 0.7962
Epoch 72/500
450/450 [==============================] - 0s 714us/step - loss: 0.4229 - accuracy: 0.7961
Epoch 73/500
450/450 [==============================] - 0s 729us/step - loss: 0.4223 - accuracy: 0.7962
Epoch 74/500
450/450 [==============================] - 0s 726us/step - loss: 0.4215 - accuracy: 0.7962
Epoch 75/500
450/450 [==============================] - 0s 719us/step - loss: 0.4204 - accuracy: 0.7921
Epoch 76/500
450/450 [==============================] - 0s 725us/step - loss: 0.4197 - accuracy: 0.7928
Epoch 77/500
450/450 [==============================] - 0s 719us/step - loss: 0.4183 - accuracy: 0.7926
Epoch 78/500
450/450 [==============================] - 0s 720us/step - loss: 0.4172 - accuracy: 0.7922
Epoch 79/500
450/450 [==============================] - 0s 732us/step - loss: 0.4155 - accuracy: 0.7957
Epoch 80/500
450/450 [==============================] - 0s 716us/step - loss: 0.4144 - accuracy: 0.7954
Epoch 81/500
450/450 [==============================] - 0s 716us/step - loss: 0.4128 - accuracy: 0.7957
Epoch 82/500
450/450 [==============================] - 0s 725us/step - loss: 0.4114 - accuracy: 0.7954
Epoch 83/500
450/450 [==============================] - 0s 725us/step - loss: 0.4096 - accuracy: 0.7982
Epoch 84/500
450/450 [==============================] - 0s 721us/step - loss: 0.4075 - accuracy: 0.7987
Epoch 85/500
450/450 [==============================] - 0s 753us/step - loss: 0.4049 - accuracy: 0.8006
Epoch 86/500
450/450 [==============================] - 0s 729us/step - loss: 0.4019 - accuracy: 0.8026
Epoch 87/500
450/450 [==============================] - 0s 719us/step - loss: 0.3998 - accuracy: 0.8043
Epoch 88/500
450/450 [==============================] - 0s 728us/step - loss: 0.3964 - accuracy: 0.8067
Epoch 89/500
450/450 [==============================] - 0s 733us/step - loss: 0.3937 - accuracy: 0.8138
Epoch 90/500
450/450 [==============================] - 0s 715us/step - loss: 0.3896 - accuracy: 0.8221
Epoch 91/500
450/450 [==============================] - 0s 722us/step - loss: 0.3865 - accuracy: 0.8272
Epoch 92/500
450/450 [==============================] - 0s 747us/step - loss: 0.3836 - accuracy: 0.8296
Epoch 93/500
450/450 [==============================] - 0s 724us/step - loss: 0.3810 - accuracy: 0.8386
Epoch 94/500
450/450 [==============================] - 0s 724us/step - loss: 0.3783 - accuracy: 0.8406
Epoch 95/500
450/450 [==============================] - 0s 740us/step - loss: 0.3754 - accuracy: 0.8478
Epoch 96/500
450/450 [==============================] - 0s 726us/step - loss: 0.3727 - accuracy: 0.8517
Epoch 97/500
450/450 [==============================] - 0s 728us/step - loss: 0.3697 - accuracy: 0.8533
Epoch 98/500
450/450 [==============================] - 0s 741us/step - loss: 0.3675 - accuracy: 0.8562
Epoch 99/500
450/450 [==============================] - 0s 714us/step - loss: 0.3660 - accuracy: 0.8569
Epoch 100/500
450/450 [==============================] - 0s 730us/step - loss: 0.3640 - accuracy: 0.8567
Epoch 101/500
450/450 [==============================] - 0s 736us/step - loss: 0.3626 - accuracy: 0.8568
Epoch 102/500
450/450 [==============================] - 0s 734us/step - loss: 0.3611 - accuracy: 0.8581
Epoch 103/500
450/450 [==============================] - 0s 728us/step - loss: 0.3600 - accuracy: 0.8582
Epoch 104/500
450/450 [==============================] - 0s 725us/step - loss: 0.3593 - accuracy: 0.8571
Epoch 105/500
450/450 [==============================] - 0s 719us/step - loss: 0.3577 - accuracy: 0.8583
Epoch 106/500
450/450 [==============================] - 0s 729us/step - loss: 0.3573 - accuracy: 0.8583
Epoch 107/500
450/450 [==============================] - 0s 737us/step - loss: 0.3563 - accuracy: 0.8571
Epoch 108/500
450/450 [==============================] - 0s 739us/step - loss: 0.3561 - accuracy: 0.8586
Epoch 109/500
450/450 [==============================] - 0s 728us/step - loss: 0.3554 - accuracy: 0.8579
Epoch 110/500
450/450 [==============================] - 0s 737us/step - loss: 0.3546 - accuracy: 0.8587
Epoch 111/500
450/450 [==============================] - 0s 712us/step - loss: 0.3549 - accuracy: 0.8587
Epoch 112/500
450/450 [==============================] - 0s 726us/step - loss: 0.3537 - accuracy: 0.8594
Epoch 113/500
450/450 [==============================] - 0s 733us/step - loss: 0.3526 - accuracy: 0.8582
Epoch 114/500
450/450 [==============================] - 0s 716us/step - loss: 0.3526 - accuracy: 0.8594
Epoch 115/500
450/450 [==============================] - 0s 729us/step - loss: 0.3524 - accuracy: 0.8579
Epoch 116/500
450/450 [==============================] - 0s 742us/step - loss: 0.3518 - accuracy: 0.8592
Epoch 117/500
450/450 [==============================] - 0s 716us/step - loss: 0.3507 - accuracy: 0.8597
Epoch 118/500
450/450 [==============================] - 0s 724us/step - loss: 0.3504 - accuracy: 0.8596
Epoch 119/500
450/450 [==============================] - 0s 734us/step - loss: 0.3500 - accuracy: 0.8593
Epoch 120/500
450/450 [==============================] - 0s 879us/step - loss: 0.3502 - accuracy: 0.8593
Epoch 121/500
450/450 [==============================] - 0s 778us/step - loss: 0.3496 - accuracy: 0.8586
Epoch 122/500
450/450 [==============================] - 0s 734us/step - loss: 0.3489 - accuracy: 0.8592
Epoch 123/500
450/450 [==============================] - 0s 723us/step - loss: 0.3489 - accuracy: 0.8599
Epoch 124/500
450/450 [==============================] - 0s 728us/step - loss: 0.3478 - accuracy: 0.8586
Epoch 125/500
450/450 [==============================] - 0s 738us/step - loss: 0.3485 - accuracy: 0.8579
Epoch 126/500
450/450 [==============================] - 0s 723us/step - loss: 0.3479 - accuracy: 0.8578
Epoch 127/500
450/450 [==============================] - 0s 730us/step - loss: 0.3480 - accuracy: 0.8575
Epoch 128/500
450/450 [==============================] - 0s 738us/step - loss: 0.3470 - accuracy: 0.8599
Epoch 129/500
450/450 [==============================] - 0s 788us/step - loss: 0.3481 - accuracy: 0.8581
Epoch 130/500
450/450 [==============================] - 0s 940us/step - loss: 0.3472 - accuracy: 0.8585
Epoch 131/500
450/450 [==============================] - 0s 741us/step - loss: 0.3471 - accuracy: 0.8593
Epoch 132/500
450/450 [==============================] - 0s 734us/step - loss: 0.3470 - accuracy: 0.8594
Epoch 133/500
450/450 [==============================] - 0s 754us/step - loss: 0.3466 - accuracy: 0.8594
Epoch 134/500
450/450 [==============================] - 0s 735us/step - loss: 0.3471 - accuracy: 0.8600
Epoch 135/500
450/450 [==============================] - 0s 846us/step - loss: 0.3462 - accuracy: 0.8593
Epoch 136/500
450/450 [==============================] - 0s 915us/step - loss: 0.3456 - accuracy: 0.8574
Epoch 137/500
450/450 [==============================] - 0s 806us/step - loss: 0.3467 - accuracy: 0.8590
Epoch 138/500
450/450 [==============================] - 0s 815us/step - loss: 0.3460 - accuracy: 0.8611
Epoch 139/500
450/450 [==============================] - 0s 813us/step - loss: 0.3464 - accuracy: 0.8606
Epoch 140/500
450/450 [==============================] - 0s 795us/step - loss: 0.3460 - accuracy: 0.8600
Epoch 141/500
450/450 [==============================] - 0s 793us/step - loss: 0.3461 - accuracy: 0.8585
Epoch 142/500
450/450 [==============================] - 0s 728us/step - loss: 0.3456 - accuracy: 0.8601
Epoch 143/500
450/450 [==============================] - 0s 726us/step - loss: 0.3452 - accuracy: 0.8599
Epoch 144/500
450/450 [==============================] - 0s 833us/step - loss: 0.3461 - accuracy: 0.8585
Epoch 145/500
450/450 [==============================] - 0s 741us/step - loss: 0.3456 - accuracy: 0.8593
Epoch 146/500
450/450 [==============================] - 0s 726us/step - loss: 0.3450 - accuracy: 0.8581
Epoch 147/500
450/450 [==============================] - 0s 746us/step - loss: 0.3457 - accuracy: 0.8590
Epoch 148/500
450/450 [==============================] - 0s 722us/step - loss: 0.3456 - accuracy: 0.8597
Epoch 149/500
450/450 [==============================] - 0s 725us/step - loss: 0.3455 - accuracy: 0.8592
Epoch 150/500
450/450 [==============================] - 0s 755us/step - loss: 0.3449 - accuracy: 0.8601
Epoch 151/500
450/450 [==============================] - 0s 737us/step - loss: 0.3450 - accuracy: 0.8586
Epoch 152/500
450/450 [==============================] - 0s 725us/step - loss: 0.3447 - accuracy: 0.8581
Epoch 153/500
450/450 [==============================] - 0s 732us/step - loss: 0.3450 - accuracy: 0.8587
Epoch 154/500
450/450 [==============================] - 0s 747us/step - loss: 0.3447 - accuracy: 0.8597
Epoch 155/500
450/450 [==============================] - 0s 722us/step - loss: 0.3446 - accuracy: 0.8603
Epoch 156/500
450/450 [==============================] - 0s 737us/step - loss: 0.3445 - accuracy: 0.8579
Epoch 157/500
450/450 [==============================] - 0s 739us/step - loss: 0.3445 - accuracy: 0.8606
Epoch 158/500
450/450 [==============================] - 0s 725us/step - loss: 0.3449 - accuracy: 0.8603
Epoch 159/500
450/450 [==============================] - 0s 741us/step - loss: 0.3446 - accuracy: 0.8603
Epoch 160/500
450/450 [==============================] - 0s 768us/step - loss: 0.3451 - accuracy: 0.8600
Epoch 161/500
450/450 [==============================] - 0s 723us/step - loss: 0.3447 - accuracy: 0.8611
Epoch 162/500
450/450 [==============================] - 0s 736us/step - loss: 0.3445 - accuracy: 0.8610
Epoch 163/500
450/450 [==============================] - 0s 725us/step - loss: 0.3442 - accuracy: 0.8611
Epoch 164/500
450/450 [==============================] - 0s 727us/step - loss: 0.3445 - accuracy: 0.8590
Epoch 165/500
450/450 [==============================] - 0s 733us/step - loss: 0.3444 - accuracy: 0.8589
Epoch 166/500
450/450 [==============================] - 0s 754us/step - loss: 0.3446 - accuracy: 0.8612
Epoch 167/500
450/450 [==============================] - 0s 723us/step - loss: 0.3448 - accuracy: 0.8600
Epoch 168/500
450/450 [==============================] - 0s 791us/step - loss: 0.3446 - accuracy: 0.8593
Epoch 169/500
450/450 [==============================] - 0s 900us/step - loss: 0.3441 - accuracy: 0.8600
Epoch 170/500
450/450 [==============================] - 0s 736us/step - loss: 0.3445 - accuracy: 0.8607
Epoch 171/500
450/450 [==============================] - 0s 733us/step - loss: 0.3440 - accuracy: 0.8582
Epoch 172/500
450/450 [==============================] - 0s 720us/step - loss: 0.3444 - accuracy: 0.8599
Epoch 173/500
450/450 [==============================] - 0s 738us/step - loss: 0.3438 - accuracy: 0.8604
Epoch 174/500
450/450 [==============================] - 0s 753us/step - loss: 0.3433 - accuracy: 0.8592
Epoch 175/500
450/450 [==============================] - 0s 718us/step - loss: 0.3450 - accuracy: 0.8589
Epoch 176/500
450/450 [==============================] - 0s 738us/step - loss: 0.3440 - accuracy: 0.8592
Epoch 177/500
450/450 [==============================] - 0s 744us/step - loss: 0.3445 - accuracy: 0.8597
Epoch 178/500
450/450 [==============================] - 0s 736us/step - loss: 0.3443 - accuracy: 0.8590
Epoch 179/500
450/450 [==============================] - 0s 735us/step - loss: 0.3441 - accuracy: 0.8604
Epoch 180/500
450/450 [==============================] - 0s 740us/step - loss: 0.3445 - accuracy: 0.8594
Epoch 181/500
450/450 [==============================] - 0s 721us/step - loss: 0.3438 - accuracy: 0.8599
Epoch 182/500
450/450 [==============================] - 0s 734us/step - loss: 0.3435 - accuracy: 0.8582
Epoch 183/500
450/450 [==============================] - 0s 745us/step - loss: 0.3441 - accuracy: 0.8615
Epoch 184/500
450/450 [==============================] - 0s 728us/step - loss: 0.3436 - accuracy: 0.8597
Epoch 185/500
450/450 [==============================] - 0s 741us/step - loss: 0.3443 - accuracy: 0.8593
Epoch 186/500
450/450 [==============================] - 0s 739us/step - loss: 0.3436 - accuracy: 0.8617
Epoch 187/500
450/450 [==============================] - 0s 719us/step - loss: 0.3440 - accuracy: 0.8597
Epoch 188/500
450/450 [==============================] - 0s 735us/step - loss: 0.3435 - accuracy: 0.8606
Epoch 189/500
450/450 [==============================] - 0s 738us/step - loss: 0.3439 - accuracy: 0.8604
Epoch 190/500
450/450 [==============================] - 0s 739us/step - loss: 0.3441 - accuracy: 0.8604
Epoch 191/500
450/450 [==============================] - 0s 741us/step - loss: 0.3436 - accuracy: 0.8596
Epoch 192/500
450/450 [==============================] - 0s 937us/step - loss: 0.3443 - accuracy: 0.86030s - loss: 0.3451 - accuracy
Epoch 193/500
450/450 [==============================] - 0s 791us/step - loss: 0.3442 - accuracy: 0.8590
Epoch 194/500
450/450 [==============================] - 0s 752us/step - loss: 0.3438 - accuracy: 0.8600
Epoch 195/500
450/450 [==============================] - 0s 733us/step - loss: 0.3438 - accuracy: 0.8593
Epoch 196/500
450/450 [==============================] - 0s 720us/step - loss: 0.3436 - accuracy: 0.8603
Epoch 197/500
450/450 [==============================] - 0s 734us/step - loss: 0.3437 - accuracy: 0.8600
Epoch 198/500
450/450 [==============================] - 0s 741us/step - loss: 0.3437 - accuracy: 0.86120s - loss: 0.3470 - accuracy: 0.86
Epoch 199/500
450/450 [==============================] - 0s 717us/step - loss: 0.3440 - accuracy: 0.8594
Epoch 200/500
450/450 [==============================] - 0s 731us/step - loss: 0.3434 - accuracy: 0.8610
Epoch 201/500
450/450 [==============================] - 0s 754us/step - loss: 0.3440 - accuracy: 0.8599
Epoch 202/500
450/450 [==============================] - 0s 722us/step - loss: 0.3434 - accuracy: 0.8612
Epoch 203/500
450/450 [==============================] - 0s 739us/step - loss: 0.3440 - accuracy: 0.8592
Epoch 204/500
450/450 [==============================] - 0s 746us/step - loss: 0.3438 - accuracy: 0.8590
Epoch 205/500
450/450 [==============================] - 0s 729us/step - loss: 0.3436 - accuracy: 0.8606
Epoch 206/500
450/450 [==============================] - 0s 733us/step - loss: 0.3431 - accuracy: 0.8610
Epoch 207/500
450/450 [==============================] - 0s 740us/step - loss: 0.3436 - accuracy: 0.8592
Epoch 208/500
450/450 [==============================] - 0s 745us/step - loss: 0.3437 - accuracy: 0.8614
Epoch 209/500
450/450 [==============================] - 0s 764us/step - loss: 0.3435 - accuracy: 0.8593
Epoch 210/500
450/450 [==============================] - 0s 744us/step - loss: 0.3439 - accuracy: 0.8601
Epoch 211/500
450/450 [==============================] - 0s 719us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 212/500
450/450 [==============================] - 0s 746us/step - loss: 0.3433 - accuracy: 0.8582
Epoch 213/500
450/450 [==============================] - 0s 753us/step - loss: 0.3439 - accuracy: 0.8599
Epoch 214/500
450/450 [==============================] - 0s 722us/step - loss: 0.3437 - accuracy: 0.8601
Epoch 215/500
450/450 [==============================] - 0s 735us/step - loss: 0.3434 - accuracy: 0.8587
Epoch 216/500
450/450 [==============================] - 0s 730us/step - loss: 0.3432 - accuracy: 0.8593
Epoch 217/500
450/450 [==============================] - 0s 733us/step - loss: 0.3427 - accuracy: 0.8601
Epoch 218/500
450/450 [==============================] - 0s 739us/step - loss: 0.3436 - accuracy: 0.8610
Epoch 219/500
450/450 [==============================] - 0s 739us/step - loss: 0.3434 - accuracy: 0.8589
Epoch 220/500
450/450 [==============================] - 0s 738us/step - loss: 0.3436 - accuracy: 0.8608
Epoch 221/500
450/450 [==============================] - 0s 734us/step - loss: 0.3437 - accuracy: 0.8590
Epoch 222/500
450/450 [==============================] - 0s 744us/step - loss: 0.3436 - accuracy: 0.8593
Epoch 223/500
450/450 [==============================] - 0s 738us/step - loss: 0.3433 - accuracy: 0.8592
Epoch 224/500
450/450 [==============================] - 0s 743us/step - loss: 0.3437 - accuracy: 0.8611
Epoch 225/500
450/450 [==============================] - 0s 741us/step - loss: 0.3434 - accuracy: 0.8594
Epoch 226/500
450/450 [==============================] - 0s 720us/step - loss: 0.3433 - accuracy: 0.8599
Epoch 227/500
450/450 [==============================] - 0s 742us/step - loss: 0.3433 - accuracy: 0.8606
Epoch 228/500
450/450 [==============================] - 0s 747us/step - loss: 0.3436 - accuracy: 0.8594
Epoch 229/500
450/450 [==============================] - 0s 721us/step - loss: 0.3434 - accuracy: 0.8596
Epoch 230/500
450/450 [==============================] - 0s 747us/step - loss: 0.3435 - accuracy: 0.8601
Epoch 231/500
450/450 [==============================] - 0s 723us/step - loss: 0.3432 - accuracy: 0.8608
Epoch 232/500
450/450 [==============================] - 0s 723us/step - loss: 0.3433 - accuracy: 0.8603
Epoch 233/500
450/450 [==============================] - 0s 745us/step - loss: 0.3434 - accuracy: 0.8604
Epoch 234/500
450/450 [==============================] - 0s 735us/step - loss: 0.3430 - accuracy: 0.8625
Epoch 235/500
450/450 [==============================] - 0s 722us/step - loss: 0.3430 - accuracy: 0.8582
Epoch 236/500
450/450 [==============================] - 0s 737us/step - loss: 0.3436 - accuracy: 0.8601
Epoch 237/500
450/450 [==============================] - 0s 742us/step - loss: 0.3428 - accuracy: 0.8608
Epoch 238/500
450/450 [==============================] - 0s 720us/step - loss: 0.3437 - accuracy: 0.8606
Epoch 239/500
450/450 [==============================] - 0s 742us/step - loss: 0.3429 - accuracy: 0.8603
Epoch 240/500
450/450 [==============================] - 0s 741us/step - loss: 0.3432 - accuracy: 0.8590
Epoch 241/500
450/450 [==============================] - 0s 720us/step - loss: 0.3434 - accuracy: 0.8593
Epoch 242/500
450/450 [==============================] - 0s 740us/step - loss: 0.3427 - accuracy: 0.8593
Epoch 243/500
450/450 [==============================] - 0s 750us/step - loss: 0.3433 - accuracy: 0.8604
Epoch 244/500
450/450 [==============================] - 0s 726us/step - loss: 0.3433 - accuracy: 0.8618
Epoch 245/500
450/450 [==============================] - 0s 740us/step - loss: 0.3429 - accuracy: 0.8607
Epoch 246/500
450/450 [==============================] - 0s 744us/step - loss: 0.3430 - accuracy: 0.8592
Epoch 247/500
450/450 [==============================] - 0s 720us/step - loss: 0.3434 - accuracy: 0.8600
Epoch 248/500
450/450 [==============================] - 0s 733us/step - loss: 0.3427 - accuracy: 0.8600
Epoch 249/500
450/450 [==============================] - 0s 728us/step - loss: 0.3432 - accuracy: 0.8592
Epoch 250/500
450/450 [==============================] - 0s 742us/step - loss: 0.3431 - accuracy: 0.8606
Epoch 251/500
450/450 [==============================] - 0s 740us/step - loss: 0.3425 - accuracy: 0.8606
Epoch 252/500
450/450 [==============================] - 0s 747us/step - loss: 0.3430 - accuracy: 0.8608
Epoch 253/500
450/450 [==============================] - 0s 722us/step - loss: 0.3423 - accuracy: 0.8597
Epoch 254/500
450/450 [==============================] - 0s 731us/step - loss: 0.3428 - accuracy: 0.8600
Epoch 255/500
450/450 [==============================] - 0s 749us/step - loss: 0.3424 - accuracy: 0.8596
Epoch 256/500
450/450 [==============================] - 0s 718us/step - loss: 0.3425 - accuracy: 0.8587
Epoch 257/500
450/450 [==============================] - 0s 737us/step - loss: 0.3421 - accuracy: 0.8592
Epoch 258/500
450/450 [==============================] - 0s 742us/step - loss: 0.3424 - accuracy: 0.8593
Epoch 259/500
450/450 [==============================] - 0s 723us/step - loss: 0.3422 - accuracy: 0.8608
Epoch 260/500
450/450 [==============================] - 0s 737us/step - loss: 0.3418 - accuracy: 0.8594
Epoch 261/500
450/450 [==============================] - 0s 779us/step - loss: 0.3424 - accuracy: 0.8589
Epoch 262/500
450/450 [==============================] - 0s 724us/step - loss: 0.3417 - accuracy: 0.8594
Epoch 263/500
450/450 [==============================] - 0s 841us/step - loss: 0.3423 - accuracy: 0.8608
Epoch 264/500
450/450 [==============================] - 0s 749us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 265/500
450/450 [==============================] - 0s 725us/step - loss: 0.3419 - accuracy: 0.8600
Epoch 266/500
450/450 [==============================] - 0s 744us/step - loss: 0.3416 - accuracy: 0.8600
Epoch 267/500
450/450 [==============================] - 0s 737us/step - loss: 0.3417 - accuracy: 0.8601
Epoch 268/500
450/450 [==============================] - 0s 718us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 269/500
450/450 [==============================] - 0s 737us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 270/500
450/450 [==============================] - 0s 732us/step - loss: 0.3416 - accuracy: 0.8599
Epoch 271/500
450/450 [==============================] - 0s 741us/step - loss: 0.3418 - accuracy: 0.8601
Epoch 272/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3419 - accuracy: 0.8587
Epoch 273/500
450/450 [==============================] - 0s 768us/step - loss: 0.3416 - accuracy: 0.8592
Epoch 274/500
450/450 [==============================] - 0s 799us/step - loss: 0.3418 - accuracy: 0.8603
Epoch 275/500
450/450 [==============================] - 0s 774us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 276/500
450/450 [==============================] - 0s 783us/step - loss: 0.3411 - accuracy: 0.8593
Epoch 277/500
450/450 [==============================] - 0s 919us/step - loss: 0.3418 - accuracy: 0.8610
Epoch 278/500
450/450 [==============================] - 0s 852us/step - loss: 0.3416 - accuracy: 0.8608
Epoch 279/500
450/450 [==============================] - 0s 733us/step - loss: 0.3412 - accuracy: 0.8592
Epoch 280/500
450/450 [==============================] - 0s 765us/step - loss: 0.3417 - accuracy: 0.8601
Epoch 281/500
450/450 [==============================] - 0s 767us/step - loss: 0.3407 - accuracy: 0.8615
Epoch 282/500
450/450 [==============================] - 0s 726us/step - loss: 0.3413 - accuracy: 0.8597
Epoch 283/500
450/450 [==============================] - 0s 762us/step - loss: 0.3414 - accuracy: 0.8593
Epoch 284/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3413 - accuracy: 0.8606
Epoch 285/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3412 - accuracy: 0.8594: 0s - loss: 0.3453 - accuracy
Epoch 286/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3416 - accuracy: 0.8597
Epoch 287/500
450/450 [==============================] - 0s 879us/step - loss: 0.3413 - accuracy: 0.8611
Epoch 288/500
450/450 [==============================] - 0s 799us/step - loss: 0.3414 - accuracy: 0.8594
Epoch 289/500
450/450 [==============================] - 0s 885us/step - loss: 0.3410 - accuracy: 0.8606
Epoch 290/500
450/450 [==============================] - 0s 830us/step - loss: 0.3410 - accuracy: 0.8618
Epoch 291/500
450/450 [==============================] - 0s 953us/step - loss: 0.3409 - accuracy: 0.8610
Epoch 292/500
450/450 [==============================] - 0s 795us/step - loss: 0.3413 - accuracy: 0.8606
Epoch 293/500
450/450 [==============================] - 0s 809us/step - loss: 0.3407 - accuracy: 0.8578
Epoch 294/500
450/450 [==============================] - 0s 851us/step - loss: 0.3410 - accuracy: 0.8593
Epoch 295/500
450/450 [==============================] - 0s 766us/step - loss: 0.3407 - accuracy: 0.8594
Epoch 296/500
450/450 [==============================] - 0s 730us/step - loss: 0.3404 - accuracy: 0.8601
Epoch 297/500
450/450 [==============================] - 0s 773us/step - loss: 0.3411 - accuracy: 0.8601
Epoch 298/500
450/450 [==============================] - 0s 728us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 299/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8600
Epoch 300/500
450/450 [==============================] - 0s 910us/step - loss: 0.3410 - accuracy: 0.8608
Epoch 301/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8611
Epoch 302/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8608
Epoch 303/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3402 - accuracy: 0.8601
Epoch 304/500
450/450 [==============================] - 0s 779us/step - loss: 0.3399 - accuracy: 0.8603
Epoch 305/500
450/450 [==============================] - 0s 749us/step - loss: 0.3405 - accuracy: 0.8594
Epoch 306/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8601
Epoch 307/500
450/450 [==============================] - 0s 751us/step - loss: 0.3398 - accuracy: 0.8597
Epoch 308/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3401 - accuracy: 0.8597
Epoch 309/500
450/450 [==============================] - 0s 766us/step - loss: 0.3398 - accuracy: 0.8617
Epoch 310/500
450/450 [==============================] - 0s 747us/step - loss: 0.3400 - accuracy: 0.8601
Epoch 311/500
450/450 [==============================] - 0s 757us/step - loss: 0.3400 - accuracy: 0.8604
Epoch 312/500
450/450 [==============================] - 0s 753us/step - loss: 0.3393 - accuracy: 0.8592
Epoch 313/500
450/450 [==============================] - 0s 956us/step - loss: 0.3398 - accuracy: 0.8604
Epoch 314/500
450/450 [==============================] - 0s 817us/step - loss: 0.3400 - accuracy: 0.8590
Epoch 315/500
450/450 [==============================] - 0s 841us/step - loss: 0.3396 - accuracy: 0.8610
Epoch 316/500
450/450 [==============================] - 0s 810us/step - loss: 0.3398 - accuracy: 0.8597
Epoch 317/500
450/450 [==============================] - 0s 857us/step - loss: 0.3399 - accuracy: 0.8606
Epoch 318/500
450/450 [==============================] - 0s 844us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 319/500
450/450 [==============================] - 0s 882us/step - loss: 0.3396 - accuracy: 0.8596
Epoch 320/500
450/450 [==============================] - 0s 841us/step - loss: 0.3394 - accuracy: 0.8601
Epoch 321/500
450/450 [==============================] - 0s 749us/step - loss: 0.3390 - accuracy: 0.8589
Epoch 322/500
450/450 [==============================] - 0s 744us/step - loss: 0.3392 - accuracy: 0.8606
Epoch 323/500
450/450 [==============================] - 0s 730us/step - loss: 0.3389 - accuracy: 0.8607
Epoch 324/500
450/450 [==============================] - 0s 778us/step - loss: 0.3391 - accuracy: 0.8601
Epoch 325/500
450/450 [==============================] - 0s 818us/step - loss: 0.3392 - accuracy: 0.8597
Epoch 326/500
450/450 [==============================] - 0s 731us/step - loss: 0.3383 - accuracy: 0.8617
Epoch 327/500
450/450 [==============================] - 0s 731us/step - loss: 0.3388 - accuracy: 0.8625
Epoch 328/500
450/450 [==============================] - 0s 737us/step - loss: 0.3391 - accuracy: 0.8614
Epoch 329/500
450/450 [==============================] - 0s 747us/step - loss: 0.3381 - accuracy: 0.8625
Epoch 330/500
450/450 [==============================] - 0s 748us/step - loss: 0.3387 - accuracy: 0.8582
Epoch 331/500
450/450 [==============================] - 0s 780us/step - loss: 0.3377 - accuracy: 0.8593
Epoch 332/500
450/450 [==============================] - 0s 790us/step - loss: 0.3386 - accuracy: 0.8631
Epoch 333/500
450/450 [==============================] - 0s 828us/step - loss: 0.3384 - accuracy: 0.8603
Epoch 334/500
450/450 [==============================] - 0s 788us/step - loss: 0.3382 - accuracy: 0.8607
Epoch 335/500
450/450 [==============================] - 0s 750us/step - loss: 0.3384 - accuracy: 0.8614
Epoch 336/500
450/450 [==============================] - 0s 896us/step - loss: 0.3382 - accuracy: 0.8606
Epoch 337/500
450/450 [==============================] - 0s 766us/step - loss: 0.3381 - accuracy: 0.8615
Epoch 338/500
450/450 [==============================] - 0s 744us/step - loss: 0.3380 - accuracy: 0.8615
Epoch 339/500
450/450 [==============================] - 0s 755us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 340/500
450/450 [==============================] - 0s 760us/step - loss: 0.3384 - accuracy: 0.8614
Epoch 341/500
450/450 [==============================] - 0s 743us/step - loss: 0.3379 - accuracy: 0.8618
Epoch 342/500
450/450 [==============================] - 0s 774us/step - loss: 0.3377 - accuracy: 0.8610
Epoch 343/500
450/450 [==============================] - 0s 775us/step - loss: 0.3376 - accuracy: 0.8632
Epoch 344/500
450/450 [==============================] - 0s 886us/step - loss: 0.3371 - accuracy: 0.8633
Epoch 345/500
450/450 [==============================] - 0s 887us/step - loss: 0.3380 - accuracy: 0.8617
Epoch 346/500
450/450 [==============================] - 0s 805us/step - loss: 0.3378 - accuracy: 0.8612
Epoch 347/500
450/450 [==============================] - 0s 840us/step - loss: 0.3375 - accuracy: 0.8615
Epoch 348/500
450/450 [==============================] - 0s 977us/step - loss: 0.3369 - accuracy: 0.8635
Epoch 349/500
450/450 [==============================] - 0s 832us/step - loss: 0.3378 - accuracy: 0.8628
Epoch 350/500
450/450 [==============================] - 0s 823us/step - loss: 0.3375 - accuracy: 0.8629
Epoch 351/500
450/450 [==============================] - 0s 800us/step - loss: 0.3375 - accuracy: 0.8631
Epoch 352/500
450/450 [==============================] - 0s 807us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 353/500
450/450 [==============================] - 0s 794us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 354/500
450/450 [==============================] - 0s 803us/step - loss: 0.3369 - accuracy: 0.8636
Epoch 355/500
450/450 [==============================] - 0s 816us/step - loss: 0.3371 - accuracy: 0.8626
Epoch 356/500
450/450 [==============================] - 0s 792us/step - loss: 0.3372 - accuracy: 0.8631
Epoch 357/500
450/450 [==============================] - 0s 769us/step - loss: 0.3365 - accuracy: 0.8619
Epoch 358/500
450/450 [==============================] - 0s 807us/step - loss: 0.3373 - accuracy: 0.8636
Epoch 359/500
450/450 [==============================] - 0s 872us/step - loss: 0.3365 - accuracy: 0.8636
Epoch 360/500
450/450 [==============================] - 0s 828us/step - loss: 0.3370 - accuracy: 0.8633
Epoch 361/500
450/450 [==============================] - 0s 812us/step - loss: 0.3364 - accuracy: 0.8646
Epoch 362/500
450/450 [==============================] - 0s 771us/step - loss: 0.3367 - accuracy: 0.8626
Epoch 363/500
450/450 [==============================] - 0s 795us/step - loss: 0.3363 - accuracy: 0.8637
Epoch 364/500
450/450 [==============================] - 0s 808us/step - loss: 0.3359 - accuracy: 0.8643
Epoch 365/500
450/450 [==============================] - 0s 811us/step - loss: 0.3370 - accuracy: 0.8633
Epoch 366/500
450/450 [==============================] - 0s 776us/step - loss: 0.3364 - accuracy: 0.8632
Epoch 367/500
450/450 [==============================] - 0s 787us/step - loss: 0.3362 - accuracy: 0.8646
Epoch 368/500
450/450 [==============================] - 0s 810us/step - loss: 0.3367 - accuracy: 0.8626
Epoch 369/500
450/450 [==============================] - 0s 884us/step - loss: 0.3362 - accuracy: 0.8629
Epoch 370/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3368 - accuracy: 0.8633: 0s - loss: 0.3163 - 
Epoch 371/500
450/450 [==============================] - 0s 800us/step - loss: 0.3366 - accuracy: 0.8633
Epoch 372/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3368 - accuracy: 0.8622
Epoch 373/500
450/450 [==============================] - 0s 964us/step - loss: 0.3364 - accuracy: 0.8631
Epoch 374/500
450/450 [==============================] - 0s 754us/step - loss: 0.3367 - accuracy: 0.8643
Epoch 375/500
450/450 [==============================] - 0s 860us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 376/500
450/450 [==============================] - 0s 882us/step - loss: 0.3363 - accuracy: 0.8625
Epoch 377/500
450/450 [==============================] - 0s 945us/step - loss: 0.3362 - accuracy: 0.8644
Epoch 378/500
450/450 [==============================] - 0s 854us/step - loss: 0.3361 - accuracy: 0.8636
Epoch 379/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3356 - accuracy: 0.8636
Epoch 380/500
450/450 [==============================] - 0s 857us/step - loss: 0.3361 - accuracy: 0.8650
Epoch 381/500
450/450 [==============================] - 0s 739us/step - loss: 0.3363 - accuracy: 0.8642
Epoch 382/500
450/450 [==============================] - 0s 771us/step - loss: 0.3358 - accuracy: 0.8617
Epoch 383/500
450/450 [==============================] - 0s 741us/step - loss: 0.3364 - accuracy: 0.8635
Epoch 384/500
450/450 [==============================] - 0s 811us/step - loss: 0.3365 - accuracy: 0.8646
Epoch 385/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8649
Epoch 386/500
450/450 [==============================] - 0s 837us/step - loss: 0.3361 - accuracy: 0.8640
Epoch 387/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8637
Epoch 388/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3360 - accuracy: 0.8657
Epoch 389/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3350 - accuracy: 0.8642
Epoch 390/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3355 - accuracy: 0.8629
Epoch 391/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3363 - accuracy: 0.8631
Epoch 392/500
450/450 [==============================] - 0s 808us/step - loss: 0.3364 - accuracy: 0.8636
Epoch 393/500
450/450 [==============================] - 0s 855us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 394/500
450/450 [==============================] - 0s 857us/step - loss: 0.3361 - accuracy: 0.8621
Epoch 395/500
450/450 [==============================] - 0s 844us/step - loss: 0.3356 - accuracy: 0.8625
Epoch 396/500
450/450 [==============================] - 0s 825us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 397/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3360 - accuracy: 0.8615
Epoch 398/500
450/450 [==============================] - 0s 865us/step - loss: 0.3360 - accuracy: 0.8635
Epoch 399/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8632
Epoch 400/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3359 - accuracy: 0.8619
Epoch 401/500
450/450 [==============================] - 0s 891us/step - loss: 0.3358 - accuracy: 0.8628
Epoch 402/500
450/450 [==============================] - 0s 877us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 403/500
450/450 [==============================] - 0s 846us/step - loss: 0.3356 - accuracy: 0.8626
Epoch 404/500
450/450 [==============================] - 0s 937us/step - loss: 0.3356 - accuracy: 0.86240s - loss: 0.3355 - accuracy: 0.86
Epoch 405/500
450/450 [==============================] - 0s 829us/step - loss: 0.3351 - accuracy: 0.8644
Epoch 406/500
450/450 [==============================] - 0s 861us/step - loss: 0.3354 - accuracy: 0.8619
Epoch 407/500
450/450 [==============================] - 0s 828us/step - loss: 0.3362 - accuracy: 0.8612
Epoch 408/500
450/450 [==============================] - 0s 811us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 409/500
450/450 [==============================] - 0s 874us/step - loss: 0.3355 - accuracy: 0.8635
Epoch 410/500
450/450 [==============================] - 0s 831us/step - loss: 0.3356 - accuracy: 0.8646
Epoch 411/500
450/450 [==============================] - 0s 844us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 412/500
450/450 [==============================] - 0s 884us/step - loss: 0.3351 - accuracy: 0.8636
Epoch 413/500
450/450 [==============================] - 0s 836us/step - loss: 0.3356 - accuracy: 0.8629
Epoch 414/500
450/450 [==============================] - 0s 870us/step - loss: 0.3355 - accuracy: 0.8626
Epoch 415/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8626
Epoch 416/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3353 - accuracy: 0.8656
Epoch 417/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3350 - accuracy: 0.8661
Epoch 418/500
450/450 [==============================] - 0s 850us/step - loss: 0.3356 - accuracy: 0.8636
Epoch 419/500
450/450 [==============================] - 0s 871us/step - loss: 0.3355 - accuracy: 0.8636
Epoch 420/500
450/450 [==============================] - 0s 782us/step - loss: 0.3350 - accuracy: 0.8633
Epoch 421/500
450/450 [==============================] - 0s 910us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 422/500
450/450 [==============================] - 0s 878us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 423/500
450/450 [==============================] - 0s 886us/step - loss: 0.3351 - accuracy: 0.8622
Epoch 424/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3359 - accuracy: 0.8643
Epoch 425/500
450/450 [==============================] - 0s 994us/step - loss: 0.3354 - accuracy: 0.8631
Epoch 426/500
450/450 [==============================] - 0s 838us/step - loss: 0.3356 - accuracy: 0.8637
Epoch 427/500
450/450 [==============================] - 0s 745us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 428/500
450/450 [==============================] - 0s 754us/step - loss: 0.3351 - accuracy: 0.8635
Epoch 429/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8633
Epoch 430/500
450/450 [==============================] - 0s 743us/step - loss: 0.3353 - accuracy: 0.8639
Epoch 431/500
450/450 [==============================] - 0s 731us/step - loss: 0.3349 - accuracy: 0.8642
Epoch 432/500
450/450 [==============================] - 0s 742us/step - loss: 0.3354 - accuracy: 0.8612
Epoch 433/500
450/450 [==============================] - 0s 748us/step - loss: 0.3355 - accuracy: 0.8626
Epoch 434/500
450/450 [==============================] - 0s 731us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 435/500
450/450 [==============================] - 0s 740us/step - loss: 0.3355 - accuracy: 0.8629
Epoch 436/500
450/450 [==============================] - 0s 747us/step - loss: 0.3352 - accuracy: 0.8621
Epoch 437/500
450/450 [==============================] - 0s 732us/step - loss: 0.3353 - accuracy: 0.8619
Epoch 438/500
450/450 [==============================] - 0s 838us/step - loss: 0.3353 - accuracy: 0.8633
Epoch 439/500
450/450 [==============================] - 0s 880us/step - loss: 0.3354 - accuracy: 0.8643
Epoch 440/500
450/450 [==============================] - 0s 844us/step - loss: 0.3357 - accuracy: 0.8633
Epoch 441/500
450/450 [==============================] - 0s 816us/step - loss: 0.3355 - accuracy: 0.8636
Epoch 442/500
450/450 [==============================] - 0s 771us/step - loss: 0.3356 - accuracy: 0.8618
Epoch 443/500
450/450 [==============================] - 0s 861us/step - loss: 0.3355 - accuracy: 0.8622
Epoch 444/500
450/450 [==============================] - 0s 752us/step - loss: 0.3353 - accuracy: 0.8629
Epoch 445/500
450/450 [==============================] - 0s 881us/step - loss: 0.3355 - accuracy: 0.8644
Epoch 446/500
450/450 [==============================] - 0s 778us/step - loss: 0.3353 - accuracy: 0.8639
Epoch 447/500
450/450 [==============================] - 0s 780us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 448/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8626: 0s - loss: 0.3386 - accuracy: 0.
Epoch 449/500
450/450 [==============================] - 0s 769us/step - loss: 0.3353 - accuracy: 0.8635
Epoch 450/500
450/450 [==============================] - 0s 801us/step - loss: 0.3350 - accuracy: 0.8604
Epoch 451/500
450/450 [==============================] - 0s 761us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 452/500
450/450 [==============================] - 0s 759us/step - loss: 0.3356 - accuracy: 0.8639
Epoch 453/500
450/450 [==============================] - 0s 737us/step - loss: 0.3350 - accuracy: 0.8643
Epoch 454/500
450/450 [==============================] - 0s 744us/step - loss: 0.3350 - accuracy: 0.8625
Epoch 455/500
450/450 [==============================] - 0s 742us/step - loss: 0.3351 - accuracy: 0.8632
Epoch 456/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8640
Epoch 457/500
450/450 [==============================] - 0s 743us/step - loss: 0.3355 - accuracy: 0.8614
Epoch 458/500
450/450 [==============================] - 0s 744us/step - loss: 0.3349 - accuracy: 0.8633
Epoch 459/500
450/450 [==============================] - 0s 745us/step - loss: 0.3346 - accuracy: 0.8607
Epoch 460/500
450/450 [==============================] - 0s 746us/step - loss: 0.3353 - accuracy: 0.8640
Epoch 461/500
450/450 [==============================] - 0s 738us/step - loss: 0.3352 - accuracy: 0.8619
Epoch 462/500
450/450 [==============================] - 0s 737us/step - loss: 0.3347 - accuracy: 0.8624
Epoch 463/500
450/450 [==============================] - 0s 744us/step - loss: 0.3347 - accuracy: 0.8631
Epoch 464/500
450/450 [==============================] - 0s 796us/step - loss: 0.3351 - accuracy: 0.8649
Epoch 465/500
450/450 [==============================] - 0s 735us/step - loss: 0.3349 - accuracy: 0.8640
Epoch 466/500
450/450 [==============================] - 0s 826us/step - loss: 0.3350 - accuracy: 0.8636
Epoch 467/500
450/450 [==============================] - 0s 804us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 468/500
450/450 [==============================] - 0s 820us/step - loss: 0.3348 - accuracy: 0.8643
Epoch 469/500
450/450 [==============================] - 0s 745us/step - loss: 0.3351 - accuracy: 0.8643
Epoch 470/500
450/450 [==============================] - 0s 740us/step - loss: 0.3350 - accuracy: 0.8632
Epoch 471/500
450/450 [==============================] - 0s 762us/step - loss: 0.3346 - accuracy: 0.8636
Epoch 472/500
450/450 [==============================] - 0s 888us/step - loss: 0.3352 - accuracy: 0.8636
Epoch 473/500
450/450 [==============================] - 0s 761us/step - loss: 0.3352 - accuracy: 0.8615
Epoch 474/500
450/450 [==============================] - 0s 889us/step - loss: 0.3353 - accuracy: 0.8619
Epoch 475/500
450/450 [==============================] - 0s 764us/step - loss: 0.3348 - accuracy: 0.8628
Epoch 476/500
450/450 [==============================] - 0s 735us/step - loss: 0.3356 - accuracy: 0.8633
Epoch 477/500
450/450 [==============================] - 0s 747us/step - loss: 0.3345 - accuracy: 0.8632
Epoch 478/500
450/450 [==============================] - 0s 755us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 479/500
450/450 [==============================] - 0s 739us/step - loss: 0.3353 - accuracy: 0.8635
Epoch 480/500
450/450 [==============================] - 0s 769us/step - loss: 0.3349 - accuracy: 0.8635
Epoch 481/500
450/450 [==============================] - 0s 753us/step - loss: 0.3347 - accuracy: 0.8625
Epoch 482/500
450/450 [==============================] - 0s 739us/step - loss: 0.3353 - accuracy: 0.8625
Epoch 483/500
450/450 [==============================] - 0s 760us/step - loss: 0.3345 - accuracy: 0.8626
Epoch 484/500
450/450 [==============================] - 0s 750us/step - loss: 0.3355 - accuracy: 0.8622
Epoch 485/500
450/450 [==============================] - 0s 738us/step - loss: 0.3354 - accuracy: 0.8632
Epoch 486/500
450/450 [==============================] - 0s 758us/step - loss: 0.3353 - accuracy: 0.8629
Epoch 487/500
450/450 [==============================] - 0s 740us/step - loss: 0.3344 - accuracy: 0.8617
Epoch 488/500
450/450 [==============================] - 0s 732us/step - loss: 0.3353 - accuracy: 0.8611
Epoch 489/500
450/450 [==============================] - 0s 795us/step - loss: 0.3347 - accuracy: 0.8633
Epoch 490/500
450/450 [==============================] - 0s 737us/step - loss: 0.3349 - accuracy: 0.8631
Epoch 491/500
450/450 [==============================] - 0s 743us/step - loss: 0.3349 - accuracy: 0.8658
Epoch 492/500
450/450 [==============================] - 0s 734us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 493/500
450/450 [==============================] - 0s 733us/step - loss: 0.3353 - accuracy: 0.8629
Epoch 494/500
450/450 [==============================] - 0s 740us/step - loss: 0.3351 - accuracy: 0.8615
Epoch 495/500
450/450 [==============================] - 0s 751us/step - loss: 0.3347 - accuracy: 0.8626
Epoch 496/500
450/450 [==============================] - 0s 730us/step - loss: 0.3345 - accuracy: 0.8636
Epoch 497/500
450/450 [==============================] - 0s 786us/step - loss: 0.3343 - accuracy: 0.8607
Epoch 498/500
450/450 [==============================] - 0s 752us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 499/500
450/450 [==============================] - 0s 771us/step - loss: 0.3347 - accuracy: 0.8636
Epoch 500/500
450/450 [==============================] - 0s 922us/step - loss: 0.3346 - accuracy: 0.8629
Epoch 1/500
450/450 [==============================] - 0s 754us/step - loss: 0.5846 - accuracy: 0.7985
Epoch 2/500
450/450 [==============================] - 0s 771us/step - loss: 0.5156 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 769us/step - loss: 0.5050 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 811us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 769us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 6/500
450/450 [==============================] - 0s 755us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 7/500
450/450 [==============================] - 0s 763us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 8/500
450/450 [==============================] - 0s 773us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 9/500
450/450 [==============================] - 0s 744us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 10/500
450/450 [==============================] - 0s 760us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 11/500
450/450 [==============================] - 0s 769us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 12/500
450/450 [==============================] - 0s 771us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 13/500
450/450 [==============================] - 0s 758us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 14/500
450/450 [==============================] - 0s 855us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/500
450/450 [==============================] - 0s 721us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/500
450/450 [==============================] - 0s 731us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/500
450/450 [==============================] - 0s 740us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 18/500
450/450 [==============================] - 0s 716us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/500
450/450 [==============================] - 0s 727us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 20/500
450/450 [==============================] - 0s 740us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 21/500
450/450 [==============================] - 0s 723us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 22/500
450/450 [==============================] - 0s 726us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/500
450/450 [==============================] - 0s 749us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/500
450/450 [==============================] - 0s 718us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/500
450/450 [==============================] - 0s 730us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 26/500
450/450 [==============================] - 0s 744us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 27/500
450/450 [==============================] - 0s 723us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 28/500
450/450 [==============================] - 0s 726us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 29/500
450/450 [==============================] - 0s 726us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 30/500
450/450 [==============================] - 0s 741us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 31/500
450/450 [==============================] - 0s 749us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 32/500
450/450 [==============================] - 0s 736us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 33/500
450/450 [==============================] - 0s 772us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 34/500
450/450 [==============================] - 0s 843us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 35/500
450/450 [==============================] - 0s 747us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 36/500
450/450 [==============================] - 0s 726us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 37/500
450/450 [==============================] - 0s 728us/step - loss: 0.5010 - accuracy: 0.7986
Epoch 38/500
450/450 [==============================] - 0s 734us/step - loss: 0.5005 - accuracy: 0.7986
Epoch 39/500
450/450 [==============================] - 0s 728us/step - loss: 0.4997 - accuracy: 0.7986
Epoch 40/500
450/450 [==============================] - 0s 734us/step - loss: 0.4986 - accuracy: 0.7986
Epoch 41/500
450/450 [==============================] - 0s 734us/step - loss: 0.4968 - accuracy: 0.7986
Epoch 42/500
450/450 [==============================] - 0s 742us/step - loss: 0.4940 - accuracy: 0.7986
Epoch 43/500
450/450 [==============================] - 0s 855us/step - loss: 0.4895 - accuracy: 0.7986
Epoch 44/500
450/450 [==============================] - 0s 778us/step - loss: 0.4826 - accuracy: 0.7986
Epoch 45/500
450/450 [==============================] - 0s 727us/step - loss: 0.4731 - accuracy: 0.7986
Epoch 46/500
450/450 [==============================] - 0s 734us/step - loss: 0.4622 - accuracy: 0.7986
Epoch 47/500
450/450 [==============================] - 0s 728us/step - loss: 0.4523 - accuracy: 0.7986
Epoch 48/500
450/450 [==============================] - 0s 726us/step - loss: 0.4446 - accuracy: 0.7986
Epoch 49/500
450/450 [==============================] - 0s 736us/step - loss: 0.4391 - accuracy: 0.7986
Epoch 50/500
450/450 [==============================] - 0s 766us/step - loss: 0.4355 - accuracy: 0.7986
Epoch 51/500
450/450 [==============================] - 0s 726us/step - loss: 0.4332 - accuracy: 0.7986
Epoch 52/500
450/450 [==============================] - 0s 758us/step - loss: 0.4315 - accuracy: 0.7986
Epoch 53/500
450/450 [==============================] - 0s 720us/step - loss: 0.4304 - accuracy: 0.7986
Epoch 54/500
450/450 [==============================] - 0s 726us/step - loss: 0.4295 - accuracy: 0.7986
Epoch 55/500
450/450 [==============================] - 0s 736us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 56/500
450/450 [==============================] - 0s 773us/step - loss: 0.4282 - accuracy: 0.7986
Epoch 57/500
450/450 [==============================] - 0s 745us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 58/500
450/450 [==============================] - 0s 802us/step - loss: 0.4274 - accuracy: 0.7986
Epoch 59/500
450/450 [==============================] - 0s 739us/step - loss: 0.4271 - accuracy: 0.7986
Epoch 60/500
450/450 [==============================] - 0s 735us/step - loss: 0.4267 - accuracy: 0.7986
Epoch 61/500
450/450 [==============================] - 0s 742us/step - loss: 0.4264 - accuracy: 0.7986
Epoch 62/500
450/450 [==============================] - 0s 756us/step - loss: 0.4261 - accuracy: 0.7986
Epoch 63/500
450/450 [==============================] - 0s 733us/step - loss: 0.4258 - accuracy: 0.7986
Epoch 64/500
450/450 [==============================] - 0s 725us/step - loss: 0.4254 - accuracy: 0.7986
Epoch 65/500
450/450 [==============================] - 0s 779us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 66/500
450/450 [==============================] - 0s 730us/step - loss: 0.4247 - accuracy: 0.7986
Epoch 67/500
450/450 [==============================] - 0s 728us/step - loss: 0.4243 - accuracy: 0.7986
Epoch 68/500
450/450 [==============================] - 0s 743us/step - loss: 0.4238 - accuracy: 0.7986
Epoch 69/500
450/450 [==============================] - 0s 726us/step - loss: 0.4234 - accuracy: 0.7986
Epoch 70/500
450/450 [==============================] - 0s 730us/step - loss: 0.4229 - accuracy: 0.7986
Epoch 71/500
450/450 [==============================] - 0s 804us/step - loss: 0.4225 - accuracy: 0.7986
Epoch 72/500
450/450 [==============================] - 0s 761us/step - loss: 0.4220 - accuracy: 0.7986
Epoch 73/500
450/450 [==============================] - 0s 733us/step - loss: 0.4216 - accuracy: 0.7986
Epoch 74/500
450/450 [==============================] - 0s 721us/step - loss: 0.4210 - accuracy: 0.7986
Epoch 75/500
450/450 [==============================] - 0s 768us/step - loss: 0.4204 - accuracy: 0.7986
Epoch 76/500
450/450 [==============================] - 0s 732us/step - loss: 0.4198 - accuracy: 0.7986
Epoch 77/500
450/450 [==============================] - 0s 714us/step - loss: 0.4192 - accuracy: 0.7986
Epoch 78/500
450/450 [==============================] - 0s 730us/step - loss: 0.4183 - accuracy: 0.7986
Epoch 79/500
450/450 [==============================] - 0s 732us/step - loss: 0.4174 - accuracy: 0.7986
Epoch 80/500
450/450 [==============================] - 0s 720us/step - loss: 0.4162 - accuracy: 0.7986
Epoch 81/500
450/450 [==============================] - 0s 719us/step - loss: 0.4144 - accuracy: 0.7986
Epoch 82/500
450/450 [==============================] - 0s 726us/step - loss: 0.4128 - accuracy: 0.7986
Epoch 83/500
450/450 [==============================] - 0s 744us/step - loss: 0.4106 - accuracy: 0.7961
Epoch 84/500
450/450 [==============================] - 0s 716us/step - loss: 0.4075 - accuracy: 0.7961
Epoch 85/500
450/450 [==============================] - 0s 726us/step - loss: 0.4044 - accuracy: 0.7979
Epoch 86/500
450/450 [==============================] - 0s 728us/step - loss: 0.4006 - accuracy: 0.7971
Epoch 87/500
450/450 [==============================] - 0s 717us/step - loss: 0.3956 - accuracy: 0.8062
Epoch 88/500
450/450 [==============================] - 0s 729us/step - loss: 0.3896 - accuracy: 0.8214
Epoch 89/500
450/450 [==============================] - 0s 740us/step - loss: 0.3833 - accuracy: 0.8296
Epoch 90/500
450/450 [==============================] - 0s 722us/step - loss: 0.3776 - accuracy: 0.8353
Epoch 91/500
450/450 [==============================] - 0s 727us/step - loss: 0.3744 - accuracy: 0.8385
Epoch 92/500
450/450 [==============================] - 0s 732us/step - loss: 0.3716 - accuracy: 0.8417
Epoch 93/500
450/450 [==============================] - 0s 715us/step - loss: 0.3691 - accuracy: 0.8462
Epoch 94/500
450/450 [==============================] - 0s 726us/step - loss: 0.3670 - accuracy: 0.8500
Epoch 95/500
450/450 [==============================] - 0s 736us/step - loss: 0.3645 - accuracy: 0.8571
Epoch 96/500
450/450 [==============================] - 0s 776us/step - loss: 0.3621 - accuracy: 0.8579
Epoch 97/500
450/450 [==============================] - 0s 845us/step - loss: 0.3597 - accuracy: 0.86060s - loss: 0.3548 - accuracy: 0.
Epoch 98/500
450/450 [==============================] - 0s 858us/step - loss: 0.3574 - accuracy: 0.8621
Epoch 99/500
450/450 [==============================] - 0s 827us/step - loss: 0.3553 - accuracy: 0.8637
Epoch 100/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3539 - accuracy: 0.8631
Epoch 101/500
450/450 [==============================] - 0s 951us/step - loss: 0.3522 - accuracy: 0.8633
Epoch 102/500
450/450 [==============================] - 0s 757us/step - loss: 0.3517 - accuracy: 0.8622
Epoch 103/500
450/450 [==============================] - 0s 723us/step - loss: 0.3502 - accuracy: 0.8621
Epoch 104/500
450/450 [==============================] - 0s 738us/step - loss: 0.3495 - accuracy: 0.8626
Epoch 105/500
450/450 [==============================] - 0s 727us/step - loss: 0.3483 - accuracy: 0.8619
Epoch 106/500
450/450 [==============================] - 0s 749us/step - loss: 0.3479 - accuracy: 0.8643
Epoch 107/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3473 - accuracy: 0.8615
Epoch 108/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3464 - accuracy: 0.8621
Epoch 109/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3457 - accuracy: 0.8614
Epoch 110/500
450/450 [==============================] - 0s 891us/step - loss: 0.3456 - accuracy: 0.8625
Epoch 111/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3450 - accuracy: 0.8618
Epoch 112/500
450/450 [==============================] - 0s 946us/step - loss: 0.3446 - accuracy: 0.8606
Epoch 113/500
450/450 [==============================] - 0s 986us/step - loss: 0.3439 - accuracy: 0.8617
Epoch 114/500
450/450 [==============================] - 0s 908us/step - loss: 0.3434 - accuracy: 0.8614
Epoch 115/500
450/450 [==============================] - 0s 924us/step - loss: 0.3431 - accuracy: 0.8608
Epoch 116/500
450/450 [==============================] - 0s 892us/step - loss: 0.3428 - accuracy: 0.8619
Epoch 117/500
450/450 [==============================] - 0s 818us/step - loss: 0.3423 - accuracy: 0.8618
Epoch 118/500
450/450 [==============================] - 0s 865us/step - loss: 0.3421 - accuracy: 0.8636
Epoch 119/500
450/450 [==============================] - 0s 845us/step - loss: 0.3423 - accuracy: 0.8632
Epoch 120/500
450/450 [==============================] - 0s 774us/step - loss: 0.3416 - accuracy: 0.8624
Epoch 121/500
450/450 [==============================] - 0s 797us/step - loss: 0.3417 - accuracy: 0.8631
Epoch 122/500
450/450 [==============================] - 0s 884us/step - loss: 0.3410 - accuracy: 0.8631
Epoch 123/500
450/450 [==============================] - 0s 988us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 124/500
450/450 [==============================] - 0s 804us/step - loss: 0.3405 - accuracy: 0.8629
Epoch 125/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3405 - accuracy: 0.8635
Epoch 126/500
450/450 [==============================] - 0s 731us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 127/500
450/450 [==============================] - 0s 765us/step - loss: 0.3401 - accuracy: 0.8639
Epoch 128/500
450/450 [==============================] - 0s 815us/step - loss: 0.3389 - accuracy: 0.8635
Epoch 129/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3392 - accuracy: 0.8618
Epoch 130/500
450/450 [==============================] - 0s 767us/step - loss: 0.3393 - accuracy: 0.8625
Epoch 131/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3389 - accuracy: 0.8628
Epoch 132/500
450/450 [==============================] - 0s 744us/step - loss: 0.3385 - accuracy: 0.8646
Epoch 133/500
450/450 [==============================] - 0s 755us/step - loss: 0.3380 - accuracy: 0.8631
Epoch 134/500
450/450 [==============================] - 0s 744us/step - loss: 0.3380 - accuracy: 0.8651
Epoch 135/500
450/450 [==============================] - 0s 998us/step - loss: 0.3371 - accuracy: 0.8651
Epoch 136/500
450/450 [==============================] - 0s 946us/step - loss: 0.3380 - accuracy: 0.8643
Epoch 137/500
450/450 [==============================] - 0s 824us/step - loss: 0.3368 - accuracy: 0.8646
Epoch 138/500
450/450 [==============================] - 0s 835us/step - loss: 0.3374 - accuracy: 0.8644
Epoch 139/500
450/450 [==============================] - 0s 776us/step - loss: 0.3366 - accuracy: 0.8633
Epoch 140/500
450/450 [==============================] - 0s 774us/step - loss: 0.3370 - accuracy: 0.8646
Epoch 141/500
450/450 [==============================] - 0s 785us/step - loss: 0.3364 - accuracy: 0.8671
Epoch 142/500
450/450 [==============================] - 0s 756us/step - loss: 0.3361 - accuracy: 0.8650
Epoch 143/500
450/450 [==============================] - 0s 739us/step - loss: 0.3361 - accuracy: 0.8650
Epoch 144/500
450/450 [==============================] - 0s 762us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 145/500
450/450 [==============================] - 0s 746us/step - loss: 0.3365 - accuracy: 0.8651
Epoch 146/500
450/450 [==============================] - 0s 733us/step - loss: 0.3355 - accuracy: 0.8644
Epoch 147/500
450/450 [==============================] - 0s 755us/step - loss: 0.3351 - accuracy: 0.8650
Epoch 148/500
450/450 [==============================] - 0s 753us/step - loss: 0.3350 - accuracy: 0.8664
Epoch 149/500
450/450 [==============================] - 0s 761us/step - loss: 0.3352 - accuracy: 0.8664
Epoch 150/500
450/450 [==============================] - 0s 790us/step - loss: 0.3348 - accuracy: 0.8651
Epoch 151/500
450/450 [==============================] - 0s 937us/step - loss: 0.3350 - accuracy: 0.8662
Epoch 152/500
450/450 [==============================] - 0s 772us/step - loss: 0.3353 - accuracy: 0.8640
Epoch 153/500
450/450 [==============================] - 0s 759us/step - loss: 0.3350 - accuracy: 0.8633
Epoch 154/500
450/450 [==============================] - 0s 803us/step - loss: 0.3349 - accuracy: 0.8649
Epoch 155/500
450/450 [==============================] - 0s 860us/step - loss: 0.3349 - accuracy: 0.8669
Epoch 156/500
450/450 [==============================] - 0s 790us/step - loss: 0.3346 - accuracy: 0.8674
Epoch 157/500
450/450 [==============================] - 0s 811us/step - loss: 0.3346 - accuracy: 0.8665
Epoch 158/500
450/450 [==============================] - 0s 811us/step - loss: 0.3345 - accuracy: 0.8643
Epoch 159/500
450/450 [==============================] - 0s 757us/step - loss: 0.3347 - accuracy: 0.8672
Epoch 160/500
450/450 [==============================] - 0s 756us/step - loss: 0.3342 - accuracy: 0.8650
Epoch 161/500
450/450 [==============================] - 0s 842us/step - loss: 0.3343 - accuracy: 0.8681
Epoch 162/500
450/450 [==============================] - 0s 781us/step - loss: 0.3344 - accuracy: 0.8675
Epoch 163/500
450/450 [==============================] - 0s 767us/step - loss: 0.3345 - accuracy: 0.8662
Epoch 164/500
450/450 [==============================] - 0s 772us/step - loss: 0.3335 - accuracy: 0.8668
Epoch 165/500
450/450 [==============================] - 0s 806us/step - loss: 0.3344 - accuracy: 0.8664
Epoch 166/500
450/450 [==============================] - 0s 781us/step - loss: 0.3340 - accuracy: 0.8637
Epoch 167/500
450/450 [==============================] - 0s 823us/step - loss: 0.3342 - accuracy: 0.8669
Epoch 168/500
450/450 [==============================] - 0s 776us/step - loss: 0.3339 - accuracy: 0.8657
Epoch 169/500
450/450 [==============================] - 0s 821us/step - loss: 0.3340 - accuracy: 0.8654
Epoch 170/500
450/450 [==============================] - 0s 814us/step - loss: 0.3336 - accuracy: 0.8667
Epoch 171/500
450/450 [==============================] - 0s 771us/step - loss: 0.3334 - accuracy: 0.8665
Epoch 172/500
450/450 [==============================] - 0s 856us/step - loss: 0.3338 - accuracy: 0.8651
Epoch 173/500
450/450 [==============================] - 0s 746us/step - loss: 0.3338 - accuracy: 0.8642
Epoch 174/500
450/450 [==============================] - 0s 729us/step - loss: 0.3333 - accuracy: 0.8656
Epoch 175/500
450/450 [==============================] - 0s 744us/step - loss: 0.3336 - accuracy: 0.8654
Epoch 176/500
450/450 [==============================] - 0s 830us/step - loss: 0.3339 - accuracy: 0.8662
Epoch 177/500
450/450 [==============================] - 0s 805us/step - loss: 0.3332 - accuracy: 0.8661
Epoch 178/500
450/450 [==============================] - 0s 815us/step - loss: 0.3339 - accuracy: 0.8650
Epoch 179/500
450/450 [==============================] - 0s 767us/step - loss: 0.3330 - accuracy: 0.8662
Epoch 180/500
450/450 [==============================] - 0s 778us/step - loss: 0.3336 - accuracy: 0.8660
Epoch 181/500
450/450 [==============================] - 0s 943us/step - loss: 0.3328 - accuracy: 0.8661
Epoch 182/500
450/450 [==============================] - 0s 802us/step - loss: 0.3333 - accuracy: 0.8667
Epoch 183/500
450/450 [==============================] - 0s 776us/step - loss: 0.3325 - accuracy: 0.8654
Epoch 184/500
450/450 [==============================] - 0s 761us/step - loss: 0.3335 - accuracy: 0.8654
Epoch 185/500
450/450 [==============================] - 0s 798us/step - loss: 0.3327 - accuracy: 0.8654
Epoch 186/500
450/450 [==============================] - 0s 852us/step - loss: 0.3330 - accuracy: 0.8656
Epoch 187/500
450/450 [==============================] - 0s 751us/step - loss: 0.3326 - accuracy: 0.8650
Epoch 188/500
450/450 [==============================] - 0s 759us/step - loss: 0.3331 - accuracy: 0.8669
Epoch 189/500
450/450 [==============================] - 0s 817us/step - loss: 0.3327 - accuracy: 0.8643
Epoch 190/500
450/450 [==============================] - 0s 788us/step - loss: 0.3331 - accuracy: 0.8656
Epoch 191/500
450/450 [==============================] - 0s 777us/step - loss: 0.3329 - accuracy: 0.8665
Epoch 192/500
450/450 [==============================] - 0s 876us/step - loss: 0.3329 - accuracy: 0.8658
Epoch 193/500
450/450 [==============================] - 0s 823us/step - loss: 0.3326 - accuracy: 0.8660
Epoch 194/500
450/450 [==============================] - 0s 801us/step - loss: 0.3325 - accuracy: 0.8660
Epoch 195/500
450/450 [==============================] - 0s 800us/step - loss: 0.3329 - accuracy: 0.8654
Epoch 196/500
450/450 [==============================] - 0s 891us/step - loss: 0.3329 - accuracy: 0.8653
Epoch 197/500
450/450 [==============================] - 0s 772us/step - loss: 0.3323 - accuracy: 0.8654
Epoch 198/500
450/450 [==============================] - 0s 725us/step - loss: 0.3326 - accuracy: 0.8664
Epoch 199/500
450/450 [==============================] - 0s 746us/step - loss: 0.3323 - accuracy: 0.8653
Epoch 200/500
450/450 [==============================] - 0s 789us/step - loss: 0.3325 - accuracy: 0.8656
Epoch 201/500
450/450 [==============================] - 0s 873us/step - loss: 0.3322 - accuracy: 0.8657
Epoch 202/500
450/450 [==============================] - 0s 877us/step - loss: 0.3320 - accuracy: 0.8654
Epoch 203/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3321 - accuracy: 0.8658
Epoch 204/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3321 - accuracy: 0.8654
Epoch 205/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8672
Epoch 206/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3323 - accuracy: 0.8650
Epoch 207/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3317 - accuracy: 0.8646
Epoch 208/500
450/450 [==============================] - 0s 779us/step - loss: 0.3312 - accuracy: 0.8662
Epoch 209/500
450/450 [==============================] - 0s 929us/step - loss: 0.3322 - accuracy: 0.8637
Epoch 210/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8658
Epoch 211/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3315 - accuracy: 0.8674
Epoch 212/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8646
Epoch 213/500
450/450 [==============================] - 0s 940us/step - loss: 0.3314 - accuracy: 0.8671
Epoch 214/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3318 - accuracy: 0.8650
Epoch 215/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8664
Epoch 216/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8643
Epoch 217/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3316 - accuracy: 0.8658
Epoch 218/500
450/450 [==============================] - 0s 976us/step - loss: 0.3320 - accuracy: 0.8661
Epoch 219/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8643
Epoch 220/500
450/450 [==============================] - 0s 907us/step - loss: 0.3319 - accuracy: 0.8661
Epoch 221/500
450/450 [==============================] - 0s 982us/step - loss: 0.3316 - accuracy: 0.8643
Epoch 222/500
450/450 [==============================] - 0s 937us/step - loss: 0.3317 - accuracy: 0.8662
Epoch 223/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8653
Epoch 224/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8660
Epoch 225/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3315 - accuracy: 0.8651
Epoch 226/500
450/450 [==============================] - 0s 947us/step - loss: 0.3313 - accuracy: 0.8642
Epoch 227/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3314 - accuracy: 0.8654
Epoch 228/500
450/450 [==============================] - 0s 836us/step - loss: 0.3319 - accuracy: 0.8656
Epoch 229/500
450/450 [==============================] - 0s 909us/step - loss: 0.3316 - accuracy: 0.8644
Epoch 230/500
450/450 [==============================] - 0s 885us/step - loss: 0.3316 - accuracy: 0.8668
Epoch 231/500
450/450 [==============================] - 0s 871us/step - loss: 0.3307 - accuracy: 0.8668
Epoch 232/500
450/450 [==============================] - 0s 948us/step - loss: 0.3319 - accuracy: 0.86540s - loss: 0.3290 - accuracy: 0.
Epoch 233/500
450/450 [==============================] - 0s 927us/step - loss: 0.3308 - accuracy: 0.8667
Epoch 234/500
450/450 [==============================] - 0s 904us/step - loss: 0.3313 - accuracy: 0.8682
Epoch 235/500
450/450 [==============================] - 0s 896us/step - loss: 0.3318 - accuracy: 0.8668
Epoch 236/500
450/450 [==============================] - 0s 854us/step - loss: 0.3313 - accuracy: 0.8658
Epoch 237/500
450/450 [==============================] - 0s 882us/step - loss: 0.3315 - accuracy: 0.8657
Epoch 238/500
450/450 [==============================] - 0s 865us/step - loss: 0.3315 - accuracy: 0.8675
Epoch 239/500
450/450 [==============================] - 0s 859us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 240/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8664
Epoch 241/500
450/450 [==============================] - 0s 951us/step - loss: 0.3311 - accuracy: 0.8660
Epoch 242/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3314 - accuracy: 0.8668
Epoch 243/500
450/450 [==============================] - 0s 921us/step - loss: 0.3311 - accuracy: 0.8660
Epoch 244/500
450/450 [==============================] - 0s 840us/step - loss: 0.3309 - accuracy: 0.8660
Epoch 245/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3310 - accuracy: 0.8649
Epoch 246/500
450/450 [==============================] - 0s 907us/step - loss: 0.3316 - accuracy: 0.8654
Epoch 247/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8646
Epoch 248/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8668
Epoch 249/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3310 - accuracy: 0.8662
Epoch 250/500
450/450 [==============================] - 0s 988us/step - loss: 0.3313 - accuracy: 0.8654
Epoch 251/500
450/450 [==============================] - 0s 968us/step - loss: 0.3316 - accuracy: 0.8667
Epoch 252/500
450/450 [==============================] - 0s 895us/step - loss: 0.3311 - accuracy: 0.8682
Epoch 253/500
450/450 [==============================] - 0s 883us/step - loss: 0.3315 - accuracy: 0.8667
Epoch 254/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8671
Epoch 255/500
450/450 [==============================] - 0s 952us/step - loss: 0.3311 - accuracy: 0.8664
Epoch 256/500
450/450 [==============================] - 0s 908us/step - loss: 0.3311 - accuracy: 0.8657
Epoch 257/500
450/450 [==============================] - 0s 920us/step - loss: 0.3311 - accuracy: 0.8665
Epoch 258/500
450/450 [==============================] - 0s 937us/step - loss: 0.3311 - accuracy: 0.8640
Epoch 259/500
450/450 [==============================] - 0s 969us/step - loss: 0.3306 - accuracy: 0.8672
Epoch 260/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8668
Epoch 261/500
450/450 [==============================] - 0s 982us/step - loss: 0.3310 - accuracy: 0.8654
Epoch 262/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8675
Epoch 263/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8668
Epoch 264/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8654
Epoch 265/500
450/450 [==============================] - 0s 901us/step - loss: 0.3307 - accuracy: 0.8674
Epoch 266/500
450/450 [==============================] - 0s 876us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 267/500
450/450 [==============================] - 0s 915us/step - loss: 0.3310 - accuracy: 0.8650
Epoch 268/500
450/450 [==============================] - 0s 958us/step - loss: 0.3309 - accuracy: 0.8664
Epoch 269/500
450/450 [==============================] - 0s 985us/step - loss: 0.3309 - accuracy: 0.8676
Epoch 270/500
450/450 [==============================] - 0s 978us/step - loss: 0.3305 - accuracy: 0.8656
Epoch 271/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8658
Epoch 272/500
450/450 [==============================] - 0s 932us/step - loss: 0.3313 - accuracy: 0.8667
Epoch 273/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8653
Epoch 274/500
450/450 [==============================] - 0s 989us/step - loss: 0.3307 - accuracy: 0.8654
Epoch 275/500
450/450 [==============================] - 0s 990us/step - loss: 0.3306 - accuracy: 0.8658
Epoch 276/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3307 - accuracy: 0.8664
Epoch 277/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8676
Epoch 278/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8661
Epoch 279/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8660
Epoch 280/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8668: 0s - loss: 0.3282 - accuracy: 0.
Epoch 281/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8658
Epoch 282/500
450/450 [==============================] - 0s 984us/step - loss: 0.3311 - accuracy: 0.8657
Epoch 283/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3310 - accuracy: 0.8678
Epoch 284/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8669
Epoch 285/500
450/450 [==============================] - 0s 944us/step - loss: 0.3307 - accuracy: 0.8667
Epoch 286/500
450/450 [==============================] - 0s 948us/step - loss: 0.3309 - accuracy: 0.8656
Epoch 287/500
450/450 [==============================] - 0s 859us/step - loss: 0.3310 - accuracy: 0.8664
Epoch 288/500
450/450 [==============================] - 0s 912us/step - loss: 0.3308 - accuracy: 0.8667
Epoch 289/500
450/450 [==============================] - 0s 852us/step - loss: 0.3304 - accuracy: 0.8662
Epoch 290/500
450/450 [==============================] - 0s 892us/step - loss: 0.3304 - accuracy: 0.8654
Epoch 291/500
450/450 [==============================] - 0s 818us/step - loss: 0.3296 - accuracy: 0.8669
Epoch 292/500
450/450 [==============================] - 0s 842us/step - loss: 0.3305 - accuracy: 0.8667
Epoch 293/500
450/450 [==============================] - 0s 900us/step - loss: 0.3312 - accuracy: 0.8646
Epoch 294/500
450/450 [==============================] - 0s 821us/step - loss: 0.3305 - accuracy: 0.8651
Epoch 295/500
450/450 [==============================] - 0s 896us/step - loss: 0.3309 - accuracy: 0.8644
Epoch 296/500
450/450 [==============================] - 0s 831us/step - loss: 0.3305 - accuracy: 0.8656
Epoch 297/500
450/450 [==============================] - 0s 871us/step - loss: 0.3306 - accuracy: 0.86610s - loss: 0.3318 - accuracy: 0.86
Epoch 298/500
450/450 [==============================] - 0s 893us/step - loss: 0.3304 - accuracy: 0.8664
Epoch 299/500
450/450 [==============================] - 0s 858us/step - loss: 0.3307 - accuracy: 0.8662
Epoch 300/500
450/450 [==============================] - 0s 935us/step - loss: 0.3306 - accuracy: 0.8669
Epoch 301/500
450/450 [==============================] - 0s 841us/step - loss: 0.3303 - accuracy: 0.8679
Epoch 302/500
450/450 [==============================] - 0s 825us/step - loss: 0.3307 - accuracy: 0.8662
Epoch 303/500
450/450 [==============================] - 0s 935us/step - loss: 0.3307 - accuracy: 0.8678
Epoch 304/500
450/450 [==============================] - 0s 852us/step - loss: 0.3308 - accuracy: 0.8664
Epoch 305/500
450/450 [==============================] - 0s 881us/step - loss: 0.3305 - accuracy: 0.8657
Epoch 306/500
450/450 [==============================] - 0s 856us/step - loss: 0.3301 - accuracy: 0.8674
Epoch 307/500
450/450 [==============================] - 0s 867us/step - loss: 0.3307 - accuracy: 0.8661
Epoch 308/500
450/450 [==============================] - 0s 877us/step - loss: 0.3304 - accuracy: 0.8662
Epoch 309/500
450/450 [==============================] - 0s 869us/step - loss: 0.3306 - accuracy: 0.8665
Epoch 310/500
450/450 [==============================] - 0s 868us/step - loss: 0.3307 - accuracy: 0.8665
Epoch 311/500
450/450 [==============================] - 0s 943us/step - loss: 0.3308 - accuracy: 0.8656
Epoch 312/500
450/450 [==============================] - 0s 848us/step - loss: 0.3309 - accuracy: 0.8665
Epoch 313/500
450/450 [==============================] - 0s 908us/step - loss: 0.3304 - accuracy: 0.8664
Epoch 314/500
450/450 [==============================] - 0s 819us/step - loss: 0.3307 - accuracy: 0.8668
Epoch 315/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8646
Epoch 316/500
450/450 [==============================] - 0s 851us/step - loss: 0.3305 - accuracy: 0.8656
Epoch 317/500
450/450 [==============================] - 0s 993us/step - loss: 0.3307 - accuracy: 0.86600s - loss: 0.3361 - accuracy: 0.86
Epoch 318/500
450/450 [==============================] - 0s 858us/step - loss: 0.3305 - accuracy: 0.8662
Epoch 319/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8650
Epoch 320/500
450/450 [==============================] - 0s 880us/step - loss: 0.3298 - accuracy: 0.8669
Epoch 321/500
450/450 [==============================] - 0s 908us/step - loss: 0.3300 - accuracy: 0.8661
Epoch 322/500
450/450 [==============================] - 0s 871us/step - loss: 0.3303 - accuracy: 0.8653
Epoch 323/500
450/450 [==============================] - 0s 843us/step - loss: 0.3304 - accuracy: 0.8662
Epoch 324/500
450/450 [==============================] - 0s 887us/step - loss: 0.3299 - accuracy: 0.8665
Epoch 325/500
450/450 [==============================] - 0s 816us/step - loss: 0.3306 - accuracy: 0.8662
Epoch 326/500
450/450 [==============================] - 0s 838us/step - loss: 0.3304 - accuracy: 0.8647
Epoch 327/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8658
Epoch 328/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8656
Epoch 329/500
450/450 [==============================] - 0s 967us/step - loss: 0.3309 - accuracy: 0.8654
Epoch 330/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8668
Epoch 331/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8656
Epoch 332/500
450/450 [==============================] - 0s 913us/step - loss: 0.3306 - accuracy: 0.8651
Epoch 333/500
450/450 [==============================] - 0s 970us/step - loss: 0.3307 - accuracy: 0.8643
Epoch 334/500
450/450 [==============================] - 0s 882us/step - loss: 0.3302 - accuracy: 0.8676
Epoch 335/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8668
Epoch 336/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3303 - accuracy: 0.8675
Epoch 337/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8639
Epoch 338/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3306 - accuracy: 0.8662
Epoch 339/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3298 - accuracy: 0.8647
Epoch 340/500
450/450 [==============================] - 0s 839us/step - loss: 0.3303 - accuracy: 0.8678
Epoch 341/500
450/450 [==============================] - 0s 740us/step - loss: 0.3300 - accuracy: 0.8674
Epoch 342/500
450/450 [==============================] - 0s 850us/step - loss: 0.3301 - accuracy: 0.8669
Epoch 343/500
450/450 [==============================] - 0s 800us/step - loss: 0.3308 - accuracy: 0.8660
Epoch 344/500
450/450 [==============================] - 0s 780us/step - loss: 0.3304 - accuracy: 0.8674
Epoch 345/500
450/450 [==============================] - 0s 720us/step - loss: 0.3301 - accuracy: 0.8653
Epoch 346/500
450/450 [==============================] - 0s 737us/step - loss: 0.3306 - accuracy: 0.8661
Epoch 347/500
450/450 [==============================] - 0s 815us/step - loss: 0.3305 - accuracy: 0.8668
Epoch 348/500
450/450 [==============================] - 0s 746us/step - loss: 0.3306 - accuracy: 0.8668
Epoch 349/500
450/450 [==============================] - 0s 841us/step - loss: 0.3302 - accuracy: 0.8657
Epoch 350/500
450/450 [==============================] - 0s 763us/step - loss: 0.3296 - accuracy: 0.8660
Epoch 351/500
450/450 [==============================] - 0s 743us/step - loss: 0.3302 - accuracy: 0.8669
Epoch 352/500
450/450 [==============================] - 0s 843us/step - loss: 0.3305 - accuracy: 0.8649
Epoch 353/500
450/450 [==============================] - 0s 760us/step - loss: 0.3306 - accuracy: 0.8651
Epoch 354/500
450/450 [==============================] - 0s 765us/step - loss: 0.3297 - accuracy: 0.8669
Epoch 355/500
450/450 [==============================] - 0s 852us/step - loss: 0.3306 - accuracy: 0.8672
Epoch 356/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8650
Epoch 357/500
450/450 [==============================] - 0s 789us/step - loss: 0.3303 - accuracy: 0.8657
Epoch 358/500
450/450 [==============================] - 0s 750us/step - loss: 0.3301 - accuracy: 0.8667
Epoch 359/500
450/450 [==============================] - 0s 730us/step - loss: 0.3301 - accuracy: 0.8671
Epoch 360/500
450/450 [==============================] - 0s 722us/step - loss: 0.3297 - accuracy: 0.8678
Epoch 361/500
450/450 [==============================] - 0s 753us/step - loss: 0.3302 - accuracy: 0.8672
Epoch 362/500
450/450 [==============================] - 0s 732us/step - loss: 0.3303 - accuracy: 0.8667
Epoch 363/500
450/450 [==============================] - 0s 715us/step - loss: 0.3302 - accuracy: 0.8686
Epoch 364/500
450/450 [==============================] - 0s 736us/step - loss: 0.3300 - accuracy: 0.8651
Epoch 365/500
450/450 [==============================] - 0s 719us/step - loss: 0.3302 - accuracy: 0.8660
Epoch 366/500
450/450 [==============================] - 0s 722us/step - loss: 0.3305 - accuracy: 0.8658
Epoch 367/500
450/450 [==============================] - 0s 753us/step - loss: 0.3301 - accuracy: 0.8685
Epoch 368/500
450/450 [==============================] - 0s 715us/step - loss: 0.3301 - accuracy: 0.8668
Epoch 369/500
450/450 [==============================] - 0s 715us/step - loss: 0.3299 - accuracy: 0.8672
Epoch 370/500
450/450 [==============================] - 0s 777us/step - loss: 0.3302 - accuracy: 0.8658
Epoch 371/500
450/450 [==============================] - 0s 886us/step - loss: 0.3300 - accuracy: 0.8661
Epoch 372/500
450/450 [==============================] - 0s 857us/step - loss: 0.3298 - accuracy: 0.8668
Epoch 373/500
450/450 [==============================] - 0s 882us/step - loss: 0.3301 - accuracy: 0.8671
Epoch 374/500
450/450 [==============================] - 0s 965us/step - loss: 0.3298 - accuracy: 0.8672
Epoch 375/500
450/450 [==============================] - 0s 763us/step - loss: 0.3300 - accuracy: 0.8664
Epoch 376/500
450/450 [==============================] - 0s 724us/step - loss: 0.3303 - accuracy: 0.8665
Epoch 377/500
450/450 [==============================] - 0s 769us/step - loss: 0.3296 - accuracy: 0.8661
Epoch 378/500
450/450 [==============================] - 0s 803us/step - loss: 0.3303 - accuracy: 0.8664
Epoch 379/500
450/450 [==============================] - 0s 848us/step - loss: 0.3301 - accuracy: 0.8665
Epoch 380/500
450/450 [==============================] - 0s 754us/step - loss: 0.3303 - accuracy: 0.8661
Epoch 381/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8669
Epoch 382/500
450/450 [==============================] - 0s 765us/step - loss: 0.3300 - accuracy: 0.8674
Epoch 383/500
450/450 [==============================] - 0s 854us/step - loss: 0.3299 - accuracy: 0.8672
Epoch 384/500
450/450 [==============================] - 0s 814us/step - loss: 0.3302 - accuracy: 0.8672
Epoch 385/500
450/450 [==============================] - 0s 756us/step - loss: 0.3300 - accuracy: 0.8665
Epoch 386/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8653
Epoch 387/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8662
Epoch 388/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3299 - accuracy: 0.8668
Epoch 389/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8681
Epoch 390/500
450/450 [==============================] - 0s 843us/step - loss: 0.3301 - accuracy: 0.8647
Epoch 391/500
450/450 [==============================] - 0s 853us/step - loss: 0.3303 - accuracy: 0.8653
Epoch 392/500
450/450 [==============================] - 0s 947us/step - loss: 0.3298 - accuracy: 0.8672
Epoch 393/500
450/450 [==============================] - 0s 758us/step - loss: 0.3303 - accuracy: 0.8651
Epoch 394/500
450/450 [==============================] - 0s 814us/step - loss: 0.3298 - accuracy: 0.8672
Epoch 395/500
450/450 [==============================] - 0s 746us/step - loss: 0.3298 - accuracy: 0.8664
Epoch 396/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8660
Epoch 397/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8662
Epoch 398/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8651
Epoch 399/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3303 - accuracy: 0.8662
Epoch 400/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8658
Epoch 401/500
450/450 [==============================] - 0s 768us/step - loss: 0.3298 - accuracy: 0.8660
Epoch 402/500
450/450 [==============================] - 0s 833us/step - loss: 0.3299 - accuracy: 0.8669
Epoch 403/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3301 - accuracy: 0.8676
Epoch 404/500
450/450 [==============================] - 0s 843us/step - loss: 0.3306 - accuracy: 0.8665
Epoch 405/500
450/450 [==============================] - 0s 780us/step - loss: 0.3302 - accuracy: 0.8669
Epoch 406/500
450/450 [==============================] - 0s 831us/step - loss: 0.3301 - accuracy: 0.8658
Epoch 407/500
450/450 [==============================] - 0s 832us/step - loss: 0.3299 - accuracy: 0.8664
Epoch 408/500
450/450 [==============================] - 0s 932us/step - loss: 0.3300 - accuracy: 0.8671
Epoch 409/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8674
Epoch 410/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3300 - accuracy: 0.8656
Epoch 411/500
450/450 [==============================] - 0s 762us/step - loss: 0.3297 - accuracy: 0.8675
Epoch 412/500
450/450 [==============================] - 0s 803us/step - loss: 0.3304 - accuracy: 0.8651
Epoch 413/500
450/450 [==============================] - 0s 874us/step - loss: 0.3295 - accuracy: 0.8664
Epoch 414/500
450/450 [==============================] - 0s 867us/step - loss: 0.3302 - accuracy: 0.8660
Epoch 415/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8661: 0s - loss: 0.3312 - accu
Epoch 416/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3295 - accuracy: 0.8674
Epoch 417/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3298 - accuracy: 0.8656
Epoch 418/500
450/450 [==============================] - 0s 760us/step - loss: 0.3299 - accuracy: 0.8657
Epoch 419/500
450/450 [==============================] - 0s 921us/step - loss: 0.3300 - accuracy: 0.8672
Epoch 420/500
450/450 [==============================] - 0s 862us/step - loss: 0.3297 - accuracy: 0.8660
Epoch 421/500
450/450 [==============================] - 0s 740us/step - loss: 0.3296 - accuracy: 0.8671
Epoch 422/500
450/450 [==============================] - 0s 730us/step - loss: 0.3300 - accuracy: 0.8657
Epoch 423/500
450/450 [==============================] - 0s 749us/step - loss: 0.3299 - accuracy: 0.8651
Epoch 424/500
450/450 [==============================] - 0s 731us/step - loss: 0.3294 - accuracy: 0.8667
Epoch 425/500
450/450 [==============================] - 0s 739us/step - loss: 0.3299 - accuracy: 0.8669
Epoch 426/500
450/450 [==============================] - 0s 730us/step - loss: 0.3299 - accuracy: 0.8650
Epoch 427/500
450/450 [==============================] - 0s 727us/step - loss: 0.3299 - accuracy: 0.8671
Epoch 428/500
450/450 [==============================] - 0s 738us/step - loss: 0.3299 - accuracy: 0.8649
Epoch 429/500
450/450 [==============================] - 0s 947us/step - loss: 0.3300 - accuracy: 0.8649
Epoch 430/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8662
Epoch 431/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3297 - accuracy: 0.8664
Epoch 432/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8679
Epoch 433/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8661
Epoch 434/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8658: 0s - loss: 0.3381 - 
Epoch 435/500
450/450 [==============================] - 0s 783us/step - loss: 0.3297 - accuracy: 0.8657
Epoch 436/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8661
Epoch 437/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3298 - accuracy: 0.8646
Epoch 438/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8667
Epoch 439/500
450/450 [==============================] - 0s 977us/step - loss: 0.3297 - accuracy: 0.8667
Epoch 440/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3297 - accuracy: 0.8662
Epoch 441/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8653
Epoch 442/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3299 - accuracy: 0.8665
Epoch 443/500
450/450 [==============================] - 0s 769us/step - loss: 0.3296 - accuracy: 0.8681
Epoch 444/500
450/450 [==============================] - 0s 755us/step - loss: 0.3300 - accuracy: 0.8660
Epoch 445/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8660
Epoch 446/500
450/450 [==============================] - 0s 969us/step - loss: 0.3299 - accuracy: 0.8665
Epoch 447/500
450/450 [==============================] - 0s 904us/step - loss: 0.3297 - accuracy: 0.8658
Epoch 448/500
450/450 [==============================] - 0s 862us/step - loss: 0.3294 - accuracy: 0.8667
Epoch 449/500
450/450 [==============================] - 0s 869us/step - loss: 0.3299 - accuracy: 0.8674
Epoch 450/500
450/450 [==============================] - 0s 774us/step - loss: 0.3298 - accuracy: 0.8653
Epoch 451/500
450/450 [==============================] - 0s 805us/step - loss: 0.3296 - accuracy: 0.8658
Epoch 452/500
450/450 [==============================] - 0s 821us/step - loss: 0.3295 - accuracy: 0.8669
Epoch 453/500
450/450 [==============================] - 0s 825us/step - loss: 0.3296 - accuracy: 0.8671
Epoch 454/500
450/450 [==============================] - 0s 795us/step - loss: 0.3298 - accuracy: 0.8664
Epoch 455/500
450/450 [==============================] - 0s 793us/step - loss: 0.3294 - accuracy: 0.8653
Epoch 456/500
450/450 [==============================] - 0s 764us/step - loss: 0.3291 - accuracy: 0.8669
Epoch 457/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3298 - accuracy: 0.8664
Epoch 458/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3294 - accuracy: 0.8657
Epoch 459/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3292 - accuracy: 0.8660
Epoch 460/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8665
Epoch 461/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3300 - accuracy: 0.8662
Epoch 462/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3293 - accuracy: 0.8651
Epoch 463/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3291 - accuracy: 0.8660
Epoch 464/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3295 - accuracy: 0.8660
Epoch 465/500
450/450 [==============================] - 2s 3ms/step - loss: 0.3294 - accuracy: 0.8660: 0s - loss: 0.3241 - accuracy
Epoch 466/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3297 - accuracy: 0.8669: 0s - loss: 0.3271 - accu
Epoch 467/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3296 - accuracy: 0.8667
Epoch 468/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3297 - accuracy: 0.8667
Epoch 469/500
450/450 [==============================] - 2s 5ms/step - loss: 0.3291 - accuracy: 0.8667
Epoch 470/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3294 - accuracy: 0.8660: 0s - loss:
Epoch 471/500
450/450 [==============================] - 0s 899us/step - loss: 0.3296 - accuracy: 0.8662
Epoch 472/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8669
Epoch 473/500
450/450 [==============================] - 0s 948us/step - loss: 0.3292 - accuracy: 0.8662
Epoch 474/500
450/450 [==============================] - 0s 807us/step - loss: 0.3289 - accuracy: 0.8678
Epoch 475/500
450/450 [==============================] - 0s 870us/step - loss: 0.3294 - accuracy: 0.8657
Epoch 476/500
450/450 [==============================] - 0s 806us/step - loss: 0.3292 - accuracy: 0.8675
Epoch 477/500
450/450 [==============================] - 0s 860us/step - loss: 0.3290 - accuracy: 0.8653
Epoch 478/500
450/450 [==============================] - 0s 946us/step - loss: 0.3297 - accuracy: 0.8656
Epoch 479/500
450/450 [==============================] - 0s 855us/step - loss: 0.3291 - accuracy: 0.8654
Epoch 480/500
450/450 [==============================] - 0s 970us/step - loss: 0.3292 - accuracy: 0.8674
Epoch 481/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3293 - accuracy: 0.8660: 0s - loss: 0.3280 - accuracy: 0.
Epoch 482/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3290 - accuracy: 0.8669
Epoch 483/500
450/450 [==============================] - 0s 776us/step - loss: 0.3292 - accuracy: 0.8671
Epoch 484/500
450/450 [==============================] - 0s 808us/step - loss: 0.3292 - accuracy: 0.8669
Epoch 485/500
450/450 [==============================] - 0s 832us/step - loss: 0.3288 - accuracy: 0.8651
Epoch 486/500
450/450 [==============================] - 0s 789us/step - loss: 0.3291 - accuracy: 0.8664
Epoch 487/500
450/450 [==============================] - 0s 810us/step - loss: 0.3293 - accuracy: 0.8669
Epoch 488/500
450/450 [==============================] - 0s 804us/step - loss: 0.3291 - accuracy: 0.86650s - loss: 0.3299 - accuracy: 0.86
Epoch 489/500
450/450 [==============================] - 0s 795us/step - loss: 0.3291 - accuracy: 0.8667
Epoch 490/500
450/450 [==============================] - 0s 805us/step - loss: 0.3289 - accuracy: 0.8672
Epoch 491/500
450/450 [==============================] - 0s 853us/step - loss: 0.3290 - accuracy: 0.8668
Epoch 492/500
450/450 [==============================] - 0s 892us/step - loss: 0.3290 - accuracy: 0.8668
Epoch 493/500
450/450 [==============================] - 0s 835us/step - loss: 0.3290 - accuracy: 0.8658
Epoch 494/500
450/450 [==============================] - 0s 776us/step - loss: 0.3288 - accuracy: 0.8656
Epoch 495/500
450/450 [==============================] - 0s 755us/step - loss: 0.3291 - accuracy: 0.8669
Epoch 496/500
450/450 [==============================] - 0s 779us/step - loss: 0.3288 - accuracy: 0.8657
Epoch 497/500
450/450 [==============================] - 0s 755us/step - loss: 0.3286 - accuracy: 0.8668
Epoch 498/500
450/450 [==============================] - 0s 772us/step - loss: 0.3291 - accuracy: 0.8662
Epoch 499/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3290 - accuracy: 0.8661
Epoch 500/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3287 - accuracy: 0.8687
Epoch 1/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5849 - accuracy: 0.7961
Epoch 2/500
450/450 [==============================] - 0s 811us/step - loss: 0.5165 - accuracy: 0.7978
Epoch 3/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5061 - accuracy: 0.7978
Epoch 4/500
450/450 [==============================] - 0s 955us/step - loss: 0.5041 - accuracy: 0.7978
Epoch 5/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5036 - accuracy: 0.7978
Epoch 6/500
450/450 [==============================] - 0s 881us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 7/500
450/450 [==============================] - 0s 844us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 8/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 9/500
450/450 [==============================] - 0s 823us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 10/500
450/450 [==============================] - 0s 784us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 11/500
450/450 [==============================] - 0s 765us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 12/500
450/450 [==============================] - 0s 765us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 13/500
450/450 [==============================] - 0s 883us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 14/500
450/450 [==============================] - 0s 891us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 15/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 16/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 17/500
450/450 [==============================] - 0s 916us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 18/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 19/500
450/450 [==============================] - 0s 858us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 20/500
450/450 [==============================] - 0s 849us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 21/500
450/450 [==============================] - 0s 778us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 22/500
450/450 [==============================] - 0s 947us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 23/500
450/450 [==============================] - 0s 845us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 24/500
450/450 [==============================] - 0s 943us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 25/500
450/450 [==============================] - 0s 936us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 26/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 27/500
450/450 [==============================] - 0s 860us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 28/500
450/450 [==============================] - 0s 954us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 29/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 30/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 31/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 32/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 33/500
450/450 [==============================] - 0s 888us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 34/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 35/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 36/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 37/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 38/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 39/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 40/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 41/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 42/500
450/450 [==============================] - 2s 5ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 43/500
450/450 [==============================] - 2s 5ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 44/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 45/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 46/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 47/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 48/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 49/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 50/500
450/450 [==============================] - 2s 4ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 51/500
450/450 [==============================] - 2s 3ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 52/500
450/450 [==============================] - 2s 5ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 53/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 54/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 55/500
450/450 [==============================] - 2s 4ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 56/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5032 - accuracy: 0.7978
Epoch 57/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5032 - accuracy: 0.7978
Epoch 58/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5031 - accuracy: 0.7978
Epoch 59/500
450/450 [==============================] - 0s 784us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 60/500
450/450 [==============================] - 0s 731us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 61/500
450/450 [==============================] - 0s 747us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 62/500
450/450 [==============================] - 0s 810us/step - loss: 0.5025 - accuracy: 0.7978
Epoch 63/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7978
Epoch 64/500
450/450 [==============================] - 0s 898us/step - loss: 0.5017 - accuracy: 0.7978
Epoch 65/500
450/450 [==============================] - 0s 809us/step - loss: 0.5009 - accuracy: 0.7978
Epoch 66/500
450/450 [==============================] - 0s 956us/step - loss: 0.4997 - accuracy: 0.7978
Epoch 67/500
450/450 [==============================] - 0s 946us/step - loss: 0.4976 - accuracy: 0.7978
Epoch 68/500
450/450 [==============================] - 0s 856us/step - loss: 0.4937 - accuracy: 0.7978
Epoch 69/500
450/450 [==============================] - 0s 814us/step - loss: 0.4867 - accuracy: 0.7978
Epoch 70/500
450/450 [==============================] - 0s 959us/step - loss: 0.4749 - accuracy: 0.7978
Epoch 71/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4606 - accuracy: 0.7975
Epoch 72/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.8007
Epoch 73/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.8069
Epoch 74/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4394 - accuracy: 0.8081
Epoch 75/500
450/450 [==============================] - 0s 980us/step - loss: 0.4366 - accuracy: 0.8122
Epoch 76/500
450/450 [==============================] - 0s 931us/step - loss: 0.4343 - accuracy: 0.8133
Epoch 77/500
450/450 [==============================] - 0s 928us/step - loss: 0.4327 - accuracy: 0.8150
Epoch 78/500
450/450 [==============================] - 0s 843us/step - loss: 0.4310 - accuracy: 0.8165
Epoch 79/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.8185
Epoch 80/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.8197
Epoch 81/500
450/450 [==============================] - 0s 946us/step - loss: 0.4265 - accuracy: 0.8199
Epoch 82/500
450/450 [==============================] - 0s 829us/step - loss: 0.4249 - accuracy: 0.8221
Epoch 83/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8238
Epoch 84/500
450/450 [==============================] - 0s 813us/step - loss: 0.4217 - accuracy: 0.8260
Epoch 85/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4202 - accuracy: 0.8276
Epoch 86/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4187 - accuracy: 0.8292
Epoch 87/500
450/450 [==============================] - 0s 958us/step - loss: 0.4169 - accuracy: 0.8308
Epoch 88/500
450/450 [==============================] - 0s 772us/step - loss: 0.4158 - accuracy: 0.8325
Epoch 89/500
450/450 [==============================] - 0s 894us/step - loss: 0.4145 - accuracy: 0.8338
Epoch 90/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4133 - accuracy: 0.8344
Epoch 91/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4119 - accuracy: 0.8350
Epoch 92/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4109 - accuracy: 0.8346
Epoch 93/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4103 - accuracy: 0.8358
Epoch 94/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4093 - accuracy: 0.8347
Epoch 95/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4082 - accuracy: 0.8357
Epoch 96/500
450/450 [==============================] - 0s 906us/step - loss: 0.4078 - accuracy: 0.8350
Epoch 97/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4072 - accuracy: 0.8360
Epoch 98/500
450/450 [==============================] - 0s 856us/step - loss: 0.4066 - accuracy: 0.8367
Epoch 99/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4058 - accuracy: 0.8360
Epoch 100/500
450/450 [==============================] - 0s 836us/step - loss: 0.4058 - accuracy: 0.8363
Epoch 101/500
450/450 [==============================] - 0s 990us/step - loss: 0.4051 - accuracy: 0.8347
Epoch 102/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4048 - accuracy: 0.8353
Epoch 103/500
450/450 [==============================] - 0s 879us/step - loss: 0.4041 - accuracy: 0.8350
Epoch 104/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4038 - accuracy: 0.8343
Epoch 105/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4037 - accuracy: 0.8368
Epoch 106/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4030 - accuracy: 0.8344
Epoch 107/500
450/450 [==============================] - 0s 986us/step - loss: 0.4033 - accuracy: 0.8358
Epoch 108/500
450/450 [==============================] - 0s 933us/step - loss: 0.4030 - accuracy: 0.8360
Epoch 109/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4026 - accuracy: 0.8344
Epoch 110/500
450/450 [==============================] - 0s 834us/step - loss: 0.4027 - accuracy: 0.8360
Epoch 111/500
450/450 [==============================] - 0s 967us/step - loss: 0.4021 - accuracy: 0.8350
Epoch 112/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4023 - accuracy: 0.8338
Epoch 113/500
450/450 [==============================] - 0s 876us/step - loss: 0.4024 - accuracy: 0.8343
Epoch 114/500
450/450 [==============================] - 0s 883us/step - loss: 0.4020 - accuracy: 0.8342
Epoch 115/500
450/450 [==============================] - 0s 818us/step - loss: 0.4019 - accuracy: 0.8349
Epoch 116/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4019 - accuracy: 0.8360
Epoch 117/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8350
Epoch 118/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4015 - accuracy: 0.8342
Epoch 119/500
450/450 [==============================] - 0s 898us/step - loss: 0.4015 - accuracy: 0.8357
Epoch 120/500
450/450 [==============================] - 0s 778us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 121/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8358
Epoch 122/500
450/450 [==============================] - 0s 738us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 123/500
450/450 [==============================] - 0s 749us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 124/500
450/450 [==============================] - 0s 814us/step - loss: 0.4000 - accuracy: 0.8363
Epoch 125/500
450/450 [==============================] - 0s 891us/step - loss: 0.4001 - accuracy: 0.8349
Epoch 126/500
450/450 [==============================] - 0s 801us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 127/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8353
Epoch 128/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8360
Epoch 129/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8376
Epoch 130/500
450/450 [==============================] - 0s 975us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 131/500
450/450 [==============================] - 0s 811us/step - loss: 0.3995 - accuracy: 0.8363
Epoch 132/500
450/450 [==============================] - 0s 821us/step - loss: 0.3989 - accuracy: 0.83560s - loss: 0.3983 - accuracy: 0.
Epoch 133/500
450/450 [==============================] - 0s 761us/step - loss: 0.3988 - accuracy: 0.8363
Epoch 134/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3987 - accuracy: 0.8367
Epoch 135/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8363
Epoch 136/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3984 - accuracy: 0.8368
Epoch 137/500
450/450 [==============================] - 0s 900us/step - loss: 0.3985 - accuracy: 0.8374
Epoch 138/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3979 - accuracy: 0.8361: 0s - loss: 0.3966 - accuracy
Epoch 139/500
450/450 [==============================] - 0s 941us/step - loss: 0.3972 - accuracy: 0.8374
Epoch 140/500
450/450 [==============================] - 0s 935us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 141/500
450/450 [==============================] - 0s 884us/step - loss: 0.3973 - accuracy: 0.8369
Epoch 142/500
450/450 [==============================] - 0s 814us/step - loss: 0.3976 - accuracy: 0.8365
Epoch 143/500
450/450 [==============================] - 0s 772us/step - loss: 0.3970 - accuracy: 0.8357
Epoch 144/500
450/450 [==============================] - 0s 746us/step - loss: 0.3972 - accuracy: 0.8347
Epoch 145/500
450/450 [==============================] - 0s 819us/step - loss: 0.3970 - accuracy: 0.8358
Epoch 146/500
450/450 [==============================] - 0s 801us/step - loss: 0.3966 - accuracy: 0.8374
Epoch 147/500
450/450 [==============================] - 0s 737us/step - loss: 0.3971 - accuracy: 0.8378
Epoch 148/500
450/450 [==============================] - 0s 744us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 149/500
450/450 [==============================] - 0s 757us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 150/500
450/450 [==============================] - 0s 756us/step - loss: 0.3963 - accuracy: 0.8374
Epoch 151/500
450/450 [==============================] - 0s 942us/step - loss: 0.3962 - accuracy: 0.8378
Epoch 152/500
450/450 [==============================] - 0s 859us/step - loss: 0.3963 - accuracy: 0.8350
Epoch 153/500
450/450 [==============================] - 0s 932us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 154/500
450/450 [==============================] - 0s 753us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 155/500
450/450 [==============================] - 0s 782us/step - loss: 0.3957 - accuracy: 0.8372
Epoch 156/500
450/450 [==============================] - 0s 802us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 157/500
450/450 [==============================] - 0s 799us/step - loss: 0.3958 - accuracy: 0.8365
Epoch 158/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8364
Epoch 159/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8356
Epoch 160/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3961 - accuracy: 0.8371: 0s
Epoch 161/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8378
Epoch 162/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8379
Epoch 163/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8372
Epoch 164/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8374
Epoch 165/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8356
Epoch 166/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8388
Epoch 167/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8365
Epoch 168/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8357
Epoch 169/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3956 - accuracy: 0.8374
Epoch 170/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3954 - accuracy: 0.8368
Epoch 171/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3957 - accuracy: 0.8376
Epoch 172/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3955 - accuracy: 0.8360
Epoch 173/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3953 - accuracy: 0.8369
Epoch 174/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3952 - accuracy: 0.8353
Epoch 175/500
450/450 [==============================] - 0s 824us/step - loss: 0.3950 - accuracy: 0.8367
Epoch 176/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3952 - accuracy: 0.8364
Epoch 177/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8372
Epoch 178/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8371
Epoch 179/500
450/450 [==============================] - 0s 830us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 180/500
450/450 [==============================] - 0s 765us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 181/500
450/450 [==============================] - 0s 772us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 182/500
450/450 [==============================] - 0s 753us/step - loss: 0.3946 - accuracy: 0.8360
Epoch 183/500
450/450 [==============================] - 0s 760us/step - loss: 0.3947 - accuracy: 0.8354
Epoch 184/500
450/450 [==============================] - 0s 760us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 185/500
450/450 [==============================] - 0s 763us/step - loss: 0.3941 - accuracy: 0.8369
Epoch 186/500
450/450 [==============================] - 0s 753us/step - loss: 0.3943 - accuracy: 0.8365
Epoch 187/500
450/450 [==============================] - 0s 845us/step - loss: 0.3934 - accuracy: 0.8363
Epoch 188/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8367: 0s - loss: 0.3888 - accuracy: 0.83
Epoch 189/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3938 - accuracy: 0.8346
Epoch 190/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3941 - accuracy: 0.8361
Epoch 191/500
450/450 [==============================] - 0s 963us/step - loss: 0.3940 - accuracy: 0.8353
Epoch 192/500
450/450 [==============================] - 0s 959us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 193/500
450/450 [==============================] - 0s 775us/step - loss: 0.3935 - accuracy: 0.8360
Epoch 194/500
450/450 [==============================] - 0s 817us/step - loss: 0.3933 - accuracy: 0.8363
Epoch 195/500
450/450 [==============================] - 0s 756us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 196/500
450/450 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 197/500
450/450 [==============================] - 0s 764us/step - loss: 0.3937 - accuracy: 0.8369
Epoch 198/500
450/450 [==============================] - 0s 766us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 199/500
450/450 [==============================] - 0s 757us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 200/500
450/450 [==============================] - 0s 750us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 201/500
450/450 [==============================] - 0s 758us/step - loss: 0.3930 - accuracy: 0.8365
Epoch 202/500
450/450 [==============================] - 0s 769us/step - loss: 0.3927 - accuracy: 0.8367
Epoch 203/500
450/450 [==============================] - 0s 741us/step - loss: 0.3934 - accuracy: 0.8351
Epoch 204/500
450/450 [==============================] - 0s 762us/step - loss: 0.3933 - accuracy: 0.8365
Epoch 205/500
450/450 [==============================] - 0s 768us/step - loss: 0.3927 - accuracy: 0.8365
Epoch 206/500
450/450 [==============================] - 0s 737us/step - loss: 0.3924 - accuracy: 0.8350
Epoch 207/500
450/450 [==============================] - 0s 754us/step - loss: 0.3929 - accuracy: 0.8364
Epoch 208/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3926 - accuracy: 0.8358
Epoch 209/500
450/450 [==============================] - 0s 925us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 210/500
450/450 [==============================] - 0s 799us/step - loss: 0.3925 - accuracy: 0.8356
Epoch 211/500
450/450 [==============================] - 0s 768us/step - loss: 0.3922 - accuracy: 0.8357
Epoch 212/500
450/450 [==============================] - 0s 764us/step - loss: 0.3924 - accuracy: 0.8367
Epoch 213/500
450/450 [==============================] - 0s 776us/step - loss: 0.3925 - accuracy: 0.8364
Epoch 214/500
450/450 [==============================] - 0s 752us/step - loss: 0.3918 - accuracy: 0.8357
Epoch 215/500
450/450 [==============================] - 0s 755us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 216/500
450/450 [==============================] - 0s 778us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 217/500
450/450 [==============================] - 0s 739us/step - loss: 0.3924 - accuracy: 0.8354
Epoch 218/500
450/450 [==============================] - 0s 775us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 219/500
450/450 [==============================] - 0s 842us/step - loss: 0.3918 - accuracy: 0.8365
Epoch 220/500
450/450 [==============================] - 0s 814us/step - loss: 0.3922 - accuracy: 0.8383
Epoch 221/500
450/450 [==============================] - 0s 825us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 222/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3919 - accuracy: 0.8374
Epoch 223/500
450/450 [==============================] - 0s 767us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 224/500
450/450 [==============================] - 0s 885us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 225/500
450/450 [==============================] - 0s 758us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 226/500
450/450 [==============================] - 0s 750us/step - loss: 0.3917 - accuracy: 0.8372
Epoch 227/500
450/450 [==============================] - 0s 758us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 228/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8374
Epoch 229/500
450/450 [==============================] - 0s 774us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 230/500
450/450 [==============================] - 0s 963us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 231/500
450/450 [==============================] - 0s 762us/step - loss: 0.3917 - accuracy: 0.8376
Epoch 232/500
450/450 [==============================] - 0s 945us/step - loss: 0.3918 - accuracy: 0.8368
Epoch 233/500
450/450 [==============================] - 0s 775us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 234/500
450/450 [==============================] - 0s 776us/step - loss: 0.3916 - accuracy: 0.8368
Epoch 235/500
450/450 [==============================] - 0s 739us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 236/500
450/450 [==============================] - 0s 782us/step - loss: 0.3912 - accuracy: 0.8393
Epoch 237/500
450/450 [==============================] - 0s 767us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 238/500
450/450 [==============================] - 0s 745us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 239/500
450/450 [==============================] - 0s 771us/step - loss: 0.3910 - accuracy: 0.8400
Epoch 240/500
450/450 [==============================] - 0s 754us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 241/500
450/450 [==============================] - 0s 761us/step - loss: 0.3911 - accuracy: 0.8375
Epoch 242/500
450/450 [==============================] - 0s 754us/step - loss: 0.3912 - accuracy: 0.8375
Epoch 243/500
450/450 [==============================] - 0s 764us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 244/500
450/450 [==============================] - 0s 758us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 245/500
450/450 [==============================] - 0s 757us/step - loss: 0.3911 - accuracy: 0.8369
Epoch 246/500
450/450 [==============================] - 0s 756us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 247/500
450/450 [==============================] - 0s 737us/step - loss: 0.3910 - accuracy: 0.8397
Epoch 248/500
450/450 [==============================] - 0s 754us/step - loss: 0.3910 - accuracy: 0.8381
Epoch 249/500
450/450 [==============================] - 0s 767us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 250/500
450/450 [==============================] - 0s 741us/step - loss: 0.3912 - accuracy: 0.8403
Epoch 251/500
450/450 [==============================] - 0s 749us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 252/500
450/450 [==============================] - 0s 894us/step - loss: 0.3910 - accuracy: 0.8399
Epoch 253/500
450/450 [==============================] - 0s 754us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 254/500
450/450 [==============================] - 0s 760us/step - loss: 0.3909 - accuracy: 0.8379
Epoch 255/500
450/450 [==============================] - 0s 767us/step - loss: 0.3908 - accuracy: 0.8378
Epoch 256/500
450/450 [==============================] - 0s 743us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 257/500
450/450 [==============================] - 0s 758us/step - loss: 0.3910 - accuracy: 0.8382
Epoch 258/500
450/450 [==============================] - 0s 775us/step - loss: 0.3910 - accuracy: 0.8386
Epoch 259/500
450/450 [==============================] - 0s 746us/step - loss: 0.3911 - accuracy: 0.8371
Epoch 260/500
450/450 [==============================] - 0s 755us/step - loss: 0.3910 - accuracy: 0.8388
Epoch 261/500
450/450 [==============================] - 0s 771us/step - loss: 0.3910 - accuracy: 0.8381
Epoch 262/500
450/450 [==============================] - 0s 763us/step - loss: 0.3910 - accuracy: 0.8400
Epoch 263/500
450/450 [==============================] - 0s 885us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 264/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8390
Epoch 265/500
450/450 [==============================] - 0s 770us/step - loss: 0.3904 - accuracy: 0.8406
Epoch 266/500
450/450 [==============================] - 0s 846us/step - loss: 0.3910 - accuracy: 0.8381
Epoch 267/500
450/450 [==============================] - 0s 739us/step - loss: 0.3909 - accuracy: 0.8382
Epoch 268/500
450/450 [==============================] - 0s 768us/step - loss: 0.3908 - accuracy: 0.8378
Epoch 269/500
450/450 [==============================] - 0s 765us/step - loss: 0.3910 - accuracy: 0.8371
Epoch 270/500
450/450 [==============================] - 0s 743us/step - loss: 0.3905 - accuracy: 0.8379
Epoch 271/500
450/450 [==============================] - 0s 933us/step - loss: 0.3908 - accuracy: 0.83850s - loss: 0.3910 - accuracy: 0.
Epoch 272/500
450/450 [==============================] - 0s 953us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 273/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3906 - accuracy: 0.8382
Epoch 274/500
450/450 [==============================] - 0s 761us/step - loss: 0.3909 - accuracy: 0.8382
Epoch 275/500
450/450 [==============================] - 0s 802us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 276/500
450/450 [==============================] - 0s 763us/step - loss: 0.3908 - accuracy: 0.8383
Epoch 277/500
450/450 [==============================] - 0s 741us/step - loss: 0.3908 - accuracy: 0.8390
Epoch 278/500
450/450 [==============================] - 0s 758us/step - loss: 0.3905 - accuracy: 0.8397
Epoch 279/500
450/450 [==============================] - 0s 767us/step - loss: 0.3907 - accuracy: 0.8397
Epoch 280/500
450/450 [==============================] - 0s 751us/step - loss: 0.3907 - accuracy: 0.8386
Epoch 281/500
450/450 [==============================] - 0s 741us/step - loss: 0.3906 - accuracy: 0.8376
Epoch 282/500
450/450 [==============================] - 0s 737us/step - loss: 0.3905 - accuracy: 0.8397
Epoch 283/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8394
Epoch 284/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3905 - accuracy: 0.8385
Epoch 285/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3905 - accuracy: 0.8382
Epoch 286/500
450/450 [==============================] - 0s 759us/step - loss: 0.3905 - accuracy: 0.8390
Epoch 287/500
450/450 [==============================] - 0s 950us/step - loss: 0.3905 - accuracy: 0.8376
Epoch 288/500
450/450 [==============================] - 0s 882us/step - loss: 0.3905 - accuracy: 0.8382
Epoch 289/500
450/450 [==============================] - 0s 868us/step - loss: 0.3906 - accuracy: 0.8401
Epoch 290/500
450/450 [==============================] - 0s 778us/step - loss: 0.3898 - accuracy: 0.8406
Epoch 291/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8393
Epoch 292/500
450/450 [==============================] - 0s 773us/step - loss: 0.3900 - accuracy: 0.8379
Epoch 293/500
450/450 [==============================] - 0s 900us/step - loss: 0.3905 - accuracy: 0.8400
Epoch 294/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8394
Epoch 295/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8389
Epoch 296/500
450/450 [==============================] - 0s 758us/step - loss: 0.3901 - accuracy: 0.8385
Epoch 297/500
450/450 [==============================] - 0s 814us/step - loss: 0.3904 - accuracy: 0.8403
Epoch 298/500
450/450 [==============================] - 0s 756us/step - loss: 0.3905 - accuracy: 0.8378
Epoch 299/500
450/450 [==============================] - 0s 775us/step - loss: 0.3902 - accuracy: 0.8392
Epoch 300/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8379
Epoch 301/500
450/450 [==============================] - 0s 769us/step - loss: 0.3902 - accuracy: 0.8407
Epoch 302/500
450/450 [==============================] - 0s 822us/step - loss: 0.3905 - accuracy: 0.8381
Epoch 303/500
450/450 [==============================] - 0s 889us/step - loss: 0.3902 - accuracy: 0.8386
Epoch 304/500
450/450 [==============================] - 0s 919us/step - loss: 0.3902 - accuracy: 0.8410
Epoch 305/500
450/450 [==============================] - 0s 838us/step - loss: 0.3902 - accuracy: 0.8410
Epoch 306/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3904 - accuracy: 0.8394
Epoch 307/500
450/450 [==============================] - 0s 819us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 308/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3903 - accuracy: 0.8378
Epoch 309/500
450/450 [==============================] - 0s 761us/step - loss: 0.3904 - accuracy: 0.8406
Epoch 310/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3903 - accuracy: 0.8406
Epoch 311/500
450/450 [==============================] - 0s 754us/step - loss: 0.3896 - accuracy: 0.8413
Epoch 312/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8378
Epoch 313/500
450/450 [==============================] - 0s 777us/step - loss: 0.3903 - accuracy: 0.8389
Epoch 314/500
450/450 [==============================] - 0s 827us/step - loss: 0.3902 - accuracy: 0.8369
Epoch 315/500
450/450 [==============================] - 0s 761us/step - loss: 0.3903 - accuracy: 0.8401
Epoch 316/500
450/450 [==============================] - 0s 821us/step - loss: 0.3905 - accuracy: 0.8385
Epoch 317/500
450/450 [==============================] - 0s 767us/step - loss: 0.3904 - accuracy: 0.8401
Epoch 318/500
450/450 [==============================] - 0s 753us/step - loss: 0.3902 - accuracy: 0.8376
Epoch 319/500
450/450 [==============================] - 0s 773us/step - loss: 0.3903 - accuracy: 0.8385
Epoch 320/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3907 - accuracy: 0.8392
Epoch 321/500
450/450 [==============================] - 0s 744us/step - loss: 0.3904 - accuracy: 0.8394
Epoch 322/500
450/450 [==============================] - 0s 808us/step - loss: 0.3901 - accuracy: 0.8378
Epoch 323/500
450/450 [==============================] - 0s 753us/step - loss: 0.3905 - accuracy: 0.8375
Epoch 324/500
450/450 [==============================] - 0s 748us/step - loss: 0.3899 - accuracy: 0.8388
Epoch 325/500
450/450 [==============================] - 0s 747us/step - loss: 0.3907 - accuracy: 0.8386
Epoch 326/500
450/450 [==============================] - 0s 764us/step - loss: 0.3904 - accuracy: 0.8372
Epoch 327/500
450/450 [==============================] - 0s 754us/step - loss: 0.3902 - accuracy: 0.8393
Epoch 328/500
450/450 [==============================] - 0s 757us/step - loss: 0.3903 - accuracy: 0.8385
Epoch 329/500
450/450 [==============================] - 0s 917us/step - loss: 0.3902 - accuracy: 0.8369
Epoch 330/500
450/450 [==============================] - 0s 959us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 331/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3900 - accuracy: 0.8379
Epoch 332/500
450/450 [==============================] - 0s 819us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 333/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3901 - accuracy: 0.8393
Epoch 334/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3900 - accuracy: 0.8389
Epoch 335/500
450/450 [==============================] - 0s 817us/step - loss: 0.3898 - accuracy: 0.8385
Epoch 336/500
450/450 [==============================] - 0s 843us/step - loss: 0.3898 - accuracy: 0.8375
Epoch 337/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3903 - accuracy: 0.8386
Epoch 338/500
450/450 [==============================] - 0s 764us/step - loss: 0.3903 - accuracy: 0.8393
Epoch 339/500
450/450 [==============================] - 0s 828us/step - loss: 0.3899 - accuracy: 0.8394
Epoch 340/500
450/450 [==============================] - 0s 744us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 341/500
450/450 [==============================] - 0s 868us/step - loss: 0.3901 - accuracy: 0.8369
Epoch 342/500
450/450 [==============================] - 0s 842us/step - loss: 0.3903 - accuracy: 0.8376
Epoch 343/500
450/450 [==============================] - 0s 912us/step - loss: 0.3901 - accuracy: 0.8396
Epoch 344/500
450/450 [==============================] - 0s 876us/step - loss: 0.3902 - accuracy: 0.8392
Epoch 345/500
450/450 [==============================] - 0s 845us/step - loss: 0.3900 - accuracy: 0.8401
Epoch 346/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3900 - accuracy: 0.8388
Epoch 347/500
450/450 [==============================] - 0s 863us/step - loss: 0.3898 - accuracy: 0.8401
Epoch 348/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3902 - accuracy: 0.8385
Epoch 349/500
450/450 [==============================] - 0s 765us/step - loss: 0.3898 - accuracy: 0.8389
Epoch 350/500
450/450 [==============================] - 0s 753us/step - loss: 0.3897 - accuracy: 0.8390
Epoch 351/500
450/450 [==============================] - 0s 758us/step - loss: 0.3899 - accuracy: 0.8376
Epoch 352/500
450/450 [==============================] - 0s 756us/step - loss: 0.3895 - accuracy: 0.8386
Epoch 353/500
450/450 [==============================] - 0s 756us/step - loss: 0.3902 - accuracy: 0.8394
Epoch 354/500
450/450 [==============================] - 0s 860us/step - loss: 0.3897 - accuracy: 0.8389
Epoch 355/500
450/450 [==============================] - 0s 899us/step - loss: 0.3899 - accuracy: 0.8388
Epoch 356/500
450/450 [==============================] - 0s 815us/step - loss: 0.3902 - accuracy: 0.8379
Epoch 357/500
450/450 [==============================] - 0s 792us/step - loss: 0.3899 - accuracy: 0.8388
Epoch 358/500
450/450 [==============================] - 0s 874us/step - loss: 0.3902 - accuracy: 0.8389
Epoch 359/500
450/450 [==============================] - 0s 802us/step - loss: 0.3902 - accuracy: 0.8381
Epoch 360/500
450/450 [==============================] - 0s 820us/step - loss: 0.3897 - accuracy: 0.8400
Epoch 361/500
450/450 [==============================] - 0s 818us/step - loss: 0.3898 - accuracy: 0.8393
Epoch 362/500
450/450 [==============================] - 0s 820us/step - loss: 0.3898 - accuracy: 0.8385
Epoch 363/500
450/450 [==============================] - 0s 780us/step - loss: 0.3900 - accuracy: 0.8385
Epoch 364/500
450/450 [==============================] - 0s 789us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 365/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8378
Epoch 366/500
450/450 [==============================] - 0s 795us/step - loss: 0.3898 - accuracy: 0.8390
Epoch 367/500
450/450 [==============================] - 0s 814us/step - loss: 0.3904 - accuracy: 0.8382
Epoch 368/500
450/450 [==============================] - 0s 821us/step - loss: 0.3899 - accuracy: 0.8385
Epoch 369/500
450/450 [==============================] - 0s 745us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 370/500
450/450 [==============================] - 0s 818us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 371/500
450/450 [==============================] - 0s 805us/step - loss: 0.3901 - accuracy: 0.8388
Epoch 372/500
450/450 [==============================] - 0s 800us/step - loss: 0.3899 - accuracy: 0.8393
Epoch 373/500
450/450 [==============================] - 0s 779us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 374/500
450/450 [==============================] - 0s 772us/step - loss: 0.3902 - accuracy: 0.8392
Epoch 375/500
450/450 [==============================] - 0s 808us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 376/500
450/450 [==============================] - 0s 876us/step - loss: 0.3896 - accuracy: 0.8394
Epoch 377/500
450/450 [==============================] - 0s 795us/step - loss: 0.3898 - accuracy: 0.8397
Epoch 378/500
450/450 [==============================] - 0s 810us/step - loss: 0.3901 - accuracy: 0.8379
Epoch 379/500
450/450 [==============================] - 0s 792us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 380/500
450/450 [==============================] - 0s 780us/step - loss: 0.3903 - accuracy: 0.8390
Epoch 381/500
450/450 [==============================] - 0s 794us/step - loss: 0.3895 - accuracy: 0.8396
Epoch 382/500
450/450 [==============================] - 0s 773us/step - loss: 0.3898 - accuracy: 0.8396
Epoch 383/500
450/450 [==============================] - 0s 773us/step - loss: 0.3903 - accuracy: 0.8393
Epoch 384/500
450/450 [==============================] - 0s 794us/step - loss: 0.3891 - accuracy: 0.8403
Epoch 385/500
450/450 [==============================] - 0s 789us/step - loss: 0.3900 - accuracy: 0.8406
Epoch 386/500
450/450 [==============================] - 0s 765us/step - loss: 0.3899 - accuracy: 0.8393
Epoch 387/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3897 - accuracy: 0.8381
Epoch 388/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3899 - accuracy: 0.8392
Epoch 389/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8389
Epoch 390/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3900 - accuracy: 0.8388
Epoch 391/500
450/450 [==============================] - 0s 933us/step - loss: 0.3900 - accuracy: 0.8375
Epoch 392/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3899 - accuracy: 0.8399
Epoch 393/500
450/450 [==============================] - 0s 956us/step - loss: 0.3897 - accuracy: 0.8393
Epoch 394/500
450/450 [==============================] - 0s 922us/step - loss: 0.3900 - accuracy: 0.8389
Epoch 395/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3897 - accuracy: 0.8406
Epoch 396/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8401
Epoch 397/500
450/450 [==============================] - 0s 876us/step - loss: 0.3894 - accuracy: 0.8390
Epoch 398/500
450/450 [==============================] - 0s 848us/step - loss: 0.3900 - accuracy: 0.8378
Epoch 399/500
450/450 [==============================] - 0s 831us/step - loss: 0.3901 - accuracy: 0.8396
Epoch 400/500
450/450 [==============================] - 0s 922us/step - loss: 0.3897 - accuracy: 0.8383
Epoch 401/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8394
Epoch 402/500
450/450 [==============================] - 0s 878us/step - loss: 0.3896 - accuracy: 0.8385
Epoch 403/500
450/450 [==============================] - 0s 944us/step - loss: 0.3896 - accuracy: 0.8392
Epoch 404/500
450/450 [==============================] - 0s 844us/step - loss: 0.3896 - accuracy: 0.8401
Epoch 405/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3899 - accuracy: 0.8389
Epoch 406/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3899 - accuracy: 0.8400: 0s - loss: 0.3909 - accu
Epoch 407/500
450/450 [==============================] - 0s 970us/step - loss: 0.3896 - accuracy: 0.8401
Epoch 408/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3898 - accuracy: 0.8397
Epoch 409/500
450/450 [==============================] - 0s 805us/step - loss: 0.3898 - accuracy: 0.8401
Epoch 410/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3892 - accuracy: 0.8396
Epoch 411/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3902 - accuracy: 0.8396
Epoch 412/500
450/450 [==============================] - 0s 810us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 413/500
450/450 [==============================] - 0s 859us/step - loss: 0.3896 - accuracy: 0.8393
Epoch 414/500
450/450 [==============================] - 0s 750us/step - loss: 0.3895 - accuracy: 0.8383
Epoch 415/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3892 - accuracy: 0.8388: 0s - loss: 0.3915 - accuracy: 0.
Epoch 416/500
450/450 [==============================] - 0s 885us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 417/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3894 - accuracy: 0.8376
Epoch 418/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8385
Epoch 419/500
450/450 [==============================] - 0s 798us/step - loss: 0.3893 - accuracy: 0.8403
Epoch 420/500
450/450 [==============================] - 0s 901us/step - loss: 0.3899 - accuracy: 0.8378
Epoch 421/500
450/450 [==============================] - 0s 889us/step - loss: 0.3895 - accuracy: 0.8383
Epoch 422/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3899 - accuracy: 0.8388: 0s - loss: 0.3993 
Epoch 423/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3896 - accuracy: 0.8410
Epoch 424/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3899 - accuracy: 0.8383: 0s - loss: 0.3841 - 
Epoch 425/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3897 - accuracy: 0.8385
Epoch 426/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3896 - accuracy: 0.8361
Epoch 427/500
450/450 [==============================] - 0s 868us/step - loss: 0.3896 - accuracy: 0.8389
Epoch 428/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3895 - accuracy: 0.8393: 0s - los
Epoch 429/500
450/450 [==============================] - 0s 980us/step - loss: 0.3898 - accuracy: 0.8392
Epoch 430/500
450/450 [==============================] - 0s 981us/step - loss: 0.3894 - accuracy: 0.8396
Epoch 431/500
450/450 [==============================] - 0s 864us/step - loss: 0.3901 - accuracy: 0.8388
Epoch 432/500
450/450 [==============================] - 0s 974us/step - loss: 0.3897 - accuracy: 0.8393
Epoch 433/500
450/450 [==============================] - 0s 985us/step - loss: 0.3893 - accuracy: 0.8386
Epoch 434/500
450/450 [==============================] - 0s 811us/step - loss: 0.3893 - accuracy: 0.8394
Epoch 435/500
450/450 [==============================] - 0s 750us/step - loss: 0.3896 - accuracy: 0.8378
Epoch 436/500
450/450 [==============================] - 0s 879us/step - loss: 0.3896 - accuracy: 0.8382
Epoch 437/500
450/450 [==============================] - 0s 871us/step - loss: 0.3898 - accuracy: 0.8397
Epoch 438/500
450/450 [==============================] - 0s 764us/step - loss: 0.3895 - accuracy: 0.8382
Epoch 439/500
450/450 [==============================] - 0s 800us/step - loss: 0.3895 - accuracy: 0.8396
Epoch 440/500
450/450 [==============================] - 0s 817us/step - loss: 0.3894 - accuracy: 0.8410
Epoch 441/500
450/450 [==============================] - 0s 765us/step - loss: 0.3891 - accuracy: 0.8392
Epoch 442/500
450/450 [==============================] - 0s 781us/step - loss: 0.3898 - accuracy: 0.8390
Epoch 443/500
450/450 [==============================] - 0s 769us/step - loss: 0.3897 - accuracy: 0.8386
Epoch 444/500
450/450 [==============================] - 0s 856us/step - loss: 0.3894 - accuracy: 0.8378
Epoch 445/500
450/450 [==============================] - 0s 777us/step - loss: 0.3897 - accuracy: 0.8396
Epoch 446/500
450/450 [==============================] - 0s 806us/step - loss: 0.3892 - accuracy: 0.8399
Epoch 447/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3898 - accuracy: 0.8397
Epoch 448/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3895 - accuracy: 0.8396
Epoch 449/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3894 - accuracy: 0.8388
Epoch 450/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3895 - accuracy: 0.8401
Epoch 451/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3893 - accuracy: 0.8406
Epoch 452/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3898 - accuracy: 0.8394: 0s - l
Epoch 453/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3892 - accuracy: 0.8400
Epoch 454/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3894 - accuracy: 0.8383
Epoch 455/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3897 - accuracy: 0.8400
Epoch 456/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3894 - accuracy: 0.8399
Epoch 457/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8385
Epoch 458/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3896 - accuracy: 0.8383
Epoch 459/500
450/450 [==============================] - 0s 939us/step - loss: 0.3899 - accuracy: 0.8399
Epoch 460/500
450/450 [==============================] - 0s 862us/step - loss: 0.3898 - accuracy: 0.8399
Epoch 461/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8388
Epoch 462/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3892 - accuracy: 0.8394
Epoch 463/500
450/450 [==============================] - 0s 801us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 464/500
450/450 [==============================] - 0s 795us/step - loss: 0.3894 - accuracy: 0.8404
Epoch 465/500
450/450 [==============================] - 0s 856us/step - loss: 0.3897 - accuracy: 0.8390
Epoch 466/500
450/450 [==============================] - 0s 902us/step - loss: 0.3892 - accuracy: 0.8394
Epoch 467/500
450/450 [==============================] - 0s 749us/step - loss: 0.3896 - accuracy: 0.8392
Epoch 468/500
450/450 [==============================] - 0s 862us/step - loss: 0.3899 - accuracy: 0.8383
Epoch 469/500
450/450 [==============================] - 0s 901us/step - loss: 0.3895 - accuracy: 0.8406
Epoch 470/500
450/450 [==============================] - 0s 875us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 471/500
450/450 [==============================] - 0s 787us/step - loss: 0.3898 - accuracy: 0.8397
Epoch 472/500
450/450 [==============================] - 0s 864us/step - loss: 0.3897 - accuracy: 0.8396
Epoch 473/500
450/450 [==============================] - 0s 875us/step - loss: 0.3893 - accuracy: 0.8393
Epoch 474/500
450/450 [==============================] - 0s 876us/step - loss: 0.3899 - accuracy: 0.8396
Epoch 475/500
450/450 [==============================] - 0s 776us/step - loss: 0.3898 - accuracy: 0.8379
Epoch 476/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8399
Epoch 477/500
450/450 [==============================] - 0s 871us/step - loss: 0.3892 - accuracy: 0.8400
Epoch 478/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8381
Epoch 479/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3891 - accuracy: 0.8369
Epoch 480/500
450/450 [==============================] - 0s 728us/step - loss: 0.3894 - accuracy: 0.8386
Epoch 481/500
450/450 [==============================] - 0s 768us/step - loss: 0.3897 - accuracy: 0.8378
Epoch 482/500
450/450 [==============================] - 0s 798us/step - loss: 0.3892 - accuracy: 0.8392
Epoch 483/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8403
Epoch 484/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8410
Epoch 485/500
450/450 [==============================] - 0s 788us/step - loss: 0.3894 - accuracy: 0.8386
Epoch 486/500
450/450 [==============================] - 0s 775us/step - loss: 0.3895 - accuracy: 0.8399
Epoch 487/500
450/450 [==============================] - 0s 767us/step - loss: 0.3892 - accuracy: 0.8385
Epoch 488/500
450/450 [==============================] - 0s 765us/step - loss: 0.3896 - accuracy: 0.8383
Epoch 489/500
450/450 [==============================] - ETA: 0s - loss: 0.3864 - accuracy: 0.83 - 1s 1ms/step - loss: 0.3891 - accuracy: 0.8364
Epoch 490/500
450/450 [==============================] - 0s 864us/step - loss: 0.3893 - accuracy: 0.8392
Epoch 491/500
450/450 [==============================] - 0s 812us/step - loss: 0.3896 - accuracy: 0.8388
Epoch 492/500
450/450 [==============================] - 0s 781us/step - loss: 0.3894 - accuracy: 0.8378
Epoch 493/500
450/450 [==============================] - 0s 750us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 494/500
450/450 [==============================] - 0s 741us/step - loss: 0.3893 - accuracy: 0.8371
Epoch 495/500
450/450 [==============================] - 0s 747us/step - loss: 0.3896 - accuracy: 0.8381
Epoch 496/500
450/450 [==============================] - 0s 753us/step - loss: 0.3892 - accuracy: 0.8389
Epoch 497/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8379
Epoch 498/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8396
Epoch 499/500
450/450 [==============================] - 0s 735us/step - loss: 0.3891 - accuracy: 0.8382
Epoch 500/500
450/450 [==============================] - 0s 802us/step - loss: 0.3894 - accuracy: 0.8390
Epoch 1/500
450/450 [==============================] - 0s 756us/step - loss: 0.5876 - accuracy: 0.7936
Epoch 2/500
450/450 [==============================] - 0s 796us/step - loss: 0.5210 - accuracy: 0.7940
Epoch 3/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5110 - accuracy: 0.7940
Epoch 4/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5091 - accuracy: 0.7940
Epoch 5/500
450/450 [==============================] - 0s 743us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 6/500
450/450 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 7/500
450/450 [==============================] - 0s 824us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 8/500
450/450 [==============================] - 0s 864us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 9/500
450/450 [==============================] - 0s 733us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 10/500
450/450 [==============================] - 0s 737us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 11/500
450/450 [==============================] - 0s 724us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 12/500
450/450 [==============================] - 0s 727us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 13/500
450/450 [==============================] - 0s 730us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 14/500
450/450 [==============================] - 0s 976us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 15/500
450/450 [==============================] - 0s 934us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 16/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5085 - accuracy: 0.7940
Epoch 17/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5085 - accuracy: 0.7940
Epoch 18/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5085 - accuracy: 0.7940
Epoch 19/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5084 - accuracy: 0.7940
Epoch 20/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5084 - accuracy: 0.7940
Epoch 21/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 22/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 23/500
450/450 [==============================] - 0s 859us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 24/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5081 - accuracy: 0.7940
Epoch 25/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5079 - accuracy: 0.7940
Epoch 26/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5077 - accuracy: 0.7940: 0s - loss: 0.5101 - accuracy - ETA: 0s - loss: 0.5111 - accuracy
Epoch 27/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5074 - accuracy: 0.7940
Epoch 28/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5070 - accuracy: 0.7940
Epoch 29/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5064 - accuracy: 0.7940: 0s
Epoch 30/500
450/450 [==============================] - 0s 756us/step - loss: 0.5056 - accuracy: 0.7940
Epoch 31/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5045 - accuracy: 0.7940
Epoch 32/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5028 - accuracy: 0.7940
Epoch 33/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5004 - accuracy: 0.7940
Epoch 34/500
450/450 [==============================] - 0s 949us/step - loss: 0.4967 - accuracy: 0.7940
Epoch 35/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4912 - accuracy: 0.7940
Epoch 36/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4831 - accuracy: 0.7940: 0s - loss: 0.4732 - accu - ETA: 0s - loss: 0.4808 - accura
Epoch 37/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4720 - accuracy: 0.7940
Epoch 38/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4586 - accuracy: 0.7940
Epoch 39/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4455 - accuracy: 0.7942
Epoch 40/500
450/450 [==============================] - 0s 781us/step - loss: 0.4357 - accuracy: 0.7932
Epoch 41/500
450/450 [==============================] - 0s 852us/step - loss: 0.4288 - accuracy: 0.7910
Epoch 42/500
450/450 [==============================] - 0s 993us/step - loss: 0.4228 - accuracy: 0.7914
Epoch 43/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4161 - accuracy: 0.7992
Epoch 44/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4084 - accuracy: 0.8085
Epoch 45/500
450/450 [==============================] - 0s 779us/step - loss: 0.3998 - accuracy: 0.8214
Epoch 46/500
450/450 [==============================] - 0s 809us/step - loss: 0.3898 - accuracy: 0.8315
Epoch 47/500
450/450 [==============================] - 0s 749us/step - loss: 0.3803 - accuracy: 0.8432
Epoch 48/500
450/450 [==============================] - 0s 756us/step - loss: 0.3730 - accuracy: 0.8472
Epoch 49/500
450/450 [==============================] - 0s 857us/step - loss: 0.3679 - accuracy: 0.8492
Epoch 50/500
450/450 [==============================] - 0s 757us/step - loss: 0.3644 - accuracy: 0.8537
Epoch 51/500
450/450 [==============================] - 0s 758us/step - loss: 0.3614 - accuracy: 0.8553
Epoch 52/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3593 - accuracy: 0.8572
Epoch 53/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3573 - accuracy: 0.8567
Epoch 54/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3553 - accuracy: 0.8557
Epoch 55/500
450/450 [==============================] - 0s 876us/step - loss: 0.3543 - accuracy: 0.8568
Epoch 56/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3533 - accuracy: 0.8574
Epoch 57/500
450/450 [==============================] - 0s 958us/step - loss: 0.3519 - accuracy: 0.8578
Epoch 58/500
450/450 [==============================] - 0s 874us/step - loss: 0.3515 - accuracy: 0.8572
Epoch 59/500
450/450 [==============================] - 0s 999us/step - loss: 0.3511 - accuracy: 0.8587
Epoch 60/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3508 - accuracy: 0.8587
Epoch 61/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3500 - accuracy: 0.8569
Epoch 62/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3491 - accuracy: 0.8587
Epoch 63/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3486 - accuracy: 0.8596
Epoch 64/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3485 - accuracy: 0.8568
Epoch 65/500
450/450 [==============================] - 0s 808us/step - loss: 0.3476 - accuracy: 0.8586
Epoch 66/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3475 - accuracy: 0.8558
Epoch 67/500
450/450 [==============================] - 0s 766us/step - loss: 0.3460 - accuracy: 0.8589
Epoch 68/500
450/450 [==============================] - 0s 751us/step - loss: 0.3467 - accuracy: 0.8582
Epoch 69/500
450/450 [==============================] - 0s 762us/step - loss: 0.3464 - accuracy: 0.8592
Epoch 70/500
450/450 [==============================] - 0s 760us/step - loss: 0.3456 - accuracy: 0.8599
Epoch 71/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3449 - accuracy: 0.8589: 0s - loss: 0.3454 - accuracy: 
Epoch 72/500
450/450 [==============================] - 0s 731us/step - loss: 0.3447 - accuracy: 0.8597
Epoch 73/500
450/450 [==============================] - 0s 784us/step - loss: 0.3441 - accuracy: 0.8583
Epoch 74/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3436 - accuracy: 0.8604
Epoch 75/500
450/450 [==============================] - 0s 718us/step - loss: 0.3441 - accuracy: 0.8575
Epoch 76/500
450/450 [==============================] - 0s 922us/step - loss: 0.3438 - accuracy: 0.8590
Epoch 77/500
450/450 [==============================] - 0s 940us/step - loss: 0.3436 - accuracy: 0.8600
Epoch 78/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3435 - accuracy: 0.8597
Epoch 79/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3430 - accuracy: 0.8590
Epoch 80/500
450/450 [==============================] - 0s 841us/step - loss: 0.3428 - accuracy: 0.8608
Epoch 81/500
450/450 [==============================] - 0s 786us/step - loss: 0.3431 - accuracy: 0.8600
Epoch 82/500
450/450 [==============================] - 0s 764us/step - loss: 0.3430 - accuracy: 0.8590
Epoch 83/500
450/450 [==============================] - 0s 819us/step - loss: 0.3424 - accuracy: 0.8590
Epoch 84/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3421 - accuracy: 0.8615
Epoch 85/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3422 - accuracy: 0.8599
Epoch 86/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3423 - accuracy: 0.8600
Epoch 87/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3414 - accuracy: 0.8594
Epoch 88/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3413 - accuracy: 0.8612
Epoch 89/500
450/450 [==============================] - 0s 857us/step - loss: 0.3417 - accuracy: 0.8603
Epoch 90/500
450/450 [==============================] - 0s 818us/step - loss: 0.3414 - accuracy: 0.8608
Epoch 91/500
450/450 [==============================] - 0s 875us/step - loss: 0.3412 - accuracy: 0.8597
Epoch 92/500
450/450 [==============================] - 0s 768us/step - loss: 0.3408 - accuracy: 0.8593
Epoch 93/500
450/450 [==============================] - 0s 740us/step - loss: 0.3408 - accuracy: 0.8594
Epoch 94/500
450/450 [==============================] - 0s 844us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 95/500
450/450 [==============================] - 0s 839us/step - loss: 0.3416 - accuracy: 0.8581
Epoch 96/500
450/450 [==============================] - 0s 853us/step - loss: 0.3408 - accuracy: 0.8583
Epoch 97/500
450/450 [==============================] - 0s 811us/step - loss: 0.3410 - accuracy: 0.8592
Epoch 98/500
450/450 [==============================] - 0s 820us/step - loss: 0.3412 - accuracy: 0.8617
Epoch 99/500
450/450 [==============================] - 0s 798us/step - loss: 0.3410 - accuracy: 0.8624
Epoch 100/500
450/450 [==============================] - 0s 920us/step - loss: 0.3406 - accuracy: 0.8593
Epoch 101/500
450/450 [==============================] - 0s 798us/step - loss: 0.3410 - accuracy: 0.8607
Epoch 102/500
450/450 [==============================] - 0s 798us/step - loss: 0.3401 - accuracy: 0.8601
Epoch 103/500
450/450 [==============================] - 0s 781us/step - loss: 0.3406 - accuracy: 0.8615
Epoch 104/500
450/450 [==============================] - 0s 955us/step - loss: 0.3410 - accuracy: 0.8599
Epoch 105/500
450/450 [==============================] - 0s 916us/step - loss: 0.3402 - accuracy: 0.8604
Epoch 106/500
450/450 [==============================] - 0s 875us/step - loss: 0.3410 - accuracy: 0.8621
Epoch 107/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8612
Epoch 108/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3405 - accuracy: 0.8608
Epoch 109/500
450/450 [==============================] - 0s 922us/step - loss: 0.3401 - accuracy: 0.8633
Epoch 110/500
450/450 [==============================] - 0s 949us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 111/500
450/450 [==============================] - 0s 880us/step - loss: 0.3407 - accuracy: 0.8600
Epoch 112/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3405 - accuracy: 0.8612
Epoch 113/500
450/450 [==============================] - 0s 916us/step - loss: 0.3409 - accuracy: 0.8606
Epoch 114/500
450/450 [==============================] - 0s 936us/step - loss: 0.3404 - accuracy: 0.8603
Epoch 115/500
450/450 [==============================] - 0s 866us/step - loss: 0.3402 - accuracy: 0.8612
Epoch 116/500
450/450 [==============================] - 0s 920us/step - loss: 0.3405 - accuracy: 0.8607
Epoch 117/500
450/450 [==============================] - 0s 876us/step - loss: 0.3409 - accuracy: 0.8619
Epoch 118/500
450/450 [==============================] - 0s 876us/step - loss: 0.3406 - accuracy: 0.8586
Epoch 119/500
450/450 [==============================] - 0s 945us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 120/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3406 - accuracy: 0.8587
Epoch 121/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3400 - accuracy: 0.8590
Epoch 122/500
450/450 [==============================] - 0s 956us/step - loss: 0.3404 - accuracy: 0.8586
Epoch 123/500
450/450 [==============================] - 0s 959us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 124/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3406 - accuracy: 0.8608
Epoch 125/500
450/450 [==============================] - 0s 913us/step - loss: 0.3404 - accuracy: 0.8612
Epoch 126/500
450/450 [==============================] - 0s 935us/step - loss: 0.3405 - accuracy: 0.8601
Epoch 127/500
450/450 [==============================] - 0s 922us/step - loss: 0.3398 - accuracy: 0.8592
Epoch 128/500
450/450 [==============================] - 0s 963us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 129/500
450/450 [==============================] - 0s 881us/step - loss: 0.3404 - accuracy: 0.8601
Epoch 130/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3406 - accuracy: 0.8612: 0s - loss: 0.3
Epoch 131/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3400 - accuracy: 0.8618
Epoch 132/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3390 - accuracy: 0.8621
Epoch 133/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3408 - accuracy: 0.8615
Epoch 134/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3394 - accuracy: 0.8597: 0s - loss: 0.3387 - accuracy: 
Epoch 135/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3401 - accuracy: 0.8601
Epoch 136/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8622
Epoch 137/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3401 - accuracy: 0.8597
Epoch 138/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3393 - accuracy: 0.8601
Epoch 139/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3400 - accuracy: 0.8597
Epoch 140/500
450/450 [==============================] - 0s 981us/step - loss: 0.3404 - accuracy: 0.8608
Epoch 141/500
450/450 [==============================] - 0s 946us/step - loss: 0.3400 - accuracy: 0.8596
Epoch 142/500
450/450 [==============================] - 0s 961us/step - loss: 0.3398 - accuracy: 0.8612
Epoch 143/500
450/450 [==============================] - 0s 904us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 144/500
450/450 [==============================] - 0s 937us/step - loss: 0.3397 - accuracy: 0.8606
Epoch 145/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3399 - accuracy: 0.8612
Epoch 146/500
450/450 [==============================] - 0s 822us/step - loss: 0.3397 - accuracy: 0.8590
Epoch 147/500
450/450 [==============================] - 0s 807us/step - loss: 0.3398 - accuracy: 0.8590
Epoch 148/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8607
Epoch 149/500
450/450 [==============================] - 0s 863us/step - loss: 0.3394 - accuracy: 0.8618
Epoch 150/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3395 - accuracy: 0.8608
Epoch 151/500
450/450 [==============================] - 0s 799us/step - loss: 0.3395 - accuracy: 0.8610
Epoch 152/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3399 - accuracy: 0.8606
Epoch 153/500
450/450 [==============================] - 0s 880us/step - loss: 0.3399 - accuracy: 0.8629
Epoch 154/500
450/450 [==============================] - 0s 769us/step - loss: 0.3396 - accuracy: 0.8629
Epoch 155/500
450/450 [==============================] - 0s 805us/step - loss: 0.3397 - accuracy: 0.8604
Epoch 156/500
450/450 [==============================] - 0s 771us/step - loss: 0.3399 - accuracy: 0.8608
Epoch 157/500
450/450 [==============================] - 0s 743us/step - loss: 0.3401 - accuracy: 0.8606
Epoch 158/500
450/450 [==============================] - 0s 769us/step - loss: 0.3396 - accuracy: 0.86280s - loss: 0.3404 - accuracy: 0.86
Epoch 159/500
450/450 [==============================] - 0s 784us/step - loss: 0.3391 - accuracy: 0.8625
Epoch 160/500
450/450 [==============================] - 0s 865us/step - loss: 0.3401 - accuracy: 0.8612
Epoch 161/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3390 - accuracy: 0.8621
Epoch 162/500
450/450 [==============================] - 0s 768us/step - loss: 0.3399 - accuracy: 0.8585
Epoch 163/500
450/450 [==============================] - 0s 915us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 164/500
450/450 [==============================] - 0s 799us/step - loss: 0.3395 - accuracy: 0.8608
Epoch 165/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3396 - accuracy: 0.8601
Epoch 166/500
450/450 [==============================] - 0s 782us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 167/500
450/450 [==============================] - 0s 799us/step - loss: 0.3394 - accuracy: 0.8625
Epoch 168/500
450/450 [==============================] - 0s 982us/step - loss: 0.3394 - accuracy: 0.8607
Epoch 169/500
450/450 [==============================] - 0s 810us/step - loss: 0.3399 - accuracy: 0.8601
Epoch 170/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3399 - accuracy: 0.8589
Epoch 171/500
450/450 [==============================] - 0s 766us/step - loss: 0.3396 - accuracy: 0.8604
Epoch 172/500
450/450 [==============================] - 0s 793us/step - loss: 0.3400 - accuracy: 0.8636
Epoch 173/500
450/450 [==============================] - 0s 807us/step - loss: 0.3398 - accuracy: 0.8593
Epoch 174/500
450/450 [==============================] - 0s 788us/step - loss: 0.3395 - accuracy: 0.8614
Epoch 175/500
450/450 [==============================] - 0s 738us/step - loss: 0.3395 - accuracy: 0.8611
Epoch 176/500
450/450 [==============================] - 0s 739us/step - loss: 0.3393 - accuracy: 0.8612
Epoch 177/500
450/450 [==============================] - 0s 771us/step - loss: 0.3387 - accuracy: 0.8612
Epoch 178/500
450/450 [==============================] - 0s 739us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 179/500
450/450 [==============================] - 0s 834us/step - loss: 0.3396 - accuracy: 0.8621
Epoch 180/500
450/450 [==============================] - 0s 779us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 181/500
450/450 [==============================] - 0s 755us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 182/500
450/450 [==============================] - 0s 754us/step - loss: 0.3393 - accuracy: 0.8626
Epoch 183/500
450/450 [==============================] - 0s 763us/step - loss: 0.3393 - accuracy: 0.8606
Epoch 184/500
450/450 [==============================] - 0s 763us/step - loss: 0.3395 - accuracy: 0.8617
Epoch 185/500
450/450 [==============================] - 0s 743us/step - loss: 0.3392 - accuracy: 0.8631
Epoch 186/500
450/450 [==============================] - 0s 753us/step - loss: 0.3394 - accuracy: 0.8619
Epoch 187/500
450/450 [==============================] - 0s 737us/step - loss: 0.3396 - accuracy: 0.8604
Epoch 188/500
450/450 [==============================] - 0s 767us/step - loss: 0.3392 - accuracy: 0.8621
Epoch 189/500
450/450 [==============================] - 0s 741us/step - loss: 0.3391 - accuracy: 0.8594
Epoch 190/500
450/450 [==============================] - 0s 737us/step - loss: 0.3392 - accuracy: 0.8599
Epoch 191/500
450/450 [==============================] - 0s 740us/step - loss: 0.3393 - accuracy: 0.8585
Epoch 192/500
450/450 [==============================] - 0s 763us/step - loss: 0.3391 - accuracy: 0.8604
Epoch 193/500
450/450 [==============================] - 0s 833us/step - loss: 0.3389 - accuracy: 0.8597
Epoch 194/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3387 - accuracy: 0.8608
Epoch 195/500
450/450 [==============================] - 0s 830us/step - loss: 0.3380 - accuracy: 0.8614
Epoch 196/500
450/450 [==============================] - 0s 741us/step - loss: 0.3380 - accuracy: 0.8619
Epoch 197/500
450/450 [==============================] - 0s 840us/step - loss: 0.3376 - accuracy: 0.8629
Epoch 198/500
450/450 [==============================] - 0s 744us/step - loss: 0.3380 - accuracy: 0.8631
Epoch 199/500
450/450 [==============================] - 0s 761us/step - loss: 0.3378 - accuracy: 0.86000s - loss: 0.3357 - accuracy: 0.
Epoch 200/500
450/450 [==============================] - 0s 737us/step - loss: 0.3374 - accuracy: 0.8604
Epoch 201/500
450/450 [==============================] - 0s 742us/step - loss: 0.3374 - accuracy: 0.8617
Epoch 202/500
450/450 [==============================] - 0s 831us/step - loss: 0.3367 - accuracy: 0.8637
Epoch 203/500
450/450 [==============================] - 0s 774us/step - loss: 0.3372 - accuracy: 0.8618
Epoch 204/500
450/450 [==============================] - 0s 741us/step - loss: 0.3361 - accuracy: 0.8611
Epoch 205/500
450/450 [==============================] - 0s 804us/step - loss: 0.3359 - accuracy: 0.8615
Epoch 206/500
450/450 [==============================] - 0s 754us/step - loss: 0.3369 - accuracy: 0.8631
Epoch 207/500
450/450 [==============================] - 0s 753us/step - loss: 0.3360 - accuracy: 0.8629
Epoch 208/500
450/450 [==============================] - 0s 764us/step - loss: 0.3358 - accuracy: 0.8644
Epoch 209/500
450/450 [==============================] - 0s 756us/step - loss: 0.3366 - accuracy: 0.8626
Epoch 210/500
450/450 [==============================] - 0s 741us/step - loss: 0.3360 - accuracy: 0.8628
Epoch 211/500
450/450 [==============================] - 0s 749us/step - loss: 0.3363 - accuracy: 0.8629
Epoch 212/500
450/450 [==============================] - 0s 783us/step - loss: 0.3354 - accuracy: 0.8622
Epoch 213/500
450/450 [==============================] - 0s 750us/step - loss: 0.3360 - accuracy: 0.8606
Epoch 214/500
450/450 [==============================] - 0s 764us/step - loss: 0.3358 - accuracy: 0.8643
Epoch 215/500
450/450 [==============================] - 0s 744us/step - loss: 0.3355 - accuracy: 0.8644
Epoch 216/500
450/450 [==============================] - 0s 869us/step - loss: 0.3355 - accuracy: 0.8626
Epoch 217/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3351 - accuracy: 0.8632
Epoch 218/500
450/450 [==============================] - 0s 935us/step - loss: 0.3351 - accuracy: 0.8635
Epoch 219/500
450/450 [==============================] - 0s 904us/step - loss: 0.3352 - accuracy: 0.8615
Epoch 220/500
450/450 [==============================] - 0s 853us/step - loss: 0.3349 - accuracy: 0.8656
Epoch 221/500
450/450 [==============================] - 0s 849us/step - loss: 0.3350 - accuracy: 0.8628
Epoch 222/500
450/450 [==============================] - 0s 860us/step - loss: 0.3346 - accuracy: 0.8639
Epoch 223/500
450/450 [==============================] - 0s 849us/step - loss: 0.3349 - accuracy: 0.8612
Epoch 224/500
450/450 [==============================] - 0s 874us/step - loss: 0.3343 - accuracy: 0.8624
Epoch 225/500
450/450 [==============================] - 0s 830us/step - loss: 0.3345 - accuracy: 0.8633
Epoch 226/500
450/450 [==============================] - 0s 852us/step - loss: 0.3345 - accuracy: 0.8624
Epoch 227/500
450/450 [==============================] - 0s 812us/step - loss: 0.3346 - accuracy: 0.8631
Epoch 228/500
450/450 [==============================] - 0s 995us/step - loss: 0.3347 - accuracy: 0.8629
Epoch 229/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8631
Epoch 230/500
450/450 [==============================] - 0s 887us/step - loss: 0.3346 - accuracy: 0.8626
Epoch 231/500
450/450 [==============================] - 0s 858us/step - loss: 0.3342 - accuracy: 0.8618
Epoch 232/500
450/450 [==============================] - 0s 843us/step - loss: 0.3343 - accuracy: 0.8644
Epoch 233/500
450/450 [==============================] - 0s 901us/step - loss: 0.3336 - accuracy: 0.8633
Epoch 234/500
450/450 [==============================] - 0s 960us/step - loss: 0.3344 - accuracy: 0.8636
Epoch 235/500
450/450 [==============================] - 0s 952us/step - loss: 0.3340 - accuracy: 0.8626
Epoch 236/500
450/450 [==============================] - 0s 941us/step - loss: 0.3345 - accuracy: 0.8622
Epoch 237/500
450/450 [==============================] - 0s 878us/step - loss: 0.3340 - accuracy: 0.8629
Epoch 238/500
450/450 [==============================] - 0s 776us/step - loss: 0.3340 - accuracy: 0.8632
Epoch 239/500
450/450 [==============================] - 0s 778us/step - loss: 0.3340 - accuracy: 0.8647
Epoch 240/500
450/450 [==============================] - 0s 764us/step - loss: 0.3334 - accuracy: 0.8618
Epoch 241/500
450/450 [==============================] - 0s 779us/step - loss: 0.3334 - accuracy: 0.8640
Epoch 242/500
450/450 [==============================] - 0s 764us/step - loss: 0.3336 - accuracy: 0.8637
Epoch 243/500
450/450 [==============================] - 0s 786us/step - loss: 0.3336 - accuracy: 0.8614
Epoch 244/500
450/450 [==============================] - 0s 806us/step - loss: 0.3339 - accuracy: 0.8625
Epoch 245/500
450/450 [==============================] - 0s 793us/step - loss: 0.3335 - accuracy: 0.8628
Epoch 246/500
450/450 [==============================] - 0s 770us/step - loss: 0.3335 - accuracy: 0.8633
Epoch 247/500
450/450 [==============================] - 0s 779us/step - loss: 0.3334 - accuracy: 0.8615
Epoch 248/500
450/450 [==============================] - 0s 772us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 249/500
450/450 [==============================] - 0s 865us/step - loss: 0.3332 - accuracy: 0.8654
Epoch 250/500
450/450 [==============================] - 0s 974us/step - loss: 0.3337 - accuracy: 0.8637
Epoch 251/500
450/450 [==============================] - 0s 980us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 252/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3333 - accuracy: 0.8649
Epoch 253/500
450/450 [==============================] - 0s 971us/step - loss: 0.3337 - accuracy: 0.8635
Epoch 254/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3331 - accuracy: 0.8636: 0s - loss: 0.3302 - ac
Epoch 255/500
450/450 [==============================] - 0s 897us/step - loss: 0.3332 - accuracy: 0.8612
Epoch 256/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3338 - accuracy: 0.8628
Epoch 257/500
450/450 [==============================] - 0s 858us/step - loss: 0.3336 - accuracy: 0.86290s - loss: 0.3330 - accuracy: 0.
Epoch 258/500
450/450 [==============================] - 0s 855us/step - loss: 0.3333 - accuracy: 0.8637
Epoch 259/500
450/450 [==============================] - 0s 843us/step - loss: 0.3334 - accuracy: 0.8626
Epoch 260/500
450/450 [==============================] - 0s 829us/step - loss: 0.3333 - accuracy: 0.8635
Epoch 261/500
450/450 [==============================] - 0s 883us/step - loss: 0.3333 - accuracy: 0.8642
Epoch 262/500
450/450 [==============================] - 0s 938us/step - loss: 0.3333 - accuracy: 0.8626
Epoch 263/500
450/450 [==============================] - 0s 918us/step - loss: 0.3336 - accuracy: 0.8657
Epoch 264/500
450/450 [==============================] - 0s 903us/step - loss: 0.3333 - accuracy: 0.8618
Epoch 265/500
450/450 [==============================] - 0s 870us/step - loss: 0.3335 - accuracy: 0.8636
Epoch 266/500
450/450 [==============================] - 0s 862us/step - loss: 0.3328 - accuracy: 0.8628
Epoch 267/500
450/450 [==============================] - 0s 850us/step - loss: 0.3337 - accuracy: 0.8635
Epoch 268/500
450/450 [==============================] - 0s 886us/step - loss: 0.3334 - accuracy: 0.8628
Epoch 269/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3333 - accuracy: 0.8624
Epoch 270/500
450/450 [==============================] - 0s 928us/step - loss: 0.3331 - accuracy: 0.8632
Epoch 271/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3331 - accuracy: 0.8635
Epoch 272/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3330 - accuracy: 0.8632
Epoch 273/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3332 - accuracy: 0.8649
Epoch 274/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3332 - accuracy: 0.8632
Epoch 275/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3334 - accuracy: 0.8629
Epoch 276/500
450/450 [==============================] - 0s 754us/step - loss: 0.3327 - accuracy: 0.8649
Epoch 277/500
450/450 [==============================] - 0s 744us/step - loss: 0.3330 - accuracy: 0.8622
Epoch 278/500
450/450 [==============================] - 0s 741us/step - loss: 0.3336 - accuracy: 0.8654
Epoch 279/500
450/450 [==============================] - 0s 775us/step - loss: 0.3328 - accuracy: 0.8625
Epoch 280/500
450/450 [==============================] - 0s 778us/step - loss: 0.3332 - accuracy: 0.8632
Epoch 281/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3331 - accuracy: 0.8629
Epoch 282/500
450/450 [==============================] - 0s 761us/step - loss: 0.3324 - accuracy: 0.8628
Epoch 283/500
450/450 [==============================] - 0s 772us/step - loss: 0.3330 - accuracy: 0.8658
Epoch 284/500
450/450 [==============================] - 0s 836us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 285/500
450/450 [==============================] - 0s 854us/step - loss: 0.3334 - accuracy: 0.8632
Epoch 286/500
450/450 [==============================] - 0s 797us/step - loss: 0.3328 - accuracy: 0.8631
Epoch 287/500
450/450 [==============================] - 0s 881us/step - loss: 0.3328 - accuracy: 0.8636
Epoch 288/500
450/450 [==============================] - 0s 858us/step - loss: 0.3329 - accuracy: 0.8653
Epoch 289/500
450/450 [==============================] - 0s 847us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 290/500
450/450 [==============================] - 0s 801us/step - loss: 0.3333 - accuracy: 0.8644
Epoch 291/500
450/450 [==============================] - 0s 780us/step - loss: 0.3326 - accuracy: 0.8637
Epoch 292/500
450/450 [==============================] - 0s 857us/step - loss: 0.3329 - accuracy: 0.8644
Epoch 293/500
450/450 [==============================] - 0s 760us/step - loss: 0.3328 - accuracy: 0.8637
Epoch 294/500
450/450 [==============================] - 0s 765us/step - loss: 0.3323 - accuracy: 0.8625
Epoch 295/500
450/450 [==============================] - 0s 764us/step - loss: 0.3329 - accuracy: 0.8647
Epoch 296/500
450/450 [==============================] - 0s 777us/step - loss: 0.3325 - accuracy: 0.8628
Epoch 297/500
450/450 [==============================] - 0s 754us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 298/500
450/450 [==============================] - 0s 813us/step - loss: 0.3331 - accuracy: 0.8646
Epoch 299/500
450/450 [==============================] - 0s 755us/step - loss: 0.3328 - accuracy: 0.8635
Epoch 300/500
450/450 [==============================] - 0s 752us/step - loss: 0.3332 - accuracy: 0.8643
Epoch 301/500
450/450 [==============================] - 0s 762us/step - loss: 0.3328 - accuracy: 0.8642
Epoch 302/500
450/450 [==============================] - 0s 760us/step - loss: 0.3330 - accuracy: 0.8640
Epoch 303/500
450/450 [==============================] - 0s 747us/step - loss: 0.3326 - accuracy: 0.8647
Epoch 304/500
450/450 [==============================] - 0s 781us/step - loss: 0.3329 - accuracy: 0.8657
Epoch 305/500
450/450 [==============================] - 0s 756us/step - loss: 0.3326 - accuracy: 0.8632
Epoch 306/500
450/450 [==============================] - 0s 776us/step - loss: 0.3324 - accuracy: 0.8637
Epoch 307/500
450/450 [==============================] - 0s 758us/step - loss: 0.3331 - accuracy: 0.8644
Epoch 308/500
450/450 [==============================] - 0s 748us/step - loss: 0.3330 - accuracy: 0.8647
Epoch 309/500
450/450 [==============================] - 0s 770us/step - loss: 0.3332 - accuracy: 0.8633
Epoch 310/500
450/450 [==============================] - 0s 830us/step - loss: 0.3324 - accuracy: 0.8626
Epoch 311/500
450/450 [==============================] - 0s 846us/step - loss: 0.3328 - accuracy: 0.8631
Epoch 312/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3327 - accuracy: 0.8642
Epoch 313/500
450/450 [==============================] - 0s 944us/step - loss: 0.3324 - accuracy: 0.8647
Epoch 314/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3330 - accuracy: 0.8643
Epoch 315/500
450/450 [==============================] - 0s 930us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 316/500
450/450 [==============================] - 0s 960us/step - loss: 0.3326 - accuracy: 0.8646
Epoch 317/500
450/450 [==============================] - 0s 894us/step - loss: 0.3325 - accuracy: 0.8643
Epoch 318/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3328 - accuracy: 0.8637
Epoch 319/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3324 - accuracy: 0.8649
Epoch 320/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3327 - accuracy: 0.8628
Epoch 321/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8646
Epoch 322/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3324 - accuracy: 0.8635
Epoch 323/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3325 - accuracy: 0.8631
Epoch 324/500
450/450 [==============================] - 0s 940us/step - loss: 0.3328 - accuracy: 0.8653
Epoch 325/500
450/450 [==============================] - 0s 940us/step - loss: 0.3329 - accuracy: 0.8661
Epoch 326/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3327 - accuracy: 0.8642
Epoch 327/500
450/450 [==============================] - 0s 875us/step - loss: 0.3327 - accuracy: 0.8637
Epoch 328/500
450/450 [==============================] - 0s 892us/step - loss: 0.3326 - accuracy: 0.8626
Epoch 329/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8651
Epoch 330/500
450/450 [==============================] - 0s 844us/step - loss: 0.3325 - accuracy: 0.8657
Epoch 331/500
450/450 [==============================] - 0s 897us/step - loss: 0.3326 - accuracy: 0.8649
Epoch 332/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3327 - accuracy: 0.8635
Epoch 333/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3323 - accuracy: 0.8649
Epoch 334/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8643
Epoch 335/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3328 - accuracy: 0.8650
Epoch 336/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3323 - accuracy: 0.8639
Epoch 337/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3323 - accuracy: 0.8651
Epoch 338/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3328 - accuracy: 0.8629
Epoch 339/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8654
Epoch 340/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8650
Epoch 341/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3326 - accuracy: 0.8651: 0s - loss: 0.3307 - accu
Epoch 342/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8657
Epoch 343/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3325 - accuracy: 0.8635
Epoch 344/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3326 - accuracy: 0.8647
Epoch 345/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3325 - accuracy: 0.8629
Epoch 346/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3327 - accuracy: 0.8642
Epoch 347/500
450/450 [==============================] - 0s 940us/step - loss: 0.3326 - accuracy: 0.8640
Epoch 348/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3326 - accuracy: 0.8628
Epoch 349/500
450/450 [==============================] - 0s 939us/step - loss: 0.3326 - accuracy: 0.8646
Epoch 350/500
450/450 [==============================] - 0s 928us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 351/500
450/450 [==============================] - 0s 941us/step - loss: 0.3327 - accuracy: 0.8631
Epoch 352/500
450/450 [==============================] - 0s 952us/step - loss: 0.3320 - accuracy: 0.8631
Epoch 353/500
450/450 [==============================] - 0s 921us/step - loss: 0.3327 - accuracy: 0.8646
Epoch 354/500
450/450 [==============================] - 0s 929us/step - loss: 0.3328 - accuracy: 0.8642
Epoch 355/500
450/450 [==============================] - 0s 918us/step - loss: 0.3328 - accuracy: 0.8651
Epoch 356/500
450/450 [==============================] - 0s 917us/step - loss: 0.3328 - accuracy: 0.8643
Epoch 357/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8635
Epoch 358/500
450/450 [==============================] - 0s 858us/step - loss: 0.3327 - accuracy: 0.8628
Epoch 359/500
450/450 [==============================] - 0s 847us/step - loss: 0.3324 - accuracy: 0.8644
Epoch 360/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3325 - accuracy: 0.8637
Epoch 361/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3324 - accuracy: 0.8644
Epoch 362/500
450/450 [==============================] - 0s 851us/step - loss: 0.3320 - accuracy: 0.8631
Epoch 363/500
450/450 [==============================] - 0s 747us/step - loss: 0.3329 - accuracy: 0.8631
Epoch 364/500
450/450 [==============================] - 0s 832us/step - loss: 0.3320 - accuracy: 0.8636
Epoch 365/500
450/450 [==============================] - 0s 755us/step - loss: 0.3320 - accuracy: 0.8642
Epoch 366/500
450/450 [==============================] - 0s 736us/step - loss: 0.3322 - accuracy: 0.8642
Epoch 367/500
450/450 [==============================] - 0s 746us/step - loss: 0.3327 - accuracy: 0.8624
Epoch 368/500
450/450 [==============================] - 0s 762us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 369/500
450/450 [==============================] - 0s 741us/step - loss: 0.3320 - accuracy: 0.8642
Epoch 370/500
450/450 [==============================] - 0s 755us/step - loss: 0.3326 - accuracy: 0.8631
Epoch 371/500
450/450 [==============================] - 0s 792us/step - loss: 0.3326 - accuracy: 0.8649
Epoch 372/500
450/450 [==============================] - 0s 780us/step - loss: 0.3325 - accuracy: 0.8637
Epoch 373/500
450/450 [==============================] - 0s 943us/step - loss: 0.3322 - accuracy: 0.8635
Epoch 374/500
450/450 [==============================] - 0s 987us/step - loss: 0.3325 - accuracy: 0.8653
Epoch 375/500
450/450 [==============================] - 0s 891us/step - loss: 0.3325 - accuracy: 0.8647
Epoch 376/500
450/450 [==============================] - 0s 884us/step - loss: 0.3327 - accuracy: 0.8629
Epoch 377/500
450/450 [==============================] - 0s 835us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 378/500
450/450 [==============================] - 0s 989us/step - loss: 0.3325 - accuracy: 0.8625
Epoch 379/500
450/450 [==============================] - 0s 905us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 380/500
450/450 [==============================] - 0s 839us/step - loss: 0.3326 - accuracy: 0.8650
Epoch 381/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3325 - accuracy: 0.8647
Epoch 382/500
450/450 [==============================] - 0s 966us/step - loss: 0.3324 - accuracy: 0.8624
Epoch 383/500
450/450 [==============================] - 0s 879us/step - loss: 0.3322 - accuracy: 0.8619
Epoch 384/500
450/450 [==============================] - 0s 902us/step - loss: 0.3315 - accuracy: 0.8651
Epoch 385/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3326 - accuracy: 0.8621
Epoch 386/500
450/450 [==============================] - 0s 967us/step - loss: 0.3324 - accuracy: 0.8632
Epoch 387/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3319 - accuracy: 0.8642
Epoch 388/500
450/450 [==============================] - 0s 991us/step - loss: 0.3318 - accuracy: 0.86320s - loss: 0.3288 - accuracy: 0.
Epoch 389/500
450/450 [==============================] - 0s 991us/step - loss: 0.3322 - accuracy: 0.8646
Epoch 390/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8639
Epoch 391/500
450/450 [==============================] - 0s 890us/step - loss: 0.3325 - accuracy: 0.8629
Epoch 392/500
450/450 [==============================] - 0s 903us/step - loss: 0.3321 - accuracy: 0.8635
Epoch 393/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8640
Epoch 394/500
450/450 [==============================] - 0s 894us/step - loss: 0.3325 - accuracy: 0.8629
Epoch 395/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8649
Epoch 396/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3326 - accuracy: 0.8651
Epoch 397/500
450/450 [==============================] - 0s 893us/step - loss: 0.3322 - accuracy: 0.8639
Epoch 398/500
450/450 [==============================] - 0s 942us/step - loss: 0.3322 - accuracy: 0.8632
Epoch 399/500
450/450 [==============================] - 0s 980us/step - loss: 0.3319 - accuracy: 0.8631
Epoch 400/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3325 - accuracy: 0.8644
Epoch 401/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8628: 0s - loss: 0.3398 - ac
Epoch 402/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8636
Epoch 403/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3325 - accuracy: 0.8639
Epoch 404/500
450/450 [==============================] - 0s 904us/step - loss: 0.3321 - accuracy: 0.8643
Epoch 405/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3318 - accuracy: 0.8662
Epoch 406/500
450/450 [==============================] - 0s 879us/step - loss: 0.3314 - accuracy: 0.8656
Epoch 407/500
450/450 [==============================] - 0s 872us/step - loss: 0.3322 - accuracy: 0.86420s - loss: 0.3348 - accuracy: 
Epoch 408/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8643
Epoch 409/500
450/450 [==============================] - 0s 908us/step - loss: 0.3322 - accuracy: 0.8644
Epoch 410/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3317 - accuracy: 0.8654
Epoch 411/500
450/450 [==============================] - 0s 989us/step - loss: 0.3321 - accuracy: 0.8642
Epoch 412/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3321 - accuracy: 0.8646
Epoch 413/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3325 - accuracy: 0.8651: 0s - loss: 0.3319 - accu
Epoch 414/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8624
Epoch 415/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8635
Epoch 416/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3319 - accuracy: 0.8647
Epoch 417/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8651
Epoch 418/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8647
Epoch 419/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8642
Epoch 420/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3321 - accuracy: 0.8650
Epoch 421/500
450/450 [==============================] - 0s 973us/step - loss: 0.3321 - accuracy: 0.8642
Epoch 422/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3322 - accuracy: 0.8651
Epoch 423/500
450/450 [==============================] - 0s 944us/step - loss: 0.3314 - accuracy: 0.8647
Epoch 424/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3325 - accuracy: 0.8637
Epoch 425/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8624
Epoch 426/500
450/450 [==============================] - 0s 959us/step - loss: 0.3325 - accuracy: 0.8632
Epoch 427/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8658
Epoch 428/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8646
Epoch 429/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3312 - accuracy: 0.8650
Epoch 430/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8646
Epoch 431/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8649
Epoch 432/500
450/450 [==============================] - 0s 932us/step - loss: 0.3320 - accuracy: 0.8650
Epoch 433/500
450/450 [==============================] - 0s 916us/step - loss: 0.3321 - accuracy: 0.8640
Epoch 434/500
450/450 [==============================] - 0s 918us/step - loss: 0.3322 - accuracy: 0.8637
Epoch 435/500
450/450 [==============================] - 0s 936us/step - loss: 0.3326 - accuracy: 0.8640
Epoch 436/500
450/450 [==============================] - 0s 954us/step - loss: 0.3322 - accuracy: 0.8640
Epoch 437/500
450/450 [==============================] - 0s 969us/step - loss: 0.3318 - accuracy: 0.8644
Epoch 438/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8657
Epoch 439/500
450/450 [==============================] - 0s 993us/step - loss: 0.3318 - accuracy: 0.8639
Epoch 440/500
450/450 [==============================] - 0s 906us/step - loss: 0.3322 - accuracy: 0.8651
Epoch 441/500
450/450 [==============================] - 0s 935us/step - loss: 0.3316 - accuracy: 0.8654
Epoch 442/500
450/450 [==============================] - 0s 890us/step - loss: 0.3320 - accuracy: 0.8660
Epoch 443/500
450/450 [==============================] - 0s 872us/step - loss: 0.3319 - accuracy: 0.86350s - loss: 0.3120 - accu
Epoch 444/500
450/450 [==============================] - 0s 881us/step - loss: 0.3317 - accuracy: 0.8643
Epoch 445/500
450/450 [==============================] - 0s 917us/step - loss: 0.3320 - accuracy: 0.8637
Epoch 446/500
450/450 [==============================] - 0s 998us/step - loss: 0.3321 - accuracy: 0.8625
Epoch 447/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3320 - accuracy: 0.8629
Epoch 448/500
450/450 [==============================] - 0s 934us/step - loss: 0.3324 - accuracy: 0.8628
Epoch 449/500
450/450 [==============================] - 0s 883us/step - loss: 0.3318 - accuracy: 0.8644
Epoch 450/500
450/450 [==============================] - 0s 938us/step - loss: 0.3323 - accuracy: 0.86470s - loss: 0.3345 - accuracy: 
Epoch 451/500
450/450 [==============================] - 0s 883us/step - loss: 0.3313 - accuracy: 0.8656
Epoch 452/500
450/450 [==============================] - 0s 875us/step - loss: 0.3319 - accuracy: 0.8647
Epoch 453/500
450/450 [==============================] - 0s 918us/step - loss: 0.3318 - accuracy: 0.8647
Epoch 454/500
450/450 [==============================] - 0s 870us/step - loss: 0.3322 - accuracy: 0.8635
Epoch 455/500
450/450 [==============================] - 0s 881us/step - loss: 0.3322 - accuracy: 0.8646
Epoch 456/500
450/450 [==============================] - 0s 882us/step - loss: 0.3324 - accuracy: 0.8639
Epoch 457/500
450/450 [==============================] - 0s 929us/step - loss: 0.3321 - accuracy: 0.8650
Epoch 458/500
450/450 [==============================] - 0s 963us/step - loss: 0.3321 - accuracy: 0.8650
Epoch 459/500
450/450 [==============================] - 0s 952us/step - loss: 0.3321 - accuracy: 0.8650
Epoch 460/500
450/450 [==============================] - 0s 956us/step - loss: 0.3322 - accuracy: 0.8647
Epoch 461/500
450/450 [==============================] - 0s 892us/step - loss: 0.3320 - accuracy: 0.8646
Epoch 462/500
450/450 [==============================] - 0s 924us/step - loss: 0.3319 - accuracy: 0.8646
Epoch 463/500
450/450 [==============================] - 0s 894us/step - loss: 0.3317 - accuracy: 0.8660
Epoch 464/500
450/450 [==============================] - 0s 897us/step - loss: 0.3324 - accuracy: 0.8649
Epoch 465/500
450/450 [==============================] - 0s 921us/step - loss: 0.3323 - accuracy: 0.8649
Epoch 466/500
450/450 [==============================] - 0s 874us/step - loss: 0.3319 - accuracy: 0.8639
Epoch 467/500
450/450 [==============================] - 0s 896us/step - loss: 0.3319 - accuracy: 0.8642
Epoch 468/500
450/450 [==============================] - 0s 911us/step - loss: 0.3316 - accuracy: 0.8644
Epoch 469/500
450/450 [==============================] - 0s 889us/step - loss: 0.3318 - accuracy: 0.8626
Epoch 470/500
450/450 [==============================] - 0s 937us/step - loss: 0.3319 - accuracy: 0.8633
Epoch 471/500
450/450 [==============================] - 0s 895us/step - loss: 0.3318 - accuracy: 0.8650
Epoch 472/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3317 - accuracy: 0.8657
Epoch 473/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8646
Epoch 474/500
450/450 [==============================] - 0s 869us/step - loss: 0.3317 - accuracy: 0.8639
Epoch 475/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8654
Epoch 476/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3315 - accuracy: 0.8640
Epoch 477/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8629
Epoch 478/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3320 - accuracy: 0.8649
Epoch 479/500
450/450 [==============================] - 0s 932us/step - loss: 0.3322 - accuracy: 0.8654
Epoch 480/500
450/450 [==============================] - 0s 877us/step - loss: 0.3319 - accuracy: 0.8646
Epoch 481/500
450/450 [==============================] - 0s 910us/step - loss: 0.3321 - accuracy: 0.8643
Epoch 482/500
450/450 [==============================] - 0s 903us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 483/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8636
Epoch 484/500
450/450 [==============================] - 0s 917us/step - loss: 0.3320 - accuracy: 0.8646
Epoch 485/500
450/450 [==============================] - 0s 930us/step - loss: 0.3320 - accuracy: 0.8650
Epoch 486/500
450/450 [==============================] - 0s 891us/step - loss: 0.3320 - accuracy: 0.8647
Epoch 487/500
450/450 [==============================] - 0s 936us/step - loss: 0.3320 - accuracy: 0.8643
Epoch 488/500
450/450 [==============================] - 0s 892us/step - loss: 0.3320 - accuracy: 0.8642
Epoch 489/500
450/450 [==============================] - 0s 904us/step - loss: 0.3318 - accuracy: 0.8654
Epoch 490/500
450/450 [==============================] - 0s 936us/step - loss: 0.3324 - accuracy: 0.8643
Epoch 491/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3323 - accuracy: 0.8651
Epoch 492/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8626
Epoch 493/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3318 - accuracy: 0.8646
Epoch 494/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3316 - accuracy: 0.8646
Epoch 495/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8647
Epoch 496/500
450/450 [==============================] - 0s 975us/step - loss: 0.3316 - accuracy: 0.8642
Epoch 497/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3321 - accuracy: 0.8643
Epoch 498/500
450/450 [==============================] - 0s 984us/step - loss: 0.3316 - accuracy: 0.8656
Epoch 499/500
450/450 [==============================] - 0s 916us/step - loss: 0.3321 - accuracy: 0.8640
Epoch 500/500
450/450 [==============================] - 0s 878us/step - loss: 0.3321 - accuracy: 0.8654
Epoch 1/500
450/450 [==============================] - 0s 871us/step - loss: 0.5864 - accuracy: 0.7950
Epoch 2/500
450/450 [==============================] - 0s 858us/step - loss: 0.5189 - accuracy: 0.7960
Epoch 3/500
450/450 [==============================] - 0s 902us/step - loss: 0.5085 - accuracy: 0.7960
Epoch 4/500
450/450 [==============================] - 0s 860us/step - loss: 0.5065 - accuracy: 0.79600s - loss: 0.5080 - accuracy: 0.
Epoch 5/500
450/450 [==============================] - 0s 895us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 6/500
450/450 [==============================] - 0s 939us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 7/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5060 - accuracy: 0.7960: 0s - loss: 0.5059 - accuracy: 0.
Epoch 8/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 9/500
450/450 [==============================] - 0s 954us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 10/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 11/500
450/450 [==============================] - 0s 931us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 12/500
450/450 [==============================] - 0s 927us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 13/500
450/450 [==============================] - 0s 952us/step - loss: 0.5060 - accuracy: 0.79600s - loss: 0.5058 - accuracy: 0.
Epoch 14/500
450/450 [==============================] - 0s 889us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 15/500
450/450 [==============================] - 0s 912us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 16/500
450/450 [==============================] - 0s 912us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 17/500
450/450 [==============================] - 0s 913us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 18/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 19/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 20/500
450/450 [==============================] - 0s 932us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 21/500
450/450 [==============================] - 0s 937us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 22/500
450/450 [==============================] - 0s 916us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 23/500
450/450 [==============================] - 0s 929us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 24/500
450/450 [==============================] - 0s 941us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 25/500
450/450 [==============================] - 0s 908us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 26/500
450/450 [==============================] - 0s 915us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 27/500
450/450 [==============================] - 0s 903us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 28/500
450/450 [==============================] - 0s 962us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 29/500
450/450 [==============================] - 0s 898us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 30/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5059 - accuracy: 0.7960
Epoch 31/500
450/450 [==============================] - 0s 947us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 32/500
450/450 [==============================] - 0s 936us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 33/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5059 - accuracy: 0.7960
Epoch 34/500
450/450 [==============================] - 0s 787us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 35/500
450/450 [==============================] - 0s 818us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 36/500
450/450 [==============================] - 0s 847us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 37/500
450/450 [==============================] - 0s 776us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 38/500
450/450 [==============================] - 0s 816us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 39/500
450/450 [==============================] - 0s 765us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 40/500
450/450 [==============================] - 0s 752us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 41/500
450/450 [==============================] - 0s 775us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 42/500
450/450 [==============================] - 0s 739us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 43/500
450/450 [==============================] - 0s 743us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 44/500
450/450 [==============================] - 0s 803us/step - loss: 0.5052 - accuracy: 0.79600s - loss: 0.5094 - accuracy: 0.
Epoch 45/500
450/450 [==============================] - 0s 750us/step - loss: 0.5050 - accuracy: 0.7960
Epoch 46/500
450/450 [==============================] - 0s 765us/step - loss: 0.5047 - accuracy: 0.7960
Epoch 47/500
450/450 [==============================] - 0s 769us/step - loss: 0.5042 - accuracy: 0.7960
Epoch 48/500
450/450 [==============================] - 0s 757us/step - loss: 0.5036 - accuracy: 0.7960
Epoch 49/500
450/450 [==============================] - 0s 749us/step - loss: 0.5027 - accuracy: 0.7960
Epoch 50/500
450/450 [==============================] - 0s 858us/step - loss: 0.5012 - accuracy: 0.7960
Epoch 51/500
450/450 [==============================] - 0s 950us/step - loss: 0.4989 - accuracy: 0.7960
Epoch 52/500
450/450 [==============================] - 0s 948us/step - loss: 0.4951 - accuracy: 0.7960
Epoch 53/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4892 - accuracy: 0.7960
Epoch 54/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4803 - accuracy: 0.7960
Epoch 55/500
450/450 [==============================] - 0s 949us/step - loss: 0.4689 - accuracy: 0.7960
Epoch 56/500
450/450 [==============================] - 0s 907us/step - loss: 0.4570 - accuracy: 0.7960
Epoch 57/500
450/450 [==============================] - 0s 891us/step - loss: 0.4467 - accuracy: 0.79600s - loss: 0.4519 - accuracy: 0.
Epoch 58/500
450/450 [==============================] - 0s 891us/step - loss: 0.4389 - accuracy: 0.7960
Epoch 59/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7960
Epoch 60/500
450/450 [==============================] - 0s 881us/step - loss: 0.4288 - accuracy: 0.7960
Epoch 61/500
450/450 [==============================] - 0s 928us/step - loss: 0.4249 - accuracy: 0.7960
Epoch 62/500
450/450 [==============================] - 0s 880us/step - loss: 0.4212 - accuracy: 0.7960
Epoch 63/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4176 - accuracy: 0.7960
Epoch 64/500
450/450 [==============================] - 0s 937us/step - loss: 0.4136 - accuracy: 0.7960
Epoch 65/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4091 - accuracy: 0.7960
Epoch 66/500
450/450 [==============================] - 0s 971us/step - loss: 0.4041 - accuracy: 0.7960
Epoch 67/500
450/450 [==============================] - 0s 787us/step - loss: 0.3989 - accuracy: 0.7960
Epoch 68/500
450/450 [==============================] - 0s 864us/step - loss: 0.3936 - accuracy: 0.7960
Epoch 69/500
450/450 [==============================] - 0s 945us/step - loss: 0.3886 - accuracy: 0.8313
Epoch 70/500
450/450 [==============================] - 0s 826us/step - loss: 0.3843 - accuracy: 0.8388
Epoch 71/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3802 - accuracy: 0.8449
Epoch 72/500
450/450 [==============================] - 0s 740us/step - loss: 0.3761 - accuracy: 0.8487
Epoch 73/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3725 - accuracy: 0.8517
Epoch 74/500
450/450 [==============================] - 0s 807us/step - loss: 0.3691 - accuracy: 0.8539
Epoch 75/500
450/450 [==============================] - 0s 731us/step - loss: 0.3663 - accuracy: 0.8560
Epoch 76/500
450/450 [==============================] - 0s 731us/step - loss: 0.3637 - accuracy: 0.8583
Epoch 77/500
450/450 [==============================] - 0s 821us/step - loss: 0.3615 - accuracy: 0.8579
Epoch 78/500
450/450 [==============================] - 0s 798us/step - loss: 0.3592 - accuracy: 0.8579
Epoch 79/500
450/450 [==============================] - 0s 775us/step - loss: 0.3572 - accuracy: 0.8593
Epoch 80/500
450/450 [==============================] - 0s 757us/step - loss: 0.3558 - accuracy: 0.8585
Epoch 81/500
450/450 [==============================] - 0s 743us/step - loss: 0.3540 - accuracy: 0.8611
Epoch 82/500
450/450 [==============================] - 0s 744us/step - loss: 0.3525 - accuracy: 0.8592
Epoch 83/500
450/450 [==============================] - 0s 768us/step - loss: 0.3517 - accuracy: 0.8597
Epoch 84/500
450/450 [==============================] - 0s 755us/step - loss: 0.3505 - accuracy: 0.8603
Epoch 85/500
450/450 [==============================] - 0s 738us/step - loss: 0.3497 - accuracy: 0.8587
Epoch 86/500
450/450 [==============================] - 0s 763us/step - loss: 0.3482 - accuracy: 0.8604
Epoch 87/500
450/450 [==============================] - 0s 734us/step - loss: 0.3481 - accuracy: 0.8586
Epoch 88/500
450/450 [==============================] - 0s 737us/step - loss: 0.3466 - accuracy: 0.8614
Epoch 89/500
450/450 [==============================] - 0s 765us/step - loss: 0.3461 - accuracy: 0.8603
Epoch 90/500
450/450 [==============================] - 0s 735us/step - loss: 0.3450 - accuracy: 0.8617
Epoch 91/500
450/450 [==============================] - 0s 735us/step - loss: 0.3445 - accuracy: 0.8610
Epoch 92/500
450/450 [==============================] - 0s 845us/step - loss: 0.3439 - accuracy: 0.8600
Epoch 93/500
450/450 [==============================] - 0s 737us/step - loss: 0.3431 - accuracy: 0.8632
Epoch 94/500
450/450 [==============================] - 0s 740us/step - loss: 0.3419 - accuracy: 0.8614
Epoch 95/500
450/450 [==============================] - 0s 761us/step - loss: 0.3422 - accuracy: 0.8592
Epoch 96/500
450/450 [==============================] - 0s 731us/step - loss: 0.3416 - accuracy: 0.8617
Epoch 97/500
450/450 [==============================] - 0s 746us/step - loss: 0.3413 - accuracy: 0.8621
Epoch 98/500
450/450 [==============================] - 0s 789us/step - loss: 0.3408 - accuracy: 0.86290s - loss: 0.3392 - accuracy: 0.
Epoch 99/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3399 - accuracy: 0.8615
Epoch 100/500
450/450 [==============================] - 0s 793us/step - loss: 0.3402 - accuracy: 0.8624
Epoch 101/500
450/450 [==============================] - 0s 751us/step - loss: 0.3394 - accuracy: 0.8621
Epoch 102/500
450/450 [==============================] - 0s 737us/step - loss: 0.3394 - accuracy: 0.8635
Epoch 103/500
450/450 [==============================] - 0s 973us/step - loss: 0.3381 - accuracy: 0.8635
Epoch 104/500
450/450 [==============================] - 0s 738us/step - loss: 0.3382 - accuracy: 0.8650
Epoch 105/500
450/450 [==============================] - 0s 733us/step - loss: 0.3385 - accuracy: 0.8599
Epoch 106/500
450/450 [==============================] - 0s 758us/step - loss: 0.3380 - accuracy: 0.8650
Epoch 107/500
450/450 [==============================] - 0s 744us/step - loss: 0.3376 - accuracy: 0.8647
Epoch 108/500
450/450 [==============================] - 0s 748us/step - loss: 0.3372 - accuracy: 0.8640
Epoch 109/500
450/450 [==============================] - 0s 774us/step - loss: 0.3366 - accuracy: 0.8615
Epoch 110/500
450/450 [==============================] - 0s 737us/step - loss: 0.3369 - accuracy: 0.8624
Epoch 111/500
450/450 [==============================] - 0s 791us/step - loss: 0.3368 - accuracy: 0.8629
Epoch 112/500
450/450 [==============================] - 0s 883us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 113/500
450/450 [==============================] - 0s 797us/step - loss: 0.3360 - accuracy: 0.8622
Epoch 114/500
450/450 [==============================] - 0s 959us/step - loss: 0.3362 - accuracy: 0.8621
Epoch 115/500
450/450 [==============================] - 0s 770us/step - loss: 0.3360 - accuracy: 0.8633
Epoch 116/500
450/450 [==============================] - 0s 826us/step - loss: 0.3353 - accuracy: 0.8625
Epoch 117/500
450/450 [==============================] - 0s 811us/step - loss: 0.3355 - accuracy: 0.8622
Epoch 118/500
450/450 [==============================] - 0s 783us/step - loss: 0.3350 - accuracy: 0.8618
Epoch 119/500
450/450 [==============================] - 0s 895us/step - loss: 0.3353 - accuracy: 0.8626
Epoch 120/500
450/450 [==============================] - 0s 804us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 121/500
450/450 [==============================] - 0s 805us/step - loss: 0.3352 - accuracy: 0.8635
Epoch 122/500
450/450 [==============================] - 0s 848us/step - loss: 0.3353 - accuracy: 0.8651
Epoch 123/500
450/450 [==============================] - 0s 852us/step - loss: 0.3350 - accuracy: 0.8628
Epoch 124/500
450/450 [==============================] - 0s 808us/step - loss: 0.3343 - accuracy: 0.8636
Epoch 125/500
450/450 [==============================] - 0s 808us/step - loss: 0.3347 - accuracy: 0.8626
Epoch 126/500
450/450 [==============================] - 0s 778us/step - loss: 0.3346 - accuracy: 0.8640
Epoch 127/500
450/450 [==============================] - 0s 756us/step - loss: 0.3331 - accuracy: 0.8644
Epoch 128/500
450/450 [==============================] - 0s 763us/step - loss: 0.3355 - accuracy: 0.8640
Epoch 129/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3340 - accuracy: 0.8622
Epoch 130/500
450/450 [==============================] - 0s 750us/step - loss: 0.3341 - accuracy: 0.8624
Epoch 131/500
450/450 [==============================] - 0s 744us/step - loss: 0.3340 - accuracy: 0.8611
Epoch 132/500
450/450 [==============================] - 0s 774us/step - loss: 0.3340 - accuracy: 0.8626
Epoch 133/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3344 - accuracy: 0.8624
Epoch 134/500
450/450 [==============================] - 0s 749us/step - loss: 0.3341 - accuracy: 0.8637
Epoch 135/500
450/450 [==============================] - 0s 799us/step - loss: 0.3333 - accuracy: 0.8614
Epoch 136/500
450/450 [==============================] - 0s 777us/step - loss: 0.3337 - accuracy: 0.8639
Epoch 137/500
450/450 [==============================] - 0s 992us/step - loss: 0.3340 - accuracy: 0.8642
Epoch 138/500
450/450 [==============================] - 0s 788us/step - loss: 0.3342 - accuracy: 0.8622
Epoch 139/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3332 - accuracy: 0.8640: 0s - loss: 0.3330 - accuracy: 0.86
Epoch 140/500
450/450 [==============================] - 0s 856us/step - loss: 0.3327 - accuracy: 0.8625
Epoch 141/500
450/450 [==============================] - 0s 928us/step - loss: 0.3328 - accuracy: 0.8637
Epoch 142/500
450/450 [==============================] - 0s 913us/step - loss: 0.3334 - accuracy: 0.8617
Epoch 143/500
450/450 [==============================] - 0s 841us/step - loss: 0.3334 - accuracy: 0.8650
Epoch 144/500
450/450 [==============================] - 0s 728us/step - loss: 0.3332 - accuracy: 0.8624
Epoch 145/500
450/450 [==============================] - 0s 839us/step - loss: 0.3333 - accuracy: 0.8636
Epoch 146/500
450/450 [==============================] - 0s 982us/step - loss: 0.3330 - accuracy: 0.8660
Epoch 147/500
450/450 [==============================] - 0s 918us/step - loss: 0.3332 - accuracy: 0.8637
Epoch 148/500
450/450 [==============================] - 0s 798us/step - loss: 0.3328 - accuracy: 0.8625
Epoch 149/500
450/450 [==============================] - 0s 820us/step - loss: 0.3336 - accuracy: 0.8636
Epoch 150/500
450/450 [==============================] - 0s 879us/step - loss: 0.3325 - accuracy: 0.8642
Epoch 151/500
450/450 [==============================] - 0s 853us/step - loss: 0.3328 - accuracy: 0.8632
Epoch 152/500
450/450 [==============================] - 0s 845us/step - loss: 0.3335 - accuracy: 0.8631
Epoch 153/500
450/450 [==============================] - 0s 980us/step - loss: 0.3323 - accuracy: 0.8646
Epoch 154/500
450/450 [==============================] - 0s 836us/step - loss: 0.3336 - accuracy: 0.8625
Epoch 155/500
450/450 [==============================] - 0s 851us/step - loss: 0.3330 - accuracy: 0.8618
Epoch 156/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3330 - accuracy: 0.8639
Epoch 157/500
450/450 [==============================] - 0s 909us/step - loss: 0.3337 - accuracy: 0.8604
Epoch 158/500
450/450 [==============================] - 0s 841us/step - loss: 0.3323 - accuracy: 0.8643
Epoch 159/500
450/450 [==============================] - 0s 990us/step - loss: 0.3320 - accuracy: 0.8631
Epoch 160/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3316 - accuracy: 0.8632: 0s - loss: 0.3304 - ac
Epoch 161/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3323 - accuracy: 0.8633
Epoch 162/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3326 - accuracy: 0.8607
Epoch 163/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3320 - accuracy: 0.8639
Epoch 164/500
450/450 [==============================] - 0s 881us/step - loss: 0.3323 - accuracy: 0.8639
Epoch 165/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3317 - accuracy: 0.8635
Epoch 166/500
450/450 [==============================] - 0s 990us/step - loss: 0.3331 - accuracy: 0.8629
Epoch 167/500
450/450 [==============================] - 0s 944us/step - loss: 0.3328 - accuracy: 0.8632
Epoch 168/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3328 - accuracy: 0.8635
Epoch 169/500
450/450 [==============================] - 0s 926us/step - loss: 0.3324 - accuracy: 0.8611
Epoch 170/500
450/450 [==============================] - 0s 919us/step - loss: 0.3319 - accuracy: 0.8637
Epoch 171/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3321 - accuracy: 0.8628: 0s - loss: 0.3349 - accura
Epoch 172/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3315 - accuracy: 0.8617: 0s - loss: 0.3362 - accura
Epoch 173/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8622
Epoch 174/500
450/450 [==============================] - 0s 955us/step - loss: 0.3331 - accuracy: 0.8621
Epoch 175/500
450/450 [==============================] - 0s 923us/step - loss: 0.3307 - accuracy: 0.8619
Epoch 176/500
450/450 [==============================] - 0s 986us/step - loss: 0.3316 - accuracy: 0.8622
Epoch 177/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3316 - accuracy: 0.8611
Epoch 178/500
450/450 [==============================] - 0s 937us/step - loss: 0.3316 - accuracy: 0.8628
Epoch 179/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3315 - accuracy: 0.8635
Epoch 180/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8633
Epoch 181/500
450/450 [==============================] - 0s 946us/step - loss: 0.3318 - accuracy: 0.86500s - loss: 0.3337 - accuracy: 
Epoch 182/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3320 - accuracy: 0.8622
Epoch 183/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3315 - accuracy: 0.8640
Epoch 184/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8654
Epoch 185/500
450/450 [==============================] - 0s 978us/step - loss: 0.3316 - accuracy: 0.8656
Epoch 186/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3320 - accuracy: 0.8629
Epoch 187/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3312 - accuracy: 0.8644: 0s - loss:
Epoch 188/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3315 - accuracy: 0.8631
Epoch 189/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3313 - accuracy: 0.8621
Epoch 190/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8633
Epoch 191/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3313 - accuracy: 0.8639
Epoch 192/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3318 - accuracy: 0.8621
Epoch 193/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8626: 0s - loss: 0.3324 - accuracy: 0.86
Epoch 194/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3314 - accuracy: 0.8640
Epoch 195/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8633
Epoch 196/500
450/450 [==============================] - 0s 972us/step - loss: 0.3312 - accuracy: 0.8622
Epoch 197/500
450/450 [==============================] - 0s 979us/step - loss: 0.3313 - accuracy: 0.8656
Epoch 198/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3313 - accuracy: 0.8621
Epoch 199/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8635
Epoch 200/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3309 - accuracy: 0.8636
Epoch 201/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3314 - accuracy: 0.8633: 0s - loss: 0.3277 - accuracy: 
Epoch 202/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3307 - accuracy: 0.8639
Epoch 203/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3318 - accuracy: 0.8636
Epoch 204/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3311 - accuracy: 0.8621
Epoch 205/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8608
Epoch 206/500
450/450 [==============================] - 0s 981us/step - loss: 0.3316 - accuracy: 0.8657
Epoch 207/500
450/450 [==============================] - 0s 994us/step - loss: 0.3309 - accuracy: 0.8640
Epoch 208/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8632
Epoch 209/500
450/450 [==============================] - 0s 969us/step - loss: 0.3313 - accuracy: 0.8643
Epoch 210/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8640
Epoch 211/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8661
Epoch 212/500
450/450 [==============================] - 0s 877us/step - loss: 0.3312 - accuracy: 0.8600
Epoch 213/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8643
Epoch 214/500
450/450 [==============================] - 0s 952us/step - loss: 0.3310 - accuracy: 0.86470s - loss: 0.3285 - accuracy
Epoch 215/500
450/450 [==============================] - 0s 912us/step - loss: 0.3307 - accuracy: 0.8626
Epoch 216/500
450/450 [==============================] - 0s 902us/step - loss: 0.3313 - accuracy: 0.8637
Epoch 217/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3315 - accuracy: 0.8622
Epoch 218/500
450/450 [==============================] - 0s 891us/step - loss: 0.3320 - accuracy: 0.8650
Epoch 219/500
450/450 [==============================] - 0s 837us/step - loss: 0.3308 - accuracy: 0.8633
Epoch 220/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8633: 0s - loss: 0.3336 - accuracy
Epoch 221/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8612
Epoch 222/500
450/450 [==============================] - 0s 976us/step - loss: 0.3312 - accuracy: 0.8654
Epoch 223/500
450/450 [==============================] - 0s 871us/step - loss: 0.3302 - accuracy: 0.8644
Epoch 224/500
450/450 [==============================] - 0s 983us/step - loss: 0.3311 - accuracy: 0.8631
Epoch 225/500
450/450 [==============================] - 0s 910us/step - loss: 0.3306 - accuracy: 0.8629
Epoch 226/500
450/450 [==============================] - 0s 901us/step - loss: 0.3309 - accuracy: 0.8651
Epoch 227/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8635
Epoch 228/500
450/450 [==============================] - 0s 835us/step - loss: 0.3309 - accuracy: 0.8644
Epoch 229/500
450/450 [==============================] - 0s 831us/step - loss: 0.3312 - accuracy: 0.8625
Epoch 230/500
450/450 [==============================] - 0s 810us/step - loss: 0.3314 - accuracy: 0.8635
Epoch 231/500
450/450 [==============================] - 0s 833us/step - loss: 0.3314 - accuracy: 0.8635
Epoch 232/500
450/450 [==============================] - 0s 846us/step - loss: 0.3314 - accuracy: 0.8633
Epoch 233/500
450/450 [==============================] - 0s 814us/step - loss: 0.3314 - accuracy: 0.8632
Epoch 234/500
450/450 [==============================] - 0s 850us/step - loss: 0.3304 - accuracy: 0.8633
Epoch 235/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8622
Epoch 236/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3317 - accuracy: 0.8640
Epoch 237/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8636
Epoch 238/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3314 - accuracy: 0.8622
Epoch 239/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3307 - accuracy: 0.8643
Epoch 240/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8647
Epoch 241/500
450/450 [==============================] - 0s 968us/step - loss: 0.3315 - accuracy: 0.8632
Epoch 242/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3300 - accuracy: 0.8643
Epoch 243/500
450/450 [==============================] - 0s 865us/step - loss: 0.3316 - accuracy: 0.8637
Epoch 244/500
450/450 [==============================] - 0s 853us/step - loss: 0.3308 - accuracy: 0.8656
Epoch 245/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3301 - accuracy: 0.8656
Epoch 246/500
450/450 [==============================] - 0s 888us/step - loss: 0.3314 - accuracy: 0.8621
Epoch 247/500
450/450 [==============================] - 0s 856us/step - loss: 0.3308 - accuracy: 0.8633
Epoch 248/500
450/450 [==============================] - 0s 937us/step - loss: 0.3303 - accuracy: 0.8644
Epoch 249/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8644
Epoch 250/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3317 - accuracy: 0.8622
Epoch 251/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8628
Epoch 252/500
450/450 [==============================] - 0s 820us/step - loss: 0.3301 - accuracy: 0.8656
Epoch 253/500
450/450 [==============================] - 0s 877us/step - loss: 0.3309 - accuracy: 0.8629
Epoch 254/500
450/450 [==============================] - 0s 827us/step - loss: 0.3311 - accuracy: 0.8636
Epoch 255/500
450/450 [==============================] - 0s 866us/step - loss: 0.3308 - accuracy: 0.8632
Epoch 256/500
450/450 [==============================] - 0s 841us/step - loss: 0.3304 - accuracy: 0.8629
Epoch 257/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3309 - accuracy: 0.8637: 0s - loss: 0.3315 - accu
Epoch 258/500
450/450 [==============================] - 0s 862us/step - loss: 0.3306 - accuracy: 0.8654
Epoch 259/500
450/450 [==============================] - 0s 829us/step - loss: 0.3306 - accuracy: 0.8635
Epoch 260/500
450/450 [==============================] - 0s 873us/step - loss: 0.3301 - accuracy: 0.8654
Epoch 261/500
450/450 [==============================] - 0s 827us/step - loss: 0.3308 - accuracy: 0.8649
Epoch 262/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8639
Epoch 263/500
450/450 [==============================] - 0s 860us/step - loss: 0.3306 - accuracy: 0.8631
Epoch 264/500
450/450 [==============================] - 0s 831us/step - loss: 0.3309 - accuracy: 0.8632
Epoch 265/500
450/450 [==============================] - 0s 879us/step - loss: 0.3307 - accuracy: 0.8649
Epoch 266/500
450/450 [==============================] - 0s 851us/step - loss: 0.3309 - accuracy: 0.8622
Epoch 267/500
450/450 [==============================] - 0s 848us/step - loss: 0.3307 - accuracy: 0.8639
Epoch 268/500
450/450 [==============================] - 0s 840us/step - loss: 0.3307 - accuracy: 0.8622
Epoch 269/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8662: 0s - loss: 0.3289 - accuracy: 0.
Epoch 270/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8635
Epoch 271/500
450/450 [==============================] - 0s 957us/step - loss: 0.3305 - accuracy: 0.8635
Epoch 272/500
450/450 [==============================] - 0s 904us/step - loss: 0.3302 - accuracy: 0.8636
Epoch 273/500
450/450 [==============================] - 0s 911us/step - loss: 0.3310 - accuracy: 0.8622
Epoch 274/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8639
Epoch 275/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8640
Epoch 276/500
450/450 [==============================] - 0s 891us/step - loss: 0.3306 - accuracy: 0.86500s - loss: 0.3320 - accuracy: 0.
Epoch 277/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8644
Epoch 278/500
450/450 [==============================] - 0s 907us/step - loss: 0.3301 - accuracy: 0.8624
Epoch 279/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8633: 0s - loss: 0.3239 - accu
Epoch 280/500
450/450 [==============================] - 0s 937us/step - loss: 0.3302 - accuracy: 0.8640
Epoch 281/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3308 - accuracy: 0.8660
Epoch 282/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8626
Epoch 283/500
450/450 [==============================] - 0s 940us/step - loss: 0.3307 - accuracy: 0.8643
Epoch 284/500
450/450 [==============================] - 0s 832us/step - loss: 0.3303 - accuracy: 0.8636
Epoch 285/500
450/450 [==============================] - 0s 839us/step - loss: 0.3302 - accuracy: 0.8637
Epoch 286/500
450/450 [==============================] - 0s 815us/step - loss: 0.3307 - accuracy: 0.8629
Epoch 287/500
450/450 [==============================] - 0s 835us/step - loss: 0.3304 - accuracy: 0.8631
Epoch 288/500
450/450 [==============================] - 0s 809us/step - loss: 0.3304 - accuracy: 0.8656
Epoch 289/500
450/450 [==============================] - 0s 828us/step - loss: 0.3307 - accuracy: 0.8640
Epoch 290/500
450/450 [==============================] - 0s 862us/step - loss: 0.3304 - accuracy: 0.8637
Epoch 291/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3303 - accuracy: 0.8639
Epoch 292/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8657
Epoch 293/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3297 - accuracy: 0.8657
Epoch 294/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8621
Epoch 295/500
450/450 [==============================] - 0s 932us/step - loss: 0.3304 - accuracy: 0.8642
Epoch 296/500
450/450 [==============================] - 0s 977us/step - loss: 0.3302 - accuracy: 0.8629
Epoch 297/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3294 - accuracy: 0.8660
Epoch 298/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8654
Epoch 299/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8644
Epoch 300/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8649
Epoch 301/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8635
Epoch 302/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8631
Epoch 303/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8639
Epoch 304/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3304 - accuracy: 0.8635
Epoch 305/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8640
Epoch 306/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8651
Epoch 307/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3298 - accuracy: 0.8665
Epoch 308/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8657
Epoch 309/500
450/450 [==============================] - 0s 743us/step - loss: 0.3299 - accuracy: 0.8636
Epoch 310/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3304 - accuracy: 0.8617
Epoch 311/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8643
Epoch 312/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3296 - accuracy: 0.8636
Epoch 313/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3298 - accuracy: 0.8647: 0s - loss: 0.3295 - accuracy: 0.86
Epoch 314/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8656: 0s - loss: 0.3289 - accuracy: 
Epoch 315/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3301 - accuracy: 0.8644
Epoch 316/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8658
Epoch 317/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8661
Epoch 318/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3306 - accuracy: 0.8632
Epoch 319/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3296 - accuracy: 0.8643
Epoch 320/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8636
Epoch 321/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8650
Epoch 322/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3298 - accuracy: 0.8664
Epoch 323/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3305 - accuracy: 0.8632
Epoch 324/500
450/450 [==============================] - 0s 786us/step - loss: 0.3305 - accuracy: 0.8625
Epoch 325/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8661
Epoch 326/500
450/450 [==============================] - 0s 800us/step - loss: 0.3299 - accuracy: 0.8646
Epoch 327/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3300 - accuracy: 0.8651
Epoch 328/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8646
Epoch 329/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8625
Epoch 330/500
450/450 [==============================] - 0s 918us/step - loss: 0.3297 - accuracy: 0.8656
Epoch 331/500
450/450 [==============================] - 0s 997us/step - loss: 0.3301 - accuracy: 0.8651
Epoch 332/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3294 - accuracy: 0.8654
Epoch 333/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8649
Epoch 334/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8628
Epoch 335/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3300 - accuracy: 0.8632
Epoch 336/500
450/450 [==============================] - 0s 935us/step - loss: 0.3306 - accuracy: 0.8643
Epoch 337/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3306 - accuracy: 0.8636
Epoch 338/500
450/450 [==============================] - 0s 921us/step - loss: 0.3296 - accuracy: 0.8651
Epoch 339/500
450/450 [==============================] - 0s 889us/step - loss: 0.3303 - accuracy: 0.8631
Epoch 340/500
450/450 [==============================] - 0s 960us/step - loss: 0.3302 - accuracy: 0.8651
Epoch 341/500
450/450 [==============================] - 0s 866us/step - loss: 0.3305 - accuracy: 0.8618
Epoch 342/500
450/450 [==============================] - 0s 924us/step - loss: 0.3298 - accuracy: 0.8650
Epoch 343/500
450/450 [==============================] - 0s 843us/step - loss: 0.3292 - accuracy: 0.8646
Epoch 344/500
450/450 [==============================] - 0s 901us/step - loss: 0.3301 - accuracy: 0.8636
Epoch 345/500
450/450 [==============================] - 0s 844us/step - loss: 0.3305 - accuracy: 0.8653
Epoch 346/500
450/450 [==============================] - 0s 839us/step - loss: 0.3294 - accuracy: 0.8629
Epoch 347/500
450/450 [==============================] - 0s 981us/step - loss: 0.3306 - accuracy: 0.8625
Epoch 348/500
450/450 [==============================] - 0s 745us/step - loss: 0.3305 - accuracy: 0.8626
Epoch 349/500
450/450 [==============================] - 0s 847us/step - loss: 0.3295 - accuracy: 0.8654
Epoch 350/500
450/450 [==============================] - 0s 774us/step - loss: 0.3294 - accuracy: 0.8647
Epoch 351/500
450/450 [==============================] - 0s 817us/step - loss: 0.3297 - accuracy: 0.8671
Epoch 352/500
450/450 [==============================] - 0s 826us/step - loss: 0.3303 - accuracy: 0.8649
Epoch 353/500
450/450 [==============================] - 0s 929us/step - loss: 0.3301 - accuracy: 0.8651
Epoch 354/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3292 - accuracy: 0.8647: 0s - loss: 0.3368 - accura
Epoch 355/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3298 - accuracy: 0.8643
Epoch 356/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8674
Epoch 357/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3301 - accuracy: 0.8658: 0s - loss: 0.3332 - accu
Epoch 358/500
450/450 [==============================] - 0s 954us/step - loss: 0.3299 - accuracy: 0.86420s - loss: 0.3277 - accuracy
Epoch 359/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8656
Epoch 360/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8661
Epoch 361/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8653
Epoch 362/500
450/450 [==============================] - 0s 933us/step - loss: 0.3301 - accuracy: 0.8628
Epoch 363/500
450/450 [==============================] - 0s 956us/step - loss: 0.3301 - accuracy: 0.8642
Epoch 364/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8654
Epoch 365/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8628: 0s - loss: 0.3144 - accura
Epoch 366/500
450/450 [==============================] - 0s 936us/step - loss: 0.3297 - accuracy: 0.8657
Epoch 367/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3293 - accuracy: 0.8661
Epoch 368/500
450/450 [==============================] - 0s 863us/step - loss: 0.3303 - accuracy: 0.8636
Epoch 369/500
450/450 [==============================] - 0s 848us/step - loss: 0.3300 - accuracy: 0.8642
Epoch 370/500
450/450 [==============================] - 0s 930us/step - loss: 0.3298 - accuracy: 0.8631
Epoch 371/500
450/450 [==============================] - 0s 920us/step - loss: 0.3292 - accuracy: 0.8629
Epoch 372/500
450/450 [==============================] - 0s 914us/step - loss: 0.3298 - accuracy: 0.8635
Epoch 373/500
450/450 [==============================] - 0s 897us/step - loss: 0.3295 - accuracy: 0.8668
Epoch 374/500
450/450 [==============================] - 0s 975us/step - loss: 0.3293 - accuracy: 0.8640
Epoch 375/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8642
Epoch 376/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8636
Epoch 377/500
450/450 [==============================] - 0s 864us/step - loss: 0.3298 - accuracy: 0.8643
Epoch 378/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3297 - accuracy: 0.8646
Epoch 379/500
450/450 [==============================] - 0s 958us/step - loss: 0.3293 - accuracy: 0.8635
Epoch 380/500
450/450 [==============================] - 0s 903us/step - loss: 0.3295 - accuracy: 0.8653
Epoch 381/500
450/450 [==============================] - 0s 967us/step - loss: 0.3301 - accuracy: 0.8629
Epoch 382/500
450/450 [==============================] - 0s 818us/step - loss: 0.3300 - accuracy: 0.8651
Epoch 383/500
450/450 [==============================] - 0s 799us/step - loss: 0.3303 - accuracy: 0.8633
Epoch 384/500
450/450 [==============================] - 0s 806us/step - loss: 0.3300 - accuracy: 0.8646
Epoch 385/500
450/450 [==============================] - 0s 839us/step - loss: 0.3299 - accuracy: 0.8654
Epoch 386/500
450/450 [==============================] - 0s 799us/step - loss: 0.3300 - accuracy: 0.8654
Epoch 387/500
450/450 [==============================] - 0s 768us/step - loss: 0.3300 - accuracy: 0.8657
Epoch 388/500
450/450 [==============================] - 0s 765us/step - loss: 0.3297 - accuracy: 0.8639
Epoch 389/500
450/450 [==============================] - 0s 766us/step - loss: 0.3300 - accuracy: 0.8654
Epoch 390/500
450/450 [==============================] - 0s 980us/step - loss: 0.3291 - accuracy: 0.8662
Epoch 391/500
450/450 [==============================] - 0s 818us/step - loss: 0.3297 - accuracy: 0.8636
Epoch 392/500
450/450 [==============================] - 0s 761us/step - loss: 0.3292 - accuracy: 0.8639
Epoch 393/500
450/450 [==============================] - 0s 803us/step - loss: 0.3303 - accuracy: 0.8631
Epoch 394/500
450/450 [==============================] - 0s 749us/step - loss: 0.3298 - accuracy: 0.8647
Epoch 395/500
450/450 [==============================] - 0s 754us/step - loss: 0.3297 - accuracy: 0.8649
Epoch 396/500
450/450 [==============================] - 0s 756us/step - loss: 0.3300 - accuracy: 0.8642
Epoch 397/500
450/450 [==============================] - 0s 760us/step - loss: 0.3297 - accuracy: 0.8646
Epoch 398/500
450/450 [==============================] - 0s 749us/step - loss: 0.3292 - accuracy: 0.8629
Epoch 399/500
450/450 [==============================] - 0s 760us/step - loss: 0.3303 - accuracy: 0.8640
Epoch 400/500
450/450 [==============================] - 0s 756us/step - loss: 0.3303 - accuracy: 0.8651
Epoch 401/500
450/450 [==============================] - 0s 746us/step - loss: 0.3295 - accuracy: 0.8646
Epoch 402/500
450/450 [==============================] - 0s 765us/step - loss: 0.3297 - accuracy: 0.8647
Epoch 403/500
450/450 [==============================] - 0s 770us/step - loss: 0.3300 - accuracy: 0.8631
Epoch 404/500
450/450 [==============================] - 0s 749us/step - loss: 0.3295 - accuracy: 0.8653
Epoch 405/500
450/450 [==============================] - 0s 784us/step - loss: 0.3295 - accuracy: 0.8639
Epoch 406/500
450/450 [==============================] - 0s 778us/step - loss: 0.3300 - accuracy: 0.8640
Epoch 407/500
450/450 [==============================] - 0s 742us/step - loss: 0.3301 - accuracy: 0.8658
Epoch 408/500
450/450 [==============================] - 0s 774us/step - loss: 0.3296 - accuracy: 0.8675
Epoch 409/500
450/450 [==============================] - 0s 745us/step - loss: 0.3301 - accuracy: 0.8636
Epoch 410/500
450/450 [==============================] - 0s 741us/step - loss: 0.3297 - accuracy: 0.8639
Epoch 411/500
450/450 [==============================] - 0s 764us/step - loss: 0.3290 - accuracy: 0.8642
Epoch 412/500
450/450 [==============================] - 0s 745us/step - loss: 0.3304 - accuracy: 0.8644
Epoch 413/500
450/450 [==============================] - 0s 739us/step - loss: 0.3296 - accuracy: 0.8631
Epoch 414/500
450/450 [==============================] - 0s 765us/step - loss: 0.3297 - accuracy: 0.8656
Epoch 415/500
450/450 [==============================] - 0s 755us/step - loss: 0.3287 - accuracy: 0.8660
Epoch 416/500
450/450 [==============================] - 0s 742us/step - loss: 0.3302 - accuracy: 0.8664
Epoch 417/500
450/450 [==============================] - 0s 777us/step - loss: 0.3294 - accuracy: 0.8643
Epoch 418/500
450/450 [==============================] - 0s 753us/step - loss: 0.3297 - accuracy: 0.8637
Epoch 419/500
450/450 [==============================] - 0s 743us/step - loss: 0.3293 - accuracy: 0.8622
Epoch 420/500
450/450 [==============================] - 0s 777us/step - loss: 0.3299 - accuracy: 0.8633
Epoch 421/500
450/450 [==============================] - 0s 747us/step - loss: 0.3295 - accuracy: 0.8640
Epoch 422/500
450/450 [==============================] - 0s 741us/step - loss: 0.3298 - accuracy: 0.8628
Epoch 423/500
450/450 [==============================] - 0s 778us/step - loss: 0.3294 - accuracy: 0.8651
Epoch 424/500
450/450 [==============================] - 0s 755us/step - loss: 0.3300 - accuracy: 0.8660
Epoch 425/500
450/450 [==============================] - 0s 747us/step - loss: 0.3296 - accuracy: 0.8653
Epoch 426/500
450/450 [==============================] - 0s 757us/step - loss: 0.3297 - accuracy: 0.8639
Epoch 427/500
450/450 [==============================] - 0s 743us/step - loss: 0.3300 - accuracy: 0.8636
Epoch 428/500
450/450 [==============================] - 0s 749us/step - loss: 0.3291 - accuracy: 0.8676
Epoch 429/500
450/450 [==============================] - 0s 757us/step - loss: 0.3292 - accuracy: 0.8671
Epoch 430/500
450/450 [==============================] - 0s 752us/step - loss: 0.3294 - accuracy: 0.8647
Epoch 431/500
450/450 [==============================] - 0s 764us/step - loss: 0.3291 - accuracy: 0.8653
Epoch 432/500
450/450 [==============================] - 0s 755us/step - loss: 0.3299 - accuracy: 0.8626
Epoch 433/500
450/450 [==============================] - 0s 745us/step - loss: 0.3294 - accuracy: 0.8625
Epoch 434/500
450/450 [==============================] - 0s 794us/step - loss: 0.3298 - accuracy: 0.8644
Epoch 435/500
450/450 [==============================] - 0s 761us/step - loss: 0.3299 - accuracy: 0.8622
Epoch 436/500
450/450 [==============================] - 0s 744us/step - loss: 0.3297 - accuracy: 0.8636
Epoch 437/500
450/450 [==============================] - 0s 768us/step - loss: 0.3294 - accuracy: 0.8654
Epoch 438/500
450/450 [==============================] - 0s 741us/step - loss: 0.3294 - accuracy: 0.8633
Epoch 439/500
450/450 [==============================] - 0s 750us/step - loss: 0.3296 - accuracy: 0.8662
Epoch 440/500
450/450 [==============================] - 0s 775us/step - loss: 0.3299 - accuracy: 0.8643
Epoch 441/500
450/450 [==============================] - 0s 746us/step - loss: 0.3298 - accuracy: 0.8642
Epoch 442/500
450/450 [==============================] - 0s 911us/step - loss: 0.3294 - accuracy: 0.8636
Epoch 443/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8660
Epoch 444/500
450/450 [==============================] - 0s 843us/step - loss: 0.3293 - accuracy: 0.8662
Epoch 445/500
450/450 [==============================] - 0s 966us/step - loss: 0.3297 - accuracy: 0.8642
Epoch 446/500
450/450 [==============================] - 0s 832us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 447/500
450/450 [==============================] - 0s 830us/step - loss: 0.3295 - accuracy: 0.8632
Epoch 448/500
450/450 [==============================] - 0s 814us/step - loss: 0.3299 - accuracy: 0.8646
Epoch 449/500
450/450 [==============================] - 0s 911us/step - loss: 0.3298 - accuracy: 0.8656
Epoch 450/500
450/450 [==============================] - 0s 866us/step - loss: 0.3291 - accuracy: 0.8672
Epoch 451/500
450/450 [==============================] - 0s 882us/step - loss: 0.3295 - accuracy: 0.8639
Epoch 452/500
450/450 [==============================] - 0s 821us/step - loss: 0.3297 - accuracy: 0.8640
Epoch 453/500
450/450 [==============================] - 0s 824us/step - loss: 0.3293 - accuracy: 0.8643
Epoch 454/500
450/450 [==============================] - 0s 803us/step - loss: 0.3294 - accuracy: 0.8642
Epoch 455/500
450/450 [==============================] - 0s 771us/step - loss: 0.3298 - accuracy: 0.8637
Epoch 456/500
450/450 [==============================] - 0s 742us/step - loss: 0.3297 - accuracy: 0.8649
Epoch 457/500
450/450 [==============================] - 0s 755us/step - loss: 0.3294 - accuracy: 0.8646
Epoch 458/500
450/450 [==============================] - 0s 767us/step - loss: 0.3292 - accuracy: 0.8619
Epoch 459/500
450/450 [==============================] - 0s 864us/step - loss: 0.3300 - accuracy: 0.8644
Epoch 460/500
450/450 [==============================] - 0s 800us/step - loss: 0.3297 - accuracy: 0.8646
Epoch 461/500
450/450 [==============================] - 0s 824us/step - loss: 0.3295 - accuracy: 0.8637
Epoch 462/500
450/450 [==============================] - 0s 800us/step - loss: 0.3297 - accuracy: 0.8665
Epoch 463/500
450/450 [==============================] - 0s 798us/step - loss: 0.3290 - accuracy: 0.8678
Epoch 464/500
450/450 [==============================] - 0s 783us/step - loss: 0.3294 - accuracy: 0.8649
Epoch 465/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3297 - accuracy: 0.8642: 0s - loss: 0.3304 - accura
Epoch 466/500
450/450 [==============================] - 0s 777us/step - loss: 0.3295 - accuracy: 0.8662
Epoch 467/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3292 - accuracy: 0.8636
Epoch 468/500
450/450 [==============================] - 0s 762us/step - loss: 0.3291 - accuracy: 0.8649
Epoch 469/500
450/450 [==============================] - 0s 773us/step - loss: 0.3298 - accuracy: 0.8642
Epoch 470/500
450/450 [==============================] - 0s 751us/step - loss: 0.3292 - accuracy: 0.8629
Epoch 471/500
450/450 [==============================] - 0s 772us/step - loss: 0.3292 - accuracy: 0.8651
Epoch 472/500
450/450 [==============================] - 0s 804us/step - loss: 0.3296 - accuracy: 0.8631
Epoch 473/500
450/450 [==============================] - 0s 805us/step - loss: 0.3300 - accuracy: 0.8656
Epoch 474/500
450/450 [==============================] - 0s 819us/step - loss: 0.3291 - accuracy: 0.8651
Epoch 475/500
450/450 [==============================] - 0s 811us/step - loss: 0.3293 - accuracy: 0.8653
Epoch 476/500
450/450 [==============================] - 0s 778us/step - loss: 0.3302 - accuracy: 0.8650
Epoch 477/500
450/450 [==============================] - 0s 776us/step - loss: 0.3287 - accuracy: 0.8647
Epoch 478/500
450/450 [==============================] - 0s 746us/step - loss: 0.3293 - accuracy: 0.8661
Epoch 479/500
450/450 [==============================] - 0s 754us/step - loss: 0.3299 - accuracy: 0.8646
Epoch 480/500
450/450 [==============================] - 0s 780us/step - loss: 0.3300 - accuracy: 0.8650
Epoch 481/500
450/450 [==============================] - 0s 738us/step - loss: 0.3296 - accuracy: 0.8654
Epoch 482/500
450/450 [==============================] - 0s 745us/step - loss: 0.3293 - accuracy: 0.8636
Epoch 483/500
450/450 [==============================] - 0s 761us/step - loss: 0.3295 - accuracy: 0.8661
Epoch 484/500
450/450 [==============================] - 0s 745us/step - loss: 0.3295 - accuracy: 0.8631
Epoch 485/500
450/450 [==============================] - 0s 755us/step - loss: 0.3294 - accuracy: 0.8615
Epoch 486/500
450/450 [==============================] - 0s 784us/step - loss: 0.3287 - accuracy: 0.8658
Epoch 487/500
450/450 [==============================] - 0s 745us/step - loss: 0.3296 - accuracy: 0.8653
Epoch 488/500
450/450 [==============================] - 0s 751us/step - loss: 0.3294 - accuracy: 0.8647
Epoch 489/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3293 - accuracy: 0.8657
Epoch 490/500
450/450 [==============================] - 0s 815us/step - loss: 0.3291 - accuracy: 0.8658
Epoch 491/500
450/450 [==============================] - 0s 779us/step - loss: 0.3301 - accuracy: 0.8639
Epoch 492/500
450/450 [==============================] - 0s 983us/step - loss: 0.3290 - accuracy: 0.8658
Epoch 493/500
450/450 [==============================] - 0s 854us/step - loss: 0.3292 - accuracy: 0.8650
Epoch 494/500
450/450 [==============================] - 0s 862us/step - loss: 0.3284 - accuracy: 0.8633
Epoch 495/500
450/450 [==============================] - 0s 997us/step - loss: 0.3290 - accuracy: 0.8649
Epoch 496/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3295 - accuracy: 0.8649: 0s - loss: 0.3134 - 
Epoch 497/500
450/450 [==============================] - 0s 967us/step - loss: 0.3287 - accuracy: 0.8654
Epoch 498/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8650
Epoch 499/500
450/450 [==============================] - 0s 811us/step - loss: 0.3298 - accuracy: 0.8650
Epoch 500/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3293 - accuracy: 0.8650
Epoch 1/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5871 - accuracy: 0.7943: 0s - loss: 0.6287 - accuracy:  - ETA: 0s - loss: 0.6059 - accuracy
Epoch 2/500
450/450 [==============================] - 0s 993us/step - loss: 0.5196 - accuracy: 0.79530s - loss: 0.5184 - accuracy: 0.
Epoch 3/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5094 - accuracy: 0.7953
Epoch 4/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5075 - accuracy: 0.7953
Epoch 5/500
450/450 [==============================] - 0s 825us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 6/500
450/450 [==============================] - 0s 827us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 7/500
450/450 [==============================] - 0s 823us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 8/500
450/450 [==============================] - 0s 888us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 9/500
450/450 [==============================] - 0s 880us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 10/500
450/450 [==============================] - 0s 930us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 11/500
450/450 [==============================] - 0s 988us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 12/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 13/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953: 0s - loss: 0.5119 - accuracy: 
Epoch 14/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 15/500
450/450 [==============================] - 0s 898us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 16/500
450/450 [==============================] - 0s 884us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 17/500
450/450 [==============================] - 0s 864us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 18/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 19/500
450/450 [==============================] - 0s 965us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 20/500
450/450 [==============================] - 0s 937us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/500
450/450 [==============================] - 0s 945us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/500
450/450 [==============================] - 0s 868us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/500
450/450 [==============================] - 0s 911us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/500
450/450 [==============================] - 0s 982us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/500
450/450 [==============================] - 0s 964us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 26/500
450/450 [==============================] - 0s 912us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/500
450/450 [==============================] - 0s 917us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/500
450/450 [==============================] - 0s 918us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 29/500
450/450 [==============================] - 0s 884us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 30/500
450/450 [==============================] - 0s 953us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 31/500
450/450 [==============================] - 0s 944us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 32/500
450/450 [==============================] - 0s 945us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 33/500
450/450 [==============================] - 0s 939us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 34/500
450/450 [==============================] - 0s 902us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 35/500
450/450 [==============================] - 0s 932us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 36/500
450/450 [==============================] - 0s 891us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 37/500
450/450 [==============================] - 0s 943us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 38/500
450/450 [==============================] - 0s 884us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 39/500
450/450 [==============================] - 0s 927us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 40/500
450/450 [==============================] - 0s 924us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 41/500
450/450 [==============================] - 0s 936us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 42/500
450/450 [==============================] - 0s 888us/step - loss: 0.5059 - accuracy: 0.7953
Epoch 43/500
450/450 [==============================] - 0s 868us/step - loss: 0.5055 - accuracy: 0.7953
Epoch 44/500
450/450 [==============================] - 0s 896us/step - loss: 0.5049 - accuracy: 0.7953
Epoch 45/500
450/450 [==============================] - 0s 888us/step - loss: 0.5040 - accuracy: 0.7953
Epoch 46/500
450/450 [==============================] - 0s 856us/step - loss: 0.5023 - accuracy: 0.7953
Epoch 47/500
450/450 [==============================] - 0s 902us/step - loss: 0.4992 - accuracy: 0.7953
Epoch 48/500
450/450 [==============================] - 0s 883us/step - loss: 0.4931 - accuracy: 0.7953
Epoch 49/500
450/450 [==============================] - 0s 911us/step - loss: 0.4821 - accuracy: 0.7954
Epoch 50/500
450/450 [==============================] - 0s 864us/step - loss: 0.4673 - accuracy: 0.7953
Epoch 51/500
450/450 [==============================] - 0s 874us/step - loss: 0.4555 - accuracy: 0.7999
Epoch 52/500
450/450 [==============================] - 0s 973us/step - loss: 0.4486 - accuracy: 0.8037
Epoch 53/500
450/450 [==============================] - 0s 874us/step - loss: 0.4444 - accuracy: 0.8065
Epoch 54/500
450/450 [==============================] - 0s 920us/step - loss: 0.4412 - accuracy: 0.8068
Epoch 55/500
450/450 [==============================] - 0s 927us/step - loss: 0.4383 - accuracy: 0.8076
Epoch 56/500
450/450 [==============================] - 0s 884us/step - loss: 0.4353 - accuracy: 0.8119
Epoch 57/500
450/450 [==============================] - 0s 922us/step - loss: 0.4317 - accuracy: 0.8139
Epoch 58/500
450/450 [==============================] - 0s 875us/step - loss: 0.4277 - accuracy: 0.8171
Epoch 59/500
450/450 [==============================] - 0s 930us/step - loss: 0.4236 - accuracy: 0.82130s - loss: 0.4276 - accuracy: 
Epoch 60/500
450/450 [==============================] - 0s 882us/step - loss: 0.4185 - accuracy: 0.8226
Epoch 61/500
450/450 [==============================] - 0s 891us/step - loss: 0.4129 - accuracy: 0.8246
Epoch 62/500
450/450 [==============================] - 0s 902us/step - loss: 0.4065 - accuracy: 0.8283
Epoch 63/500
450/450 [==============================] - 0s 875us/step - loss: 0.4003 - accuracy: 0.8326
Epoch 64/500
450/450 [==============================] - 0s 924us/step - loss: 0.3940 - accuracy: 0.8347
Epoch 65/500
450/450 [==============================] - 0s 873us/step - loss: 0.3873 - accuracy: 0.8389
Epoch 66/500
450/450 [==============================] - 0s 888us/step - loss: 0.3815 - accuracy: 0.8407
Epoch 67/500
450/450 [==============================] - 0s 872us/step - loss: 0.3759 - accuracy: 0.8456
Epoch 68/500
450/450 [==============================] - 0s 878us/step - loss: 0.3708 - accuracy: 0.8503
Epoch 69/500
450/450 [==============================] - 0s 921us/step - loss: 0.3668 - accuracy: 0.8517
Epoch 70/500
450/450 [==============================] - 0s 866us/step - loss: 0.3638 - accuracy: 0.8510
Epoch 71/500
450/450 [==============================] - 0s 916us/step - loss: 0.3608 - accuracy: 0.8522
Epoch 72/500
450/450 [==============================] - 0s 875us/step - loss: 0.3592 - accuracy: 0.8531
Epoch 73/500
450/450 [==============================] - 0s 862us/step - loss: 0.3574 - accuracy: 0.8560
Epoch 74/500
450/450 [==============================] - 0s 915us/step - loss: 0.3562 - accuracy: 0.8564
Epoch 75/500
450/450 [==============================] - 0s 881us/step - loss: 0.3550 - accuracy: 0.8569
Epoch 76/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3543 - accuracy: 0.8572
Epoch 77/500
450/450 [==============================] - 0s 886us/step - loss: 0.3532 - accuracy: 0.8583
Epoch 78/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3527 - accuracy: 0.8579
Epoch 79/500
450/450 [==============================] - 0s 866us/step - loss: 0.3515 - accuracy: 0.8586
Epoch 80/500
450/450 [==============================] - 0s 862us/step - loss: 0.3513 - accuracy: 0.8583
Epoch 81/500
450/450 [==============================] - 0s 929us/step - loss: 0.3509 - accuracy: 0.8583
Epoch 82/500
450/450 [==============================] - 0s 868us/step - loss: 0.3503 - accuracy: 0.8560
Epoch 83/500
450/450 [==============================] - 0s 990us/step - loss: 0.3496 - accuracy: 0.8587
Epoch 84/500
450/450 [==============================] - 0s 870us/step - loss: 0.3491 - accuracy: 0.8592
Epoch 85/500
450/450 [==============================] - 0s 881us/step - loss: 0.3488 - accuracy: 0.8593
Epoch 86/500
450/450 [==============================] - 0s 871us/step - loss: 0.3485 - accuracy: 0.8592
Epoch 87/500
450/450 [==============================] - 0s 871us/step - loss: 0.3476 - accuracy: 0.8585
Epoch 88/500
450/450 [==============================] - 0s 967us/step - loss: 0.3475 - accuracy: 0.8606
Epoch 89/500
450/450 [==============================] - 0s 869us/step - loss: 0.3472 - accuracy: 0.8597
Epoch 90/500
450/450 [==============================] - 0s 928us/step - loss: 0.3468 - accuracy: 0.8576
Epoch 91/500
450/450 [==============================] - 0s 901us/step - loss: 0.3463 - accuracy: 0.8564
Epoch 92/500
450/450 [==============================] - 0s 872us/step - loss: 0.3458 - accuracy: 0.8587
Epoch 93/500
450/450 [==============================] - 0s 929us/step - loss: 0.3459 - accuracy: 0.8579
Epoch 94/500
450/450 [==============================] - 0s 876us/step - loss: 0.3451 - accuracy: 0.8607
Epoch 95/500
450/450 [==============================] - 0s 909us/step - loss: 0.3449 - accuracy: 0.85890s - loss: 0.3475 - accuracy: 0.
Epoch 96/500
450/450 [==============================] - 0s 914us/step - loss: 0.3448 - accuracy: 0.8603
Epoch 97/500
450/450 [==============================] - 0s 875us/step - loss: 0.3441 - accuracy: 0.8589
Epoch 98/500
450/450 [==============================] - 0s 913us/step - loss: 0.3444 - accuracy: 0.8600
Epoch 99/500
450/450 [==============================] - 0s 875us/step - loss: 0.3440 - accuracy: 0.8599
Epoch 100/500
450/450 [==============================] - 0s 932us/step - loss: 0.3433 - accuracy: 0.8583
Epoch 101/500
450/450 [==============================] - 0s 868us/step - loss: 0.3432 - accuracy: 0.8611
Epoch 102/500
450/450 [==============================] - 0s 882us/step - loss: 0.3433 - accuracy: 0.8583
Epoch 103/500
450/450 [==============================] - 0s 897us/step - loss: 0.3423 - accuracy: 0.8599
Epoch 104/500
450/450 [==============================] - 0s 869us/step - loss: 0.3423 - accuracy: 0.8582
Epoch 105/500
450/450 [==============================] - 0s 927us/step - loss: 0.3417 - accuracy: 0.8599
Epoch 106/500
450/450 [==============================] - 0s 893us/step - loss: 0.3420 - accuracy: 0.86080s - loss: 0.3332 - accuracy: 
Epoch 107/500
450/450 [==============================] - 0s 871us/step - loss: 0.3416 - accuracy: 0.8592
Epoch 108/500
450/450 [==============================] - 0s 914us/step - loss: 0.3412 - accuracy: 0.8593
Epoch 109/500
450/450 [==============================] - 0s 870us/step - loss: 0.3411 - accuracy: 0.8592
Epoch 110/500
450/450 [==============================] - 0s 927us/step - loss: 0.3410 - accuracy: 0.8596
Epoch 111/500
450/450 [==============================] - 0s 840us/step - loss: 0.3411 - accuracy: 0.8590
Epoch 112/500
450/450 [==============================] - 0s 854us/step - loss: 0.3410 - accuracy: 0.8562
Epoch 113/500
450/450 [==============================] - 0s 910us/step - loss: 0.3401 - accuracy: 0.8600
Epoch 114/500
450/450 [==============================] - 0s 903us/step - loss: 0.3400 - accuracy: 0.8600
Epoch 115/500
450/450 [==============================] - 0s 864us/step - loss: 0.3402 - accuracy: 0.8592
Epoch 116/500
450/450 [==============================] - 0s 860us/step - loss: 0.3398 - accuracy: 0.8586
Epoch 117/500
450/450 [==============================] - 0s 856us/step - loss: 0.3402 - accuracy: 0.8600
Epoch 118/500
450/450 [==============================] - 0s 961us/step - loss: 0.3397 - accuracy: 0.8592
Epoch 119/500
450/450 [==============================] - 0s 898us/step - loss: 0.3399 - accuracy: 0.8590
Epoch 120/500
450/450 [==============================] - 0s 927us/step - loss: 0.3398 - accuracy: 0.8587
Epoch 121/500
450/450 [==============================] - 0s 893us/step - loss: 0.3395 - accuracy: 0.8603
Epoch 122/500
450/450 [==============================] - 0s 913us/step - loss: 0.3393 - accuracy: 0.8572
Epoch 123/500
450/450 [==============================] - 0s 888us/step - loss: 0.3390 - accuracy: 0.8587
Epoch 124/500
450/450 [==============================] - 0s 914us/step - loss: 0.3394 - accuracy: 0.85890s - loss: 0.3264 - accura - ETA: 0s - loss: 0.3386 - accuracy: 0.
Epoch 125/500
450/450 [==============================] - 0s 927us/step - loss: 0.3395 - accuracy: 0.8587
Epoch 126/500
450/450 [==============================] - 0s 885us/step - loss: 0.3391 - accuracy: 0.8610
Epoch 127/500
450/450 [==============================] - 0s 954us/step - loss: 0.3390 - accuracy: 0.8596
Epoch 128/500
450/450 [==============================] - 0s 959us/step - loss: 0.3388 - accuracy: 0.8596
Epoch 129/500
450/450 [==============================] - 0s 890us/step - loss: 0.3386 - accuracy: 0.8592
Epoch 130/500
450/450 [==============================] - 0s 879us/step - loss: 0.3395 - accuracy: 0.8589
Epoch 131/500
450/450 [==============================] - 0s 861us/step - loss: 0.3386 - accuracy: 0.8592
Epoch 132/500
450/450 [==============================] - 0s 923us/step - loss: 0.3384 - accuracy: 0.8594
Epoch 133/500
450/450 [==============================] - 0s 879us/step - loss: 0.3393 - accuracy: 0.8589
Epoch 134/500
450/450 [==============================] - 0s 891us/step - loss: 0.3383 - accuracy: 0.8589
Epoch 135/500
450/450 [==============================] - 0s 930us/step - loss: 0.3386 - accuracy: 0.8585
Epoch 136/500
450/450 [==============================] - 0s 873us/step - loss: 0.3388 - accuracy: 0.8569
Epoch 137/500
450/450 [==============================] - 0s 894us/step - loss: 0.3389 - accuracy: 0.8575
Epoch 138/500
450/450 [==============================] - 0s 872us/step - loss: 0.3385 - accuracy: 0.8614
Epoch 139/500
450/450 [==============================] - 0s 854us/step - loss: 0.3383 - accuracy: 0.8601
Epoch 140/500
450/450 [==============================] - 0s 889us/step - loss: 0.3379 - accuracy: 0.8608
Epoch 141/500
450/450 [==============================] - 0s 869us/step - loss: 0.3384 - accuracy: 0.8603
Epoch 142/500
450/450 [==============================] - 0s 914us/step - loss: 0.3379 - accuracy: 0.86180s - loss: 0.3277 - accuracy: 
Epoch 143/500
450/450 [==============================] - 0s 984us/step - loss: 0.3383 - accuracy: 0.8594
Epoch 144/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3378 - accuracy: 0.8592
Epoch 145/500
450/450 [==============================] - 0s 901us/step - loss: 0.3381 - accuracy: 0.8581
Epoch 146/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3383 - accuracy: 0.8586: 0s - loss: 0.3391 - accuracy: 0.
Epoch 147/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3379 - accuracy: 0.8592
Epoch 148/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3372 - accuracy: 0.8617
Epoch 149/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3379 - accuracy: 0.8606
Epoch 150/500
450/450 [==============================] - 0s 989us/step - loss: 0.3380 - accuracy: 0.8594
Epoch 151/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3379 - accuracy: 0.8589
Epoch 152/500
450/450 [==============================] - 0s 921us/step - loss: 0.3384 - accuracy: 0.8594
Epoch 153/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3382 - accuracy: 0.8594
Epoch 154/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3377 - accuracy: 0.8597
Epoch 155/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3382 - accuracy: 0.8600
Epoch 156/500
450/450 [==============================] - 0s 959us/step - loss: 0.3376 - accuracy: 0.8612
Epoch 157/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3370 - accuracy: 0.8606
Epoch 158/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3375 - accuracy: 0.8601
Epoch 159/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3382 - accuracy: 0.8599
Epoch 160/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3378 - accuracy: 0.8619
Epoch 161/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3382 - accuracy: 0.8604
Epoch 162/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3382 - accuracy: 0.8583
Epoch 163/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3374 - accuracy: 0.8593
Epoch 164/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3368 - accuracy: 0.8606
Epoch 165/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3380 - accuracy: 0.8581
Epoch 166/500
450/450 [==============================] - 0s 972us/step - loss: 0.3378 - accuracy: 0.8572
Epoch 167/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3378 - accuracy: 0.8587
Epoch 168/500
450/450 [==============================] - 0s 807us/step - loss: 0.3376 - accuracy: 0.8597
Epoch 169/500
450/450 [==============================] - 0s 781us/step - loss: 0.3380 - accuracy: 0.8611
Epoch 170/500
450/450 [==============================] - 0s 850us/step - loss: 0.3374 - accuracy: 0.8600
Epoch 171/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8579
Epoch 172/500
450/450 [==============================] - 0s 995us/step - loss: 0.3374 - accuracy: 0.8590
Epoch 173/500
450/450 [==============================] - 0s 928us/step - loss: 0.3377 - accuracy: 0.8607
Epoch 174/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3372 - accuracy: 0.8592
Epoch 175/500
450/450 [==============================] - 0s 928us/step - loss: 0.3374 - accuracy: 0.8608
Epoch 176/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8581
Epoch 177/500
450/450 [==============================] - 0s 963us/step - loss: 0.3374 - accuracy: 0.8583
Epoch 178/500
450/450 [==============================] - 0s 885us/step - loss: 0.3376 - accuracy: 0.8597
Epoch 179/500
450/450 [==============================] - 0s 869us/step - loss: 0.3368 - accuracy: 0.8617
Epoch 180/500
450/450 [==============================] - 0s 978us/step - loss: 0.3380 - accuracy: 0.8604
Epoch 181/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8585
Epoch 182/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3376 - accuracy: 0.8603
Epoch 183/500
450/450 [==============================] - 0s 972us/step - loss: 0.3377 - accuracy: 0.8592
Epoch 184/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3369 - accuracy: 0.8583
Epoch 185/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3372 - accuracy: 0.8604
Epoch 186/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3370 - accuracy: 0.8592
Epoch 187/500
450/450 [==============================] - 0s 927us/step - loss: 0.3369 - accuracy: 0.8596
Epoch 188/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3378 - accuracy: 0.8586
Epoch 189/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3366 - accuracy: 0.8596
Epoch 190/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3374 - accuracy: 0.8597
Epoch 191/500
450/450 [==============================] - 0s 817us/step - loss: 0.3370 - accuracy: 0.8596
Epoch 192/500
450/450 [==============================] - 0s 938us/step - loss: 0.3371 - accuracy: 0.8587
Epoch 193/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3373 - accuracy: 0.8597
Epoch 194/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3373 - accuracy: 0.8592
Epoch 195/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8597
Epoch 196/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3374 - accuracy: 0.8617
Epoch 197/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3371 - accuracy: 0.8586
Epoch 198/500
450/450 [==============================] - 0s 942us/step - loss: 0.3370 - accuracy: 0.8592
Epoch 199/500
450/450 [==============================] - 0s 968us/step - loss: 0.3374 - accuracy: 0.8590
Epoch 200/500
450/450 [==============================] - 0s 876us/step - loss: 0.3373 - accuracy: 0.8587
Epoch 201/500
450/450 [==============================] - 0s 853us/step - loss: 0.3377 - accuracy: 0.8593
Epoch 202/500
450/450 [==============================] - 0s 874us/step - loss: 0.3374 - accuracy: 0.8576
Epoch 203/500
450/450 [==============================] - 0s 920us/step - loss: 0.3369 - accuracy: 0.8603
Epoch 204/500
450/450 [==============================] - 0s 920us/step - loss: 0.3373 - accuracy: 0.8586
Epoch 205/500
450/450 [==============================] - 0s 988us/step - loss: 0.3367 - accuracy: 0.8593
Epoch 206/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3366 - accuracy: 0.8600
Epoch 207/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3365 - accuracy: 0.8590: 0s - loss: 0.3396 - accuracy
Epoch 208/500
450/450 [==============================] - 0s 764us/step - loss: 0.3375 - accuracy: 0.8582
Epoch 209/500
450/450 [==============================] - 0s 748us/step - loss: 0.3375 - accuracy: 0.8586
Epoch 210/500
450/450 [==============================] - 0s 842us/step - loss: 0.3374 - accuracy: 0.8589
Epoch 211/500
450/450 [==============================] - 0s 920us/step - loss: 0.3374 - accuracy: 0.8590
Epoch 212/500
450/450 [==============================] - 0s 967us/step - loss: 0.3371 - accuracy: 0.8601
Epoch 213/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3372 - accuracy: 0.8597
Epoch 214/500
450/450 [==============================] - 0s 852us/step - loss: 0.3367 - accuracy: 0.8583
Epoch 215/500
450/450 [==============================] - 0s 986us/step - loss: 0.3370 - accuracy: 0.8592
Epoch 216/500
450/450 [==============================] - 0s 942us/step - loss: 0.3369 - accuracy: 0.8594
Epoch 217/500
450/450 [==============================] - 0s 940us/step - loss: 0.3370 - accuracy: 0.8597
Epoch 218/500
450/450 [==============================] - 0s 851us/step - loss: 0.3370 - accuracy: 0.8587
Epoch 219/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3373 - accuracy: 0.8582
Epoch 220/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3372 - accuracy: 0.8561
Epoch 221/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3365 - accuracy: 0.8596
Epoch 222/500
450/450 [==============================] - 0s 947us/step - loss: 0.3368 - accuracy: 0.8581
Epoch 223/500
450/450 [==============================] - 0s 781us/step - loss: 0.3368 - accuracy: 0.8596
Epoch 224/500
450/450 [==============================] - 0s 939us/step - loss: 0.3361 - accuracy: 0.8594
Epoch 225/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3369 - accuracy: 0.8596
Epoch 226/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3369 - accuracy: 0.8597
Epoch 227/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3362 - accuracy: 0.8608
Epoch 228/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3365 - accuracy: 0.8601
Epoch 229/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3367 - accuracy: 0.8587
Epoch 230/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3363 - accuracy: 0.8607
Epoch 231/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3368 - accuracy: 0.8586
Epoch 232/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3368 - accuracy: 0.8607
Epoch 233/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3361 - accuracy: 0.8589
Epoch 234/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3369 - accuracy: 0.8587
Epoch 235/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3368 - accuracy: 0.8575
Epoch 236/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3369 - accuracy: 0.8586
Epoch 237/500
450/450 [==============================] - 0s 987us/step - loss: 0.3357 - accuracy: 0.85710s - loss: 0.3369 - accuracy: 0.85
Epoch 238/500
450/450 [==============================] - 0s 970us/step - loss: 0.3359 - accuracy: 0.8622
Epoch 239/500
450/450 [==============================] - 0s 957us/step - loss: 0.3360 - accuracy: 0.8589
Epoch 240/500
450/450 [==============================] - 0s 965us/step - loss: 0.3363 - accuracy: 0.8604
Epoch 241/500
450/450 [==============================] - 0s 930us/step - loss: 0.3358 - accuracy: 0.8587
Epoch 242/500
450/450 [==============================] - 0s 819us/step - loss: 0.3364 - accuracy: 0.8581
Epoch 243/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3363 - accuracy: 0.8576
Epoch 244/500
450/450 [==============================] - 0s 819us/step - loss: 0.3366 - accuracy: 0.8593
Epoch 245/500
450/450 [==============================] - 0s 932us/step - loss: 0.3361 - accuracy: 0.8593
Epoch 246/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3358 - accuracy: 0.8583
Epoch 247/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3365 - accuracy: 0.8576
Epoch 248/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8597
Epoch 249/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3358 - accuracy: 0.8600
Epoch 250/500
450/450 [==============================] - 0s 775us/step - loss: 0.3359 - accuracy: 0.8597
Epoch 251/500
450/450 [==============================] - 0s 751us/step - loss: 0.3360 - accuracy: 0.8599
Epoch 252/500
450/450 [==============================] - 0s 786us/step - loss: 0.3359 - accuracy: 0.8600
Epoch 253/500
450/450 [==============================] - 0s 873us/step - loss: 0.3358 - accuracy: 0.85940s - loss: 0.3428 - accuracy: 
Epoch 254/500
450/450 [==============================] - 0s 877us/step - loss: 0.3358 - accuracy: 0.8590
Epoch 255/500
450/450 [==============================] - 0s 834us/step - loss: 0.3359 - accuracy: 0.8587
Epoch 256/500
450/450 [==============================] - 0s 727us/step - loss: 0.3359 - accuracy: 0.8589
Epoch 257/500
450/450 [==============================] - 0s 727us/step - loss: 0.3357 - accuracy: 0.8592
Epoch 258/500
450/450 [==============================] - 0s 840us/step - loss: 0.3358 - accuracy: 0.8597
Epoch 259/500
450/450 [==============================] - 0s 924us/step - loss: 0.3352 - accuracy: 0.8603
Epoch 260/500
450/450 [==============================] - 0s 859us/step - loss: 0.3359 - accuracy: 0.8587
Epoch 261/500
450/450 [==============================] - 0s 757us/step - loss: 0.3363 - accuracy: 0.8565
Epoch 262/500
450/450 [==============================] - 0s 922us/step - loss: 0.3351 - accuracy: 0.8618
Epoch 263/500
450/450 [==============================] - 0s 806us/step - loss: 0.3357 - accuracy: 0.8597
Epoch 264/500
450/450 [==============================] - 0s 734us/step - loss: 0.3359 - accuracy: 0.8592
Epoch 265/500
450/450 [==============================] - 0s 750us/step - loss: 0.3359 - accuracy: 0.8579
Epoch 266/500
450/450 [==============================] - 0s 892us/step - loss: 0.3357 - accuracy: 0.8571
Epoch 267/500
450/450 [==============================] - 0s 824us/step - loss: 0.3361 - accuracy: 0.8592
Epoch 268/500
450/450 [==============================] - 0s 799us/step - loss: 0.3356 - accuracy: 0.8601
Epoch 269/500
450/450 [==============================] - 0s 781us/step - loss: 0.3355 - accuracy: 0.8587
Epoch 270/500
450/450 [==============================] - 0s 752us/step - loss: 0.3357 - accuracy: 0.8583
Epoch 271/500
450/450 [==============================] - 0s 832us/step - loss: 0.3356 - accuracy: 0.8606
Epoch 272/500
450/450 [==============================] - 0s 765us/step - loss: 0.3356 - accuracy: 0.8600
Epoch 273/500
450/450 [==============================] - 0s 729us/step - loss: 0.3361 - accuracy: 0.8599
Epoch 274/500
450/450 [==============================] - 0s 847us/step - loss: 0.3357 - accuracy: 0.8600
Epoch 275/500
450/450 [==============================] - 0s 735us/step - loss: 0.3352 - accuracy: 0.8607
Epoch 276/500
450/450 [==============================] - 0s 744us/step - loss: 0.3353 - accuracy: 0.8597
Epoch 277/500
450/450 [==============================] - 0s 859us/step - loss: 0.3353 - accuracy: 0.8585
Epoch 278/500
450/450 [==============================] - 0s 836us/step - loss: 0.3358 - accuracy: 0.8600
Epoch 279/500
450/450 [==============================] - 0s 777us/step - loss: 0.3355 - accuracy: 0.8578
Epoch 280/500
450/450 [==============================] - 0s 808us/step - loss: 0.3354 - accuracy: 0.8589
Epoch 281/500
450/450 [==============================] - 0s 804us/step - loss: 0.3351 - accuracy: 0.8593
Epoch 282/500
450/450 [==============================] - 0s 923us/step - loss: 0.3358 - accuracy: 0.8597
Epoch 283/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8590
Epoch 284/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8593
Epoch 285/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3347 - accuracy: 0.8611
Epoch 286/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3354 - accuracy: 0.8601
Epoch 287/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3353 - accuracy: 0.8600
Epoch 288/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3350 - accuracy: 0.8624: 0s - loss:
Epoch 289/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3350 - accuracy: 0.8589
Epoch 290/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3356 - accuracy: 0.8597
Epoch 291/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8585
Epoch 292/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3348 - accuracy: 0.8589
Epoch 293/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3352 - accuracy: 0.8593
Epoch 294/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3351 - accuracy: 0.8590
Epoch 295/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3359 - accuracy: 0.8585
Epoch 296/500
450/450 [==============================] - 0s 849us/step - loss: 0.3353 - accuracy: 0.8590
Epoch 297/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3350 - accuracy: 0.8590
Epoch 298/500
450/450 [==============================] - 0s 746us/step - loss: 0.3349 - accuracy: 0.8582
Epoch 299/500
450/450 [==============================] - 0s 876us/step - loss: 0.3355 - accuracy: 0.8589
Epoch 300/500
450/450 [==============================] - 0s 961us/step - loss: 0.3347 - accuracy: 0.8590
Epoch 301/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3358 - accuracy: 0.8603
Epoch 302/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8590
Epoch 303/500
450/450 [==============================] - 0s 874us/step - loss: 0.3351 - accuracy: 0.8610
Epoch 304/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8600
Epoch 305/500
450/450 [==============================] - 0s 928us/step - loss: 0.3352 - accuracy: 0.8585
Epoch 306/500
450/450 [==============================] - 0s 908us/step - loss: 0.3346 - accuracy: 0.8585
Epoch 307/500
450/450 [==============================] - 0s 895us/step - loss: 0.3355 - accuracy: 0.8593
Epoch 308/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8589
Epoch 309/500
450/450 [==============================] - 0s 874us/step - loss: 0.3354 - accuracy: 0.8593
Epoch 310/500
450/450 [==============================] - 0s 933us/step - loss: 0.3349 - accuracy: 0.8587
Epoch 311/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8589
Epoch 312/500
450/450 [==============================] - 0s 869us/step - loss: 0.3345 - accuracy: 0.8586
Epoch 313/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8610
Epoch 314/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3346 - accuracy: 0.8615
Epoch 315/500
450/450 [==============================] - 0s 869us/step - loss: 0.3343 - accuracy: 0.8599
Epoch 316/500
450/450 [==============================] - 0s 937us/step - loss: 0.3349 - accuracy: 0.8589
Epoch 317/500
450/450 [==============================] - 0s 953us/step - loss: 0.3349 - accuracy: 0.8583
Epoch 318/500
450/450 [==============================] - 0s 910us/step - loss: 0.3352 - accuracy: 0.8594
Epoch 319/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3347 - accuracy: 0.8600
Epoch 320/500
450/450 [==============================] - 0s 907us/step - loss: 0.3348 - accuracy: 0.8600
Epoch 321/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3350 - accuracy: 0.8596
Epoch 322/500
450/450 [==============================] - 0s 915us/step - loss: 0.3347 - accuracy: 0.8599
Epoch 323/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3346 - accuracy: 0.8601
Epoch 324/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3350 - accuracy: 0.8596
Epoch 325/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3349 - accuracy: 0.8587
Epoch 326/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3346 - accuracy: 0.8571
Epoch 327/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3346 - accuracy: 0.8603
Epoch 328/500
450/450 [==============================] - 0s 910us/step - loss: 0.3348 - accuracy: 0.8594
Epoch 329/500
450/450 [==============================] - 0s 931us/step - loss: 0.3346 - accuracy: 0.8593
Epoch 330/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3345 - accuracy: 0.8601
Epoch 331/500
450/450 [==============================] - 0s 909us/step - loss: 0.3342 - accuracy: 0.8600
Epoch 332/500
450/450 [==============================] - 0s 908us/step - loss: 0.3350 - accuracy: 0.8585
Epoch 333/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8593
Epoch 334/500
450/450 [==============================] - 0s 927us/step - loss: 0.3345 - accuracy: 0.8618
Epoch 335/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3346 - accuracy: 0.8597
Epoch 336/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3349 - accuracy: 0.8579
Epoch 337/500
450/450 [==============================] - 0s 935us/step - loss: 0.3345 - accuracy: 0.8597
Epoch 338/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3347 - accuracy: 0.8593
Epoch 339/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8600
Epoch 340/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8607
Epoch 341/500
450/450 [==============================] - 0s 875us/step - loss: 0.3346 - accuracy: 0.8604
Epoch 342/500
450/450 [==============================] - 0s 890us/step - loss: 0.3345 - accuracy: 0.8601
Epoch 343/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3344 - accuracy: 0.8596
Epoch 344/500
450/450 [==============================] - 0s 886us/step - loss: 0.3348 - accuracy: 0.8601
Epoch 345/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3347 - accuracy: 0.8596
Epoch 346/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3350 - accuracy: 0.8607
Epoch 347/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3345 - accuracy: 0.8587: 0s - loss: 0.3268 - accuracy: 0.86 - ETA: 0s - loss: 0.3258 
Epoch 348/500
450/450 [==============================] - 0s 916us/step - loss: 0.3341 - accuracy: 0.8589
Epoch 349/500
450/450 [==============================] - 0s 856us/step - loss: 0.3344 - accuracy: 0.8601
Epoch 350/500
450/450 [==============================] - 0s 846us/step - loss: 0.3342 - accuracy: 0.8596
Epoch 351/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3345 - accuracy: 0.8604
Epoch 352/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8583
Epoch 353/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8579
Epoch 354/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3344 - accuracy: 0.8599
Epoch 355/500
450/450 [==============================] - 0s 878us/step - loss: 0.3344 - accuracy: 0.8581
Epoch 356/500
450/450 [==============================] - 0s 883us/step - loss: 0.3344 - accuracy: 0.86070s - loss: 0.3372 - accuracy: 0.
Epoch 357/500
450/450 [==============================] - 0s 921us/step - loss: 0.3347 - accuracy: 0.8592
Epoch 358/500
450/450 [==============================] - 0s 972us/step - loss: 0.3343 - accuracy: 0.8597
Epoch 359/500
450/450 [==============================] - 0s 950us/step - loss: 0.3345 - accuracy: 0.8600
Epoch 360/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3336 - accuracy: 0.8589
Epoch 361/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3345 - accuracy: 0.8596
Epoch 362/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8604
Epoch 363/500
450/450 [==============================] - 0s 936us/step - loss: 0.3340 - accuracy: 0.8615
Epoch 364/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3338 - accuracy: 0.8606
Epoch 365/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3345 - accuracy: 0.8593
Epoch 366/500
450/450 [==============================] - 0s 927us/step - loss: 0.3343 - accuracy: 0.8590
Epoch 367/500
450/450 [==============================] - 0s 968us/step - loss: 0.3340 - accuracy: 0.8582
Epoch 368/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3342 - accuracy: 0.8589
Epoch 369/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3343 - accuracy: 0.8600
Epoch 370/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3344 - accuracy: 0.8603
Epoch 371/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8587
Epoch 372/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8599
Epoch 373/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8599: 0s - loss: 0.3299 - accuracy: 
Epoch 374/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8600
Epoch 375/500
450/450 [==============================] - 0s 904us/step - loss: 0.3344 - accuracy: 0.8581
Epoch 376/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3341 - accuracy: 0.8610
Epoch 377/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3341 - accuracy: 0.8607
Epoch 378/500
450/450 [==============================] - 0s 915us/step - loss: 0.3341 - accuracy: 0.8589
Epoch 379/500
450/450 [==============================] - 0s 899us/step - loss: 0.3339 - accuracy: 0.8589
Epoch 380/500
450/450 [==============================] - 0s 886us/step - loss: 0.3341 - accuracy: 0.8592
Epoch 381/500
450/450 [==============================] - 0s 877us/step - loss: 0.3346 - accuracy: 0.8582
Epoch 382/500
450/450 [==============================] - 0s 954us/step - loss: 0.3340 - accuracy: 0.8600
Epoch 383/500
450/450 [==============================] - 0s 874us/step - loss: 0.3342 - accuracy: 0.8579
Epoch 384/500
450/450 [==============================] - 0s 859us/step - loss: 0.3335 - accuracy: 0.8597
Epoch 385/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3345 - accuracy: 0.8593
Epoch 386/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8599
Epoch 387/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3342 - accuracy: 0.8596
Epoch 388/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3338 - accuracy: 0.8587
Epoch 389/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3341 - accuracy: 0.8582
Epoch 390/500
450/450 [==============================] - 0s 891us/step - loss: 0.3340 - accuracy: 0.8611
Epoch 391/500
450/450 [==============================] - 0s 901us/step - loss: 0.3337 - accuracy: 0.8611
Epoch 392/500
450/450 [==============================] - 0s 871us/step - loss: 0.3345 - accuracy: 0.8578
Epoch 393/500
450/450 [==============================] - 0s 938us/step - loss: 0.3337 - accuracy: 0.8604
Epoch 394/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3345 - accuracy: 0.8586
Epoch 395/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3344 - accuracy: 0.8590: 0s - loss: 0.3241 - accura
Epoch 396/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3337 - accuracy: 0.8597
Epoch 397/500
450/450 [==============================] - 0s 920us/step - loss: 0.3341 - accuracy: 0.8594
Epoch 398/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3342 - accuracy: 0.8589
Epoch 399/500
450/450 [==============================] - 0s 895us/step - loss: 0.3338 - accuracy: 0.8586
Epoch 400/500
450/450 [==============================] - 0s 920us/step - loss: 0.3341 - accuracy: 0.8586
Epoch 401/500
450/450 [==============================] - 0s 975us/step - loss: 0.3338 - accuracy: 0.8579
Epoch 402/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8607
Epoch 403/500
450/450 [==============================] - 0s 870us/step - loss: 0.3342 - accuracy: 0.8590
Epoch 404/500
450/450 [==============================] - 0s 922us/step - loss: 0.3340 - accuracy: 0.8604
Epoch 405/500
450/450 [==============================] - 0s 894us/step - loss: 0.3329 - accuracy: 0.8606
Epoch 406/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3341 - accuracy: 0.8575: 0s - loss: 0.3337 - accuracy
Epoch 407/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3335 - accuracy: 0.8611
Epoch 408/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8604
Epoch 409/500
450/450 [==============================] - 0s 970us/step - loss: 0.3337 - accuracy: 0.8600
Epoch 410/500
450/450 [==============================] - 0s 974us/step - loss: 0.3337 - accuracy: 0.8601
Epoch 411/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3343 - accuracy: 0.8597
Epoch 412/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3336 - accuracy: 0.8583: 0s - loss: 0.3352 - accuracy: 0.
Epoch 413/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3341 - accuracy: 0.8589
Epoch 414/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3338 - accuracy: 0.8594
Epoch 415/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3337 - accuracy: 0.8607
Epoch 416/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8571
Epoch 417/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3336 - accuracy: 0.8593
Epoch 418/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3336 - accuracy: 0.8603
Epoch 419/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3334 - accuracy: 0.8599
Epoch 420/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3333 - accuracy: 0.8600
Epoch 421/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3340 - accuracy: 0.8594
Epoch 422/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3339 - accuracy: 0.8612
Epoch 423/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3335 - accuracy: 0.8600
Epoch 424/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8600
Epoch 425/500
450/450 [==============================] - 0s 754us/step - loss: 0.3337 - accuracy: 0.8594
Epoch 426/500
450/450 [==============================] - 0s 793us/step - loss: 0.3335 - accuracy: 0.8617
Epoch 427/500
450/450 [==============================] - 0s 767us/step - loss: 0.3337 - accuracy: 0.8607
Epoch 428/500
450/450 [==============================] - 0s 784us/step - loss: 0.3335 - accuracy: 0.8601
Epoch 429/500
450/450 [==============================] - 0s 948us/step - loss: 0.3340 - accuracy: 0.8581
Epoch 430/500
450/450 [==============================] - 0s 766us/step - loss: 0.3337 - accuracy: 0.8582
Epoch 431/500
450/450 [==============================] - 0s 850us/step - loss: 0.3339 - accuracy: 0.8619
Epoch 432/500
450/450 [==============================] - 0s 752us/step - loss: 0.3340 - accuracy: 0.8596
Epoch 433/500
450/450 [==============================] - 0s 992us/step - loss: 0.3341 - accuracy: 0.8592
Epoch 434/500
450/450 [==============================] - 0s 937us/step - loss: 0.3336 - accuracy: 0.8600
Epoch 435/500
450/450 [==============================] - 0s 901us/step - loss: 0.3338 - accuracy: 0.8586
Epoch 436/500
450/450 [==============================] - 0s 890us/step - loss: 0.3336 - accuracy: 0.8581
Epoch 437/500
450/450 [==============================] - 0s 926us/step - loss: 0.3339 - accuracy: 0.8596
Epoch 438/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3337 - accuracy: 0.8603
Epoch 439/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3338 - accuracy: 0.8604
Epoch 440/500
450/450 [==============================] - 0s 933us/step - loss: 0.3332 - accuracy: 0.8594
Epoch 441/500
450/450 [==============================] - 0s 789us/step - loss: 0.3337 - accuracy: 0.8589
Epoch 442/500
450/450 [==============================] - 0s 767us/step - loss: 0.3335 - accuracy: 0.8589
Epoch 443/500
450/450 [==============================] - 0s 795us/step - loss: 0.3337 - accuracy: 0.8614
Epoch 444/500
450/450 [==============================] - 0s 833us/step - loss: 0.3337 - accuracy: 0.8596
Epoch 445/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3337 - accuracy: 0.8608
Epoch 446/500
450/450 [==============================] - 0s 962us/step - loss: 0.3338 - accuracy: 0.8601
Epoch 447/500
450/450 [==============================] - 0s 908us/step - loss: 0.3333 - accuracy: 0.8610
Epoch 448/500
450/450 [==============================] - 0s 767us/step - loss: 0.3341 - accuracy: 0.8582
Epoch 449/500
450/450 [==============================] - 0s 907us/step - loss: 0.3329 - accuracy: 0.8612
Epoch 450/500
450/450 [==============================] - 0s 856us/step - loss: 0.3333 - accuracy: 0.8601
Epoch 451/500
450/450 [==============================] - 0s 810us/step - loss: 0.3335 - accuracy: 0.8606
Epoch 452/500
450/450 [==============================] - 0s 841us/step - loss: 0.3339 - accuracy: 0.8589
Epoch 453/500
450/450 [==============================] - 0s 849us/step - loss: 0.3338 - accuracy: 0.8597
Epoch 454/500
450/450 [==============================] - 0s 758us/step - loss: 0.3339 - accuracy: 0.8597
Epoch 455/500
450/450 [==============================] - 0s 840us/step - loss: 0.3335 - accuracy: 0.8593
Epoch 456/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3332 - accuracy: 0.8607
Epoch 457/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8606
Epoch 458/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8606
Epoch 459/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3334 - accuracy: 0.8596
Epoch 460/500
450/450 [==============================] - 0s 948us/step - loss: 0.3334 - accuracy: 0.8599
Epoch 461/500
450/450 [==============================] - 0s 921us/step - loss: 0.3334 - accuracy: 0.8593
Epoch 462/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3334 - accuracy: 0.8597
Epoch 463/500
450/450 [==============================] - 0s 905us/step - loss: 0.3340 - accuracy: 0.8617
Epoch 464/500
450/450 [==============================] - 0s 757us/step - loss: 0.3334 - accuracy: 0.8614
Epoch 465/500
450/450 [==============================] - 0s 796us/step - loss: 0.3337 - accuracy: 0.8603
Epoch 466/500
450/450 [==============================] - 0s 756us/step - loss: 0.3340 - accuracy: 0.8590
Epoch 467/500
450/450 [==============================] - 0s 870us/step - loss: 0.3333 - accuracy: 0.8590
Epoch 468/500
450/450 [==============================] - 0s 844us/step - loss: 0.3333 - accuracy: 0.85900s - loss: 0.3326 - accuracy: 0.85
Epoch 469/500
450/450 [==============================] - 0s 800us/step - loss: 0.3337 - accuracy: 0.8585
Epoch 470/500
450/450 [==============================] - 0s 862us/step - loss: 0.3337 - accuracy: 0.8604
Epoch 471/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8596
Epoch 472/500
450/450 [==============================] - 0s 824us/step - loss: 0.3338 - accuracy: 0.8579
Epoch 473/500
450/450 [==============================] - 0s 831us/step - loss: 0.3333 - accuracy: 0.8585
Epoch 474/500
450/450 [==============================] - 0s 787us/step - loss: 0.3337 - accuracy: 0.8596
Epoch 475/500
450/450 [==============================] - 0s 794us/step - loss: 0.3338 - accuracy: 0.8593
Epoch 476/500
450/450 [==============================] - 0s 831us/step - loss: 0.3337 - accuracy: 0.8603
Epoch 477/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3336 - accuracy: 0.8601
Epoch 478/500
450/450 [==============================] - 0s 867us/step - loss: 0.3336 - accuracy: 0.8599
Epoch 479/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8607
Epoch 480/500
450/450 [==============================] - 0s 757us/step - loss: 0.3333 - accuracy: 0.8628
Epoch 481/500
450/450 [==============================] - 0s 817us/step - loss: 0.3334 - accuracy: 0.8608
Epoch 482/500
450/450 [==============================] - 0s 837us/step - loss: 0.3336 - accuracy: 0.8600
Epoch 483/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3340 - accuracy: 0.8592
Epoch 484/500
450/450 [==============================] - 0s 898us/step - loss: 0.3333 - accuracy: 0.8608
Epoch 485/500
450/450 [==============================] - 0s 761us/step - loss: 0.3326 - accuracy: 0.8594
Epoch 486/500
450/450 [==============================] - 0s 760us/step - loss: 0.3332 - accuracy: 0.8608
Epoch 487/500
450/450 [==============================] - 0s 759us/step - loss: 0.3338 - accuracy: 0.8596
Epoch 488/500
450/450 [==============================] - 0s 767us/step - loss: 0.3336 - accuracy: 0.8608
Epoch 489/500
450/450 [==============================] - 0s 723us/step - loss: 0.3332 - accuracy: 0.8589
Epoch 490/500
450/450 [==============================] - 0s 815us/step - loss: 0.3333 - accuracy: 0.8594
Epoch 491/500
450/450 [==============================] - 0s 969us/step - loss: 0.3330 - accuracy: 0.8610
Epoch 492/500
450/450 [==============================] - 0s 841us/step - loss: 0.3337 - accuracy: 0.8599
Epoch 493/500
450/450 [==============================] - 0s 842us/step - loss: 0.3326 - accuracy: 0.8597
Epoch 494/500
450/450 [==============================] - 0s 762us/step - loss: 0.3334 - accuracy: 0.8611
Epoch 495/500
450/450 [==============================] - 0s 783us/step - loss: 0.3332 - accuracy: 0.8601
Epoch 496/500
450/450 [==============================] - 0s 867us/step - loss: 0.3337 - accuracy: 0.8614
Epoch 497/500
450/450 [==============================] - 0s 886us/step - loss: 0.3326 - accuracy: 0.8597
Epoch 498/500
450/450 [==============================] - 0s 882us/step - loss: 0.3332 - accuracy: 0.8611
Epoch 499/500
450/450 [==============================] - 0s 844us/step - loss: 0.3325 - accuracy: 0.8607
Epoch 500/500
450/450 [==============================] - 0s 982us/step - loss: 0.3335 - accuracy: 0.8607
Epoch 1/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5857 - accuracy: 0.7967: 0s - loss: 0.5956 - accuracy: 0.
Epoch 2/500
450/450 [==============================] - 0s 851us/step - loss: 0.5172 - accuracy: 0.7974
Epoch 3/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5067 - accuracy: 0.7974
Epoch 4/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5046 - accuracy: 0.7974
Epoch 5/500
450/450 [==============================] - 0s 935us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 6/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 7/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 8/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 9/500
450/450 [==============================] - 0s 965us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 10/500
450/450 [==============================] - 0s 822us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 11/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 12/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 13/500
450/450 [==============================] - 0s 798us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 14/500
450/450 [==============================] - 0s 873us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 15/500
450/450 [==============================] - 0s 994us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 16/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 17/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974: 0s - loss: 0.5049 - accuracy: 0.79
Epoch 18/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 19/500
450/450 [==============================] - 1s 3ms/step - loss: 0.5041 - accuracy: 0.7974: 0s - loss: 0.5070 
Epoch 20/500
450/450 [==============================] - 0s 953us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 21/500
450/450 [==============================] - 0s 857us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 22/500
450/450 [==============================] - 0s 835us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 23/500
450/450 [==============================] - 0s 961us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 24/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5040 - accuracy: 0.7974
Epoch 25/500
450/450 [==============================] - 0s 823us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 26/500
450/450 [==============================] - 0s 877us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 27/500
450/450 [==============================] - 0s 821us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 28/500
450/450 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 29/500
450/450 [==============================] - 0s 890us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 30/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5040 - accuracy: 0.7974
Epoch 31/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5040 - accuracy: 0.7974
Epoch 32/500
450/450 [==============================] - 0s 980us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 33/500
450/450 [==============================] - 0s 820us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 34/500
450/450 [==============================] - 0s 813us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 35/500
450/450 [==============================] - 0s 793us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 36/500
450/450 [==============================] - 0s 777us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 37/500
450/450 [==============================] - 0s 814us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 38/500
450/450 [==============================] - 0s 957us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 39/500
450/450 [==============================] - 0s 995us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 40/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5038 - accuracy: 0.7974
Epoch 41/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5037 - accuracy: 0.7974
Epoch 42/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5036 - accuracy: 0.7974
Epoch 43/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5035 - accuracy: 0.7974
Epoch 44/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5033 - accuracy: 0.7974
Epoch 45/500
450/450 [==============================] - 0s 970us/step - loss: 0.5031 - accuracy: 0.7974
Epoch 46/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5028 - accuracy: 0.7974
Epoch 47/500
450/450 [==============================] - 0s 889us/step - loss: 0.5023 - accuracy: 0.7974
Epoch 48/500
450/450 [==============================] - 0s 903us/step - loss: 0.5016 - accuracy: 0.7974
Epoch 49/500
450/450 [==============================] - 0s 811us/step - loss: 0.5005 - accuracy: 0.7974
Epoch 50/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4987 - accuracy: 0.7974
Epoch 51/500
450/450 [==============================] - 0s 845us/step - loss: 0.4958 - accuracy: 0.7974
Epoch 52/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4909 - accuracy: 0.7974
Epoch 53/500
450/450 [==============================] - 0s 915us/step - loss: 0.4833 - accuracy: 0.7974
Epoch 54/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4726 - accuracy: 0.7974
Epoch 55/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4607 - accuracy: 0.7974
Epoch 56/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7974
Epoch 57/500
450/450 [==============================] - 0s 966us/step - loss: 0.4425 - accuracy: 0.7974
Epoch 58/500
450/450 [==============================] - 0s 954us/step - loss: 0.4372 - accuracy: 0.7974
Epoch 59/500
450/450 [==============================] - 0s 956us/step - loss: 0.4338 - accuracy: 0.7974
Epoch 60/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4316 - accuracy: 0.7974
Epoch 61/500
450/450 [==============================] - 0s 843us/step - loss: 0.4300 - accuracy: 0.7974
Epoch 62/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4290 - accuracy: 0.7974
Epoch 63/500
450/450 [==============================] - 0s 997us/step - loss: 0.4281 - accuracy: 0.7974
Epoch 64/500
450/450 [==============================] - 0s 984us/step - loss: 0.4275 - accuracy: 0.7974
Epoch 65/500
450/450 [==============================] - 0s 823us/step - loss: 0.4271 - accuracy: 0.7974
Epoch 66/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7974
Epoch 67/500
450/450 [==============================] - 0s 886us/step - loss: 0.4264 - accuracy: 0.7974
Epoch 68/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4262 - accuracy: 0.7974
Epoch 69/500
450/450 [==============================] - 0s 965us/step - loss: 0.4258 - accuracy: 0.79740s - loss: 0.4196 - accuracy
Epoch 70/500
450/450 [==============================] - 0s 828us/step - loss: 0.4256 - accuracy: 0.7974
Epoch 71/500
450/450 [==============================] - 0s 915us/step - loss: 0.4254 - accuracy: 0.7974
Epoch 72/500
450/450 [==============================] - 0s 861us/step - loss: 0.4251 - accuracy: 0.7974
Epoch 73/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4246 - accuracy: 0.7974
Epoch 74/500
450/450 [==============================] - 0s 982us/step - loss: 0.4243 - accuracy: 0.7974
Epoch 75/500
450/450 [==============================] - 0s 956us/step - loss: 0.4235 - accuracy: 0.7974
Epoch 76/500
450/450 [==============================] - 0s 861us/step - loss: 0.4221 - accuracy: 0.7974
Epoch 77/500
450/450 [==============================] - 0s 836us/step - loss: 0.4201 - accuracy: 0.7974
Epoch 78/500
450/450 [==============================] - 0s 841us/step - loss: 0.4173 - accuracy: 0.7974
Epoch 79/500
450/450 [==============================] - 0s 770us/step - loss: 0.4139 - accuracy: 0.7974
Epoch 80/500
450/450 [==============================] - 0s 779us/step - loss: 0.4103 - accuracy: 0.7974
Epoch 81/500
450/450 [==============================] - 0s 819us/step - loss: 0.4058 - accuracy: 0.7990
Epoch 82/500
450/450 [==============================] - 0s 766us/step - loss: 0.4013 - accuracy: 0.8151
Epoch 83/500
450/450 [==============================] - 0s 802us/step - loss: 0.3958 - accuracy: 0.8200
Epoch 84/500
450/450 [==============================] - 0s 810us/step - loss: 0.3900 - accuracy: 0.8260
Epoch 85/500
450/450 [==============================] - 0s 770us/step - loss: 0.3852 - accuracy: 0.8307
Epoch 86/500
450/450 [==============================] - 0s 802us/step - loss: 0.3808 - accuracy: 0.8343
Epoch 87/500
450/450 [==============================] - 0s 854us/step - loss: 0.3770 - accuracy: 0.8399
Epoch 88/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3736 - accuracy: 0.8453
Epoch 89/500
450/450 [==============================] - 0s 773us/step - loss: 0.3704 - accuracy: 0.8469
Epoch 90/500
450/450 [==============================] - 0s 764us/step - loss: 0.3674 - accuracy: 0.8497
Epoch 91/500
450/450 [==============================] - 0s 788us/step - loss: 0.3644 - accuracy: 0.85370s - loss: 0.3622 - accuracy: 0.
Epoch 92/500
450/450 [==============================] - 0s 777us/step - loss: 0.3613 - accuracy: 0.8593
Epoch 93/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3591 - accuracy: 0.8607
Epoch 94/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3566 - accuracy: 0.8590
Epoch 95/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3546 - accuracy: 0.8593
Epoch 96/500
450/450 [==============================] - 0s 882us/step - loss: 0.3529 - accuracy: 0.8625
Epoch 97/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3507 - accuracy: 0.8603
Epoch 98/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3495 - accuracy: 0.8619
Epoch 99/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3486 - accuracy: 0.8621
Epoch 100/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3471 - accuracy: 0.8606
Epoch 101/500
450/450 [==============================] - 0s 984us/step - loss: 0.3465 - accuracy: 0.8622
Epoch 102/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3452 - accuracy: 0.8624
Epoch 103/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3453 - accuracy: 0.8608
Epoch 104/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3435 - accuracy: 0.8621
Epoch 105/500
450/450 [==============================] - 0s 853us/step - loss: 0.3433 - accuracy: 0.8625
Epoch 106/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3432 - accuracy: 0.8611
Epoch 107/500
450/450 [==============================] - 0s 821us/step - loss: 0.3423 - accuracy: 0.8621
Epoch 108/500
450/450 [==============================] - 0s 834us/step - loss: 0.3423 - accuracy: 0.8643
Epoch 109/500
450/450 [==============================] - 0s 940us/step - loss: 0.3413 - accuracy: 0.8643
Epoch 110/500
450/450 [==============================] - 0s 928us/step - loss: 0.3418 - accuracy: 0.8633
Epoch 111/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3406 - accuracy: 0.8615
Epoch 112/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3400 - accuracy: 0.8639
Epoch 113/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3397 - accuracy: 0.8633
Epoch 114/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3398 - accuracy: 0.8625
Epoch 115/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3390 - accuracy: 0.8635
Epoch 116/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3383 - accuracy: 0.8646
Epoch 117/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3384 - accuracy: 0.8643
Epoch 118/500
450/450 [==============================] - 0s 942us/step - loss: 0.3383 - accuracy: 0.8637
Epoch 119/500
450/450 [==============================] - 0s 928us/step - loss: 0.3377 - accuracy: 0.8621
Epoch 120/500
450/450 [==============================] - 0s 944us/step - loss: 0.3376 - accuracy: 0.8639
Epoch 121/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8607
Epoch 122/500
450/450 [==============================] - 0s 828us/step - loss: 0.3366 - accuracy: 0.8647
Epoch 123/500
450/450 [==============================] - 0s 885us/step - loss: 0.3374 - accuracy: 0.8628
Epoch 124/500
450/450 [==============================] - 0s 875us/step - loss: 0.3368 - accuracy: 0.8631
Epoch 125/500
450/450 [==============================] - 0s 850us/step - loss: 0.3359 - accuracy: 0.8643
Epoch 126/500
450/450 [==============================] - 0s 927us/step - loss: 0.3365 - accuracy: 0.8642
Epoch 127/500
450/450 [==============================] - 0s 949us/step - loss: 0.3367 - accuracy: 0.8651
Epoch 128/500
450/450 [==============================] - 0s 996us/step - loss: 0.3357 - accuracy: 0.8656
Epoch 129/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3361 - accuracy: 0.8646: 0s - loss: 0.3353 - accuracy
Epoch 130/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8651: 0s - loss: 0.3336 - accura
Epoch 131/500
450/450 [==============================] - 0s 924us/step - loss: 0.3359 - accuracy: 0.8650
Epoch 132/500
450/450 [==============================] - 0s 843us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 133/500
450/450 [==============================] - 0s 881us/step - loss: 0.3356 - accuracy: 0.8653
Epoch 134/500
450/450 [==============================] - 0s 827us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 135/500
450/450 [==============================] - 0s 842us/step - loss: 0.3360 - accuracy: 0.8637
Epoch 136/500
450/450 [==============================] - 0s 791us/step - loss: 0.3347 - accuracy: 0.8657
Epoch 137/500
450/450 [==============================] - 0s 777us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 138/500
450/450 [==============================] - 0s 824us/step - loss: 0.3354 - accuracy: 0.8653
Epoch 139/500
450/450 [==============================] - 0s 811us/step - loss: 0.3354 - accuracy: 0.8629
Epoch 140/500
450/450 [==============================] - 0s 831us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 141/500
450/450 [==============================] - 0s 807us/step - loss: 0.3349 - accuracy: 0.86420s - loss: 0.3296 - accuracy: 
Epoch 142/500
450/450 [==============================] - 0s 777us/step - loss: 0.3352 - accuracy: 0.8640
Epoch 143/500
450/450 [==============================] - 0s 779us/step - loss: 0.3348 - accuracy: 0.8631
Epoch 144/500
450/450 [==============================] - 0s 834us/step - loss: 0.3353 - accuracy: 0.8637
Epoch 145/500
450/450 [==============================] - 0s 941us/step - loss: 0.3350 - accuracy: 0.8650
Epoch 146/500
450/450 [==============================] - 0s 847us/step - loss: 0.3347 - accuracy: 0.8625
Epoch 147/500
450/450 [==============================] - 0s 841us/step - loss: 0.3346 - accuracy: 0.8642
Epoch 148/500
450/450 [==============================] - 0s 782us/step - loss: 0.3347 - accuracy: 0.8624
Epoch 149/500
450/450 [==============================] - 0s 791us/step - loss: 0.3348 - accuracy: 0.8642
Epoch 150/500
450/450 [==============================] - 0s 774us/step - loss: 0.3345 - accuracy: 0.8650
Epoch 151/500
450/450 [==============================] - 0s 788us/step - loss: 0.3347 - accuracy: 0.8658
Epoch 152/500
450/450 [==============================] - 0s 815us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 153/500
450/450 [==============================] - 0s 773us/step - loss: 0.3349 - accuracy: 0.8647
Epoch 154/500
450/450 [==============================] - 0s 774us/step - loss: 0.3345 - accuracy: 0.8653
Epoch 155/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8654
Epoch 156/500
450/450 [==============================] - 0s 985us/step - loss: 0.3342 - accuracy: 0.8632
Epoch 157/500
450/450 [==============================] - 0s 921us/step - loss: 0.3337 - accuracy: 0.8644
Epoch 158/500
450/450 [==============================] - 0s 793us/step - loss: 0.3350 - accuracy: 0.8637
Epoch 159/500
450/450 [==============================] - 0s 774us/step - loss: 0.3341 - accuracy: 0.8637
Epoch 160/500
450/450 [==============================] - 0s 882us/step - loss: 0.3341 - accuracy: 0.8628
Epoch 161/500
450/450 [==============================] - 0s 763us/step - loss: 0.3334 - accuracy: 0.8644
Epoch 162/500
450/450 [==============================] - 0s 790us/step - loss: 0.3342 - accuracy: 0.8611
Epoch 163/500
450/450 [==============================] - 0s 771us/step - loss: 0.3338 - accuracy: 0.8654
Epoch 164/500
450/450 [==============================] - 0s 790us/step - loss: 0.3336 - accuracy: 0.8639
Epoch 165/500
450/450 [==============================] - 0s 798us/step - loss: 0.3342 - accuracy: 0.8658
Epoch 166/500
450/450 [==============================] - 0s 795us/step - loss: 0.3339 - accuracy: 0.8642
Epoch 167/500
450/450 [==============================] - 0s 775us/step - loss: 0.3334 - accuracy: 0.8621
Epoch 168/500
450/450 [==============================] - 0s 788us/step - loss: 0.3340 - accuracy: 0.8664
Epoch 169/500
450/450 [==============================] - 0s 774us/step - loss: 0.3339 - accuracy: 0.8647
Epoch 170/500
450/450 [==============================] - 0s 860us/step - loss: 0.3336 - accuracy: 0.8647
Epoch 171/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3334 - accuracy: 0.8637: 0s - loss: 0.3343 - ac
Epoch 172/500
450/450 [==============================] - 0s 778us/step - loss: 0.3338 - accuracy: 0.8639
Epoch 173/500
450/450 [==============================] - 0s 778us/step - loss: 0.3334 - accuracy: 0.8636
Epoch 174/500
450/450 [==============================] - 0s 781us/step - loss: 0.3338 - accuracy: 0.8643
Epoch 175/500
450/450 [==============================] - 0s 827us/step - loss: 0.3335 - accuracy: 0.8654
Epoch 176/500
450/450 [==============================] - 0s 789us/step - loss: 0.3338 - accuracy: 0.8668
Epoch 177/500
450/450 [==============================] - 0s 772us/step - loss: 0.3340 - accuracy: 0.8651
Epoch 178/500
450/450 [==============================] - 0s 800us/step - loss: 0.3335 - accuracy: 0.8649
Epoch 179/500
450/450 [==============================] - 0s 771us/step - loss: 0.3336 - accuracy: 0.8649
Epoch 180/500
450/450 [==============================] - 0s 763us/step - loss: 0.3336 - accuracy: 0.8662
Epoch 181/500
450/450 [==============================] - 0s 824us/step - loss: 0.3331 - accuracy: 0.8636
Epoch 182/500
450/450 [==============================] - 0s 789us/step - loss: 0.3333 - accuracy: 0.8633
Epoch 183/500
450/450 [==============================] - 0s 779us/step - loss: 0.3331 - accuracy: 0.8667
Epoch 184/500
450/450 [==============================] - 0s 814us/step - loss: 0.3340 - accuracy: 0.8653
Epoch 185/500
450/450 [==============================] - 0s 766us/step - loss: 0.3330 - accuracy: 0.8651
Epoch 186/500
450/450 [==============================] - 0s 773us/step - loss: 0.3334 - accuracy: 0.8651
Epoch 187/500
450/450 [==============================] - 0s 766us/step - loss: 0.3332 - accuracy: 0.8661
Epoch 188/500
450/450 [==============================] - 0s 791us/step - loss: 0.3325 - accuracy: 0.8643
Epoch 189/500
450/450 [==============================] - 0s 805us/step - loss: 0.3334 - accuracy: 0.8636
Epoch 190/500
450/450 [==============================] - 0s 766us/step - loss: 0.3333 - accuracy: 0.8629
Epoch 191/500
450/450 [==============================] - 0s 793us/step - loss: 0.3329 - accuracy: 0.8643
Epoch 192/500
450/450 [==============================] - 0s 772us/step - loss: 0.3333 - accuracy: 0.8672
Epoch 193/500
450/450 [==============================] - 0s 771us/step - loss: 0.3328 - accuracy: 0.8650
Epoch 194/500
450/450 [==============================] - 0s 767us/step - loss: 0.3334 - accuracy: 0.8642
Epoch 195/500
450/450 [==============================] - 0s 803us/step - loss: 0.3322 - accuracy: 0.8656
Epoch 196/500
450/450 [==============================] - 0s 759us/step - loss: 0.3332 - accuracy: 0.8624
Epoch 197/500
450/450 [==============================] - 0s 765us/step - loss: 0.3332 - accuracy: 0.8660
Epoch 198/500
450/450 [==============================] - 0s 791us/step - loss: 0.3326 - accuracy: 0.8654
Epoch 199/500
450/450 [==============================] - 0s 780us/step - loss: 0.3330 - accuracy: 0.8644
Epoch 200/500
450/450 [==============================] - 0s 771us/step - loss: 0.3325 - accuracy: 0.8636
Epoch 201/500
450/450 [==============================] - 0s 775us/step - loss: 0.3333 - accuracy: 0.8633
Epoch 202/500
450/450 [==============================] - 0s 762us/step - loss: 0.3329 - accuracy: 0.8674
Epoch 203/500
450/450 [==============================] - 0s 845us/step - loss: 0.3328 - accuracy: 0.8654
Epoch 204/500
450/450 [==============================] - 0s 774us/step - loss: 0.3328 - accuracy: 0.8647
Epoch 205/500
450/450 [==============================] - 0s 764us/step - loss: 0.3324 - accuracy: 0.8631
Epoch 206/500
450/450 [==============================] - 0s 784us/step - loss: 0.3325 - accuracy: 0.8667
Epoch 207/500
450/450 [==============================] - 0s 771us/step - loss: 0.3319 - accuracy: 0.8657
Epoch 208/500
450/450 [==============================] - 0s 766us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 209/500
450/450 [==============================] - 0s 784us/step - loss: 0.3324 - accuracy: 0.8664
Epoch 210/500
450/450 [==============================] - 0s 793us/step - loss: 0.3323 - accuracy: 0.8651
Epoch 211/500
450/450 [==============================] - 0s 761us/step - loss: 0.3322 - accuracy: 0.8650
Epoch 212/500
450/450 [==============================] - 0s 794us/step - loss: 0.3324 - accuracy: 0.8651
Epoch 213/500
450/450 [==============================] - 0s 775us/step - loss: 0.3325 - accuracy: 0.8628
Epoch 214/500
450/450 [==============================] - 0s 771us/step - loss: 0.3321 - accuracy: 0.8649
Epoch 215/500
450/450 [==============================] - 0s 789us/step - loss: 0.3324 - accuracy: 0.8658
Epoch 216/500
450/450 [==============================] - 0s 775us/step - loss: 0.3325 - accuracy: 0.8649
Epoch 217/500
450/450 [==============================] - 0s 777us/step - loss: 0.3321 - accuracy: 0.8643
Epoch 218/500
450/450 [==============================] - 0s 772us/step - loss: 0.3328 - accuracy: 0.8649
Epoch 219/500
450/450 [==============================] - 0s 758us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 220/500
450/450 [==============================] - 0s 808us/step - loss: 0.3319 - accuracy: 0.8626
Epoch 221/500
450/450 [==============================] - 0s 763us/step - loss: 0.3322 - accuracy: 0.8649
Epoch 222/500
450/450 [==============================] - 0s 791us/step - loss: 0.3321 - accuracy: 0.86420s - loss: 0.3322 - accuracy: 0.86
Epoch 223/500
450/450 [==============================] - 0s 773us/step - loss: 0.3325 - accuracy: 0.8667
Epoch 224/500
450/450 [==============================] - 0s 768us/step - loss: 0.3322 - accuracy: 0.8633
Epoch 225/500
450/450 [==============================] - 0s 771us/step - loss: 0.3323 - accuracy: 0.8644
Epoch 226/500
450/450 [==============================] - 0s 782us/step - loss: 0.3320 - accuracy: 0.8637
Epoch 227/500
450/450 [==============================] - 0s 772us/step - loss: 0.3317 - accuracy: 0.8654
Epoch 228/500
450/450 [==============================] - 0s 766us/step - loss: 0.3316 - accuracy: 0.8635
Epoch 229/500
450/450 [==============================] - 0s 788us/step - loss: 0.3318 - accuracy: 0.8658
Epoch 230/500
450/450 [==============================] - 0s 799us/step - loss: 0.3322 - accuracy: 0.8643
Epoch 231/500
450/450 [==============================] - 0s 759us/step - loss: 0.3318 - accuracy: 0.8628
Epoch 232/500
450/450 [==============================] - 0s 789us/step - loss: 0.3320 - accuracy: 0.8665
Epoch 233/500
450/450 [==============================] - 0s 778us/step - loss: 0.3317 - accuracy: 0.8642
Epoch 234/500
450/450 [==============================] - 0s 779us/step - loss: 0.3312 - accuracy: 0.8662
Epoch 235/500
450/450 [==============================] - 0s 778us/step - loss: 0.3319 - accuracy: 0.8646
Epoch 236/500
450/450 [==============================] - 0s 776us/step - loss: 0.3312 - accuracy: 0.8650
Epoch 237/500
450/450 [==============================] - 0s 771us/step - loss: 0.3312 - accuracy: 0.8642
Epoch 238/500
450/450 [==============================] - 0s 803us/step - loss: 0.3319 - accuracy: 0.8649
Epoch 239/500
450/450 [==============================] - 0s 765us/step - loss: 0.3317 - accuracy: 0.8654
Epoch 240/500
450/450 [==============================] - 0s 784us/step - loss: 0.3311 - accuracy: 0.8660
Epoch 241/500
450/450 [==============================] - 0s 771us/step - loss: 0.3312 - accuracy: 0.8644
Epoch 242/500
450/450 [==============================] - 0s 770us/step - loss: 0.3309 - accuracy: 0.8644
Epoch 243/500
450/450 [==============================] - 0s 778us/step - loss: 0.3305 - accuracy: 0.8651
Epoch 244/500
450/450 [==============================] - 0s 770us/step - loss: 0.3317 - accuracy: 0.8647
Epoch 245/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3308 - accuracy: 0.8665
Epoch 246/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8664
Epoch 247/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3313 - accuracy: 0.8640
Epoch 248/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8664
Epoch 249/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8647
Epoch 250/500
450/450 [==============================] - 0s 902us/step - loss: 0.3312 - accuracy: 0.8649
Epoch 251/500
450/450 [==============================] - 0s 854us/step - loss: 0.3303 - accuracy: 0.8643
Epoch 252/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3309 - accuracy: 0.8656
Epoch 253/500
450/450 [==============================] - 0s 927us/step - loss: 0.3307 - accuracy: 0.8650
Epoch 254/500
450/450 [==============================] - 0s 841us/step - loss: 0.3310 - accuracy: 0.8631
Epoch 255/500
450/450 [==============================] - 0s 804us/step - loss: 0.3311 - accuracy: 0.8629
Epoch 256/500
450/450 [==============================] - 0s 839us/step - loss: 0.3308 - accuracy: 0.8640
Epoch 257/500
450/450 [==============================] - 0s 811us/step - loss: 0.3306 - accuracy: 0.8656
Epoch 258/500
450/450 [==============================] - 0s 782us/step - loss: 0.3307 - accuracy: 0.8640
Epoch 259/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3305 - accuracy: 0.8642
Epoch 260/500
450/450 [==============================] - 0s 822us/step - loss: 0.3301 - accuracy: 0.8657
Epoch 261/500
450/450 [==============================] - 0s 792us/step - loss: 0.3306 - accuracy: 0.8657
Epoch 262/500
450/450 [==============================] - 0s 772us/step - loss: 0.3294 - accuracy: 0.8669
Epoch 263/500
450/450 [==============================] - 0s 766us/step - loss: 0.3311 - accuracy: 0.8637
Epoch 264/500
450/450 [==============================] - 0s 795us/step - loss: 0.3302 - accuracy: 0.8667
Epoch 265/500
450/450 [==============================] - 0s 795us/step - loss: 0.3306 - accuracy: 0.8640
Epoch 266/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3308 - accuracy: 0.8657
Epoch 267/500
450/450 [==============================] - 0s 776us/step - loss: 0.3301 - accuracy: 0.8635
Epoch 268/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8643
Epoch 269/500
450/450 [==============================] - 0s 823us/step - loss: 0.3299 - accuracy: 0.8642
Epoch 270/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3310 - accuracy: 0.8649
Epoch 271/500
450/450 [==============================] - 0s 886us/step - loss: 0.3303 - accuracy: 0.8650
Epoch 272/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8662: 0s - loss: 0.3296 - accuracy: 0.
Epoch 273/500
450/450 [==============================] - 0s 881us/step - loss: 0.3302 - accuracy: 0.8682
Epoch 274/500
450/450 [==============================] - 0s 857us/step - loss: 0.3302 - accuracy: 0.8644
Epoch 275/500
450/450 [==============================] - 0s 766us/step - loss: 0.3296 - accuracy: 0.8647
Epoch 276/500
450/450 [==============================] - 0s 835us/step - loss: 0.3298 - accuracy: 0.8632
Epoch 277/500
450/450 [==============================] - 0s 772us/step - loss: 0.3305 - accuracy: 0.8649
Epoch 278/500
450/450 [==============================] - 0s 774us/step - loss: 0.3298 - accuracy: 0.8658
Epoch 279/500
450/450 [==============================] - 0s 780us/step - loss: 0.3306 - accuracy: 0.8650
Epoch 280/500
450/450 [==============================] - 0s 781us/step - loss: 0.3308 - accuracy: 0.8651
Epoch 281/500
450/450 [==============================] - 0s 791us/step - loss: 0.3302 - accuracy: 0.8667
Epoch 282/500
450/450 [==============================] - 0s 778us/step - loss: 0.3303 - accuracy: 0.8656
Epoch 283/500
450/450 [==============================] - 0s 796us/step - loss: 0.3301 - accuracy: 0.86330s - loss: 0.3305 - accuracy: 
Epoch 284/500
450/450 [==============================] - 0s 793us/step - loss: 0.3299 - accuracy: 0.8657
Epoch 285/500
450/450 [==============================] - 0s 777us/step - loss: 0.3305 - accuracy: 0.8653
Epoch 286/500
450/450 [==============================] - 0s 780us/step - loss: 0.3299 - accuracy: 0.8653
Epoch 287/500
450/450 [==============================] - 0s 806us/step - loss: 0.3302 - accuracy: 0.8671
Epoch 288/500
450/450 [==============================] - 0s 798us/step - loss: 0.3305 - accuracy: 0.8653
Epoch 289/500
450/450 [==============================] - 0s 764us/step - loss: 0.3301 - accuracy: 0.8636
Epoch 290/500
450/450 [==============================] - 0s 794us/step - loss: 0.3300 - accuracy: 0.8665
Epoch 291/500
450/450 [==============================] - 0s 764us/step - loss: 0.3302 - accuracy: 0.8669
Epoch 292/500
450/450 [==============================] - 0s 763us/step - loss: 0.3293 - accuracy: 0.8660
Epoch 293/500
450/450 [==============================] - 0s 837us/step - loss: 0.3297 - accuracy: 0.8651
Epoch 294/500
450/450 [==============================] - 0s 775us/step - loss: 0.3305 - accuracy: 0.8656
Epoch 295/500
450/450 [==============================] - 0s 800us/step - loss: 0.3300 - accuracy: 0.8654
Epoch 296/500
450/450 [==============================] - 0s 768us/step - loss: 0.3298 - accuracy: 0.8660
Epoch 297/500
450/450 [==============================] - 0s 772us/step - loss: 0.3300 - accuracy: 0.8649
Epoch 298/500
450/450 [==============================] - 0s 788us/step - loss: 0.3298 - accuracy: 0.8642
Epoch 299/500
450/450 [==============================] - 0s 770us/step - loss: 0.3304 - accuracy: 0.8647
Epoch 300/500
450/450 [==============================] - 0s 765us/step - loss: 0.3299 - accuracy: 0.8660
Epoch 301/500
450/450 [==============================] - 0s 781us/step - loss: 0.3295 - accuracy: 0.8667
Epoch 302/500
450/450 [==============================] - 0s 758us/step - loss: 0.3304 - accuracy: 0.8654
Epoch 303/500
450/450 [==============================] - 0s 776us/step - loss: 0.3299 - accuracy: 0.8658
Epoch 304/500
450/450 [==============================] - 0s 799us/step - loss: 0.3301 - accuracy: 0.8661
Epoch 305/500
450/450 [==============================] - 0s 804us/step - loss: 0.3301 - accuracy: 0.8647
Epoch 306/500
450/450 [==============================] - 0s 768us/step - loss: 0.3299 - accuracy: 0.8643
Epoch 307/500
450/450 [==============================] - 0s 798us/step - loss: 0.3298 - accuracy: 0.8651
Epoch 308/500
450/450 [==============================] - 0s 767us/step - loss: 0.3296 - accuracy: 0.8647
Epoch 309/500
450/450 [==============================] - 0s 765us/step - loss: 0.3298 - accuracy: 0.8662
Epoch 310/500
450/450 [==============================] - 0s 803us/step - loss: 0.3301 - accuracy: 0.8653
Epoch 311/500
450/450 [==============================] - 0s 783us/step - loss: 0.3302 - accuracy: 0.8642
Epoch 312/500
450/450 [==============================] - 0s 795us/step - loss: 0.3298 - accuracy: 0.8643
Epoch 313/500
450/450 [==============================] - 0s 802us/step - loss: 0.3301 - accuracy: 0.8644
Epoch 314/500
450/450 [==============================] - 0s 834us/step - loss: 0.3294 - accuracy: 0.8660
Epoch 315/500
450/450 [==============================] - 0s 779us/step - loss: 0.3297 - accuracy: 0.8637
Epoch 316/500
450/450 [==============================] - 0s 794us/step - loss: 0.3297 - accuracy: 0.8651
Epoch 317/500
450/450 [==============================] - 0s 768us/step - loss: 0.3291 - accuracy: 0.8674
Epoch 318/500
450/450 [==============================] - 0s 948us/step - loss: 0.3290 - accuracy: 0.8636
Epoch 319/500
450/450 [==============================] - 0s 912us/step - loss: 0.3295 - accuracy: 0.8649
Epoch 320/500
450/450 [==============================] - 0s 784us/step - loss: 0.3296 - accuracy: 0.8651
Epoch 321/500
450/450 [==============================] - 0s 768us/step - loss: 0.3297 - accuracy: 0.8660
Epoch 322/500
450/450 [==============================] - 0s 782us/step - loss: 0.3295 - accuracy: 0.8664
Epoch 323/500
450/450 [==============================] - 0s 796us/step - loss: 0.3292 - accuracy: 0.8647
Epoch 324/500
450/450 [==============================] - 0s 775us/step - loss: 0.3300 - accuracy: 0.8661
Epoch 325/500
450/450 [==============================] - 0s 794us/step - loss: 0.3298 - accuracy: 0.8644
Epoch 326/500
450/450 [==============================] - 0s 807us/step - loss: 0.3293 - accuracy: 0.8660
Epoch 327/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8660
Epoch 328/500
450/450 [==============================] - 0s 795us/step - loss: 0.3290 - accuracy: 0.8665
Epoch 329/500
450/450 [==============================] - 0s 779us/step - loss: 0.3296 - accuracy: 0.8632
Epoch 330/500
450/450 [==============================] - 0s 768us/step - loss: 0.3302 - accuracy: 0.8664
Epoch 331/500
450/450 [==============================] - 0s 775us/step - loss: 0.3294 - accuracy: 0.8660
Epoch 332/500
450/450 [==============================] - 0s 820us/step - loss: 0.3300 - accuracy: 0.8664
Epoch 333/500
450/450 [==============================] - 0s 792us/step - loss: 0.3293 - accuracy: 0.8664
Epoch 334/500
450/450 [==============================] - 0s 796us/step - loss: 0.3299 - accuracy: 0.8644
Epoch 335/500
450/450 [==============================] - 0s 791us/step - loss: 0.3298 - accuracy: 0.8635
Epoch 336/500
450/450 [==============================] - 0s 795us/step - loss: 0.3294 - accuracy: 0.8633
Epoch 337/500
450/450 [==============================] - 0s 808us/step - loss: 0.3292 - accuracy: 0.8667
Epoch 338/500
450/450 [==============================] - 0s 783us/step - loss: 0.3291 - accuracy: 0.8662
Epoch 339/500
450/450 [==============================] - 0s 776us/step - loss: 0.3294 - accuracy: 0.8660
Epoch 340/500
450/450 [==============================] - 0s 816us/step - loss: 0.3298 - accuracy: 0.8660
Epoch 341/500
450/450 [==============================] - 0s 777us/step - loss: 0.3293 - accuracy: 0.8662
Epoch 342/500
450/450 [==============================] - 0s 796us/step - loss: 0.3294 - accuracy: 0.8640
Epoch 343/500
450/450 [==============================] - 0s 799us/step - loss: 0.3300 - accuracy: 0.8651
Epoch 344/500
450/450 [==============================] - 0s 771us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 345/500
450/450 [==============================] - 0s 804us/step - loss: 0.3290 - accuracy: 0.8661
Epoch 346/500
450/450 [==============================] - 0s 780us/step - loss: 0.3290 - accuracy: 0.8662
Epoch 347/500
450/450 [==============================] - 0s 768us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 348/500
450/450 [==============================] - 0s 802us/step - loss: 0.3289 - accuracy: 0.8650
Epoch 349/500
450/450 [==============================] - 0s 777us/step - loss: 0.3291 - accuracy: 0.8660
Epoch 350/500
450/450 [==============================] - 0s 793us/step - loss: 0.3288 - accuracy: 0.8632
Epoch 351/500
450/450 [==============================] - 0s 813us/step - loss: 0.3293 - accuracy: 0.8669
Epoch 352/500
450/450 [==============================] - 0s 769us/step - loss: 0.3280 - accuracy: 0.8675
Epoch 353/500
450/450 [==============================] - 0s 781us/step - loss: 0.3293 - accuracy: 0.8662
Epoch 354/500
450/450 [==============================] - 0s 775us/step - loss: 0.3287 - accuracy: 0.8647
Epoch 355/500
450/450 [==============================] - 0s 788us/step - loss: 0.3292 - accuracy: 0.8646
Epoch 356/500
450/450 [==============================] - 0s 786us/step - loss: 0.3291 - accuracy: 0.8646
Epoch 357/500
450/450 [==============================] - 0s 976us/step - loss: 0.3291 - accuracy: 0.8671
Epoch 358/500
450/450 [==============================] - 0s 867us/step - loss: 0.3282 - accuracy: 0.8669
Epoch 359/500
450/450 [==============================] - 0s 805us/step - loss: 0.3292 - accuracy: 0.8637
Epoch 360/500
450/450 [==============================] - 0s 872us/step - loss: 0.3294 - accuracy: 0.8646
Epoch 361/500
450/450 [==============================] - 0s 880us/step - loss: 0.3294 - accuracy: 0.8662
Epoch 362/500
450/450 [==============================] - 0s 786us/step - loss: 0.3291 - accuracy: 0.8644
Epoch 363/500
450/450 [==============================] - 0s 782us/step - loss: 0.3292 - accuracy: 0.8656
Epoch 364/500
450/450 [==============================] - 0s 799us/step - loss: 0.3295 - accuracy: 0.8644
Epoch 365/500
450/450 [==============================] - 0s 788us/step - loss: 0.3288 - accuracy: 0.8646
Epoch 366/500
450/450 [==============================] - 0s 772us/step - loss: 0.3294 - accuracy: 0.8656
Epoch 367/500
450/450 [==============================] - 0s 795us/step - loss: 0.3289 - accuracy: 0.8657
Epoch 368/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3289 - accuracy: 0.8660
Epoch 369/500
450/450 [==============================] - 0s 824us/step - loss: 0.3292 - accuracy: 0.8665
Epoch 370/500
450/450 [==============================] - 0s 798us/step - loss: 0.3290 - accuracy: 0.8639
Epoch 371/500
450/450 [==============================] - 0s 798us/step - loss: 0.3292 - accuracy: 0.8661
Epoch 372/500
450/450 [==============================] - 0s 775us/step - loss: 0.3295 - accuracy: 0.8658
Epoch 373/500
450/450 [==============================] - 0s 771us/step - loss: 0.3292 - accuracy: 0.8643
Epoch 374/500
450/450 [==============================] - 0s 776us/step - loss: 0.3289 - accuracy: 0.8661
Epoch 375/500
450/450 [==============================] - 0s 811us/step - loss: 0.3295 - accuracy: 0.8650
Epoch 376/500
450/450 [==============================] - 0s 773us/step - loss: 0.3291 - accuracy: 0.8661
Epoch 377/500
450/450 [==============================] - 0s 791us/step - loss: 0.3287 - accuracy: 0.8657
Epoch 378/500
450/450 [==============================] - 0s 781us/step - loss: 0.3284 - accuracy: 0.8640
Epoch 379/500
450/450 [==============================] - 0s 769us/step - loss: 0.3288 - accuracy: 0.8643
Epoch 380/500
450/450 [==============================] - 0s 798us/step - loss: 0.3286 - accuracy: 0.8646
Epoch 381/500
450/450 [==============================] - 0s 766us/step - loss: 0.3290 - accuracy: 0.8651
Epoch 382/500
450/450 [==============================] - 0s 770us/step - loss: 0.3288 - accuracy: 0.8650
Epoch 383/500
450/450 [==============================] - 0s 812us/step - loss: 0.3293 - accuracy: 0.8656
Epoch 384/500
450/450 [==============================] - 0s 766us/step - loss: 0.3290 - accuracy: 0.8672
Epoch 385/500
450/450 [==============================] - 0s 769us/step - loss: 0.3292 - accuracy: 0.8679
Epoch 386/500
450/450 [==============================] - 0s 782us/step - loss: 0.3285 - accuracy: 0.8672
Epoch 387/500
450/450 [==============================] - 0s 774us/step - loss: 0.3293 - accuracy: 0.8651
Epoch 388/500
450/450 [==============================] - 0s 767us/step - loss: 0.3289 - accuracy: 0.8661
Epoch 389/500
450/450 [==============================] - 0s 847us/step - loss: 0.3286 - accuracy: 0.8658
Epoch 390/500
450/450 [==============================] - 0s 769us/step - loss: 0.3284 - accuracy: 0.8643
Epoch 391/500
450/450 [==============================] - 0s 769us/step - loss: 0.3286 - accuracy: 0.8678
Epoch 392/500
450/450 [==============================] - 0s 776us/step - loss: 0.3288 - accuracy: 0.8658
Epoch 393/500
450/450 [==============================] - 0s 765us/step - loss: 0.3286 - accuracy: 0.8649
Epoch 394/500
450/450 [==============================] - 0s 775us/step - loss: 0.3294 - accuracy: 0.8636
Epoch 395/500
450/450 [==============================] - 0s 798us/step - loss: 0.3287 - accuracy: 0.8661
Epoch 396/500
450/450 [==============================] - 0s 792us/step - loss: 0.3277 - accuracy: 0.8650
Epoch 397/500
450/450 [==============================] - 0s 799us/step - loss: 0.3287 - accuracy: 0.8650
Epoch 398/500
450/450 [==============================] - 0s 796us/step - loss: 0.3284 - accuracy: 0.8651
Epoch 399/500
450/450 [==============================] - 0s 797us/step - loss: 0.3288 - accuracy: 0.8651
Epoch 400/500
450/450 [==============================] - 0s 803us/step - loss: 0.3289 - accuracy: 0.8660
Epoch 401/500
450/450 [==============================] - 0s 773us/step - loss: 0.3290 - accuracy: 0.8658
Epoch 402/500
450/450 [==============================] - 0s 774us/step - loss: 0.3287 - accuracy: 0.8661
Epoch 403/500
450/450 [==============================] - 0s 785us/step - loss: 0.3287 - accuracy: 0.8657
Epoch 404/500
450/450 [==============================] - 0s 776us/step - loss: 0.3283 - accuracy: 0.8676
Epoch 405/500
450/450 [==============================] - 0s 779us/step - loss: 0.3289 - accuracy: 0.8636
Epoch 406/500
450/450 [==============================] - 0s 776us/step - loss: 0.3291 - accuracy: 0.8658
Epoch 407/500
450/450 [==============================] - 0s 764us/step - loss: 0.3287 - accuracy: 0.8646
Epoch 408/500
450/450 [==============================] - 0s 778us/step - loss: 0.3274 - accuracy: 0.86600s - loss: 0.3246 - accuracy: 0.86
Epoch 409/500
450/450 [==============================] - 0s 807us/step - loss: 0.3285 - accuracy: 0.8674
Epoch 410/500
450/450 [==============================] - 0s 772us/step - loss: 0.3285 - accuracy: 0.8635
Epoch 411/500
450/450 [==============================] - 0s 800us/step - loss: 0.3283 - accuracy: 0.8656
Epoch 412/500
450/450 [==============================] - 0s 772us/step - loss: 0.3287 - accuracy: 0.8640
Epoch 413/500
450/450 [==============================] - 0s 761us/step - loss: 0.3286 - accuracy: 0.8650
Epoch 414/500
450/450 [==============================] - 0s 810us/step - loss: 0.3289 - accuracy: 0.8644
Epoch 415/500
450/450 [==============================] - 0s 830us/step - loss: 0.3278 - accuracy: 0.8661
Epoch 416/500
450/450 [==============================] - 0s 770us/step - loss: 0.3284 - accuracy: 0.8662
Epoch 417/500
450/450 [==============================] - 0s 802us/step - loss: 0.3289 - accuracy: 0.8639
Epoch 418/500
450/450 [==============================] - 0s 767us/step - loss: 0.3280 - accuracy: 0.8644
Epoch 419/500
450/450 [==============================] - 0s 763us/step - loss: 0.3284 - accuracy: 0.8649
Epoch 420/500
450/450 [==============================] - 0s 785us/step - loss: 0.3279 - accuracy: 0.8656
Epoch 421/500
450/450 [==============================] - 0s 775us/step - loss: 0.3284 - accuracy: 0.8665
Epoch 422/500
450/450 [==============================] - 0s 763us/step - loss: 0.3285 - accuracy: 0.8668
Epoch 423/500
450/450 [==============================] - 0s 812us/step - loss: 0.3286 - accuracy: 0.8661
Epoch 424/500
450/450 [==============================] - 0s 771us/step - loss: 0.3280 - accuracy: 0.8661
Epoch 425/500
450/450 [==============================] - 0s 793us/step - loss: 0.3288 - accuracy: 0.8656
Epoch 426/500
450/450 [==============================] - 0s 810us/step - loss: 0.3286 - accuracy: 0.8650
Epoch 427/500
450/450 [==============================] - 0s 774us/step - loss: 0.3287 - accuracy: 0.8615
Epoch 428/500
450/450 [==============================] - 0s 806us/step - loss: 0.3279 - accuracy: 0.8653
Epoch 429/500
450/450 [==============================] - 0s 787us/step - loss: 0.3285 - accuracy: 0.8675
Epoch 430/500
450/450 [==============================] - 0s 759us/step - loss: 0.3283 - accuracy: 0.8643
Epoch 431/500
450/450 [==============================] - 0s 801us/step - loss: 0.3279 - accuracy: 0.8656
Epoch 432/500
450/450 [==============================] - 0s 778us/step - loss: 0.3281 - accuracy: 0.8653
Epoch 433/500
450/450 [==============================] - 0s 790us/step - loss: 0.3283 - accuracy: 0.8653
Epoch 434/500
450/450 [==============================] - 0s 815us/step - loss: 0.3283 - accuracy: 0.8656
Epoch 435/500
450/450 [==============================] - 0s 774us/step - loss: 0.3286 - accuracy: 0.8661
Epoch 436/500
450/450 [==============================] - 0s 792us/step - loss: 0.3282 - accuracy: 0.8664
Epoch 437/500
450/450 [==============================] - 0s 764us/step - loss: 0.3281 - accuracy: 0.8665
Epoch 438/500
450/450 [==============================] - 0s 774us/step - loss: 0.3281 - accuracy: 0.8643
Epoch 439/500
450/450 [==============================] - 0s 831us/step - loss: 0.3275 - accuracy: 0.8661
Epoch 440/500
450/450 [==============================] - 0s 772us/step - loss: 0.3280 - accuracy: 0.86720s - loss: 0.3306 - accuracy: 0.86
Epoch 441/500
450/450 [==============================] - 0s 960us/step - loss: 0.3283 - accuracy: 0.8633
Epoch 442/500
450/450 [==============================] - 0s 893us/step - loss: 0.3282 - accuracy: 0.8631
Epoch 443/500
450/450 [==============================] - 0s 779us/step - loss: 0.3284 - accuracy: 0.8660
Epoch 444/500
450/450 [==============================] - 0s 764us/step - loss: 0.3279 - accuracy: 0.8660
Epoch 445/500
450/450 [==============================] - 0s 785us/step - loss: 0.3277 - accuracy: 0.8665
Epoch 446/500
450/450 [==============================] - 0s 774us/step - loss: 0.3279 - accuracy: 0.8650
Epoch 447/500
450/450 [==============================] - 0s 781us/step - loss: 0.3276 - accuracy: 0.8658
Epoch 448/500
450/450 [==============================] - 0s 782us/step - loss: 0.3287 - accuracy: 0.8657
Epoch 449/500
450/450 [==============================] - 0s 780us/step - loss: 0.3279 - accuracy: 0.8678
Epoch 450/500
450/450 [==============================] - 0s 797us/step - loss: 0.3278 - accuracy: 0.8649
Epoch 451/500
450/450 [==============================] - 0s 775us/step - loss: 0.3278 - accuracy: 0.8656
Epoch 452/500
450/450 [==============================] - 0s 782us/step - loss: 0.3279 - accuracy: 0.8651
Epoch 453/500
450/450 [==============================] - 0s 796us/step - loss: 0.3279 - accuracy: 0.8647
Epoch 454/500
450/450 [==============================] - 0s 808us/step - loss: 0.3280 - accuracy: 0.8660
Epoch 455/500
450/450 [==============================] - 0s 789us/step - loss: 0.3277 - accuracy: 0.8650
Epoch 456/500
450/450 [==============================] - 0s 798us/step - loss: 0.3275 - accuracy: 0.86420s - loss: 0.3278 - accuracy: 0.86
Epoch 457/500
450/450 [==============================] - 0s 767us/step - loss: 0.3285 - accuracy: 0.8650
Epoch 458/500
450/450 [==============================] - 0s 767us/step - loss: 0.3272 - accuracy: 0.8646
Epoch 459/500
450/450 [==============================] - 0s 807us/step - loss: 0.3272 - accuracy: 0.8649
Epoch 460/500
450/450 [==============================] - 0s 780us/step - loss: 0.3274 - accuracy: 0.8647
Epoch 461/500
450/450 [==============================] - 0s 793us/step - loss: 0.3279 - accuracy: 0.8636
Epoch 462/500
450/450 [==============================] - 0s 773us/step - loss: 0.3273 - accuracy: 0.8631
Epoch 463/500
450/450 [==============================] - 0s 775us/step - loss: 0.3272 - accuracy: 0.8654
Epoch 464/500
450/450 [==============================] - 0s 799us/step - loss: 0.3272 - accuracy: 0.8654
Epoch 465/500
450/450 [==============================] - 0s 763us/step - loss: 0.3266 - accuracy: 0.8672
Epoch 466/500
450/450 [==============================] - 0s 770us/step - loss: 0.3276 - accuracy: 0.8674
Epoch 467/500
450/450 [==============================] - 0s 924us/step - loss: 0.3276 - accuracy: 0.8651
Epoch 468/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3275 - accuracy: 0.8660
Epoch 469/500
450/450 [==============================] - 0s 827us/step - loss: 0.3281 - accuracy: 0.8646
Epoch 470/500
450/450 [==============================] - 0s 793us/step - loss: 0.3273 - accuracy: 0.8654
Epoch 471/500
450/450 [==============================] - 0s 778us/step - loss: 0.3277 - accuracy: 0.8660
Epoch 472/500
450/450 [==============================] - 0s 789us/step - loss: 0.3271 - accuracy: 0.8650
Epoch 473/500
450/450 [==============================] - 0s 780us/step - loss: 0.3273 - accuracy: 0.8644
Epoch 474/500
450/450 [==============================] - 0s 774us/step - loss: 0.3270 - accuracy: 0.8633
Epoch 475/500
450/450 [==============================] - 0s 806us/step - loss: 0.3278 - accuracy: 0.8644
Epoch 476/500
450/450 [==============================] - 0s 789us/step - loss: 0.3276 - accuracy: 0.8650
Epoch 477/500
450/450 [==============================] - 0s 765us/step - loss: 0.3274 - accuracy: 0.8656
Epoch 478/500
450/450 [==============================] - 0s 786us/step - loss: 0.3272 - accuracy: 0.8654
Epoch 479/500
450/450 [==============================] - 0s 780us/step - loss: 0.3277 - accuracy: 0.8643
Epoch 480/500
450/450 [==============================] - 0s 811us/step - loss: 0.3273 - accuracy: 0.8657
Epoch 481/500
450/450 [==============================] - 0s 807us/step - loss: 0.3282 - accuracy: 0.8647
Epoch 482/500
450/450 [==============================] - 0s 787us/step - loss: 0.3269 - accuracy: 0.8665
Epoch 483/500
450/450 [==============================] - 0s 906us/step - loss: 0.3266 - accuracy: 0.8650
Epoch 484/500
450/450 [==============================] - 0s 779us/step - loss: 0.3275 - accuracy: 0.8661
Epoch 485/500
450/450 [==============================] - 0s 771us/step - loss: 0.3275 - accuracy: 0.8646
Epoch 486/500
450/450 [==============================] - 0s 801us/step - loss: 0.3273 - accuracy: 0.8637
Epoch 487/500
450/450 [==============================] - 0s 774us/step - loss: 0.3268 - accuracy: 0.8654
Epoch 488/500
450/450 [==============================] - 0s 770us/step - loss: 0.3276 - accuracy: 0.8668
Epoch 489/500
450/450 [==============================] - 0s 796us/step - loss: 0.3274 - accuracy: 0.8650
Epoch 490/500
450/450 [==============================] - 0s 767us/step - loss: 0.3271 - accuracy: 0.8637
Epoch 491/500
450/450 [==============================] - 0s 778us/step - loss: 0.3277 - accuracy: 0.8646
Epoch 492/500
450/450 [==============================] - 0s 791us/step - loss: 0.3267 - accuracy: 0.8653
Epoch 493/500
450/450 [==============================] - 0s 777us/step - loss: 0.3271 - accuracy: 0.8640
Epoch 494/500
450/450 [==============================] - 0s 797us/step - loss: 0.3268 - accuracy: 0.8658
Epoch 495/500
450/450 [==============================] - 0s 800us/step - loss: 0.3277 - accuracy: 0.8637
Epoch 496/500
450/450 [==============================] - 0s 773us/step - loss: 0.3267 - accuracy: 0.8635
Epoch 497/500
450/450 [==============================] - 0s 802us/step - loss: 0.3277 - accuracy: 0.8668
Epoch 498/500
450/450 [==============================] - 0s 814us/step - loss: 0.3277 - accuracy: 0.8661
Epoch 499/500
450/450 [==============================] - 0s 823us/step - loss: 0.3273 - accuracy: 0.8665
Epoch 500/500
450/450 [==============================] - 0s 804us/step - loss: 0.3265 - accuracy: 0.8679
Epoch 1/500
450/450 [==============================] - 0s 754us/step - loss: 0.5846 - accuracy: 0.7986
Epoch 2/500
450/450 [==============================] - 0s 836us/step - loss: 0.5155 - accuracy: 0.7986
Epoch 3/500
450/450 [==============================] - 0s 778us/step - loss: 0.5048 - accuracy: 0.7986
Epoch 4/500
450/450 [==============================] - 0s 778us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 5/500
450/450 [==============================] - 0s 771us/step - loss: 0.5025 - accuracy: 0.79860s - loss: 0.4984 - accu
Epoch 6/500
450/450 [==============================] - 0s 754us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 7/500
450/450 [==============================] - 0s 786us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 8/500
450/450 [==============================] - 0s 799us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 9/500
450/450 [==============================] - 0s 757us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 10/500
450/450 [==============================] - 0s 799us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/500
450/450 [==============================] - 0s 758us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 12/500
450/450 [==============================] - 0s 756us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 13/500
450/450 [==============================] - 0s 772us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 14/500
450/450 [==============================] - 0s 759us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/500
450/450 [==============================] - 0s 763us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/500
450/450 [==============================] - 0s 771us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/500
450/450 [==============================] - 0s 752us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 18/500
450/450 [==============================] - 0s 784us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/500
450/450 [==============================] - 0s 759us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 20/500
450/450 [==============================] - 0s 767us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 21/500
450/450 [==============================] - 0s 754us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 22/500
450/450 [==============================] - 0s 780us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/500
450/450 [==============================] - 0s 756us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/500
450/450 [==============================] - 0s 785us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/500
450/450 [==============================] - 0s 751us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 26/500
450/450 [==============================] - 0s 767us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 27/500
450/450 [==============================] - 0s 750us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 28/500
450/450 [==============================] - 0s 796us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 29/500
450/450 [==============================] - 0s 762us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 30/500
450/450 [==============================] - 0s 763us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 31/500
450/450 [==============================] - 0s 767us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 32/500
450/450 [==============================] - 0s 757us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 33/500
450/450 [==============================] - 0s 800us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 34/500
450/450 [==============================] - 0s 755us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 35/500
450/450 [==============================] - 0s 764us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 36/500
450/450 [==============================] - 0s 785us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 37/500
450/450 [==============================] - 0s 775us/step - loss: 0.5008 - accuracy: 0.7986
Epoch 38/500
450/450 [==============================] - 0s 752us/step - loss: 0.5003 - accuracy: 0.7986
Epoch 39/500
450/450 [==============================] - 0s 778us/step - loss: 0.4995 - accuracy: 0.7986
Epoch 40/500
450/450 [==============================] - 0s 766us/step - loss: 0.4984 - accuracy: 0.7986
Epoch 41/500
450/450 [==============================] - 0s 766us/step - loss: 0.4967 - accuracy: 0.7986
Epoch 42/500
450/450 [==============================] - 0s 789us/step - loss: 0.4942 - accuracy: 0.7986
Epoch 43/500
450/450 [==============================] - 0s 771us/step - loss: 0.4903 - accuracy: 0.7986
Epoch 44/500
450/450 [==============================] - 0s 761us/step - loss: 0.4845 - accuracy: 0.7986
Epoch 45/500
450/450 [==============================] - 0s 775us/step - loss: 0.4762 - accuracy: 0.7986
Epoch 46/500
450/450 [==============================] - 0s 773us/step - loss: 0.4660 - accuracy: 0.7986
Epoch 47/500
450/450 [==============================] - 0s 781us/step - loss: 0.4554 - accuracy: 0.7986
Epoch 48/500
450/450 [==============================] - 0s 779us/step - loss: 0.4462 - accuracy: 0.7986
Epoch 49/500
450/450 [==============================] - 0s 821us/step - loss: 0.4393 - accuracy: 0.7986
Epoch 50/500
450/450 [==============================] - 0s 799us/step - loss: 0.4345 - accuracy: 0.7986
Epoch 51/500
450/450 [==============================] - 0s 772us/step - loss: 0.4313 - accuracy: 0.7986
Epoch 52/500
450/450 [==============================] - 0s 765us/step - loss: 0.4292 - accuracy: 0.7986
Epoch 53/500
450/450 [==============================] - 0s 821us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 54/500
450/450 [==============================] - 0s 764us/step - loss: 0.4266 - accuracy: 0.7986
Epoch 55/500
450/450 [==============================] - 0s 764us/step - loss: 0.4257 - accuracy: 0.7986
Epoch 56/500
450/450 [==============================] - 0s 791us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 57/500
450/450 [==============================] - 0s 769us/step - loss: 0.4249 - accuracy: 0.7986
Epoch 58/500
450/450 [==============================] - 0s 769us/step - loss: 0.4245 - accuracy: 0.7986
Epoch 59/500
450/450 [==============================] - 0s 797us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 60/500
450/450 [==============================] - 0s 763us/step - loss: 0.4240 - accuracy: 0.7986
Epoch 61/500
450/450 [==============================] - 0s 773us/step - loss: 0.4238 - accuracy: 0.7986
Epoch 62/500
450/450 [==============================] - 0s 806us/step - loss: 0.4235 - accuracy: 0.7986
Epoch 63/500
450/450 [==============================] - 0s 777us/step - loss: 0.4234 - accuracy: 0.7986
Epoch 64/500
450/450 [==============================] - 0s 793us/step - loss: 0.4233 - accuracy: 0.7986
Epoch 65/500
450/450 [==============================] - 0s 811us/step - loss: 0.4231 - accuracy: 0.7986
Epoch 66/500
450/450 [==============================] - 0s 800us/step - loss: 0.4230 - accuracy: 0.7986
Epoch 67/500
450/450 [==============================] - 0s 806us/step - loss: 0.4228 - accuracy: 0.7986
Epoch 68/500
450/450 [==============================] - 0s 770us/step - loss: 0.4226 - accuracy: 0.7986
Epoch 69/500
450/450 [==============================] - 0s 767us/step - loss: 0.4225 - accuracy: 0.7986
Epoch 70/500
450/450 [==============================] - 0s 790us/step - loss: 0.4224 - accuracy: 0.7986
Epoch 71/500
450/450 [==============================] - 0s 778us/step - loss: 0.4222 - accuracy: 0.7986
Epoch 72/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4217 - accuracy: 0.7986: 0s - loss: 0
Epoch 73/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.7986
Epoch 74/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.7986
Epoch 75/500
450/450 [==============================] - 0s 940us/step - loss: 0.4214 - accuracy: 0.7986
Epoch 76/500
450/450 [==============================] - 0s 897us/step - loss: 0.4210 - accuracy: 0.7986
Epoch 77/500
450/450 [==============================] - 0s 945us/step - loss: 0.4206 - accuracy: 0.79860s - loss: 0.4205 - accuracy: 0.
Epoch 78/500
450/450 [==============================] - 0s 863us/step - loss: 0.4204 - accuracy: 0.7986
Epoch 79/500
450/450 [==============================] - 0s 934us/step - loss: 0.4201 - accuracy: 0.7986
Epoch 80/500
450/450 [==============================] - 0s 917us/step - loss: 0.4198 - accuracy: 0.7986
Epoch 81/500
450/450 [==============================] - 0s 830us/step - loss: 0.4194 - accuracy: 0.7986
Epoch 82/500
450/450 [==============================] - 0s 818us/step - loss: 0.4189 - accuracy: 0.7986
Epoch 83/500
450/450 [==============================] - 0s 878us/step - loss: 0.4186 - accuracy: 0.7986
Epoch 84/500
450/450 [==============================] - 0s 821us/step - loss: 0.4184 - accuracy: 0.7986
Epoch 85/500
450/450 [==============================] - 0s 826us/step - loss: 0.4180 - accuracy: 0.7986
Epoch 86/500
450/450 [==============================] - 0s 933us/step - loss: 0.4179 - accuracy: 0.7986
Epoch 87/500
450/450 [==============================] - 0s 930us/step - loss: 0.4173 - accuracy: 0.7986
Epoch 88/500
450/450 [==============================] - 0s 900us/step - loss: 0.4172 - accuracy: 0.7986
Epoch 89/500
450/450 [==============================] - 0s 791us/step - loss: 0.4167 - accuracy: 0.7986
Epoch 90/500
450/450 [==============================] - 0s 774us/step - loss: 0.4165 - accuracy: 0.7986
Epoch 91/500
450/450 [==============================] - 0s 779us/step - loss: 0.4165 - accuracy: 0.7986
Epoch 92/500
450/450 [==============================] - 0s 773us/step - loss: 0.4161 - accuracy: 0.7986
Epoch 93/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4158 - accuracy: 0.7986
Epoch 94/500
450/450 [==============================] - 0s 791us/step - loss: 0.4151 - accuracy: 0.7986
Epoch 95/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4145 - accuracy: 0.7986
Epoch 96/500
450/450 [==============================] - 0s 861us/step - loss: 0.4138 - accuracy: 0.7986
Epoch 97/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4129 - accuracy: 0.7986
Epoch 98/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4121 - accuracy: 0.7986
Epoch 99/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4112 - accuracy: 0.7986
Epoch 100/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4100 - accuracy: 0.7989
Epoch 101/500
450/450 [==============================] - 0s 972us/step - loss: 0.4086 - accuracy: 0.8008
Epoch 102/500
450/450 [==============================] - 0s 973us/step - loss: 0.4070 - accuracy: 0.8047
Epoch 103/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4058 - accuracy: 0.8129
Epoch 104/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4037 - accuracy: 0.8096
Epoch 105/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4009 - accuracy: 0.7943
Epoch 106/500
450/450 [==============================] - 0s 868us/step - loss: 0.3981 - accuracy: 0.7958
Epoch 107/500
450/450 [==============================] - 0s 1000us/step - loss: 0.3940 - accuracy: 0.8037
Epoch 108/500
450/450 [==============================] - 0s 826us/step - loss: 0.3886 - accuracy: 0.8158
Epoch 109/500
450/450 [==============================] - 0s 872us/step - loss: 0.3836 - accuracy: 0.8224
Epoch 110/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3781 - accuracy: 0.8307
Epoch 111/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3724 - accuracy: 0.8390
Epoch 112/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3680 - accuracy: 0.8451
Epoch 113/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3640 - accuracy: 0.8487
Epoch 114/500
450/450 [==============================] - 0s 919us/step - loss: 0.3606 - accuracy: 0.8539
Epoch 115/500
450/450 [==============================] - 0s 980us/step - loss: 0.3580 - accuracy: 0.8565
Epoch 116/500
450/450 [==============================] - 0s 872us/step - loss: 0.3556 - accuracy: 0.8592
Epoch 117/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3533 - accuracy: 0.8601
Epoch 118/500
450/450 [==============================] - 0s 874us/step - loss: 0.3517 - accuracy: 0.8615
Epoch 119/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3498 - accuracy: 0.8611
Epoch 120/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3485 - accuracy: 0.8617
Epoch 121/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3476 - accuracy: 0.8624
Epoch 122/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3465 - accuracy: 0.8618
Epoch 123/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3456 - accuracy: 0.8606
Epoch 124/500
450/450 [==============================] - 0s 949us/step - loss: 0.3449 - accuracy: 0.8621
Epoch 125/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3444 - accuracy: 0.8612
Epoch 126/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3440 - accuracy: 0.8622
Epoch 127/500
450/450 [==============================] - 0s 988us/step - loss: 0.3435 - accuracy: 0.8622
Epoch 128/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3429 - accuracy: 0.8624
Epoch 129/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3424 - accuracy: 0.8624
Epoch 130/500
450/450 [==============================] - 0s 988us/step - loss: 0.3423 - accuracy: 0.8603
Epoch 131/500
450/450 [==============================] - 0s 967us/step - loss: 0.3421 - accuracy: 0.8614
Epoch 132/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3412 - accuracy: 0.8601
Epoch 133/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3412 - accuracy: 0.8629
Epoch 134/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3408 - accuracy: 0.8604
Epoch 135/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8615
Epoch 136/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8626
Epoch 137/500
450/450 [==============================] - 0s 850us/step - loss: 0.3398 - accuracy: 0.8626
Epoch 138/500
450/450 [==============================] - 0s 865us/step - loss: 0.3397 - accuracy: 0.8611
Epoch 139/500
450/450 [==============================] - 0s 812us/step - loss: 0.3397 - accuracy: 0.8612
Epoch 140/500
450/450 [==============================] - 0s 797us/step - loss: 0.3394 - accuracy: 0.8619
Epoch 141/500
450/450 [==============================] - 0s 817us/step - loss: 0.3391 - accuracy: 0.8611
Epoch 142/500
450/450 [==============================] - 0s 786us/step - loss: 0.3388 - accuracy: 0.8621
Epoch 143/500
450/450 [==============================] - 0s 834us/step - loss: 0.3379 - accuracy: 0.8639
Epoch 144/500
450/450 [==============================] - 0s 846us/step - loss: 0.3388 - accuracy: 0.8618
Epoch 145/500
450/450 [==============================] - 0s 804us/step - loss: 0.3381 - accuracy: 0.8621
Epoch 146/500
450/450 [==============================] - 0s 816us/step - loss: 0.3378 - accuracy: 0.8629
Epoch 147/500
450/450 [==============================] - 0s 798us/step - loss: 0.3379 - accuracy: 0.8618
Epoch 148/500
450/450 [==============================] - 0s 789us/step - loss: 0.3378 - accuracy: 0.8629
Epoch 149/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3373 - accuracy: 0.8621
Epoch 150/500
450/450 [==============================] - 0s 833us/step - loss: 0.3369 - accuracy: 0.8618
Epoch 151/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3369 - accuracy: 0.8636
Epoch 152/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3375 - accuracy: 0.8610
Epoch 153/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3369 - accuracy: 0.8625
Epoch 154/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3371 - accuracy: 0.8626
Epoch 155/500
450/450 [==============================] - 0s 968us/step - loss: 0.3371 - accuracy: 0.8625
Epoch 156/500
450/450 [==============================] - 0s 775us/step - loss: 0.3368 - accuracy: 0.8632
Epoch 157/500
450/450 [==============================] - 0s 910us/step - loss: 0.3362 - accuracy: 0.8619
Epoch 158/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3362 - accuracy: 0.8629
Epoch 159/500
450/450 [==============================] - 0s 908us/step - loss: 0.3365 - accuracy: 0.8632
Epoch 160/500
450/450 [==============================] - 0s 836us/step - loss: 0.3363 - accuracy: 0.8646
Epoch 161/500
450/450 [==============================] - 0s 843us/step - loss: 0.3364 - accuracy: 0.8629
Epoch 162/500
450/450 [==============================] - 0s 806us/step - loss: 0.3361 - accuracy: 0.8635
Epoch 163/500
450/450 [==============================] - 0s 771us/step - loss: 0.3364 - accuracy: 0.8643
Epoch 164/500
450/450 [==============================] - 0s 777us/step - loss: 0.3361 - accuracy: 0.8626
Epoch 165/500
450/450 [==============================] - 0s 800us/step - loss: 0.3353 - accuracy: 0.8635
Epoch 166/500
450/450 [==============================] - 0s 775us/step - loss: 0.3351 - accuracy: 0.8635
Epoch 167/500
450/450 [==============================] - 0s 785us/step - loss: 0.3356 - accuracy: 0.8626
Epoch 168/500
450/450 [==============================] - 0s 813us/step - loss: 0.3355 - accuracy: 0.8614
Epoch 169/500
450/450 [==============================] - 0s 778us/step - loss: 0.3358 - accuracy: 0.8610
Epoch 170/500
450/450 [==============================] - 0s 796us/step - loss: 0.3352 - accuracy: 0.8618
Epoch 171/500
450/450 [==============================] - 0s 804us/step - loss: 0.3356 - accuracy: 0.8631
Epoch 172/500
450/450 [==============================] - 0s 774us/step - loss: 0.3352 - accuracy: 0.8626
Epoch 173/500
450/450 [==============================] - 0s 777us/step - loss: 0.3352 - accuracy: 0.8626
Epoch 174/500
450/450 [==============================] - 0s 822us/step - loss: 0.3351 - accuracy: 0.8631
Epoch 175/500
450/450 [==============================] - 0s 795us/step - loss: 0.3345 - accuracy: 0.8642
Epoch 176/500
450/450 [==============================] - 0s 786us/step - loss: 0.3355 - accuracy: 0.8624
Epoch 177/500
450/450 [==============================] - 0s 783us/step - loss: 0.3347 - accuracy: 0.8624
Epoch 178/500
450/450 [==============================] - 0s 775us/step - loss: 0.3348 - accuracy: 0.8624
Epoch 179/500
450/450 [==============================] - 0s 804us/step - loss: 0.3346 - accuracy: 0.8635
Epoch 180/500
450/450 [==============================] - 0s 791us/step - loss: 0.3342 - accuracy: 0.8646
Epoch 181/500
450/450 [==============================] - 0s 803us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 182/500
450/450 [==============================] - 0s 805us/step - loss: 0.3344 - accuracy: 0.8611
Epoch 183/500
450/450 [==============================] - 0s 765us/step - loss: 0.3342 - accuracy: 0.8637
Epoch 184/500
450/450 [==============================] - 0s 764us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 185/500
450/450 [==============================] - 0s 810us/step - loss: 0.3338 - accuracy: 0.8647
Epoch 186/500
450/450 [==============================] - 0s 772us/step - loss: 0.3340 - accuracy: 0.8626
Epoch 187/500
450/450 [==============================] - 0s 771us/step - loss: 0.3333 - accuracy: 0.8633
Epoch 188/500
450/450 [==============================] - 0s 853us/step - loss: 0.3333 - accuracy: 0.8636
Epoch 189/500
450/450 [==============================] - 0s 773us/step - loss: 0.3332 - accuracy: 0.8628
Epoch 190/500
450/450 [==============================] - 0s 789us/step - loss: 0.3336 - accuracy: 0.8640
Epoch 191/500
450/450 [==============================] - 0s 798us/step - loss: 0.3329 - accuracy: 0.8637
Epoch 192/500
450/450 [==============================] - 0s 778us/step - loss: 0.3332 - accuracy: 0.8626
Epoch 193/500
450/450 [==============================] - 0s 787us/step - loss: 0.3331 - accuracy: 0.8643
Epoch 194/500
450/450 [==============================] - 0s 767us/step - loss: 0.3333 - accuracy: 0.8629
Epoch 195/500
450/450 [==============================] - 0s 778us/step - loss: 0.3331 - accuracy: 0.8642
Epoch 196/500
450/450 [==============================] - 0s 785us/step - loss: 0.3328 - accuracy: 0.8629
Epoch 197/500
450/450 [==============================] - 0s 801us/step - loss: 0.3325 - accuracy: 0.8636
Epoch 198/500
450/450 [==============================] - 0s 787us/step - loss: 0.3331 - accuracy: 0.8640
Epoch 199/500
450/450 [==============================] - 0s 818us/step - loss: 0.3326 - accuracy: 0.8636
Epoch 200/500
450/450 [==============================] - 0s 773us/step - loss: 0.3327 - accuracy: 0.8640
Epoch 201/500
450/450 [==============================] - 0s 779us/step - loss: 0.3328 - accuracy: 0.8653
Epoch 202/500
450/450 [==============================] - 0s 799us/step - loss: 0.3320 - accuracy: 0.8639
Epoch 203/500
450/450 [==============================] - 0s 765us/step - loss: 0.3323 - accuracy: 0.8657
Epoch 204/500
450/450 [==============================] - 0s 776us/step - loss: 0.3324 - accuracy: 0.8646
Epoch 205/500
450/450 [==============================] - 0s 806us/step - loss: 0.3326 - accuracy: 0.8649
Epoch 206/500
450/450 [==============================] - 0s 891us/step - loss: 0.3323 - accuracy: 0.8631
Epoch 207/500
450/450 [==============================] - 0s 857us/step - loss: 0.3322 - accuracy: 0.8662
Epoch 208/500
450/450 [==============================] - 0s 831us/step - loss: 0.3322 - accuracy: 0.8636
Epoch 209/500
450/450 [==============================] - 0s 820us/step - loss: 0.3325 - accuracy: 0.8640
Epoch 210/500
450/450 [==============================] - 0s 810us/step - loss: 0.3317 - accuracy: 0.8660
Epoch 211/500
450/450 [==============================] - 0s 826us/step - loss: 0.3321 - accuracy: 0.8639
Epoch 212/500
450/450 [==============================] - 0s 845us/step - loss: 0.3315 - accuracy: 0.8664
Epoch 213/500
450/450 [==============================] - 0s 799us/step - loss: 0.3312 - accuracy: 0.8649
Epoch 214/500
450/450 [==============================] - 0s 841us/step - loss: 0.3316 - accuracy: 0.8646
Epoch 215/500
450/450 [==============================] - 0s 947us/step - loss: 0.3317 - accuracy: 0.8658
Epoch 216/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8629
Epoch 217/500
450/450 [==============================] - 0s 847us/step - loss: 0.3315 - accuracy: 0.8672
Epoch 218/500
450/450 [==============================] - 0s 849us/step - loss: 0.3312 - accuracy: 0.8665
Epoch 219/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3316 - accuracy: 0.8656
Epoch 220/500
450/450 [==============================] - 0s 960us/step - loss: 0.3316 - accuracy: 0.8657
Epoch 221/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3316 - accuracy: 0.8644
Epoch 222/500
450/450 [==============================] - 0s 814us/step - loss: 0.3314 - accuracy: 0.8658
Epoch 223/500
450/450 [==============================] - 0s 937us/step - loss: 0.3313 - accuracy: 0.8660
Epoch 224/500
450/450 [==============================] - 0s 912us/step - loss: 0.3316 - accuracy: 0.8658
Epoch 225/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3316 - accuracy: 0.8667
Epoch 226/500
450/450 [==============================] - 0s 856us/step - loss: 0.3314 - accuracy: 0.8649
Epoch 227/500
450/450 [==============================] - 0s 907us/step - loss: 0.3310 - accuracy: 0.8667
Epoch 228/500
450/450 [==============================] - 0s 860us/step - loss: 0.3312 - accuracy: 0.8668
Epoch 229/500
450/450 [==============================] - 0s 946us/step - loss: 0.3311 - accuracy: 0.8653
Epoch 230/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8668
Epoch 231/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3313 - accuracy: 0.8653
Epoch 232/500
450/450 [==============================] - 0s 848us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 233/500
450/450 [==============================] - 0s 886us/step - loss: 0.3310 - accuracy: 0.8656
Epoch 234/500
450/450 [==============================] - 0s 837us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 235/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3307 - accuracy: 0.8668
Epoch 236/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3306 - accuracy: 0.8656
Epoch 237/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3306 - accuracy: 0.8660
Epoch 238/500
450/450 [==============================] - 0s 900us/step - loss: 0.3308 - accuracy: 0.8671
Epoch 239/500
450/450 [==============================] - 0s 772us/step - loss: 0.3305 - accuracy: 0.8662
Epoch 240/500
450/450 [==============================] - 0s 968us/step - loss: 0.3309 - accuracy: 0.8657
Epoch 241/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3306 - accuracy: 0.8656
Epoch 242/500
450/450 [==============================] - 0s 936us/step - loss: 0.3309 - accuracy: 0.8665
Epoch 243/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8660
Epoch 244/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3302 - accuracy: 0.8661: 0s - loss: 0.3317 - accuracy
Epoch 245/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8657
Epoch 246/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3301 - accuracy: 0.8683
Epoch 247/500
450/450 [==============================] - 0s 858us/step - loss: 0.3304 - accuracy: 0.8665
Epoch 248/500
450/450 [==============================] - 0s 876us/step - loss: 0.3305 - accuracy: 0.8665
Epoch 249/500
450/450 [==============================] - 0s 815us/step - loss: 0.3305 - accuracy: 0.8669
Epoch 250/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8668
Epoch 251/500
450/450 [==============================] - 0s 844us/step - loss: 0.3299 - accuracy: 0.8662
Epoch 252/500
450/450 [==============================] - 0s 867us/step - loss: 0.3305 - accuracy: 0.8685
Epoch 253/500
450/450 [==============================] - 0s 825us/step - loss: 0.3303 - accuracy: 0.8656
Epoch 254/500
450/450 [==============================] - 0s 773us/step - loss: 0.3299 - accuracy: 0.8672
Epoch 255/500
450/450 [==============================] - 0s 813us/step - loss: 0.3301 - accuracy: 0.8658
Epoch 256/500
450/450 [==============================] - 0s 773us/step - loss: 0.3301 - accuracy: 0.8665
Epoch 257/500
450/450 [==============================] - 0s 780us/step - loss: 0.3301 - accuracy: 0.8653
Epoch 258/500
450/450 [==============================] - 0s 858us/step - loss: 0.3300 - accuracy: 0.8653
Epoch 259/500
450/450 [==============================] - 0s 764us/step - loss: 0.3303 - accuracy: 0.8654
Epoch 260/500
450/450 [==============================] - 0s 807us/step - loss: 0.3300 - accuracy: 0.8662
Epoch 261/500
450/450 [==============================] - 0s 839us/step - loss: 0.3297 - accuracy: 0.8660
Epoch 262/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3295 - accuracy: 0.8665
Epoch 263/500
450/450 [==============================] - 0s 831us/step - loss: 0.3300 - accuracy: 0.8671
Epoch 264/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3296 - accuracy: 0.8658
Epoch 265/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3299 - accuracy: 0.8683
Epoch 266/500
450/450 [==============================] - 0s 775us/step - loss: 0.3299 - accuracy: 0.8660
Epoch 267/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3297 - accuracy: 0.8679
Epoch 268/500
450/450 [==============================] - 0s 986us/step - loss: 0.3297 - accuracy: 0.8667
Epoch 269/500
450/450 [==============================] - 0s 991us/step - loss: 0.3300 - accuracy: 0.8668
Epoch 270/500
450/450 [==============================] - 0s 810us/step - loss: 0.3296 - accuracy: 0.8667
Epoch 271/500
450/450 [==============================] - 0s 860us/step - loss: 0.3294 - accuracy: 0.8658
Epoch 272/500
450/450 [==============================] - 0s 828us/step - loss: 0.3296 - accuracy: 0.8662
Epoch 273/500
450/450 [==============================] - 0s 791us/step - loss: 0.3296 - accuracy: 0.8664
Epoch 274/500
450/450 [==============================] - 0s 805us/step - loss: 0.3293 - accuracy: 0.8653
Epoch 275/500
450/450 [==============================] - 0s 804us/step - loss: 0.3296 - accuracy: 0.8664
Epoch 276/500
450/450 [==============================] - 0s 812us/step - loss: 0.3293 - accuracy: 0.8675
Epoch 277/500
450/450 [==============================] - 0s 794us/step - loss: 0.3289 - accuracy: 0.8668
Epoch 278/500
450/450 [==============================] - 0s 775us/step - loss: 0.3294 - accuracy: 0.8658
Epoch 279/500
450/450 [==============================] - 0s 804us/step - loss: 0.3297 - accuracy: 0.8667
Epoch 280/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3296 - accuracy: 0.8660
Epoch 281/500
450/450 [==============================] - 0s 840us/step - loss: 0.3296 - accuracy: 0.8660
Epoch 282/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3295 - accuracy: 0.8672
Epoch 283/500
450/450 [==============================] - 0s 997us/step - loss: 0.3292 - accuracy: 0.8657
Epoch 284/500
450/450 [==============================] - 0s 909us/step - loss: 0.3294 - accuracy: 0.8661
Epoch 285/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3294 - accuracy: 0.8675
Epoch 286/500
450/450 [==============================] - 0s 804us/step - loss: 0.3295 - accuracy: 0.8679
Epoch 287/500
450/450 [==============================] - 0s 845us/step - loss: 0.3289 - accuracy: 0.8668
Epoch 288/500
450/450 [==============================] - 0s 772us/step - loss: 0.3292 - accuracy: 0.8662
Epoch 289/500
450/450 [==============================] - 0s 771us/step - loss: 0.3294 - accuracy: 0.8675
Epoch 290/500
450/450 [==============================] - 0s 856us/step - loss: 0.3295 - accuracy: 0.8671
Epoch 291/500
450/450 [==============================] - 0s 786us/step - loss: 0.3290 - accuracy: 0.8676
Epoch 292/500
450/450 [==============================] - 0s 779us/step - loss: 0.3289 - accuracy: 0.8671
Epoch 293/500
450/450 [==============================] - 0s 812us/step - loss: 0.3292 - accuracy: 0.8662
Epoch 294/500
450/450 [==============================] - 0s 823us/step - loss: 0.3294 - accuracy: 0.8658
Epoch 295/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8681
Epoch 296/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3290 - accuracy: 0.8657
Epoch 297/500
450/450 [==============================] - 0s 963us/step - loss: 0.3291 - accuracy: 0.8651
Epoch 298/500
450/450 [==============================] - 0s 960us/step - loss: 0.3291 - accuracy: 0.8672
Epoch 299/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3290 - accuracy: 0.8675
Epoch 300/500
450/450 [==============================] - 0s 868us/step - loss: 0.3292 - accuracy: 0.8650
Epoch 301/500
450/450 [==============================] - 0s 866us/step - loss: 0.3292 - accuracy: 0.8675
Epoch 302/500
450/450 [==============================] - 0s 806us/step - loss: 0.3288 - accuracy: 0.8668
Epoch 303/500
450/450 [==============================] - 0s 830us/step - loss: 0.3292 - accuracy: 0.8681
Epoch 304/500
450/450 [==============================] - 0s 932us/step - loss: 0.3287 - accuracy: 0.8671
Epoch 305/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3291 - accuracy: 0.8662
Epoch 306/500
450/450 [==============================] - 0s 879us/step - loss: 0.3292 - accuracy: 0.8658
Epoch 307/500
450/450 [==============================] - 0s 884us/step - loss: 0.3291 - accuracy: 0.8668
Epoch 308/500
450/450 [==============================] - 0s 834us/step - loss: 0.3293 - accuracy: 0.8665
Epoch 309/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8667
Epoch 310/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8671
Epoch 311/500
450/450 [==============================] - 0s 890us/step - loss: 0.3290 - accuracy: 0.8683
Epoch 312/500
450/450 [==============================] - 0s 862us/step - loss: 0.3288 - accuracy: 0.8678
Epoch 313/500
450/450 [==============================] - 0s 884us/step - loss: 0.3291 - accuracy: 0.8671
Epoch 314/500
450/450 [==============================] - 0s 958us/step - loss: 0.3288 - accuracy: 0.8671
Epoch 315/500
450/450 [==============================] - 0s 888us/step - loss: 0.3291 - accuracy: 0.8671
Epoch 316/500
450/450 [==============================] - 0s 868us/step - loss: 0.3286 - accuracy: 0.8687
Epoch 317/500
450/450 [==============================] - 0s 774us/step - loss: 0.3291 - accuracy: 0.8683
Epoch 318/500
450/450 [==============================] - 0s 784us/step - loss: 0.3285 - accuracy: 0.8679
Epoch 319/500
450/450 [==============================] - 0s 836us/step - loss: 0.3288 - accuracy: 0.8682
Epoch 320/500
450/450 [==============================] - 0s 780us/step - loss: 0.3287 - accuracy: 0.8679
Epoch 321/500
450/450 [==============================] - 0s 865us/step - loss: 0.3290 - accuracy: 0.8678
Epoch 322/500
450/450 [==============================] - 0s 771us/step - loss: 0.3284 - accuracy: 0.8685
Epoch 323/500
450/450 [==============================] - 0s 789us/step - loss: 0.3291 - accuracy: 0.8678
Epoch 324/500
450/450 [==============================] - 0s 807us/step - loss: 0.3290 - accuracy: 0.8676
Epoch 325/500
450/450 [==============================] - 0s 788us/step - loss: 0.3284 - accuracy: 0.8672
Epoch 326/500
450/450 [==============================] - 0s 780us/step - loss: 0.3287 - accuracy: 0.8700
Epoch 327/500
450/450 [==============================] - 0s 815us/step - loss: 0.3289 - accuracy: 0.8685
Epoch 328/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8671
Epoch 329/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8675
Epoch 330/500
450/450 [==============================] - 0s 854us/step - loss: 0.3286 - accuracy: 0.8682
Epoch 331/500
450/450 [==============================] - 0s 818us/step - loss: 0.3286 - accuracy: 0.8672
Epoch 332/500
450/450 [==============================] - 0s 849us/step - loss: 0.3284 - accuracy: 0.8679
Epoch 333/500
450/450 [==============================] - 0s 818us/step - loss: 0.3289 - accuracy: 0.8692
Epoch 334/500
450/450 [==============================] - 0s 789us/step - loss: 0.3285 - accuracy: 0.8662
Epoch 335/500
450/450 [==============================] - 0s 825us/step - loss: 0.3287 - accuracy: 0.8685
Epoch 336/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8671
Epoch 337/500
450/450 [==============================] - 0s 855us/step - loss: 0.3286 - accuracy: 0.86820s - loss: 0.3277 - accuracy: 
Epoch 338/500
450/450 [==============================] - 0s 874us/step - loss: 0.3280 - accuracy: 0.8685
Epoch 339/500
450/450 [==============================] - 0s 875us/step - loss: 0.3283 - accuracy: 0.8672
Epoch 340/500
450/450 [==============================] - 0s 976us/step - loss: 0.3288 - accuracy: 0.8690
Epoch 341/500
450/450 [==============================] - 0s 829us/step - loss: 0.3285 - accuracy: 0.8685
Epoch 342/500
450/450 [==============================] - 0s 859us/step - loss: 0.3283 - accuracy: 0.8676
Epoch 343/500
450/450 [==============================] - 0s 805us/step - loss: 0.3284 - accuracy: 0.8681
Epoch 344/500
450/450 [==============================] - 0s 791us/step - loss: 0.3283 - accuracy: 0.8683
Epoch 345/500
450/450 [==============================] - 0s 906us/step - loss: 0.3283 - accuracy: 0.8668
Epoch 346/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3285 - accuracy: 0.8674
Epoch 347/500
450/450 [==============================] - 0s 941us/step - loss: 0.3282 - accuracy: 0.8672
Epoch 348/500
450/450 [==============================] - 0s 788us/step - loss: 0.3282 - accuracy: 0.8682
Epoch 349/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3283 - accuracy: 0.8676
Epoch 350/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3281 - accuracy: 0.8675
Epoch 351/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3282 - accuracy: 0.8685
Epoch 352/500
450/450 [==============================] - 0s 800us/step - loss: 0.3280 - accuracy: 0.8686
Epoch 353/500
450/450 [==============================] - 0s 866us/step - loss: 0.3283 - accuracy: 0.8700
Epoch 354/500
450/450 [==============================] - 0s 853us/step - loss: 0.3279 - accuracy: 0.8700
Epoch 355/500
450/450 [==============================] - 0s 792us/step - loss: 0.3280 - accuracy: 0.8665
Epoch 356/500
450/450 [==============================] - 0s 856us/step - loss: 0.3280 - accuracy: 0.8690
Epoch 357/500
450/450 [==============================] - 0s 959us/step - loss: 0.3279 - accuracy: 0.8664
Epoch 358/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3286 - accuracy: 0.8668
Epoch 359/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3285 - accuracy: 0.8689
Epoch 360/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3283 - accuracy: 0.8676
Epoch 361/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3280 - accuracy: 0.8678
Epoch 362/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3280 - accuracy: 0.8685
Epoch 363/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3282 - accuracy: 0.8682
Epoch 364/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3281 - accuracy: 0.8682
Epoch 365/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3283 - accuracy: 0.8685
Epoch 366/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3279 - accuracy: 0.8671
Epoch 367/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3276 - accuracy: 0.8676
Epoch 368/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3282 - accuracy: 0.8694
Epoch 369/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3281 - accuracy: 0.8681
Epoch 370/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3280 - accuracy: 0.8674
Epoch 371/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3278 - accuracy: 0.8678
Epoch 372/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3280 - accuracy: 0.8681
Epoch 373/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3281 - accuracy: 0.8669
Epoch 374/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3278 - accuracy: 0.8674
Epoch 375/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3280 - accuracy: 0.8672
Epoch 376/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3281 - accuracy: 0.8662
Epoch 377/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3281 - accuracy: 0.8665
Epoch 378/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3277 - accuracy: 0.8681
Epoch 379/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3275 - accuracy: 0.8669
Epoch 380/500
450/450 [==============================] - 0s 832us/step - loss: 0.3282 - accuracy: 0.8674
Epoch 381/500
450/450 [==============================] - 0s 827us/step - loss: 0.3279 - accuracy: 0.8676
Epoch 382/500
450/450 [==============================] - 0s 778us/step - loss: 0.3278 - accuracy: 0.8662
Epoch 383/500
450/450 [==============================] - 0s 788us/step - loss: 0.3279 - accuracy: 0.8681
Epoch 384/500
450/450 [==============================] - 0s 824us/step - loss: 0.3279 - accuracy: 0.8675
Epoch 385/500
450/450 [==============================] - 0s 784us/step - loss: 0.3279 - accuracy: 0.8672
Epoch 386/500
450/450 [==============================] - 0s 799us/step - loss: 0.3278 - accuracy: 0.8667
Epoch 387/500
450/450 [==============================] - 0s 825us/step - loss: 0.3280 - accuracy: 0.8682
Epoch 388/500
450/450 [==============================] - 0s 780us/step - loss: 0.3278 - accuracy: 0.8682
Epoch 389/500
450/450 [==============================] - 0s 798us/step - loss: 0.3279 - accuracy: 0.8679
Epoch 390/500
450/450 [==============================] - 0s 800us/step - loss: 0.3281 - accuracy: 0.8669
Epoch 391/500
450/450 [==============================] - 0s 849us/step - loss: 0.3280 - accuracy: 0.8671
Epoch 392/500
450/450 [==============================] - 0s 818us/step - loss: 0.3281 - accuracy: 0.8658
Epoch 393/500
450/450 [==============================] - 0s 813us/step - loss: 0.3278 - accuracy: 0.8669
Epoch 394/500
450/450 [==============================] - 0s 777us/step - loss: 0.3279 - accuracy: 0.8679
Epoch 395/500
450/450 [==============================] - 0s 797us/step - loss: 0.3274 - accuracy: 0.8674
Epoch 396/500
450/450 [==============================] - 0s 784us/step - loss: 0.3278 - accuracy: 0.8678
Epoch 397/500
450/450 [==============================] - 0s 783us/step - loss: 0.3274 - accuracy: 0.8669
Epoch 398/500
450/450 [==============================] - 0s 842us/step - loss: 0.3282 - accuracy: 0.8675
Epoch 399/500
450/450 [==============================] - 0s 809us/step - loss: 0.3274 - accuracy: 0.8667
Epoch 400/500
450/450 [==============================] - 0s 824us/step - loss: 0.3276 - accuracy: 0.8685
Epoch 401/500
450/450 [==============================] - 0s 791us/step - loss: 0.3280 - accuracy: 0.8676
Epoch 402/500
450/450 [==============================] - 0s 814us/step - loss: 0.3281 - accuracy: 0.8672
Epoch 403/500
450/450 [==============================] - 0s 819us/step - loss: 0.3279 - accuracy: 0.8667
Epoch 404/500
450/450 [==============================] - 0s 774us/step - loss: 0.3278 - accuracy: 0.8671
Epoch 405/500
450/450 [==============================] - 0s 788us/step - loss: 0.3278 - accuracy: 0.8679
Epoch 406/500
450/450 [==============================] - 0s 815us/step - loss: 0.3278 - accuracy: 0.8683
Epoch 407/500
450/450 [==============================] - 0s 798us/step - loss: 0.3283 - accuracy: 0.8672
Epoch 408/500
450/450 [==============================] - 0s 893us/step - loss: 0.3276 - accuracy: 0.8679
Epoch 409/500
450/450 [==============================] - 0s 846us/step - loss: 0.3275 - accuracy: 0.8675
Epoch 410/500
450/450 [==============================] - 0s 837us/step - loss: 0.3280 - accuracy: 0.8669
Epoch 411/500
450/450 [==============================] - 0s 990us/step - loss: 0.3279 - accuracy: 0.8671
Epoch 412/500
450/450 [==============================] - 0s 778us/step - loss: 0.3274 - accuracy: 0.8674
Epoch 413/500
450/450 [==============================] - 0s 775us/step - loss: 0.3278 - accuracy: 0.8671
Epoch 414/500
450/450 [==============================] - 0s 808us/step - loss: 0.3275 - accuracy: 0.8672
Epoch 415/500
450/450 [==============================] - 0s 779us/step - loss: 0.3280 - accuracy: 0.8669
Epoch 416/500
450/450 [==============================] - 0s 801us/step - loss: 0.3278 - accuracy: 0.8674
Epoch 417/500
450/450 [==============================] - 0s 811us/step - loss: 0.3279 - accuracy: 0.8669
Epoch 418/500
450/450 [==============================] - 0s 773us/step - loss: 0.3277 - accuracy: 0.8669
Epoch 419/500
450/450 [==============================] - 0s 831us/step - loss: 0.3274 - accuracy: 0.8664
Epoch 420/500
450/450 [==============================] - 0s 778us/step - loss: 0.3279 - accuracy: 0.8685
Epoch 421/500
450/450 [==============================] - 0s 776us/step - loss: 0.3272 - accuracy: 0.8672
Epoch 422/500
450/450 [==============================] - 0s 925us/step - loss: 0.3271 - accuracy: 0.8667
Epoch 423/500
450/450 [==============================] - 0s 773us/step - loss: 0.3272 - accuracy: 0.8679
Epoch 424/500
450/450 [==============================] - 0s 779us/step - loss: 0.3275 - accuracy: 0.8693
Epoch 425/500
450/450 [==============================] - 0s 828us/step - loss: 0.3280 - accuracy: 0.8679
Epoch 426/500
450/450 [==============================] - 0s 789us/step - loss: 0.3272 - accuracy: 0.8679
Epoch 427/500
450/450 [==============================] - 0s 814us/step - loss: 0.3274 - accuracy: 0.8672
Epoch 428/500
450/450 [==============================] - 0s 777us/step - loss: 0.3279 - accuracy: 0.8676
Epoch 429/500
450/450 [==============================] - 0s 784us/step - loss: 0.3274 - accuracy: 0.8674
Epoch 430/500
450/450 [==============================] - 0s 803us/step - loss: 0.3280 - accuracy: 0.8674
Epoch 431/500
450/450 [==============================] - 0s 780us/step - loss: 0.3279 - accuracy: 0.8683
Epoch 432/500
450/450 [==============================] - 0s 769us/step - loss: 0.3276 - accuracy: 0.8682
Epoch 433/500
450/450 [==============================] - 0s 804us/step - loss: 0.3280 - accuracy: 0.8681
Epoch 434/500
450/450 [==============================] - 0s 783us/step - loss: 0.3274 - accuracy: 0.8683
Epoch 435/500
450/450 [==============================] - 0s 780us/step - loss: 0.3273 - accuracy: 0.8678
Epoch 436/500
450/450 [==============================] - 0s 810us/step - loss: 0.3279 - accuracy: 0.8676
Epoch 437/500
450/450 [==============================] - 0s 834us/step - loss: 0.3280 - accuracy: 0.8675
Epoch 438/500
450/450 [==============================] - 0s 785us/step - loss: 0.3278 - accuracy: 0.8692
Epoch 439/500
450/450 [==============================] - 0s 802us/step - loss: 0.3275 - accuracy: 0.8679
Epoch 440/500
450/450 [==============================] - 0s 785us/step - loss: 0.3274 - accuracy: 0.8686
Epoch 441/500
450/450 [==============================] - 0s 807us/step - loss: 0.3279 - accuracy: 0.8675
Epoch 442/500
450/450 [==============================] - 0s 779us/step - loss: 0.3276 - accuracy: 0.8675
Epoch 443/500
450/450 [==============================] - 0s 778us/step - loss: 0.3276 - accuracy: 0.8662
Epoch 444/500
450/450 [==============================] - 0s 814us/step - loss: 0.3276 - accuracy: 0.8678
Epoch 445/500
450/450 [==============================] - 0s 791us/step - loss: 0.3274 - accuracy: 0.8681
Epoch 446/500
450/450 [==============================] - 0s 785us/step - loss: 0.3277 - accuracy: 0.8665
Epoch 447/500
450/450 [==============================] - 0s 804us/step - loss: 0.3275 - accuracy: 0.8679
Epoch 448/500
450/450 [==============================] - 0s 800us/step - loss: 0.3275 - accuracy: 0.8676
Epoch 449/500
450/450 [==============================] - 0s 767us/step - loss: 0.3277 - accuracy: 0.8690
Epoch 450/500
450/450 [==============================] - 0s 808us/step - loss: 0.3272 - accuracy: 0.8672
Epoch 451/500
450/450 [==============================] - 0s 777us/step - loss: 0.3274 - accuracy: 0.8681
Epoch 452/500
450/450 [==============================] - 0s 795us/step - loss: 0.3276 - accuracy: 0.8675
Epoch 453/500
450/450 [==============================] - 0s 845us/step - loss: 0.3277 - accuracy: 0.8675
Epoch 454/500
450/450 [==============================] - 0s 768us/step - loss: 0.3276 - accuracy: 0.8667
Epoch 455/500
450/450 [==============================] - 0s 798us/step - loss: 0.3274 - accuracy: 0.8685
Epoch 456/500
450/450 [==============================] - 0s 790us/step - loss: 0.3277 - accuracy: 0.8676
Epoch 457/500
450/450 [==============================] - 0s 786us/step - loss: 0.3275 - accuracy: 0.8674
Epoch 458/500
450/450 [==============================] - 0s 777us/step - loss: 0.3276 - accuracy: 0.8669
Epoch 459/500
450/450 [==============================] - 0s 784us/step - loss: 0.3276 - accuracy: 0.8679
Epoch 460/500
450/450 [==============================] - 0s 775us/step - loss: 0.3275 - accuracy: 0.8676
Epoch 461/500
450/450 [==============================] - 0s 810us/step - loss: 0.3276 - accuracy: 0.8671
Epoch 462/500
450/450 [==============================] - 0s 772us/step - loss: 0.3274 - accuracy: 0.8676
Epoch 463/500
450/450 [==============================] - 0s 811us/step - loss: 0.3270 - accuracy: 0.8664
Epoch 464/500
450/450 [==============================] - 0s 771us/step - loss: 0.3275 - accuracy: 0.8678
Epoch 465/500
450/450 [==============================] - 0s 775us/step - loss: 0.3276 - accuracy: 0.8667
Epoch 466/500
450/450 [==============================] - 0s 779us/step - loss: 0.3275 - accuracy: 0.8669
Epoch 467/500
450/450 [==============================] - 0s 813us/step - loss: 0.3276 - accuracy: 0.8668
Epoch 468/500
450/450 [==============================] - 0s 793us/step - loss: 0.3278 - accuracy: 0.8676
Epoch 469/500
450/450 [==============================] - 0s 787us/step - loss: 0.3277 - accuracy: 0.8683
Epoch 470/500
450/450 [==============================] - 0s 805us/step - loss: 0.3273 - accuracy: 0.8669
Epoch 471/500
450/450 [==============================] - 0s 776us/step - loss: 0.3277 - accuracy: 0.8683
Epoch 472/500
450/450 [==============================] - 0s 872us/step - loss: 0.3277 - accuracy: 0.8672
Epoch 473/500
450/450 [==============================] - 0s 771us/step - loss: 0.3271 - accuracy: 0.8674
Epoch 474/500
450/450 [==============================] - 0s 772us/step - loss: 0.3275 - accuracy: 0.8668
Epoch 475/500
450/450 [==============================] - 0s 826us/step - loss: 0.3274 - accuracy: 0.8662
Epoch 476/500
450/450 [==============================] - 0s 803us/step - loss: 0.3272 - accuracy: 0.8675
Epoch 477/500
450/450 [==============================] - 0s 821us/step - loss: 0.3270 - accuracy: 0.8699
Epoch 478/500
450/450 [==============================] - 0s 775us/step - loss: 0.3274 - accuracy: 0.8667
Epoch 479/500
450/450 [==============================] - 0s 774us/step - loss: 0.3276 - accuracy: 0.8678
Epoch 480/500
450/450 [==============================] - 0s 791us/step - loss: 0.3274 - accuracy: 0.8682
Epoch 481/500
450/450 [==============================] - 0s 802us/step - loss: 0.3272 - accuracy: 0.8678
Epoch 482/500
450/450 [==============================] - 0s 775us/step - loss: 0.3271 - accuracy: 0.8671
Epoch 483/500
450/450 [==============================] - 0s 814us/step - loss: 0.3274 - accuracy: 0.8682
Epoch 484/500
450/450 [==============================] - 0s 802us/step - loss: 0.3271 - accuracy: 0.8676
Epoch 485/500
450/450 [==============================] - 0s 774us/step - loss: 0.3281 - accuracy: 0.8678
Epoch 486/500
450/450 [==============================] - 0s 813us/step - loss: 0.3275 - accuracy: 0.8682
Epoch 487/500
450/450 [==============================] - 0s 800us/step - loss: 0.3276 - accuracy: 0.8678
Epoch 488/500
450/450 [==============================] - 0s 780us/step - loss: 0.3276 - accuracy: 0.8675
Epoch 489/500
450/450 [==============================] - 0s 818us/step - loss: 0.3272 - accuracy: 0.8675
Epoch 490/500
450/450 [==============================] - 0s 795us/step - loss: 0.3275 - accuracy: 0.8674
Epoch 491/500
450/450 [==============================] - 0s 810us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 492/500
450/450 [==============================] - 0s 808us/step - loss: 0.3279 - accuracy: 0.8681
Epoch 493/500
450/450 [==============================] - 0s 778us/step - loss: 0.3275 - accuracy: 0.8675
Epoch 494/500
450/450 [==============================] - 0s 855us/step - loss: 0.3272 - accuracy: 0.8665
Epoch 495/500
450/450 [==============================] - 0s 797us/step - loss: 0.3273 - accuracy: 0.8693
Epoch 496/500
450/450 [==============================] - 0s 786us/step - loss: 0.3275 - accuracy: 0.8683
Epoch 497/500
450/450 [==============================] - 0s 803us/step - loss: 0.3277 - accuracy: 0.8676
Epoch 498/500
450/450 [==============================] - 0s 786us/step - loss: 0.3277 - accuracy: 0.8681
Epoch 499/500
450/450 [==============================] - 0s 776us/step - loss: 0.3276 - accuracy: 0.8675
Epoch 500/500
450/450 [==============================] - 0s 801us/step - loss: 0.3275 - accuracy: 0.8662
Epoch 1/500
450/450 [==============================] - 0s 759us/step - loss: 0.5863 - accuracy: 0.7957
Epoch 2/500
450/450 [==============================] - 0s 822us/step - loss: 0.5181 - accuracy: 0.7964
Epoch 3/500
450/450 [==============================] - 0s 768us/step - loss: 0.5079 - accuracy: 0.7964
Epoch 4/500
450/450 [==============================] - 0s 777us/step - loss: 0.5060 - accuracy: 0.7964
Epoch 5/500
450/450 [==============================] - 0s 762us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 6/500
450/450 [==============================] - 0s 761us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 7/500
450/450 [==============================] - 0s 791us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 8/500
450/450 [==============================] - 0s 753us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 9/500
450/450 [==============================] - 0s 774us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 10/500
450/450 [==============================] - 0s 797us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 11/500
450/450 [==============================] - 0s 773us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 12/500
450/450 [==============================] - 0s 762us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 13/500
450/450 [==============================] - 0s 798us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 14/500
450/450 [==============================] - 0s 765us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 15/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 16/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 17/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 18/500
450/450 [==============================] - 0s 922us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 19/500
450/450 [==============================] - 0s 835us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 20/500
450/450 [==============================] - 0s 831us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 21/500
450/450 [==============================] - 0s 786us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 22/500
450/450 [==============================] - 0s 803us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 23/500
450/450 [==============================] - 0s 869us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 24/500
450/450 [==============================] - 0s 800us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 25/500
450/450 [==============================] - 0s 817us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 26/500
450/450 [==============================] - 0s 784us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 27/500
450/450 [==============================] - 0s 816us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 28/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 29/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 30/500
450/450 [==============================] - 0s 889us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 31/500
450/450 [==============================] - 0s 854us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 32/500
450/450 [==============================] - 0s 836us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 33/500
450/450 [==============================] - 0s 823us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 34/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 35/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5054 - accuracy: 0.7964: 0s - loss: 0.5053 - accuracy: 
Epoch 36/500
450/450 [==============================] - 0s 958us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 37/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 38/500
450/450 [==============================] - 0s 943us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 39/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 40/500
450/450 [==============================] - 0s 991us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 41/500
450/450 [==============================] - 0s 858us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 42/500
450/450 [==============================] - 0s 837us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 43/500
450/450 [==============================] - 0s 798us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 44/500
450/450 [==============================] - 0s 807us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 45/500
450/450 [==============================] - 0s 765us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 46/500
450/450 [==============================] - 0s 772us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 47/500
450/450 [==============================] - 0s 841us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 48/500
450/450 [==============================] - 0s 801us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 49/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 50/500
450/450 [==============================] - 0s 799us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 51/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 52/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 53/500
450/450 [==============================] - 0s 975us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 54/500
450/450 [==============================] - 0s 919us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 55/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 56/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 57/500
450/450 [==============================] - 0s 874us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 58/500
450/450 [==============================] - 0s 774us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 59/500
450/450 [==============================] - 0s 796us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 60/500
450/450 [==============================] - 0s 801us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 61/500
450/450 [==============================] - 0s 818us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 62/500
450/450 [==============================] - 0s 790us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 63/500
450/450 [==============================] - 0s 781us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 64/500
450/450 [==============================] - 0s 822us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 65/500
450/450 [==============================] - 0s 804us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 66/500
450/450 [==============================] - 0s 761us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 67/500
450/450 [==============================] - 0s 873us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 68/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7964
Epoch 69/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7964
Epoch 70/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5051 - accuracy: 0.7964: 0s - loss: 0.5119 - accuracy: 
Epoch 71/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5051 - accuracy: 0.7964
Epoch 72/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5050 - accuracy: 0.7964
Epoch 73/500
450/450 [==============================] - 0s 849us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 74/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5048 - accuracy: 0.7964
Epoch 75/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5046 - accuracy: 0.7964: 0s - loss: 0.5059 - accuracy: 0.79
Epoch 76/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5044 - accuracy: 0.7964
Epoch 77/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5041 - accuracy: 0.7964
Epoch 78/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5038 - accuracy: 0.7964
Epoch 79/500
450/450 [==============================] - 0s 872us/step - loss: 0.5032 - accuracy: 0.7964
Epoch 80/500
450/450 [==============================] - 0s 938us/step - loss: 0.5024 - accuracy: 0.7964
Epoch 81/500
450/450 [==============================] - 0s 999us/step - loss: 0.5013 - accuracy: 0.7964
Epoch 82/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4996 - accuracy: 0.7964
Epoch 83/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4970 - accuracy: 0.7964
Epoch 84/500
450/450 [==============================] - 0s 996us/step - loss: 0.4933 - accuracy: 0.7964
Epoch 85/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4878 - accuracy: 0.7964
Epoch 86/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4803 - accuracy: 0.7964
Epoch 87/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4708 - accuracy: 0.7964
Epoch 88/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4608 - accuracy: 0.7964: 0s - loss: 0.4597 - accuracy: 0.79
Epoch 89/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7964
Epoch 90/500
450/450 [==============================] - 0s 853us/step - loss: 0.4448 - accuracy: 0.7964
Epoch 91/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7964
Epoch 92/500
450/450 [==============================] - 0s 921us/step - loss: 0.4366 - accuracy: 0.7964
Epoch 93/500
450/450 [==============================] - 0s 875us/step - loss: 0.4342 - accuracy: 0.7964
Epoch 94/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4325 - accuracy: 0.7964
Epoch 95/500
450/450 [==============================] - 0s 796us/step - loss: 0.4312 - accuracy: 0.7964
Epoch 96/500
450/450 [==============================] - 0s 757us/step - loss: 0.4299 - accuracy: 0.7964
Epoch 97/500
450/450 [==============================] - 0s 804us/step - loss: 0.4288 - accuracy: 0.7964
Epoch 98/500
450/450 [==============================] - 0s 763us/step - loss: 0.4275 - accuracy: 0.7964
Epoch 99/500
450/450 [==============================] - 0s 860us/step - loss: 0.4262 - accuracy: 0.7964
Epoch 100/500
450/450 [==============================] - 0s 900us/step - loss: 0.4244 - accuracy: 0.7964
Epoch 101/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.7964
Epoch 102/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4200 - accuracy: 0.7964
Epoch 103/500
450/450 [==============================] - 0s 950us/step - loss: 0.4172 - accuracy: 0.7964
Epoch 104/500
450/450 [==============================] - 0s 854us/step - loss: 0.4138 - accuracy: 0.7964
Epoch 105/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4105 - accuracy: 0.7964
Epoch 106/500
450/450 [==============================] - 0s 977us/step - loss: 0.4072 - accuracy: 0.7964
Epoch 107/500
450/450 [==============================] - 0s 819us/step - loss: 0.4038 - accuracy: 0.7964
Epoch 108/500
450/450 [==============================] - 0s 770us/step - loss: 0.4009 - accuracy: 0.7964
Epoch 109/500
450/450 [==============================] - 0s 761us/step - loss: 0.3980 - accuracy: 0.7964
Epoch 110/500
450/450 [==============================] - 0s 758us/step - loss: 0.3948 - accuracy: 0.8071
Epoch 111/500
450/450 [==============================] - 0s 750us/step - loss: 0.3916 - accuracy: 0.8274
Epoch 112/500
450/450 [==============================] - 0s 765us/step - loss: 0.3877 - accuracy: 0.8321
Epoch 113/500
450/450 [==============================] - 0s 775us/step - loss: 0.3843 - accuracy: 0.8357
Epoch 114/500
450/450 [==============================] - 0s 754us/step - loss: 0.3814 - accuracy: 0.8376
Epoch 115/500
450/450 [==============================] - 0s 761us/step - loss: 0.3784 - accuracy: 0.8403
Epoch 116/500
450/450 [==============================] - 0s 758us/step - loss: 0.3760 - accuracy: 0.8453
Epoch 117/500
450/450 [==============================] - 0s 799us/step - loss: 0.3732 - accuracy: 0.8469
Epoch 118/500
450/450 [==============================] - 0s 762us/step - loss: 0.3699 - accuracy: 0.8497
Epoch 119/500
450/450 [==============================] - 0s 774us/step - loss: 0.3674 - accuracy: 0.8536
Epoch 120/500
450/450 [==============================] - 0s 914us/step - loss: 0.3652 - accuracy: 0.8526
Epoch 121/500
450/450 [==============================] - 0s 989us/step - loss: 0.3628 - accuracy: 0.8522
Epoch 122/500
450/450 [==============================] - 0s 823us/step - loss: 0.3603 - accuracy: 0.8544
Epoch 123/500
450/450 [==============================] - 0s 880us/step - loss: 0.3585 - accuracy: 0.8553
Epoch 124/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3568 - accuracy: 0.8579
Epoch 125/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3551 - accuracy: 0.8571
Epoch 126/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3537 - accuracy: 0.8567
Epoch 127/500
450/450 [==============================] - 0s 862us/step - loss: 0.3521 - accuracy: 0.8578
Epoch 128/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3508 - accuracy: 0.8576
Epoch 129/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3499 - accuracy: 0.8587
Epoch 130/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3489 - accuracy: 0.8581
Epoch 131/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3480 - accuracy: 0.8596
Epoch 132/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3462 - accuracy: 0.8607
Epoch 133/500
450/450 [==============================] - 0s 790us/step - loss: 0.3469 - accuracy: 0.8615
Epoch 134/500
450/450 [==============================] - 0s 813us/step - loss: 0.3454 - accuracy: 0.8600
Epoch 135/500
450/450 [==============================] - 0s 882us/step - loss: 0.3448 - accuracy: 0.8603
Epoch 136/500
450/450 [==============================] - 0s 836us/step - loss: 0.3440 - accuracy: 0.8604
Epoch 137/500
450/450 [==============================] - 0s 886us/step - loss: 0.3441 - accuracy: 0.8607
Epoch 138/500
450/450 [==============================] - 0s 864us/step - loss: 0.3437 - accuracy: 0.8604
Epoch 139/500
450/450 [==============================] - 0s 950us/step - loss: 0.3426 - accuracy: 0.8615
Epoch 140/500
450/450 [==============================] - 0s 877us/step - loss: 0.3427 - accuracy: 0.8635
Epoch 141/500
450/450 [==============================] - 0s 742us/step - loss: 0.3417 - accuracy: 0.8610
Epoch 142/500
450/450 [==============================] - 0s 739us/step - loss: 0.3416 - accuracy: 0.8586
Epoch 143/500
450/450 [==============================] - 0s 751us/step - loss: 0.3416 - accuracy: 0.8603
Epoch 144/500
450/450 [==============================] - 0s 971us/step - loss: 0.3415 - accuracy: 0.8600
Epoch 145/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3413 - accuracy: 0.8603
Epoch 146/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3412 - accuracy: 0.8607
Epoch 147/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3408 - accuracy: 0.8610
Epoch 148/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3401 - accuracy: 0.8631
Epoch 149/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3406 - accuracy: 0.8624: 0s - loss: 0.3361 - 
Epoch 150/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3394 - accuracy: 0.8600
Epoch 151/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3404 - accuracy: 0.8624
Epoch 152/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3395 - accuracy: 0.8608
Epoch 153/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3397 - accuracy: 0.8629
Epoch 154/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3396 - accuracy: 0.8624
Epoch 155/500
450/450 [==============================] - 0s 961us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 156/500
450/450 [==============================] - 0s 984us/step - loss: 0.3403 - accuracy: 0.8604
Epoch 157/500
450/450 [==============================] - 0s 871us/step - loss: 0.3395 - accuracy: 0.8640
Epoch 158/500
450/450 [==============================] - 0s 867us/step - loss: 0.3391 - accuracy: 0.8647
Epoch 159/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3393 - accuracy: 0.8629
Epoch 160/500
450/450 [==============================] - 0s 914us/step - loss: 0.3396 - accuracy: 0.8614
Epoch 161/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3392 - accuracy: 0.8622
Epoch 162/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3388 - accuracy: 0.8614
Epoch 163/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3393 - accuracy: 0.8643
Epoch 164/500
450/450 [==============================] - 0s 956us/step - loss: 0.3385 - accuracy: 0.8635
Epoch 165/500
450/450 [==============================] - 0s 863us/step - loss: 0.3381 - accuracy: 0.8628
Epoch 166/500
450/450 [==============================] - 0s 802us/step - loss: 0.3381 - accuracy: 0.8639
Epoch 167/500
450/450 [==============================] - 0s 896us/step - loss: 0.3385 - accuracy: 0.8621
Epoch 168/500
450/450 [==============================] - 0s 786us/step - loss: 0.3388 - accuracy: 0.8614
Epoch 169/500
450/450 [==============================] - 0s 790us/step - loss: 0.3386 - accuracy: 0.8619
Epoch 170/500
450/450 [==============================] - 0s 774us/step - loss: 0.3387 - accuracy: 0.8626
Epoch 171/500
450/450 [==============================] - 0s 751us/step - loss: 0.3381 - accuracy: 0.8639
Epoch 172/500
450/450 [==============================] - 0s 763us/step - loss: 0.3382 - accuracy: 0.8608
Epoch 173/500
450/450 [==============================] - 0s 916us/step - loss: 0.3381 - accuracy: 0.8658
Epoch 174/500
450/450 [==============================] - 0s 780us/step - loss: 0.3377 - accuracy: 0.8629
Epoch 175/500
450/450 [==============================] - 0s 929us/step - loss: 0.3383 - accuracy: 0.8633
Epoch 176/500
450/450 [==============================] - 0s 977us/step - loss: 0.3380 - accuracy: 0.8636
Epoch 177/500
450/450 [==============================] - 0s 780us/step - loss: 0.3380 - accuracy: 0.8631
Epoch 178/500
450/450 [==============================] - 0s 975us/step - loss: 0.3377 - accuracy: 0.8653
Epoch 179/500
450/450 [==============================] - 0s 873us/step - loss: 0.3383 - accuracy: 0.8636
Epoch 180/500
450/450 [==============================] - 0s 902us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 181/500
450/450 [==============================] - 0s 861us/step - loss: 0.3378 - accuracy: 0.8644
Epoch 182/500
450/450 [==============================] - 0s 788us/step - loss: 0.3380 - accuracy: 0.8629
Epoch 183/500
450/450 [==============================] - 0s 908us/step - loss: 0.3376 - accuracy: 0.8615
Epoch 184/500
450/450 [==============================] - 0s 840us/step - loss: 0.3381 - accuracy: 0.8622
Epoch 185/500
450/450 [==============================] - 0s 874us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 186/500
450/450 [==============================] - 0s 838us/step - loss: 0.3368 - accuracy: 0.8636
Epoch 187/500
450/450 [==============================] - 0s 881us/step - loss: 0.3378 - accuracy: 0.8612
Epoch 188/500
450/450 [==============================] - 0s 841us/step - loss: 0.3376 - accuracy: 0.8624
Epoch 189/500
450/450 [==============================] - 0s 896us/step - loss: 0.3376 - accuracy: 0.8646
Epoch 190/500
450/450 [==============================] - 0s 848us/step - loss: 0.3368 - accuracy: 0.8636
Epoch 191/500
450/450 [==============================] - 0s 875us/step - loss: 0.3372 - accuracy: 0.8624
Epoch 192/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3372 - accuracy: 0.8644: 0s - loss: 0
Epoch 193/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3378 - accuracy: 0.8628
Epoch 194/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3378 - accuracy: 0.8635
Epoch 195/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3375 - accuracy: 0.8642
Epoch 196/500
450/450 [==============================] - 0s 960us/step - loss: 0.3373 - accuracy: 0.8637
Epoch 197/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3368 - accuracy: 0.8647
Epoch 198/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3374 - accuracy: 0.8636
Epoch 199/500
450/450 [==============================] - 0s 961us/step - loss: 0.3376 - accuracy: 0.8618
Epoch 200/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3374 - accuracy: 0.8639
Epoch 201/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3376 - accuracy: 0.8647
Epoch 202/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3374 - accuracy: 0.8631: 0s - loss: 0.3353 - accu
Epoch 203/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3369 - accuracy: 0.8617
Epoch 204/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3376 - accuracy: 0.8642
Epoch 205/500
450/450 [==============================] - 0s 880us/step - loss: 0.3376 - accuracy: 0.8646
Epoch 206/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3365 - accuracy: 0.8639: 0s - loss:
Epoch 207/500
450/450 [==============================] - 0s 920us/step - loss: 0.3374 - accuracy: 0.8626
Epoch 208/500
450/450 [==============================] - 0s 950us/step - loss: 0.3372 - accuracy: 0.8640
Epoch 209/500
450/450 [==============================] - 0s 950us/step - loss: 0.3373 - accuracy: 0.8642
Epoch 210/500
450/450 [==============================] - 0s 942us/step - loss: 0.3370 - accuracy: 0.8640
Epoch 211/500
450/450 [==============================] - 0s 961us/step - loss: 0.3374 - accuracy: 0.8644
Epoch 212/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3369 - accuracy: 0.8646
Epoch 213/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3376 - accuracy: 0.8632
Epoch 214/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3375 - accuracy: 0.8631
Epoch 215/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3371 - accuracy: 0.8644
Epoch 216/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3377 - accuracy: 0.8657
Epoch 217/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3372 - accuracy: 0.8644
Epoch 218/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3371 - accuracy: 0.8642
Epoch 219/500
450/450 [==============================] - 0s 792us/step - loss: 0.3371 - accuracy: 0.8653
Epoch 220/500
450/450 [==============================] - 0s 756us/step - loss: 0.3368 - accuracy: 0.8644
Epoch 221/500
450/450 [==============================] - 0s 829us/step - loss: 0.3373 - accuracy: 0.8640
Epoch 222/500
450/450 [==============================] - 0s 845us/step - loss: 0.3368 - accuracy: 0.8643
Epoch 223/500
450/450 [==============================] - 0s 805us/step - loss: 0.3371 - accuracy: 0.8639
Epoch 224/500
450/450 [==============================] - 0s 833us/step - loss: 0.3369 - accuracy: 0.8639
Epoch 225/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3365 - accuracy: 0.8644
Epoch 226/500
450/450 [==============================] - 0s 851us/step - loss: 0.3369 - accuracy: 0.8644
Epoch 227/500
450/450 [==============================] - 0s 799us/step - loss: 0.3364 - accuracy: 0.8649
Epoch 228/500
450/450 [==============================] - 0s 872us/step - loss: 0.3372 - accuracy: 0.8636
Epoch 229/500
450/450 [==============================] - 0s 950us/step - loss: 0.3369 - accuracy: 0.8617
Epoch 230/500
450/450 [==============================] - 0s 888us/step - loss: 0.3361 - accuracy: 0.8644
Epoch 231/500
450/450 [==============================] - 0s 807us/step - loss: 0.3361 - accuracy: 0.8637
Epoch 232/500
450/450 [==============================] - 0s 798us/step - loss: 0.3366 - accuracy: 0.8629
Epoch 233/500
450/450 [==============================] - 0s 797us/step - loss: 0.3363 - accuracy: 0.8636
Epoch 234/500
450/450 [==============================] - 0s 825us/step - loss: 0.3367 - accuracy: 0.8657
Epoch 235/500
450/450 [==============================] - 0s 958us/step - loss: 0.3366 - accuracy: 0.8637
Epoch 236/500
450/450 [==============================] - 0s 855us/step - loss: 0.3368 - accuracy: 0.8656
Epoch 237/500
450/450 [==============================] - 0s 887us/step - loss: 0.3370 - accuracy: 0.8637
Epoch 238/500
450/450 [==============================] - 0s 793us/step - loss: 0.3362 - accuracy: 0.8644
Epoch 239/500
450/450 [==============================] - 0s 802us/step - loss: 0.3363 - accuracy: 0.8643
Epoch 240/500
450/450 [==============================] - 0s 825us/step - loss: 0.3371 - accuracy: 0.8651
Epoch 241/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3363 - accuracy: 0.8639
Epoch 242/500
450/450 [==============================] - 0s 837us/step - loss: 0.3364 - accuracy: 0.8643
Epoch 243/500
450/450 [==============================] - 0s 843us/step - loss: 0.3365 - accuracy: 0.8661
Epoch 244/500
450/450 [==============================] - 0s 847us/step - loss: 0.3366 - accuracy: 0.8653
Epoch 245/500
450/450 [==============================] - 0s 831us/step - loss: 0.3366 - accuracy: 0.8643
Epoch 246/500
450/450 [==============================] - 0s 786us/step - loss: 0.3363 - accuracy: 0.8664
Epoch 247/500
450/450 [==============================] - 0s 812us/step - loss: 0.3362 - accuracy: 0.8626
Epoch 248/500
450/450 [==============================] - 0s 790us/step - loss: 0.3367 - accuracy: 0.8642
Epoch 249/500
450/450 [==============================] - 0s 964us/step - loss: 0.3366 - accuracy: 0.8631
Epoch 250/500
450/450 [==============================] - 0s 848us/step - loss: 0.3368 - accuracy: 0.8633
Epoch 251/500
450/450 [==============================] - 0s 804us/step - loss: 0.3349 - accuracy: 0.8660
Epoch 252/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3365 - accuracy: 0.8654
Epoch 253/500
450/450 [==============================] - 0s 950us/step - loss: 0.3366 - accuracy: 0.8629
Epoch 254/500
450/450 [==============================] - 0s 891us/step - loss: 0.3368 - accuracy: 0.8646
Epoch 255/500
450/450 [==============================] - 0s 856us/step - loss: 0.3365 - accuracy: 0.8635
Epoch 256/500
450/450 [==============================] - 0s 832us/step - loss: 0.3363 - accuracy: 0.8633
Epoch 257/500
450/450 [==============================] - 0s 995us/step - loss: 0.3358 - accuracy: 0.8647
Epoch 258/500
450/450 [==============================] - 0s 777us/step - loss: 0.3363 - accuracy: 0.8640
Epoch 259/500
450/450 [==============================] - 0s 824us/step - loss: 0.3362 - accuracy: 0.8660
Epoch 260/500
450/450 [==============================] - 0s 780us/step - loss: 0.3361 - accuracy: 0.8639
Epoch 261/500
450/450 [==============================] - 0s 990us/step - loss: 0.3361 - accuracy: 0.8635
Epoch 262/500
450/450 [==============================] - 0s 780us/step - loss: 0.3363 - accuracy: 0.8647
Epoch 263/500
450/450 [==============================] - 0s 803us/step - loss: 0.3370 - accuracy: 0.8631
Epoch 264/500
450/450 [==============================] - 0s 757us/step - loss: 0.3361 - accuracy: 0.8636
Epoch 265/500
450/450 [==============================] - 0s 934us/step - loss: 0.3368 - accuracy: 0.8647
Epoch 266/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3367 - accuracy: 0.8642
Epoch 267/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8649
Epoch 268/500
450/450 [==============================] - 0s 934us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 269/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3365 - accuracy: 0.8631
Epoch 270/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3369 - accuracy: 0.8637: 0s - loss: 0.343
Epoch 271/500
450/450 [==============================] - 0s 929us/step - loss: 0.3366 - accuracy: 0.8619
Epoch 272/500
450/450 [==============================] - 0s 799us/step - loss: 0.3364 - accuracy: 0.8636
Epoch 273/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8626: 0s - loss: 0.3429 - accu
Epoch 274/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3365 - accuracy: 0.8642
Epoch 275/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3364 - accuracy: 0.8642
Epoch 276/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3360 - accuracy: 0.8656
Epoch 277/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8640
Epoch 278/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3361 - accuracy: 0.8635
Epoch 279/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3366 - accuracy: 0.8631
Epoch 280/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3341 - accuracy: 0.8658
Epoch 281/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3353 - accuracy: 0.8611
Epoch 282/500
450/450 [==============================] - 2s 4ms/step - loss: 0.3356 - accuracy: 0.8636: 0s - loss: 0.3381 - accuracy: 0.
Epoch 283/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3358 - accuracy: 0.8649
Epoch 284/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3366 - accuracy: 0.8647
Epoch 285/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3364 - accuracy: 0.8610
Epoch 286/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3359 - accuracy: 0.8647: 0s - loss: 0.3
Epoch 287/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3366 - accuracy: 0.8635: 0s - loss: 0.3380 - accuracy
Epoch 288/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3358 - accuracy: 0.8665
Epoch 289/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3364 - accuracy: 0.8640
Epoch 290/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3360 - accuracy: 0.8654
Epoch 291/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3364 - accuracy: 0.8646
Epoch 292/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3362 - accuracy: 0.8622
Epoch 293/500
450/450 [==============================] - 2s 4ms/step - loss: 0.3360 - accuracy: 0.8653
Epoch 294/500
450/450 [==============================] - 2s 5ms/step - loss: 0.3360 - accuracy: 0.8646
Epoch 295/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3361 - accuracy: 0.8631
Epoch 296/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3358 - accuracy: 0.8632
Epoch 297/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3360 - accuracy: 0.8631
Epoch 298/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3360 - accuracy: 0.8651
Epoch 299/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8658
Epoch 300/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8644
Epoch 301/500
450/450 [==============================] - 0s 959us/step - loss: 0.3356 - accuracy: 0.8647
Epoch 302/500
450/450 [==============================] - 0s 887us/step - loss: 0.3356 - accuracy: 0.8637
Epoch 303/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3359 - accuracy: 0.8636
Epoch 304/500
450/450 [==============================] - 0s 847us/step - loss: 0.3355 - accuracy: 0.8650
Epoch 305/500
450/450 [==============================] - 0s 870us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 306/500
450/450 [==============================] - 0s 842us/step - loss: 0.3357 - accuracy: 0.8643
Epoch 307/500
450/450 [==============================] - 0s 784us/step - loss: 0.3354 - accuracy: 0.8653
Epoch 308/500
450/450 [==============================] - 0s 820us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 309/500
450/450 [==============================] - 0s 771us/step - loss: 0.3356 - accuracy: 0.8633
Epoch 310/500
450/450 [==============================] - 0s 821us/step - loss: 0.3360 - accuracy: 0.8633
Epoch 311/500
450/450 [==============================] - 0s 798us/step - loss: 0.3347 - accuracy: 0.8631
Epoch 312/500
450/450 [==============================] - 0s 815us/step - loss: 0.3365 - accuracy: 0.8635
Epoch 313/500
450/450 [==============================] - 0s 822us/step - loss: 0.3360 - accuracy: 0.8647
Epoch 314/500
450/450 [==============================] - 0s 828us/step - loss: 0.3355 - accuracy: 0.8650
Epoch 315/500
450/450 [==============================] - 0s 809us/step - loss: 0.3360 - accuracy: 0.8646
Epoch 316/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3359 - accuracy: 0.8642
Epoch 317/500
450/450 [==============================] - 0s 812us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 318/500
450/450 [==============================] - 0s 919us/step - loss: 0.3356 - accuracy: 0.8635
Epoch 319/500
450/450 [==============================] - 0s 821us/step - loss: 0.3354 - accuracy: 0.8656
Epoch 320/500
450/450 [==============================] - 0s 834us/step - loss: 0.3350 - accuracy: 0.8642
Epoch 321/500
450/450 [==============================] - 0s 809us/step - loss: 0.3355 - accuracy: 0.8628
Epoch 322/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8644
Epoch 323/500
450/450 [==============================] - 0s 955us/step - loss: 0.3360 - accuracy: 0.8632
Epoch 324/500
450/450 [==============================] - 0s 837us/step - loss: 0.3349 - accuracy: 0.8669
Epoch 325/500
450/450 [==============================] - 0s 785us/step - loss: 0.3354 - accuracy: 0.8646
Epoch 326/500
450/450 [==============================] - 0s 788us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 327/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8644
Epoch 328/500
450/450 [==============================] - 0s 795us/step - loss: 0.3354 - accuracy: 0.8646
Epoch 329/500
450/450 [==============================] - 0s 819us/step - loss: 0.3353 - accuracy: 0.8628
Epoch 330/500
450/450 [==============================] - 0s 837us/step - loss: 0.3357 - accuracy: 0.8650
Epoch 331/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8642
Epoch 332/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8650
Epoch 333/500
450/450 [==============================] - 0s 778us/step - loss: 0.3358 - accuracy: 0.8618
Epoch 334/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3356 - accuracy: 0.8626
Epoch 335/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3352 - accuracy: 0.8643: 0s - loss: 0.3
Epoch 336/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3356 - accuracy: 0.8633: 1s
Epoch 337/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3359 - accuracy: 0.8636
Epoch 338/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8647
Epoch 339/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3355 - accuracy: 0.8635
Epoch 340/500
450/450 [==============================] - 0s 983us/step - loss: 0.3352 - accuracy: 0.8646
Epoch 341/500
450/450 [==============================] - 0s 940us/step - loss: 0.3356 - accuracy: 0.8650
Epoch 342/500
450/450 [==============================] - 0s 940us/step - loss: 0.3361 - accuracy: 0.8642
Epoch 343/500
450/450 [==============================] - 0s 947us/step - loss: 0.3357 - accuracy: 0.8656
Epoch 344/500
450/450 [==============================] - 0s 962us/step - loss: 0.3357 - accuracy: 0.8643
Epoch 345/500
450/450 [==============================] - 0s 933us/step - loss: 0.3353 - accuracy: 0.8658
Epoch 346/500
450/450 [==============================] - 0s 945us/step - loss: 0.3351 - accuracy: 0.8615
Epoch 347/500
450/450 [==============================] - 0s 932us/step - loss: 0.3353 - accuracy: 0.8632
Epoch 348/500
450/450 [==============================] - 0s 985us/step - loss: 0.3349 - accuracy: 0.8644
Epoch 349/500
450/450 [==============================] - 0s 944us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 350/500
450/450 [==============================] - 0s 910us/step - loss: 0.3356 - accuracy: 0.8622
Epoch 351/500
450/450 [==============================] - 0s 947us/step - loss: 0.3357 - accuracy: 0.8656
Epoch 352/500
450/450 [==============================] - 0s 932us/step - loss: 0.3352 - accuracy: 0.8646
Epoch 353/500
450/450 [==============================] - 0s 993us/step - loss: 0.3355 - accuracy: 0.8650
Epoch 354/500
450/450 [==============================] - 0s 918us/step - loss: 0.3350 - accuracy: 0.8639
Epoch 355/500
450/450 [==============================] - 0s 995us/step - loss: 0.3356 - accuracy: 0.8636
Epoch 356/500
450/450 [==============================] - 0s 954us/step - loss: 0.3354 - accuracy: 0.8651
Epoch 357/500
450/450 [==============================] - 0s 973us/step - loss: 0.3356 - accuracy: 0.8651
Epoch 358/500
450/450 [==============================] - 0s 982us/step - loss: 0.3354 - accuracy: 0.8633
Epoch 359/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8631
Epoch 360/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8646
Epoch 361/500
450/450 [==============================] - 0s 984us/step - loss: 0.3354 - accuracy: 0.8649
Epoch 362/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8656
Epoch 363/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8643
Epoch 364/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8649
Epoch 365/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8642
Epoch 366/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8629
Epoch 367/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3359 - accuracy: 0.8632
Epoch 368/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3344 - accuracy: 0.8665: 0s - loss: 0.3395 - accuracy
Epoch 369/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3353 - accuracy: 0.8635
Epoch 370/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3353 - accuracy: 0.8644
Epoch 371/500
450/450 [==============================] - 2s 5ms/step - loss: 0.3357 - accuracy: 0.8635
Epoch 372/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3348 - accuracy: 0.8640
Epoch 373/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3353 - accuracy: 0.8644
Epoch 374/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3351 - accuracy: 0.8626
Epoch 375/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3355 - accuracy: 0.8626
Epoch 376/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3356 - accuracy: 0.8657
Epoch 377/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3357 - accuracy: 0.8637
Epoch 378/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3359 - accuracy: 0.8637
Epoch 379/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3351 - accuracy: 0.8621
Epoch 380/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8631
Epoch 381/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3356 - accuracy: 0.8642
Epoch 382/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3348 - accuracy: 0.8637
Epoch 383/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8632: 0s - loss: 0.3304 - accura
Epoch 384/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3352 - accuracy: 0.8621
Epoch 385/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3355 - accuracy: 0.8631
Epoch 386/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8619
Epoch 387/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8639
Epoch 388/500
450/450 [==============================] - 0s 979us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 389/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3351 - accuracy: 0.8626
Epoch 390/500
450/450 [==============================] - 0s 978us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 391/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3349 - accuracy: 0.8629
Epoch 392/500
450/450 [==============================] - 0s 982us/step - loss: 0.3360 - accuracy: 0.8640
Epoch 393/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3355 - accuracy: 0.8636
Epoch 394/500
450/450 [==============================] - 0s 994us/step - loss: 0.3355 - accuracy: 0.8628
Epoch 395/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8631
Epoch 396/500
450/450 [==============================] - 0s 961us/step - loss: 0.3348 - accuracy: 0.8646
Epoch 397/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8643
Epoch 398/500
450/450 [==============================] - 0s 964us/step - loss: 0.3350 - accuracy: 0.8661
Epoch 399/500
450/450 [==============================] - 0s 983us/step - loss: 0.3356 - accuracy: 0.8624
Epoch 400/500
450/450 [==============================] - 0s 930us/step - loss: 0.3355 - accuracy: 0.8631
Epoch 401/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3354 - accuracy: 0.8631
Epoch 402/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3358 - accuracy: 0.8643
Epoch 403/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8644
Epoch 404/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8625
Epoch 405/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3356 - accuracy: 0.8629
Epoch 406/500
450/450 [==============================] - 0s 931us/step - loss: 0.3347 - accuracy: 0.8651
Epoch 407/500
450/450 [==============================] - 0s 843us/step - loss: 0.3346 - accuracy: 0.8646
Epoch 408/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3357 - accuracy: 0.8660
Epoch 409/500
450/450 [==============================] - 0s 872us/step - loss: 0.3352 - accuracy: 0.8628
Epoch 410/500
450/450 [==============================] - 0s 954us/step - loss: 0.3354 - accuracy: 0.8642
Epoch 411/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3351 - accuracy: 0.8644
Epoch 412/500
450/450 [==============================] - 0s 888us/step - loss: 0.3356 - accuracy: 0.8660
Epoch 413/500
450/450 [==============================] - 0s 829us/step - loss: 0.3351 - accuracy: 0.8635
Epoch 414/500
450/450 [==============================] - 0s 844us/step - loss: 0.3355 - accuracy: 0.8637
Epoch 415/500
450/450 [==============================] - 0s 829us/step - loss: 0.3353 - accuracy: 0.8653
Epoch 416/500
450/450 [==============================] - 0s 811us/step - loss: 0.3353 - accuracy: 0.8650
Epoch 417/500
450/450 [==============================] - 0s 822us/step - loss: 0.3355 - accuracy: 0.8633
Epoch 418/500
450/450 [==============================] - 0s 814us/step - loss: 0.3348 - accuracy: 0.8640
Epoch 419/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3352 - accuracy: 0.8632
Epoch 420/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3349 - accuracy: 0.8671
Epoch 421/500
450/450 [==============================] - 0s 827us/step - loss: 0.3351 - accuracy: 0.8607
Epoch 422/500
450/450 [==============================] - 0s 856us/step - loss: 0.3356 - accuracy: 0.8642
Epoch 423/500
450/450 [==============================] - 0s 796us/step - loss: 0.3350 - accuracy: 0.8644
Epoch 424/500
450/450 [==============================] - 0s 826us/step - loss: 0.3354 - accuracy: 0.8629
Epoch 425/500
450/450 [==============================] - 0s 836us/step - loss: 0.3356 - accuracy: 0.8629
Epoch 426/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3357 - accuracy: 0.8628
Epoch 427/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3351 - accuracy: 0.8643
Epoch 428/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3354 - accuracy: 0.8649: 0s - loss: 0.3268 - accu
Epoch 429/500
450/450 [==============================] - 0s 823us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 430/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3353 - accuracy: 0.8635
Epoch 431/500
450/450 [==============================] - 0s 817us/step - loss: 0.3352 - accuracy: 0.8643
Epoch 432/500
450/450 [==============================] - 0s 840us/step - loss: 0.3346 - accuracy: 0.8639
Epoch 433/500
450/450 [==============================] - 0s 817us/step - loss: 0.3356 - accuracy: 0.8658
Epoch 434/500
450/450 [==============================] - 0s 818us/step - loss: 0.3354 - accuracy: 0.8642
Epoch 435/500
450/450 [==============================] - 0s 810us/step - loss: 0.3352 - accuracy: 0.8656
Epoch 436/500
450/450 [==============================] - 0s 807us/step - loss: 0.3350 - accuracy: 0.8640
Epoch 437/500
450/450 [==============================] - 0s 792us/step - loss: 0.3352 - accuracy: 0.86250s - loss: 0.3315 - accuracy: 
Epoch 438/500
450/450 [==============================] - 0s 799us/step - loss: 0.3347 - accuracy: 0.8629
Epoch 439/500
450/450 [==============================] - 0s 791us/step - loss: 0.3352 - accuracy: 0.8646
Epoch 440/500
450/450 [==============================] - 0s 799us/step - loss: 0.3349 - accuracy: 0.8606
Epoch 441/500
450/450 [==============================] - 0s 850us/step - loss: 0.3350 - accuracy: 0.8646
Epoch 442/500
450/450 [==============================] - 0s 871us/step - loss: 0.3349 - accuracy: 0.8643
Epoch 443/500
450/450 [==============================] - 0s 804us/step - loss: 0.3355 - accuracy: 0.8647
Epoch 444/500
450/450 [==============================] - 0s 825us/step - loss: 0.3350 - accuracy: 0.8653
Epoch 445/500
450/450 [==============================] - 0s 794us/step - loss: 0.3354 - accuracy: 0.8625
Epoch 446/500
450/450 [==============================] - 0s 811us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 447/500
450/450 [==============================] - 0s 800us/step - loss: 0.3354 - accuracy: 0.8632
Epoch 448/500
450/450 [==============================] - 0s 861us/step - loss: 0.3352 - accuracy: 0.8632
Epoch 449/500
450/450 [==============================] - 0s 816us/step - loss: 0.3351 - accuracy: 0.8650
Epoch 450/500
450/450 [==============================] - 0s 800us/step - loss: 0.3353 - accuracy: 0.8633
Epoch 451/500
450/450 [==============================] - 0s 798us/step - loss: 0.3349 - accuracy: 0.8636
Epoch 452/500
450/450 [==============================] - 0s 806us/step - loss: 0.3355 - accuracy: 0.8647
Epoch 453/500
450/450 [==============================] - 0s 797us/step - loss: 0.3350 - accuracy: 0.8640
Epoch 454/500
450/450 [==============================] - 0s 868us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 455/500
450/450 [==============================] - 0s 976us/step - loss: 0.3349 - accuracy: 0.8632
Epoch 456/500
450/450 [==============================] - 0s 938us/step - loss: 0.3352 - accuracy: 0.8642
Epoch 457/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3346 - accuracy: 0.8642
Epoch 458/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3352 - accuracy: 0.8642
Epoch 459/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3350 - accuracy: 0.8644
Epoch 460/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3346 - accuracy: 0.8651
Epoch 461/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3350 - accuracy: 0.8625
Epoch 462/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3352 - accuracy: 0.8643
Epoch 463/500
450/450 [==============================] - 0s 851us/step - loss: 0.3351 - accuracy: 0.8628
Epoch 464/500
450/450 [==============================] - 0s 826us/step - loss: 0.3348 - accuracy: 0.8644
Epoch 465/500
450/450 [==============================] - 0s 807us/step - loss: 0.3348 - accuracy: 0.8635
Epoch 466/500
450/450 [==============================] - 0s 822us/step - loss: 0.3339 - accuracy: 0.8636
Epoch 467/500
450/450 [==============================] - 0s 787us/step - loss: 0.3351 - accuracy: 0.8637
Epoch 468/500
450/450 [==============================] - 0s 800us/step - loss: 0.3348 - accuracy: 0.8626
Epoch 469/500
450/450 [==============================] - 0s 809us/step - loss: 0.3347 - accuracy: 0.8650
Epoch 470/500
450/450 [==============================] - 0s 785us/step - loss: 0.3356 - accuracy: 0.8632
Epoch 471/500
450/450 [==============================] - 0s 809us/step - loss: 0.3348 - accuracy: 0.8643
Epoch 472/500
450/450 [==============================] - 0s 799us/step - loss: 0.3346 - accuracy: 0.8662
Epoch 473/500
450/450 [==============================] - 0s 781us/step - loss: 0.3355 - accuracy: 0.8639
Epoch 474/500
450/450 [==============================] - 0s 812us/step - loss: 0.3344 - accuracy: 0.8642
Epoch 475/500
450/450 [==============================] - 0s 795us/step - loss: 0.3353 - accuracy: 0.8639
Epoch 476/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8639
Epoch 477/500
450/450 [==============================] - 0s 799us/step - loss: 0.3347 - accuracy: 0.8618
Epoch 478/500
450/450 [==============================] - 0s 845us/step - loss: 0.3352 - accuracy: 0.8642
Epoch 479/500
450/450 [==============================] - 0s 817us/step - loss: 0.3349 - accuracy: 0.8647
Epoch 480/500
450/450 [==============================] - 0s 783us/step - loss: 0.3351 - accuracy: 0.8626
Epoch 481/500
450/450 [==============================] - 0s 800us/step - loss: 0.3344 - accuracy: 0.8615
Epoch 482/500
450/450 [==============================] - 0s 816us/step - loss: 0.3349 - accuracy: 0.8640
Epoch 483/500
450/450 [==============================] - 0s 799us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 484/500
450/450 [==============================] - 0s 808us/step - loss: 0.3349 - accuracy: 0.8647
Epoch 485/500
450/450 [==============================] - 0s 799us/step - loss: 0.3350 - accuracy: 0.8640
Epoch 486/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3353 - accuracy: 0.8642
Epoch 487/500
450/450 [==============================] - 0s 935us/step - loss: 0.3351 - accuracy: 0.8646
Epoch 488/500
450/450 [==============================] - 0s 838us/step - loss: 0.3348 - accuracy: 0.8658
Epoch 489/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8632
Epoch 490/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3346 - accuracy: 0.8662
Epoch 491/500
450/450 [==============================] - 0s 882us/step - loss: 0.3350 - accuracy: 0.8636
Epoch 492/500
450/450 [==============================] - 0s 832us/step - loss: 0.3349 - accuracy: 0.8625
Epoch 493/500
450/450 [==============================] - 0s 824us/step - loss: 0.3343 - accuracy: 0.8640
Epoch 494/500
450/450 [==============================] - 0s 818us/step - loss: 0.3352 - accuracy: 0.8636
Epoch 495/500
450/450 [==============================] - 0s 842us/step - loss: 0.3347 - accuracy: 0.8632
Epoch 496/500
450/450 [==============================] - 0s 897us/step - loss: 0.3352 - accuracy: 0.8642
Epoch 497/500
450/450 [==============================] - 0s 830us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 498/500
450/450 [==============================] - 0s 799us/step - loss: 0.3351 - accuracy: 0.8633
Epoch 499/500
450/450 [==============================] - 0s 806us/step - loss: 0.3352 - accuracy: 0.8640
Epoch 500/500
450/450 [==============================] - 0s 796us/step - loss: 0.3350 - accuracy: 0.8653
Epoch 1/500
450/450 [==============================] - 0s 790us/step - loss: 0.5844 - accuracy: 0.7985
Epoch 2/500
450/450 [==============================] - 0s 987us/step - loss: 0.5158 - accuracy: 0.7985
Epoch 3/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5051 - accuracy: 0.7985
Epoch 4/500
450/450 [==============================] - 0s 805us/step - loss: 0.5031 - accuracy: 0.7985
Epoch 5/500
450/450 [==============================] - 0s 843us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 6/500
450/450 [==============================] - 0s 827us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 7/500
450/450 [==============================] - 0s 975us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 8/500
450/450 [==============================] - 0s 839us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 9/500
450/450 [==============================] - 0s 916us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 10/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5025 - accuracy: 0.7985: 0s - loss: 0.5030 - accuracy: 
Epoch 11/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 12/500
450/450 [==============================] - 1s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 13/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5024 - accuracy: 0.7985
Epoch 14/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5024 - accuracy: 0.7985
Epoch 15/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5024 - accuracy: 0.7985
Epoch 16/500
450/450 [==============================] - 0s 844us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 17/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7985
Epoch 18/500
450/450 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7985
Epoch 19/500
450/450 [==============================] - 0s 972us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 20/500
450/450 [==============================] - 1s 2ms/step - loss: 0.5021 - accuracy: 0.7985: 0s - loss: 0.5
Epoch 21/500
450/450 [==============================] - 0s 822us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 22/500
450/450 [==============================] - 0s 859us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 23/500
450/450 [==============================] - 0s 804us/step - loss: 0.5017 - accuracy: 0.7985
Epoch 24/500
450/450 [==============================] - 0s 811us/step - loss: 0.5014 - accuracy: 0.7985
Epoch 25/500
450/450 [==============================] - 0s 822us/step - loss: 0.5011 - accuracy: 0.7985
Epoch 26/500
450/450 [==============================] - 0s 793us/step - loss: 0.5005 - accuracy: 0.7985
Epoch 27/500
450/450 [==============================] - 0s 813us/step - loss: 0.4997 - accuracy: 0.7985
Epoch 28/500
450/450 [==============================] - 0s 786us/step - loss: 0.4984 - accuracy: 0.7985
Epoch 29/500
450/450 [==============================] - 0s 799us/step - loss: 0.4964 - accuracy: 0.7985
Epoch 30/500
450/450 [==============================] - 0s 810us/step - loss: 0.4930 - accuracy: 0.7985
Epoch 31/500
450/450 [==============================] - 0s 780us/step - loss: 0.4874 - accuracy: 0.7985
Epoch 32/500
450/450 [==============================] - 0s 845us/step - loss: 0.4781 - accuracy: 0.7985
Epoch 33/500
450/450 [==============================] - 0s 956us/step - loss: 0.4642 - accuracy: 0.7985
Epoch 34/500
450/450 [==============================] - 0s 853us/step - loss: 0.4478 - accuracy: 0.7985
Epoch 35/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7985
Epoch 36/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4291 - accuracy: 0.8024
Epoch 37/500
450/450 [==============================] - 0s 848us/step - loss: 0.4263 - accuracy: 0.8050
Epoch 38/500
450/450 [==============================] - 0s 821us/step - loss: 0.4242 - accuracy: 0.8115
Epoch 39/500
450/450 [==============================] - 0s 801us/step - loss: 0.4228 - accuracy: 0.8157
Epoch 40/500
450/450 [==============================] - 0s 844us/step - loss: 0.4208 - accuracy: 0.8219
Epoch 41/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4190 - accuracy: 0.8244
Epoch 42/500
450/450 [==============================] - 0s 777us/step - loss: 0.4173 - accuracy: 0.8271
Epoch 43/500
450/450 [==============================] - 0s 776us/step - loss: 0.4158 - accuracy: 0.8299
Epoch 44/500
450/450 [==============================] - 0s 807us/step - loss: 0.4145 - accuracy: 0.8300
Epoch 45/500
450/450 [==============================] - 0s 772us/step - loss: 0.4133 - accuracy: 0.8324
Epoch 46/500
450/450 [==============================] - 0s 804us/step - loss: 0.4121 - accuracy: 0.8331
Epoch 47/500
450/450 [==============================] - 0s 795us/step - loss: 0.4110 - accuracy: 0.8332
Epoch 48/500
450/450 [==============================] - 0s 892us/step - loss: 0.4095 - accuracy: 0.8325
Epoch 49/500
450/450 [==============================] - 0s 775us/step - loss: 0.4090 - accuracy: 0.8344
Epoch 50/500
450/450 [==============================] - 0s 794us/step - loss: 0.4080 - accuracy: 0.8347
Epoch 51/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4074 - accuracy: 0.8346
Epoch 52/500
450/450 [==============================] - 0s 935us/step - loss: 0.4066 - accuracy: 0.8335
Epoch 53/500
450/450 [==============================] - 0s 810us/step - loss: 0.4061 - accuracy: 0.8342
Epoch 54/500
450/450 [==============================] - 0s 802us/step - loss: 0.4055 - accuracy: 0.8356
Epoch 55/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4051 - accuracy: 0.8358
Epoch 56/500
450/450 [==============================] - 0s 797us/step - loss: 0.4044 - accuracy: 0.83460s - loss: 0.4047 - accuracy: 0.
Epoch 57/500
450/450 [==============================] - 1s 2ms/step - loss: 0.4041 - accuracy: 0.8349
Epoch 58/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4038 - accuracy: 0.8343
Epoch 59/500
450/450 [==============================] - 1s 1ms/step - loss: 0.4031 - accuracy: 0.8326
Epoch 60/500
450/450 [==============================] - 1s 3ms/step - loss: 0.4028 - accuracy: 0.8353
Epoch 61/500
450/450 [==============================] - 1s 3ms/step - loss: 0.4028 - accuracy: 0.8346: 0s - l
Epoch 62/500
450/450 [==============================] - 0s 983us/step - loss: 0.4026 - accuracy: 0.8350
Epoch 63/500
450/450 [==============================] - 0s 1ms/step - loss: 0.4019 - accuracy: 0.8343
Epoch 64/500
450/450 [==============================] - 0s 824us/step - loss: 0.4022 - accuracy: 0.8332
Epoch 65/500
450/450 [==============================] - 0s 818us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 66/500
450/450 [==============================] - 0s 792us/step - loss: 0.4012 - accuracy: 0.8358
Epoch 67/500
450/450 [==============================] - 0s 824us/step - loss: 0.4011 - accuracy: 0.8349
Epoch 68/500
450/450 [==============================] - 0s 823us/step - loss: 0.4013 - accuracy: 0.8347
Epoch 69/500
450/450 [==============================] - 0s 790us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 70/500
450/450 [==============================] - 0s 784us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 71/500
450/450 [==============================] - 0s 785us/step - loss: 0.4007 - accuracy: 0.83470s - loss: 0.3949 - accuracy
Epoch 72/500
450/450 [==============================] - 0s 789us/step - loss: 0.4001 - accuracy: 0.8350
Epoch 73/500
450/450 [==============================] - 0s 838us/step - loss: 0.3997 - accuracy: 0.8335
Epoch 74/500
450/450 [==============================] - 0s 802us/step - loss: 0.3995 - accuracy: 0.8354
Epoch 75/500
450/450 [==============================] - 0s 791us/step - loss: 0.3989 - accuracy: 0.8357
Epoch 76/500
450/450 [==============================] - 0s 828us/step - loss: 0.3989 - accuracy: 0.8358
Epoch 77/500
450/450 [==============================] - 0s 779us/step - loss: 0.3985 - accuracy: 0.8346
Epoch 78/500
450/450 [==============================] - 0s 823us/step - loss: 0.3979 - accuracy: 0.8344
Epoch 79/500
450/450 [==============================] - 0s 788us/step - loss: 0.3980 - accuracy: 0.8339
Epoch 80/500
450/450 [==============================] - 0s 779us/step - loss: 0.3974 - accuracy: 0.8356
Epoch 81/500
450/450 [==============================] - 0s 805us/step - loss: 0.3962 - accuracy: 0.8367
Epoch 82/500
450/450 [==============================] - 0s 812us/step - loss: 0.3959 - accuracy: 0.8367
Epoch 83/500
450/450 [==============================] - 0s 808us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 84/500
450/450 [==============================] - 0s 929us/step - loss: 0.3923 - accuracy: 0.8361
Epoch 85/500
450/450 [==============================] - 0s 775us/step - loss: 0.3889 - accuracy: 0.8410
Epoch 86/500
450/450 [==============================] - 0s 813us/step - loss: 0.3836 - accuracy: 0.8413
Epoch 87/500
450/450 [==============================] - 0s 823us/step - loss: 0.3770 - accuracy: 0.8461
Epoch 88/500
450/450 [==============================] - 0s 787us/step - loss: 0.3686 - accuracy: 0.8515
Epoch 89/500
450/450 [==============================] - 0s 820us/step - loss: 0.3578 - accuracy: 0.8544
Epoch 90/500
450/450 [==============================] - 0s 811us/step - loss: 0.3499 - accuracy: 0.8568
Epoch 91/500
450/450 [==============================] - 0s 777us/step - loss: 0.3457 - accuracy: 0.8601
Epoch 92/500
450/450 [==============================] - 0s 800us/step - loss: 0.3429 - accuracy: 0.8606
Epoch 93/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3412 - accuracy: 0.8618
Epoch 94/500
450/450 [==============================] - 0s 942us/step - loss: 0.3407 - accuracy: 0.8607
Epoch 95/500
450/450 [==============================] - 0s 861us/step - loss: 0.3396 - accuracy: 0.8628
Epoch 96/500
450/450 [==============================] - 0s 799us/step - loss: 0.3390 - accuracy: 0.8637
Epoch 97/500
450/450 [==============================] - 0s 793us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 98/500
450/450 [==============================] - 0s 782us/step - loss: 0.3384 - accuracy: 0.8642
Epoch 99/500
450/450 [==============================] - 0s 797us/step - loss: 0.3385 - accuracy: 0.8635
Epoch 100/500
450/450 [==============================] - 0s 832us/step - loss: 0.3381 - accuracy: 0.8626
Epoch 101/500
450/450 [==============================] - 0s 778us/step - loss: 0.3376 - accuracy: 0.8624
Epoch 102/500
450/450 [==============================] - 0s 817us/step - loss: 0.3372 - accuracy: 0.8640
Epoch 103/500
450/450 [==============================] - 0s 785us/step - loss: 0.3374 - accuracy: 0.8618
Epoch 104/500
450/450 [==============================] - 0s 771us/step - loss: 0.3371 - accuracy: 0.8611
Epoch 105/500
450/450 [==============================] - 0s 924us/step - loss: 0.3366 - accuracy: 0.8650
Epoch 106/500
450/450 [==============================] - 0s 805us/step - loss: 0.3368 - accuracy: 0.8615
Epoch 107/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3370 - accuracy: 0.8632
Epoch 108/500
450/450 [==============================] - 0s 841us/step - loss: 0.3365 - accuracy: 0.8640
Epoch 109/500
450/450 [==============================] - 0s 900us/step - loss: 0.3365 - accuracy: 0.8621
Epoch 110/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3360 - accuracy: 0.8606
Epoch 111/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3354 - accuracy: 0.8643
Epoch 112/500
450/450 [==============================] - 2s 4ms/step - loss: 0.3348 - accuracy: 0.8622
Epoch 113/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3355 - accuracy: 0.8637
Epoch 114/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8636
Epoch 115/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3349 - accuracy: 0.8646
Epoch 116/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3348 - accuracy: 0.8633
Epoch 117/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3343 - accuracy: 0.8624
Epoch 118/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3342 - accuracy: 0.8621
Epoch 119/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3344 - accuracy: 0.8631
Epoch 120/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3341 - accuracy: 0.8621
Epoch 121/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8615
Epoch 122/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3340 - accuracy: 0.8633
Epoch 123/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3341 - accuracy: 0.8626
Epoch 124/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3336 - accuracy: 0.8626
Epoch 125/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3336 - accuracy: 0.8625
Epoch 126/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3335 - accuracy: 0.8635
Epoch 127/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3338 - accuracy: 0.8636
Epoch 128/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3339 - accuracy: 0.8629
Epoch 129/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3329 - accuracy: 0.8629
Epoch 130/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3337 - accuracy: 0.8642
Epoch 131/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3324 - accuracy: 0.8607
Epoch 132/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3326 - accuracy: 0.8612
Epoch 133/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3326 - accuracy: 0.8618
Epoch 134/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3325 - accuracy: 0.8635: 0s - loss: 0.3
Epoch 135/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3322 - accuracy: 0.8629
Epoch 136/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3319 - accuracy: 0.8642
Epoch 137/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8643
Epoch 138/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3321 - accuracy: 0.8617
Epoch 139/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3313 - accuracy: 0.8626
Epoch 140/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3314 - accuracy: 0.8610
Epoch 141/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3320 - accuracy: 0.8633: 0s - loss: 0.3338 - accura
Epoch 142/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3315 - accuracy: 0.8644
Epoch 143/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3315 - accuracy: 0.8624
Epoch 144/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3318 - accuracy: 0.8629
Epoch 145/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3309 - accuracy: 0.8622
Epoch 146/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8657
Epoch 147/500
450/450 [==============================] - 0s 964us/step - loss: 0.3316 - accuracy: 0.8631
Epoch 148/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3311 - accuracy: 0.8640
Epoch 149/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8643
Epoch 150/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3300 - accuracy: 0.8644
Epoch 151/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3301 - accuracy: 0.8650
Epoch 152/500
450/450 [==============================] - 0s 869us/step - loss: 0.3309 - accuracy: 0.8633
Epoch 153/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3299 - accuracy: 0.8614
Epoch 154/500
450/450 [==============================] - 0s 921us/step - loss: 0.3307 - accuracy: 0.8632
Epoch 155/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8629
Epoch 156/500
450/450 [==============================] - 0s 797us/step - loss: 0.3298 - accuracy: 0.8647
Epoch 157/500
450/450 [==============================] - 0s 800us/step - loss: 0.3303 - accuracy: 0.8637
Epoch 158/500
450/450 [==============================] - 0s 783us/step - loss: 0.3306 - accuracy: 0.8631
Epoch 159/500
450/450 [==============================] - 0s 753us/step - loss: 0.3300 - accuracy: 0.8642
Epoch 160/500
450/450 [==============================] - 0s 744us/step - loss: 0.3304 - accuracy: 0.8639
Epoch 161/500
450/450 [==============================] - 0s 801us/step - loss: 0.3299 - accuracy: 0.8635
Epoch 162/500
450/450 [==============================] - 0s 752us/step - loss: 0.3303 - accuracy: 0.8642
Epoch 163/500
450/450 [==============================] - 0s 767us/step - loss: 0.3296 - accuracy: 0.8622
Epoch 164/500
450/450 [==============================] - 0s 761us/step - loss: 0.3307 - accuracy: 0.8650
Epoch 165/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3295 - accuracy: 0.8635
Epoch 166/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3304 - accuracy: 0.8637: 0s - loss: 0.3295 - accuracy
Epoch 167/500
450/450 [==============================] - 0s 833us/step - loss: 0.3300 - accuracy: 0.8651
Epoch 168/500
450/450 [==============================] - 0s 773us/step - loss: 0.3299 - accuracy: 0.8637
Epoch 169/500
450/450 [==============================] - 0s 861us/step - loss: 0.3299 - accuracy: 0.8639
Epoch 170/500
450/450 [==============================] - 0s 751us/step - loss: 0.3297 - accuracy: 0.8635
Epoch 171/500
450/450 [==============================] - 0s 792us/step - loss: 0.3292 - accuracy: 0.8629
Epoch 172/500
450/450 [==============================] - 0s 847us/step - loss: 0.3303 - accuracy: 0.8637
Epoch 173/500
450/450 [==============================] - 0s 880us/step - loss: 0.3294 - accuracy: 0.8637
Epoch 174/500
450/450 [==============================] - 0s 760us/step - loss: 0.3295 - accuracy: 0.8647
Epoch 175/500
450/450 [==============================] - 0s 749us/step - loss: 0.3294 - accuracy: 0.8635
Epoch 176/500
450/450 [==============================] - 0s 778us/step - loss: 0.3295 - accuracy: 0.8643
Epoch 177/500
450/450 [==============================] - 0s 762us/step - loss: 0.3292 - accuracy: 0.8635
Epoch 178/500
450/450 [==============================] - 0s 756us/step - loss: 0.3301 - accuracy: 0.8632
Epoch 179/500
450/450 [==============================] - 0s 762us/step - loss: 0.3300 - accuracy: 0.8640
Epoch 180/500
450/450 [==============================] - 0s 760us/step - loss: 0.3295 - accuracy: 0.8644
Epoch 181/500
450/450 [==============================] - 0s 749us/step - loss: 0.3296 - accuracy: 0.8647
Epoch 182/500
450/450 [==============================] - 0s 809us/step - loss: 0.3291 - accuracy: 0.8621
Epoch 183/500
450/450 [==============================] - 0s 745us/step - loss: 0.3291 - accuracy: 0.8626
Epoch 184/500
450/450 [==============================] - 0s 863us/step - loss: 0.3290 - accuracy: 0.8635
Epoch 185/500
450/450 [==============================] - 0s 828us/step - loss: 0.3296 - accuracy: 0.8624
Epoch 186/500
450/450 [==============================] - 0s 747us/step - loss: 0.3293 - accuracy: 0.8631
Epoch 187/500
450/450 [==============================] - 0s 769us/step - loss: 0.3298 - accuracy: 0.8624
Epoch 188/500
450/450 [==============================] - 0s 833us/step - loss: 0.3296 - accuracy: 0.8631
Epoch 189/500
450/450 [==============================] - 0s 762us/step - loss: 0.3291 - accuracy: 0.8653
Epoch 190/500
450/450 [==============================] - 0s 750us/step - loss: 0.3287 - accuracy: 0.8637
Epoch 191/500
450/450 [==============================] - 0s 762us/step - loss: 0.3287 - accuracy: 0.8643
Epoch 192/500
450/450 [==============================] - 0s 754us/step - loss: 0.3289 - accuracy: 0.8644
Epoch 193/500
450/450 [==============================] - 0s 764us/step - loss: 0.3296 - accuracy: 0.8640
Epoch 194/500
450/450 [==============================] - 0s 752us/step - loss: 0.3296 - accuracy: 0.8632
Epoch 195/500
450/450 [==============================] - 0s 755us/step - loss: 0.3299 - accuracy: 0.8632
Epoch 196/500
450/450 [==============================] - 0s 749us/step - loss: 0.3297 - accuracy: 0.8637
Epoch 197/500
450/450 [==============================] - 0s 759us/step - loss: 0.3288 - accuracy: 0.8640
Epoch 198/500
450/450 [==============================] - 0s 742us/step - loss: 0.3292 - accuracy: 0.8649
Epoch 199/500
450/450 [==============================] - 0s 757us/step - loss: 0.3296 - accuracy: 0.8642
Epoch 200/500
450/450 [==============================] - 0s 786us/step - loss: 0.3292 - accuracy: 0.8640
Epoch 201/500
450/450 [==============================] - 0s 780us/step - loss: 0.3293 - accuracy: 0.8624
Epoch 202/500
450/450 [==============================] - 0s 988us/step - loss: 0.3291 - accuracy: 0.8660
Epoch 203/500
450/450 [==============================] - 0s 741us/step - loss: 0.3294 - accuracy: 0.8628
Epoch 204/500
450/450 [==============================] - 0s 818us/step - loss: 0.3287 - accuracy: 0.8656
Epoch 205/500
450/450 [==============================] - 0s 767us/step - loss: 0.3295 - accuracy: 0.8644
Epoch 206/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3291 - accuracy: 0.8642
Epoch 207/500
450/450 [==============================] - 0s 791us/step - loss: 0.3295 - accuracy: 0.8626
Epoch 208/500
450/450 [==============================] - 0s 936us/step - loss: 0.3292 - accuracy: 0.8629
Epoch 209/500
450/450 [==============================] - 0s 766us/step - loss: 0.3294 - accuracy: 0.8631
Epoch 210/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3293 - accuracy: 0.8639
Epoch 211/500
450/450 [==============================] - 0s 769us/step - loss: 0.3289 - accuracy: 0.8624
Epoch 212/500
450/450 [==============================] - 0s 755us/step - loss: 0.3294 - accuracy: 0.8647
Epoch 213/500
450/450 [==============================] - 0s 764us/step - loss: 0.3293 - accuracy: 0.8650
Epoch 214/500
450/450 [==============================] - 0s 765us/step - loss: 0.3297 - accuracy: 0.8631
Epoch 215/500
450/450 [==============================] - 0s 759us/step - loss: 0.3291 - accuracy: 0.8624
Epoch 216/500
450/450 [==============================] - 0s 762us/step - loss: 0.3293 - accuracy: 0.8650
Epoch 217/500
450/450 [==============================] - 0s 772us/step - loss: 0.3285 - accuracy: 0.8643
Epoch 218/500
450/450 [==============================] - 0s 755us/step - loss: 0.3295 - accuracy: 0.8660
Epoch 219/500
450/450 [==============================] - 0s 748us/step - loss: 0.3288 - accuracy: 0.8629
Epoch 220/500
450/450 [==============================] - 0s 766us/step - loss: 0.3288 - accuracy: 0.8642
Epoch 221/500
450/450 [==============================] - 0s 749us/step - loss: 0.3287 - accuracy: 0.8668
Epoch 222/500
450/450 [==============================] - 0s 751us/step - loss: 0.3291 - accuracy: 0.8628
Epoch 223/500
450/450 [==============================] - 0s 768us/step - loss: 0.3287 - accuracy: 0.8632
Epoch 224/500
450/450 [==============================] - 0s 751us/step - loss: 0.3284 - accuracy: 0.8637
Epoch 225/500
450/450 [==============================] - 0s 763us/step - loss: 0.3291 - accuracy: 0.8633
Epoch 226/500
450/450 [==============================] - 0s 772us/step - loss: 0.3292 - accuracy: 0.8612
Epoch 227/500
450/450 [==============================] - 0s 765us/step - loss: 0.3289 - accuracy: 0.8643
Epoch 228/500
450/450 [==============================] - 0s 751us/step - loss: 0.3289 - accuracy: 0.8660
Epoch 229/500
450/450 [==============================] - 0s 778us/step - loss: 0.3284 - accuracy: 0.8637
Epoch 230/500
450/450 [==============================] - 0s 750us/step - loss: 0.3288 - accuracy: 0.8644
Epoch 231/500
450/450 [==============================] - 0s 746us/step - loss: 0.3287 - accuracy: 0.8657
Epoch 232/500
450/450 [==============================] - 0s 799us/step - loss: 0.3289 - accuracy: 0.8639
Epoch 233/500
450/450 [==============================] - 0s 752us/step - loss: 0.3289 - accuracy: 0.8632
Epoch 234/500
450/450 [==============================] - 0s 761us/step - loss: 0.3286 - accuracy: 0.8650
Epoch 235/500
450/450 [==============================] - 0s 818us/step - loss: 0.3286 - accuracy: 0.8637
Epoch 236/500
450/450 [==============================] - 0s 796us/step - loss: 0.3291 - accuracy: 0.8639
Epoch 237/500
450/450 [==============================] - 0s 767us/step - loss: 0.3288 - accuracy: 0.8636
Epoch 238/500
450/450 [==============================] - 0s 749us/step - loss: 0.3278 - accuracy: 0.8654
Epoch 239/500
450/450 [==============================] - 0s 746us/step - loss: 0.3281 - accuracy: 0.8632
Epoch 240/500
450/450 [==============================] - 0s 765us/step - loss: 0.3288 - accuracy: 0.8626
Epoch 241/500
450/450 [==============================] - 0s 749us/step - loss: 0.3291 - accuracy: 0.8628
Epoch 242/500
450/450 [==============================] - 0s 742us/step - loss: 0.3294 - accuracy: 0.8658
Epoch 243/500
450/450 [==============================] - 0s 764us/step - loss: 0.3288 - accuracy: 0.8636
Epoch 244/500
450/450 [==============================] - 0s 758us/step - loss: 0.3284 - accuracy: 0.8626
Epoch 245/500
450/450 [==============================] - 0s 743us/step - loss: 0.3285 - accuracy: 0.8661
Epoch 246/500
450/450 [==============================] - 0s 766us/step - loss: 0.3287 - accuracy: 0.8649
Epoch 247/500
450/450 [==============================] - 0s 753us/step - loss: 0.3282 - accuracy: 0.8654
Epoch 248/500
450/450 [==============================] - 0s 834us/step - loss: 0.3289 - accuracy: 0.8643
Epoch 249/500
450/450 [==============================] - 0s 754us/step - loss: 0.3281 - accuracy: 0.8628
Epoch 250/500
450/450 [==============================] - 0s 753us/step - loss: 0.3292 - accuracy: 0.8640
Epoch 251/500
450/450 [==============================] - 0s 752us/step - loss: 0.3286 - accuracy: 0.8633
Epoch 252/500
450/450 [==============================] - 0s 766us/step - loss: 0.3285 - accuracy: 0.8653
Epoch 253/500
450/450 [==============================] - 0s 747us/step - loss: 0.3289 - accuracy: 0.8637
Epoch 254/500
450/450 [==============================] - 0s 748us/step - loss: 0.3280 - accuracy: 0.8665
Epoch 255/500
450/450 [==============================] - 0s 781us/step - loss: 0.3285 - accuracy: 0.8647
Epoch 256/500
450/450 [==============================] - 0s 750us/step - loss: 0.3278 - accuracy: 0.8643
Epoch 257/500
450/450 [==============================] - 0s 749us/step - loss: 0.3287 - accuracy: 0.8649
Epoch 258/500
450/450 [==============================] - 0s 762us/step - loss: 0.3280 - accuracy: 0.8624
Epoch 259/500
450/450 [==============================] - 0s 750us/step - loss: 0.3283 - accuracy: 0.8651
Epoch 260/500
450/450 [==============================] - 0s 755us/step - loss: 0.3287 - accuracy: 0.8624
Epoch 261/500
450/450 [==============================] - 0s 770us/step - loss: 0.3286 - accuracy: 0.8633
Epoch 262/500
450/450 [==============================] - 0s 746us/step - loss: 0.3286 - accuracy: 0.8643
Epoch 263/500
450/450 [==============================] - 0s 752us/step - loss: 0.3285 - accuracy: 0.8637
Epoch 264/500
450/450 [==============================] - 0s 825us/step - loss: 0.3292 - accuracy: 0.8646
Epoch 265/500
450/450 [==============================] - 0s 902us/step - loss: 0.3286 - accuracy: 0.8629
Epoch 266/500
450/450 [==============================] - 0s 766us/step - loss: 0.3291 - accuracy: 0.8647
Epoch 267/500
450/450 [==============================] - 0s 800us/step - loss: 0.3287 - accuracy: 0.8642
Epoch 268/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3284 - accuracy: 0.8631
Epoch 269/500
450/450 [==============================] - 0s 799us/step - loss: 0.3284 - accuracy: 0.8619
Epoch 270/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3285 - accuracy: 0.8639
Epoch 271/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3288 - accuracy: 0.8628
Epoch 272/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3281 - accuracy: 0.8656
Epoch 273/500
450/450 [==============================] - 0s 997us/step - loss: 0.3291 - accuracy: 0.8637
Epoch 274/500
450/450 [==============================] - 0s 806us/step - loss: 0.3278 - accuracy: 0.8665
Epoch 275/500
450/450 [==============================] - 0s 832us/step - loss: 0.3288 - accuracy: 0.8633
Epoch 276/500
450/450 [==============================] - 0s 845us/step - loss: 0.3282 - accuracy: 0.8650
Epoch 277/500
450/450 [==============================] - 0s 874us/step - loss: 0.3289 - accuracy: 0.8640
Epoch 278/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8637
Epoch 279/500
450/450 [==============================] - 0s 806us/step - loss: 0.3284 - accuracy: 0.8653
Epoch 280/500
450/450 [==============================] - 0s 986us/step - loss: 0.3288 - accuracy: 0.8639
Epoch 281/500
450/450 [==============================] - 0s 880us/step - loss: 0.3286 - accuracy: 0.8662
Epoch 282/500
450/450 [==============================] - 0s 793us/step - loss: 0.3288 - accuracy: 0.8647
Epoch 283/500
450/450 [==============================] - 0s 818us/step - loss: 0.3276 - accuracy: 0.8639
Epoch 284/500
450/450 [==============================] - 0s 892us/step - loss: 0.3291 - accuracy: 0.8635
Epoch 285/500
450/450 [==============================] - 0s 887us/step - loss: 0.3284 - accuracy: 0.8628
Epoch 286/500
450/450 [==============================] - 0s 836us/step - loss: 0.3285 - accuracy: 0.8633
Epoch 287/500
450/450 [==============================] - 0s 819us/step - loss: 0.3281 - accuracy: 0.8651
Epoch 288/500
450/450 [==============================] - 0s 943us/step - loss: 0.3289 - accuracy: 0.8629
Epoch 289/500
450/450 [==============================] - 0s 846us/step - loss: 0.3288 - accuracy: 0.8625
Epoch 290/500
450/450 [==============================] - 0s 793us/step - loss: 0.3282 - accuracy: 0.8654
Epoch 291/500
450/450 [==============================] - 0s 857us/step - loss: 0.3291 - accuracy: 0.8637
Epoch 292/500
450/450 [==============================] - 0s 878us/step - loss: 0.3284 - accuracy: 0.8629
Epoch 293/500
450/450 [==============================] - 0s 884us/step - loss: 0.3281 - accuracy: 0.8629
Epoch 294/500
450/450 [==============================] - 0s 789us/step - loss: 0.3281 - accuracy: 0.8657
Epoch 295/500
450/450 [==============================] - 0s 809us/step - loss: 0.3287 - accuracy: 0.8632
Epoch 296/500
450/450 [==============================] - 0s 992us/step - loss: 0.3277 - accuracy: 0.8662
Epoch 297/500
450/450 [==============================] - 0s 884us/step - loss: 0.3285 - accuracy: 0.8650
Epoch 298/500
450/450 [==============================] - 0s 812us/step - loss: 0.3283 - accuracy: 0.8639
Epoch 299/500
450/450 [==============================] - 0s 855us/step - loss: 0.3288 - accuracy: 0.8649
Epoch 300/500
450/450 [==============================] - 0s 870us/step - loss: 0.3282 - accuracy: 0.8639
Epoch 301/500
450/450 [==============================] - 0s 876us/step - loss: 0.3282 - accuracy: 0.8650
Epoch 302/500
450/450 [==============================] - 0s 798us/step - loss: 0.3289 - accuracy: 0.8642
Epoch 303/500
450/450 [==============================] - 0s 899us/step - loss: 0.3286 - accuracy: 0.8642
Epoch 304/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8639
Epoch 305/500
450/450 [==============================] - 0s 986us/step - loss: 0.3285 - accuracy: 0.8650
Epoch 306/500
450/450 [==============================] - 0s 808us/step - loss: 0.3288 - accuracy: 0.8647
Epoch 307/500
450/450 [==============================] - 0s 847us/step - loss: 0.3285 - accuracy: 0.8632
Epoch 308/500
450/450 [==============================] - 0s 904us/step - loss: 0.3283 - accuracy: 0.8637
Epoch 309/500
450/450 [==============================] - 0s 857us/step - loss: 0.3283 - accuracy: 0.8639
Epoch 310/500
450/450 [==============================] - 0s 782us/step - loss: 0.3283 - accuracy: 0.8636
Epoch 311/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3284 - accuracy: 0.8632
Epoch 312/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3287 - accuracy: 0.8646
Epoch 313/500
450/450 [==============================] - 0s 830us/step - loss: 0.3283 - accuracy: 0.8649
Epoch 314/500
450/450 [==============================] - 0s 839us/step - loss: 0.3281 - accuracy: 0.8668
Epoch 315/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3282 - accuracy: 0.8642
Epoch 316/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3282 - accuracy: 0.8646: 0s - l
Epoch 317/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3280 - accuracy: 0.8632
Epoch 318/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3284 - accuracy: 0.8628
Epoch 319/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3286 - accuracy: 0.8651
Epoch 320/500
450/450 [==============================] - 0s 941us/step - loss: 0.3283 - accuracy: 0.8619
Epoch 321/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3277 - accuracy: 0.8642: 0s - loss: 0.3299 - ac
Epoch 322/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3287 - accuracy: 0.8635
Epoch 323/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3278 - accuracy: 0.8631
Epoch 324/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3288 - accuracy: 0.8631
Epoch 325/500
450/450 [==============================] - 0s 883us/step - loss: 0.3277 - accuracy: 0.8649
Epoch 326/500
450/450 [==============================] - 0s 860us/step - loss: 0.3285 - accuracy: 0.8619
Epoch 327/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3278 - accuracy: 0.8624: 0s - loss: 0.3258 - accuracy: 0.
Epoch 328/500
450/450 [==============================] - 0s 886us/step - loss: 0.3283 - accuracy: 0.8640
Epoch 329/500
450/450 [==============================] - 0s 847us/step - loss: 0.3278 - accuracy: 0.8624
Epoch 330/500
450/450 [==============================] - 0s 955us/step - loss: 0.3278 - accuracy: 0.8633
Epoch 331/500
450/450 [==============================] - 0s 816us/step - loss: 0.3286 - accuracy: 0.8632
Epoch 332/500
450/450 [==============================] - 0s 853us/step - loss: 0.3280 - accuracy: 0.8642
Epoch 333/500
450/450 [==============================] - 0s 812us/step - loss: 0.3284 - accuracy: 0.8643
Epoch 334/500
450/450 [==============================] - 0s 956us/step - loss: 0.3280 - accuracy: 0.8640
Epoch 335/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3281 - accuracy: 0.8642
Epoch 336/500
450/450 [==============================] - 0s 823us/step - loss: 0.3283 - accuracy: 0.8644
Epoch 337/500
450/450 [==============================] - 0s 844us/step - loss: 0.3282 - accuracy: 0.8633
Epoch 338/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3285 - accuracy: 0.8639
Epoch 339/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3284 - accuracy: 0.8644
Epoch 340/500
450/450 [==============================] - 0s 973us/step - loss: 0.3281 - accuracy: 0.8636
Epoch 341/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3278 - accuracy: 0.8650
Epoch 342/500
450/450 [==============================] - 0s 889us/step - loss: 0.3278 - accuracy: 0.8640
Epoch 343/500
450/450 [==============================] - 0s 807us/step - loss: 0.3277 - accuracy: 0.8637
Epoch 344/500
450/450 [==============================] - 0s 850us/step - loss: 0.3278 - accuracy: 0.8628
Epoch 345/500
450/450 [==============================] - 0s 894us/step - loss: 0.3282 - accuracy: 0.8647
Epoch 346/500
450/450 [==============================] - 0s 833us/step - loss: 0.3277 - accuracy: 0.8636
Epoch 347/500
450/450 [==============================] - 0s 833us/step - loss: 0.3279 - accuracy: 0.8664
Epoch 348/500
450/450 [==============================] - 0s 834us/step - loss: 0.3281 - accuracy: 0.8669
Epoch 349/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3283 - accuracy: 0.8631
Epoch 350/500
450/450 [==============================] - 0s 845us/step - loss: 0.3278 - accuracy: 0.8653
Epoch 351/500
450/450 [==============================] - 0s 832us/step - loss: 0.3282 - accuracy: 0.8647
Epoch 352/500
450/450 [==============================] - 0s 831us/step - loss: 0.3281 - accuracy: 0.8642
Epoch 353/500
450/450 [==============================] - 0s 897us/step - loss: 0.3274 - accuracy: 0.8656
Epoch 354/500
450/450 [==============================] - 0s 834us/step - loss: 0.3282 - accuracy: 0.86420s - loss: 0.3318 - accuracy: 
Epoch 355/500
450/450 [==============================] - 0s 835us/step - loss: 0.3278 - accuracy: 0.8632
Epoch 356/500
450/450 [==============================] - 0s 906us/step - loss: 0.3279 - accuracy: 0.8635
Epoch 357/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3281 - accuracy: 0.8644
Epoch 358/500
450/450 [==============================] - 0s 831us/step - loss: 0.3277 - accuracy: 0.8654
Epoch 359/500
450/450 [==============================] - 0s 922us/step - loss: 0.3274 - accuracy: 0.8651
Epoch 360/500
450/450 [==============================] - 0s 860us/step - loss: 0.3282 - accuracy: 0.8642
Epoch 361/500
450/450 [==============================] - 0s 950us/step - loss: 0.3284 - accuracy: 0.8632
Epoch 362/500
450/450 [==============================] - 0s 992us/step - loss: 0.3273 - accuracy: 0.8640
Epoch 363/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3281 - accuracy: 0.8629
Epoch 364/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3276 - accuracy: 0.8646
Epoch 365/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3277 - accuracy: 0.8640
Epoch 366/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3286 - accuracy: 0.8640
Epoch 367/500
450/450 [==============================] - 2s 3ms/step - loss: 0.3279 - accuracy: 0.8650
Epoch 368/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3273 - accuracy: 0.8633
Epoch 369/500
450/450 [==============================] - 2s 3ms/step - loss: 0.3277 - accuracy: 0.8632
Epoch 370/500
450/450 [==============================] - 0s 988us/step - loss: 0.3279 - accuracy: 0.8633
Epoch 371/500
450/450 [==============================] - 0s 925us/step - loss: 0.3275 - accuracy: 0.8646
Epoch 372/500
450/450 [==============================] - 0s 840us/step - loss: 0.3279 - accuracy: 0.8649
Epoch 373/500
450/450 [==============================] - 0s 871us/step - loss: 0.3271 - accuracy: 0.8667
Epoch 374/500
450/450 [==============================] - 0s 787us/step - loss: 0.3279 - accuracy: 0.8617
Epoch 375/500
450/450 [==============================] - 0s 884us/step - loss: 0.3276 - accuracy: 0.8654
Epoch 376/500
450/450 [==============================] - 0s 893us/step - loss: 0.3271 - accuracy: 0.8649
Epoch 377/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3276 - accuracy: 0.8632
Epoch 378/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3277 - accuracy: 0.8625
Epoch 379/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3270 - accuracy: 0.8646
Epoch 380/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3282 - accuracy: 0.8632
Epoch 381/500
450/450 [==============================] - 1s 3ms/step - loss: 0.3279 - accuracy: 0.8644: 0s - loss: 0.3298 - accuracy: 0.86
Epoch 382/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3276 - accuracy: 0.8621
Epoch 383/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3279 - accuracy: 0.8633
Epoch 384/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3279 - accuracy: 0.8646
Epoch 385/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3277 - accuracy: 0.8643
Epoch 386/500
450/450 [==============================] - 0s 894us/step - loss: 0.3280 - accuracy: 0.8637
Epoch 387/500
450/450 [==============================] - 0s 843us/step - loss: 0.3279 - accuracy: 0.8635
Epoch 388/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3277 - accuracy: 0.8651
Epoch 389/500
450/450 [==============================] - 1s 1ms/step - loss: 0.3280 - accuracy: 0.8629
Epoch 390/500
450/450 [==============================] - 0s 960us/step - loss: 0.3278 - accuracy: 0.8625
Epoch 391/500
450/450 [==============================] - 0s 862us/step - loss: 0.3278 - accuracy: 0.8640
Epoch 392/500
450/450 [==============================] - 0s 814us/step - loss: 0.3278 - accuracy: 0.8622
Epoch 393/500
450/450 [==============================] - 0s 977us/step - loss: 0.3275 - accuracy: 0.8656
Epoch 394/500
450/450 [==============================] - 0s 762us/step - loss: 0.3280 - accuracy: 0.8629
Epoch 395/500
450/450 [==============================] - 0s 970us/step - loss: 0.3281 - accuracy: 0.8644
Epoch 396/500
450/450 [==============================] - 0s 997us/step - loss: 0.3276 - accuracy: 0.8643
Epoch 397/500
450/450 [==============================] - 0s 948us/step - loss: 0.3275 - accuracy: 0.8661
Epoch 398/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3272 - accuracy: 0.8640
Epoch 399/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3277 - accuracy: 0.8636
Epoch 400/500
450/450 [==============================] - 0s 798us/step - loss: 0.3282 - accuracy: 0.8618
Epoch 401/500
450/450 [==============================] - 0s 730us/step - loss: 0.3282 - accuracy: 0.8640
Epoch 402/500
450/450 [==============================] - 0s 744us/step - loss: 0.3283 - accuracy: 0.8637
Epoch 403/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3275 - accuracy: 0.8643
Epoch 404/500
450/450 [==============================] - 0s 736us/step - loss: 0.3279 - accuracy: 0.8653
Epoch 405/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3278 - accuracy: 0.8619
Epoch 406/500
450/450 [==============================] - 0s 778us/step - loss: 0.3279 - accuracy: 0.8632
Epoch 407/500
450/450 [==============================] - 0s 772us/step - loss: 0.3271 - accuracy: 0.8640
Epoch 408/500
450/450 [==============================] - 0s 793us/step - loss: 0.3278 - accuracy: 0.8637
Epoch 409/500
450/450 [==============================] - 0s 874us/step - loss: 0.3281 - accuracy: 0.8654
Epoch 410/500
450/450 [==============================] - 0s 818us/step - loss: 0.3276 - accuracy: 0.8642
Epoch 411/500
450/450 [==============================] - 1s 2ms/step - loss: 0.3276 - accuracy: 0.8658
Epoch 412/500
450/450 [==============================] - 0s 774us/step - loss: 0.3279 - accuracy: 0.8644
Epoch 413/500
450/450 [==============================] - 0s 752us/step - loss: 0.3277 - accuracy: 0.8626
Epoch 414/500
450/450 [==============================] - 0s 726us/step - loss: 0.3279 - accuracy: 0.8651
Epoch 415/500
450/450 [==============================] - 0s 730us/step - loss: 0.3280 - accuracy: 0.8636
Epoch 416/500
450/450 [==============================] - 0s 732us/step - loss: 0.3278 - accuracy: 0.8650
Epoch 417/500
450/450 [==============================] - 0s 1ms/step - loss: 0.3275 - accuracy: 0.8643
Epoch 418/500
450/450 [==============================] - 0s 885us/step - loss: 0.3273 - accuracy: 0.8646
Epoch 419/500
450/450 [==============================] - 0s 747us/step - loss: 0.3275 - accuracy: 0.8625
Epoch 420/500
450/450 [==============================] - 0s 729us/step - loss: 0.3276 - accuracy: 0.8637
Epoch 421/500
450/450 [==============================] - 0s 723us/step - loss: 0.3277 - accuracy: 0.8651
Epoch 422/500
450/450 [==============================] - 0s 749us/step - loss: 0.3279 - accuracy: 0.8636
Epoch 423/500
450/450 [==============================] - 0s 724us/step - loss: 0.3275 - accuracy: 0.8628
Epoch 424/500
450/450 [==============================] - 0s 721us/step - loss: 0.3277 - accuracy: 0.8628
Epoch 425/500
450/450 [==============================] - 0s 742us/step - loss: 0.3273 - accuracy: 0.8636
Epoch 426/500
450/450 [==============================] - 0s 750us/step - loss: 0.3274 - accuracy: 0.8657
Epoch 427/500
450/450 [==============================] - 0s 723us/step - loss: 0.3278 - accuracy: 0.8640
Epoch 428/500
450/450 [==============================] - 0s 745us/step - loss: 0.3275 - accuracy: 0.8658
Epoch 429/500
450/450 [==============================] - 0s 724us/step - loss: 0.3279 - accuracy: 0.8635
Epoch 430/500
450/450 [==============================] - 0s 721us/step - loss: 0.3274 - accuracy: 0.8644
Epoch 431/500
450/450 [==============================] - 0s 755us/step - loss: 0.3273 - accuracy: 0.8640
Epoch 432/500
450/450 [==============================] - 0s 727us/step - loss: 0.3278 - accuracy: 0.8628
Epoch 433/500
450/450 [==============================] - 0s 719us/step - loss: 0.3277 - accuracy: 0.8631
Epoch 434/500
450/450 [==============================] - 0s 867us/step - loss: 0.3278 - accuracy: 0.8642
Epoch 435/500
450/450 [==============================] - 0s 756us/step - loss: 0.3274 - accuracy: 0.8647
Epoch 436/500
450/450 [==============================] - 0s 715us/step - loss: 0.3275 - accuracy: 0.8633
Epoch 437/500
450/450 [==============================] - 0s 764us/step - loss: 0.3278 - accuracy: 0.8654
Epoch 438/500
450/450 [==============================] - 0s 730us/step - loss: 0.3265 - accuracy: 0.8640
Epoch 439/500
450/450 [==============================] - 0s 717us/step - loss: 0.3277 - accuracy: 0.8635
Epoch 440/500
450/450 [==============================] - 0s 747us/step - loss: 0.3273 - accuracy: 0.8643
Epoch 441/500
450/450 [==============================] - 0s 734us/step - loss: 0.3273 - accuracy: 0.8649
Epoch 442/500
450/450 [==============================] - 0s 753us/step - loss: 0.3272 - accuracy: 0.8646
Epoch 443/500
450/450 [==============================] - 0s 728us/step - loss: 0.3271 - accuracy: 0.8637
Epoch 444/500
450/450 [==============================] - 0s 741us/step - loss: 0.3276 - accuracy: 0.8660
Epoch 445/500
450/450 [==============================] - 0s 722us/step - loss: 0.3273 - accuracy: 0.8637
Epoch 446/500
450/450 [==============================] - 0s 742us/step - loss: 0.3270 - accuracy: 0.8643
Epoch 447/500
450/450 [==============================] - 0s 725us/step - loss: 0.3275 - accuracy: 0.8646
Epoch 448/500
450/450 [==============================] - 0s 722us/step - loss: 0.3280 - accuracy: 0.8654
Epoch 449/500
450/450 [==============================] - 0s 741us/step - loss: 0.3271 - accuracy: 0.8629
Epoch 450/500
450/450 [==============================] - 0s 719us/step - loss: 0.3277 - accuracy: 0.8635
Epoch 451/500
450/450 [==============================] - 0s 717us/step - loss: 0.3275 - accuracy: 0.8661
Epoch 452/500
450/450 [==============================] - 0s 748us/step - loss: 0.3276 - accuracy: 0.8646
Epoch 453/500
450/450 [==============================] - 0s 730us/step - loss: 0.3279 - accuracy: 0.8642
Epoch 454/500
450/450 [==============================] - 0s 721us/step - loss: 0.3276 - accuracy: 0.8650
Epoch 455/500
450/450 [==============================] - 0s 729us/step - loss: 0.3277 - accuracy: 0.8632
Epoch 456/500
450/450 [==============================] - 0s 739us/step - loss: 0.3274 - accuracy: 0.8657
Epoch 457/500
450/450 [==============================] - 0s 718us/step - loss: 0.3276 - accuracy: 0.8639
Epoch 458/500
450/450 [==============================] - 0s 836us/step - loss: 0.3274 - accuracy: 0.8644
Epoch 459/500
450/450 [==============================] - 0s 727us/step - loss: 0.3269 - accuracy: 0.8631
Epoch 460/500
450/450 [==============================] - 0s 723us/step - loss: 0.3274 - accuracy: 0.8639
Epoch 461/500
450/450 [==============================] - 0s 736us/step - loss: 0.3275 - accuracy: 0.8636
Epoch 462/500
450/450 [==============================] - 0s 722us/step - loss: 0.3278 - accuracy: 0.8654
Epoch 463/500
450/450 [==============================] - 0s 722us/step - loss: 0.3275 - accuracy: 0.8633
Epoch 464/500
450/450 [==============================] - 0s 782us/step - loss: 0.3274 - accuracy: 0.8654
Epoch 465/500
450/450 [==============================] - 0s 729us/step - loss: 0.3278 - accuracy: 0.8637
Epoch 466/500
450/450 [==============================] - 0s 716us/step - loss: 0.3277 - accuracy: 0.8646
Epoch 467/500
450/450 [==============================] - 0s 735us/step - loss: 0.3269 - accuracy: 0.8668
Epoch 468/500
450/450 [==============================] - 0s 723us/step - loss: 0.3274 - accuracy: 0.8660
Epoch 469/500
450/450 [==============================] - 0s 718us/step - loss: 0.3278 - accuracy: 0.8628
Epoch 470/500
450/450 [==============================] - 0s 746us/step - loss: 0.3275 - accuracy: 0.8643
Epoch 471/500
450/450 [==============================] - 0s 737us/step - loss: 0.3271 - accuracy: 0.8635
Epoch 472/500
450/450 [==============================] - 0s 719us/step - loss: 0.3275 - accuracy: 0.8646
Epoch 473/500
450/450 [==============================] - 0s 751us/step - loss: 0.3271 - accuracy: 0.8640
Epoch 474/500
450/450 [==============================] - 0s 737us/step - loss: 0.3273 - accuracy: 0.8651
Epoch 475/500
450/450 [==============================] - 0s 720us/step - loss: 0.3278 - accuracy: 0.8653
Epoch 476/500
450/450 [==============================] - 0s 757us/step - loss: 0.3275 - accuracy: 0.8637
Epoch 477/500
450/450 [==============================] - 0s 732us/step - loss: 0.3274 - accuracy: 0.8629
Epoch 478/500
450/450 [==============================] - 0s 724us/step - loss: 0.3277 - accuracy: 0.8651
Epoch 479/500
450/450 [==============================] - 0s 752us/step - loss: 0.3276 - accuracy: 0.8640
Epoch 480/500
450/450 [==============================] - 0s 727us/step - loss: 0.3272 - accuracy: 0.8646
Epoch 481/500
450/450 [==============================] - 0s 718us/step - loss: 0.3275 - accuracy: 0.8658
Epoch 482/500
450/450 [==============================] - 0s 732us/step - loss: 0.3274 - accuracy: 0.8658
Epoch 483/500
450/450 [==============================] - 0s 744us/step - loss: 0.3273 - accuracy: 0.8636
Epoch 484/500
450/450 [==============================] - 0s 717us/step - loss: 0.3273 - accuracy: 0.8674
Epoch 485/500
450/450 [==============================] - 0s 755us/step - loss: 0.3273 - accuracy: 0.8640
Epoch 486/500
450/450 [==============================] - 0s 726us/step - loss: 0.3272 - accuracy: 0.8646
Epoch 487/500
450/450 [==============================] - 0s 723us/step - loss: 0.3276 - accuracy: 0.8643
Epoch 488/500
450/450 [==============================] - 0s 748us/step - loss: 0.3272 - accuracy: 0.8661
Epoch 489/500
450/450 [==============================] - 0s 722us/step - loss: 0.3273 - accuracy: 0.8628
Epoch 490/500
450/450 [==============================] - 0s 723us/step - loss: 0.3276 - accuracy: 0.8639
Epoch 491/500
450/450 [==============================] - 0s 746us/step - loss: 0.3270 - accuracy: 0.8667
Epoch 492/500
450/450 [==============================] - 0s 721us/step - loss: 0.3273 - accuracy: 0.8649
Epoch 493/500
450/450 [==============================] - 0s 724us/step - loss: 0.3271 - accuracy: 0.8639
Epoch 494/500
450/450 [==============================] - 0s 745us/step - loss: 0.3270 - accuracy: 0.8647
Epoch 495/500
450/450 [==============================] - 0s 716us/step - loss: 0.3272 - accuracy: 0.8658
Epoch 496/500
450/450 [==============================] - 0s 725us/step - loss: 0.3275 - accuracy: 0.8679
Epoch 497/500
450/450 [==============================] - 0s 730us/step - loss: 0.3271 - accuracy: 0.8635
Epoch 498/500
450/450 [==============================] - 0s 721us/step - loss: 0.3273 - accuracy: 0.8636
Epoch 499/500
450/450 [==============================] - 0s 729us/step - loss: 0.3271 - accuracy: 0.8643
Epoch 500/500
450/450 [==============================] - 0s 735us/step - loss: 0.3275 - accuracy: 0.8639
Epoch 1/100
225/225 [==============================] - 0s 774us/step - loss: 0.6003 - accuracy: 0.7962
Epoch 2/100
225/225 [==============================] - 0s 796us/step - loss: 0.4477 - accuracy: 0.7962
Epoch 3/100
225/225 [==============================] - 0s 857us/step - loss: 0.4375 - accuracy: 0.7962
Epoch 4/100
225/225 [==============================] - 0s 783us/step - loss: 0.4347 - accuracy: 0.7962
Epoch 5/100
225/225 [==============================] - 0s 777us/step - loss: 0.4331 - accuracy: 0.7962
Epoch 6/100
225/225 [==============================] - 0s 801us/step - loss: 0.4317 - accuracy: 0.7962
Epoch 7/100
225/225 [==============================] - 0s 792us/step - loss: 0.4302 - accuracy: 0.7962
Epoch 8/100
225/225 [==============================] - 0s 805us/step - loss: 0.4286 - accuracy: 0.7962
Epoch 9/100
225/225 [==============================] - 0s 809us/step - loss: 0.4266 - accuracy: 0.7962
Epoch 10/100
225/225 [==============================] - 0s 782us/step - loss: 0.4247 - accuracy: 0.8114
Epoch 11/100
225/225 [==============================] - 0s 781us/step - loss: 0.4232 - accuracy: 0.8190
Epoch 12/100
225/225 [==============================] - 0s 776us/step - loss: 0.4220 - accuracy: 0.8233
Epoch 13/100
225/225 [==============================] - 0s 779us/step - loss: 0.4207 - accuracy: 0.8253
Epoch 14/100
225/225 [==============================] - 0s 796us/step - loss: 0.4198 - accuracy: 0.8254
Epoch 15/100
225/225 [==============================] - 0s 774us/step - loss: 0.4190 - accuracy: 0.8268
Epoch 16/100
225/225 [==============================] - 0s 776us/step - loss: 0.4180 - accuracy: 0.8285
Epoch 17/100
225/225 [==============================] - 0s 787us/step - loss: 0.4172 - accuracy: 0.8293
Epoch 18/100
225/225 [==============================] - 0s 772us/step - loss: 0.4170 - accuracy: 0.8307
Epoch 19/100
225/225 [==============================] - 0s 776us/step - loss: 0.4163 - accuracy: 0.8314
Epoch 20/100
225/225 [==============================] - 0s 839us/step - loss: 0.4156 - accuracy: 0.8308
Epoch 21/100
225/225 [==============================] - 0s 794us/step - loss: 0.4152 - accuracy: 0.8313
Epoch 22/100
225/225 [==============================] - 0s 805us/step - loss: 0.4147 - accuracy: 0.8314
Epoch 23/100
225/225 [==============================] - 0s 771us/step - loss: 0.4143 - accuracy: 0.8322
Epoch 24/100
225/225 [==============================] - 0s 769us/step - loss: 0.4135 - accuracy: 0.8324
Epoch 25/100
225/225 [==============================] - 0s 833us/step - loss: 0.4137 - accuracy: 0.8340
Epoch 26/100
225/225 [==============================] - 0s 830us/step - loss: 0.4131 - accuracy: 0.8332
Epoch 27/100
225/225 [==============================] - 0s 787us/step - loss: 0.4128 - accuracy: 0.8338
Epoch 28/100
225/225 [==============================] - 0s 759us/step - loss: 0.4124 - accuracy: 0.8325
Epoch 29/100
225/225 [==============================] - 0s 785us/step - loss: 0.4120 - accuracy: 0.8329
Epoch 30/100
225/225 [==============================] - 0s 776us/step - loss: 0.4117 - accuracy: 0.8340
Epoch 31/100
225/225 [==============================] - 0s 795us/step - loss: 0.4112 - accuracy: 0.8338
Epoch 32/100
225/225 [==============================] - 0s 775us/step - loss: 0.4111 - accuracy: 0.8344
Epoch 33/100
225/225 [==============================] - 0s 771us/step - loss: 0.4109 - accuracy: 0.8343
Epoch 34/100
225/225 [==============================] - 0s 790us/step - loss: 0.4105 - accuracy: 0.8353
Epoch 35/100
225/225 [==============================] - 0s 786us/step - loss: 0.4100 - accuracy: 0.8339
Epoch 36/100
225/225 [==============================] - 0s 842us/step - loss: 0.4100 - accuracy: 0.8344
Epoch 37/100
225/225 [==============================] - 0s 788us/step - loss: 0.4098 - accuracy: 0.8344
Epoch 38/100
225/225 [==============================] - 0s 790us/step - loss: 0.4093 - accuracy: 0.8338
Epoch 39/100
225/225 [==============================] - 0s 789us/step - loss: 0.4091 - accuracy: 0.8354
Epoch 40/100
225/225 [==============================] - 0s 786us/step - loss: 0.4093 - accuracy: 0.8351
Epoch 41/100
225/225 [==============================] - 0s 788us/step - loss: 0.4087 - accuracy: 0.8353
Epoch 42/100
225/225 [==============================] - 0s 844us/step - loss: 0.4088 - accuracy: 0.8351
Epoch 43/100
225/225 [==============================] - 0s 791us/step - loss: 0.4084 - accuracy: 0.8360
Epoch 44/100
225/225 [==============================] - 0s 785us/step - loss: 0.4082 - accuracy: 0.8364
Epoch 45/100
225/225 [==============================] - 0s 788us/step - loss: 0.4081 - accuracy: 0.8339
Epoch 46/100
225/225 [==============================] - 0s 789us/step - loss: 0.4079 - accuracy: 0.8354
Epoch 47/100
225/225 [==============================] - 0s 815us/step - loss: 0.4077 - accuracy: 0.8360
Epoch 48/100
225/225 [==============================] - 0s 796us/step - loss: 0.4072 - accuracy: 0.8358
Epoch 49/100
225/225 [==============================] - 0s 791us/step - loss: 0.4072 - accuracy: 0.8365
Epoch 50/100
225/225 [==============================] - 0s 792us/step - loss: 0.4071 - accuracy: 0.8363
Epoch 51/100
225/225 [==============================] - 0s 788us/step - loss: 0.4067 - accuracy: 0.8363
Epoch 52/100
225/225 [==============================] - 0s 830us/step - loss: 0.4063 - accuracy: 0.8361
Epoch 53/100
225/225 [==============================] - 0s 797us/step - loss: 0.4063 - accuracy: 0.8361
Epoch 54/100
225/225 [==============================] - 0s 786us/step - loss: 0.4057 - accuracy: 0.8361
Epoch 55/100
225/225 [==============================] - 0s 790us/step - loss: 0.4057 - accuracy: 0.8356
Epoch 56/100
225/225 [==============================] - 0s 795us/step - loss: 0.4054 - accuracy: 0.8358
Epoch 57/100
225/225 [==============================] - 0s 788us/step - loss: 0.4053 - accuracy: 0.8344
Epoch 58/100
225/225 [==============================] - 0s 837us/step - loss: 0.4049 - accuracy: 0.8363
Epoch 59/100
225/225 [==============================] - 0s 793us/step - loss: 0.4051 - accuracy: 0.8363
Epoch 60/100
225/225 [==============================] - 0s 793us/step - loss: 0.4049 - accuracy: 0.8356
Epoch 61/100
225/225 [==============================] - 0s 802us/step - loss: 0.4046 - accuracy: 0.8349
Epoch 62/100
225/225 [==============================] - 0s 792us/step - loss: 0.4047 - accuracy: 0.8363
Epoch 63/100
225/225 [==============================] - 0s 797us/step - loss: 0.4042 - accuracy: 0.8358
Epoch 64/100
225/225 [==============================] - 0s 811us/step - loss: 0.4042 - accuracy: 0.8349
Epoch 65/100
225/225 [==============================] - 0s 788us/step - loss: 0.4041 - accuracy: 0.8361
Epoch 66/100
225/225 [==============================] - 0s 788us/step - loss: 0.4040 - accuracy: 0.8349
Epoch 67/100
225/225 [==============================] - 0s 800us/step - loss: 0.4039 - accuracy: 0.8344
Epoch 68/100
225/225 [==============================] - 0s 787us/step - loss: 0.4037 - accuracy: 0.8347
Epoch 69/100
225/225 [==============================] - 0s 998us/step - loss: 0.4036 - accuracy: 0.8357
Epoch 70/100
225/225 [==============================] - 0s 811us/step - loss: 0.4034 - accuracy: 0.8350
Epoch 71/100
225/225 [==============================] - 0s 756us/step - loss: 0.4031 - accuracy: 0.8357
Epoch 72/100
225/225 [==============================] - 0s 758us/step - loss: 0.4031 - accuracy: 0.8354
Epoch 73/100
225/225 [==============================] - 0s 758us/step - loss: 0.4026 - accuracy: 0.8354
Epoch 74/100
225/225 [==============================] - 0s 819us/step - loss: 0.4029 - accuracy: 0.8367
Epoch 75/100
225/225 [==============================] - 0s 845us/step - loss: 0.4026 - accuracy: 0.8360
Epoch 76/100
225/225 [==============================] - 0s 760us/step - loss: 0.4023 - accuracy: 0.8351
Epoch 77/100
225/225 [==============================] - 0s 749us/step - loss: 0.4024 - accuracy: 0.8350
Epoch 78/100
225/225 [==============================] - 0s 753us/step - loss: 0.4021 - accuracy: 0.8353
Epoch 79/100
225/225 [==============================] - 0s 748us/step - loss: 0.4021 - accuracy: 0.8360
Epoch 80/100
225/225 [==============================] - 0s 801us/step - loss: 0.4017 - accuracy: 0.8364
Epoch 81/100
225/225 [==============================] - 0s 829us/step - loss: 0.4015 - accuracy: 0.8361
Epoch 82/100
225/225 [==============================] - 0s 792us/step - loss: 0.4018 - accuracy: 0.8368
Epoch 83/100
225/225 [==============================] - 0s 794us/step - loss: 0.4013 - accuracy: 0.8365
Epoch 84/100
225/225 [==============================] - 0s 777us/step - loss: 0.4016 - accuracy: 0.8361
Epoch 85/100
225/225 [==============================] - 0s 833us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 86/100
225/225 [==============================] - 0s 765us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 87/100
225/225 [==============================] - 0s 762us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 88/100
225/225 [==============================] - 0s 762us/step - loss: 0.4012 - accuracy: 0.8354
Epoch 89/100
225/225 [==============================] - 0s 777us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 90/100
225/225 [==============================] - 0s 759us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 91/100
225/225 [==============================] - 0s 775us/step - loss: 0.4010 - accuracy: 0.8369
Epoch 92/100
225/225 [==============================] - 0s 769us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 93/100
225/225 [==============================] - 0s 762us/step - loss: 0.4005 - accuracy: 0.8361
Epoch 94/100
225/225 [==============================] - 0s 774us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 95/100
225/225 [==============================] - 0s 759us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 96/100
225/225 [==============================] - 0s 760us/step - loss: 0.4007 - accuracy: 0.8364
Epoch 97/100
225/225 [==============================] - 0s 857us/step - loss: 0.4007 - accuracy: 0.8371
Epoch 98/100
225/225 [==============================] - 0s 778us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 99/100
225/225 [==============================] - 0s 771us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 100/100
225/225 [==============================] - 0s 770us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 1/100
225/225 [==============================] - 0s 783us/step - loss: 0.5928 - accuracy: 0.7982
Epoch 2/100
225/225 [==============================] - 0s 786us/step - loss: 0.4431 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 777us/step - loss: 0.4349 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 787us/step - loss: 0.4323 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 781us/step - loss: 0.4310 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 829us/step - loss: 0.4300 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 792us/step - loss: 0.4293 - accuracy: 0.7986
Epoch 8/100
225/225 [==============================] - 0s 786us/step - loss: 0.4286 - accuracy: 0.7986
Epoch 9/100
225/225 [==============================] - 0s 796us/step - loss: 0.4281 - accuracy: 0.7986
Epoch 10/100
225/225 [==============================] - 0s 782us/step - loss: 0.4273 - accuracy: 0.7986
Epoch 11/100
225/225 [==============================] - 0s 799us/step - loss: 0.4257 - accuracy: 0.7986
Epoch 12/100
225/225 [==============================] - 0s 801us/step - loss: 0.4237 - accuracy: 0.7997
Epoch 13/100
225/225 [==============================] - 0s 827us/step - loss: 0.4215 - accuracy: 0.8110
Epoch 14/100
225/225 [==============================] - 0s 746us/step - loss: 0.4198 - accuracy: 0.8208
Epoch 15/100
225/225 [==============================] - 0s 751us/step - loss: 0.4181 - accuracy: 0.8236
Epoch 16/100
225/225 [==============================] - 0s 745us/step - loss: 0.4166 - accuracy: 0.8269
Epoch 17/100
225/225 [==============================] - 0s 775us/step - loss: 0.4146 - accuracy: 0.8278
Epoch 18/100
225/225 [==============================] - 0s 756us/step - loss: 0.4139 - accuracy: 0.8296
Epoch 19/100
225/225 [==============================] - 0s 750us/step - loss: 0.4128 - accuracy: 0.8296
Epoch 20/100
225/225 [==============================] - 0s 748us/step - loss: 0.4116 - accuracy: 0.8308
Epoch 21/100
225/225 [==============================] - 0s 752us/step - loss: 0.4106 - accuracy: 0.8318
Epoch 22/100
225/225 [==============================] - 0s 747us/step - loss: 0.4099 - accuracy: 0.8319
Epoch 23/100
225/225 [==============================] - 0s 795us/step - loss: 0.4090 - accuracy: 0.8344
Epoch 24/100
225/225 [==============================] - 0s 770us/step - loss: 0.4082 - accuracy: 0.8342
Epoch 25/100
225/225 [==============================] - 0s 754us/step - loss: 0.4076 - accuracy: 0.8368
Epoch 26/100
225/225 [==============================] - 0s 747us/step - loss: 0.4069 - accuracy: 0.8353
Epoch 27/100
225/225 [==============================] - 0s 753us/step - loss: 0.4067 - accuracy: 0.8361
Epoch 28/100
225/225 [==============================] - 0s 748us/step - loss: 0.4059 - accuracy: 0.8357
Epoch 29/100
225/225 [==============================] - 0s 786us/step - loss: 0.4056 - accuracy: 0.8374
Epoch 30/100
225/225 [==============================] - 0s 761us/step - loss: 0.4049 - accuracy: 0.8365
Epoch 31/100
225/225 [==============================] - 0s 756us/step - loss: 0.4046 - accuracy: 0.8372
Epoch 32/100
225/225 [==============================] - 0s 753us/step - loss: 0.4041 - accuracy: 0.8381
Epoch 33/100
225/225 [==============================] - 0s 748us/step - loss: 0.4039 - accuracy: 0.8381
Epoch 34/100
225/225 [==============================] - 0s 767us/step - loss: 0.4031 - accuracy: 0.8381
Epoch 35/100
225/225 [==============================] - 0s 755us/step - loss: 0.4031 - accuracy: 0.8374
Epoch 36/100
225/225 [==============================] - 0s 797us/step - loss: 0.4026 - accuracy: 0.8390
Epoch 37/100
225/225 [==============================] - 0s 757us/step - loss: 0.4024 - accuracy: 0.8376
Epoch 38/100
225/225 [==============================] - 0s 754us/step - loss: 0.4021 - accuracy: 0.8390
Epoch 39/100
225/225 [==============================] - 0s 745us/step - loss: 0.4018 - accuracy: 0.8399
Epoch 40/100
225/225 [==============================] - 0s 859us/step - loss: 0.4017 - accuracy: 0.8381
Epoch 41/100
225/225 [==============================] - 0s 759us/step - loss: 0.4013 - accuracy: 0.8386
Epoch 42/100
225/225 [==============================] - 0s 745us/step - loss: 0.4009 - accuracy: 0.8399
Epoch 43/100
225/225 [==============================] - 0s 736us/step - loss: 0.4005 - accuracy: 0.8401
Epoch 44/100
225/225 [==============================] - 0s 756us/step - loss: 0.4003 - accuracy: 0.8392
Epoch 45/100
225/225 [==============================] - 0s 747us/step - loss: 0.4000 - accuracy: 0.8390
Epoch 46/100
225/225 [==============================] - 0s 798us/step - loss: 0.3994 - accuracy: 0.8392
Epoch 47/100
225/225 [==============================] - 0s 762us/step - loss: 0.3989 - accuracy: 0.8388
Epoch 48/100
225/225 [==============================] - 0s 750us/step - loss: 0.3991 - accuracy: 0.8406
Epoch 49/100
225/225 [==============================] - 0s 742us/step - loss: 0.3990 - accuracy: 0.8389
Epoch 50/100
225/225 [==============================] - 0s 759us/step - loss: 0.3986 - accuracy: 0.8399
Epoch 51/100
225/225 [==============================] - 0s 784us/step - loss: 0.3982 - accuracy: 0.8397
Epoch 52/100
225/225 [==============================] - 0s 786us/step - loss: 0.3982 - accuracy: 0.8381
Epoch 53/100
225/225 [==============================] - 0s 762us/step - loss: 0.3981 - accuracy: 0.8392
Epoch 54/100
225/225 [==============================] - 0s 752us/step - loss: 0.3979 - accuracy: 0.8401
Epoch 55/100
225/225 [==============================] - 0s 761us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 56/100
225/225 [==============================] - 0s 749us/step - loss: 0.3979 - accuracy: 0.8389
Epoch 57/100
225/225 [==============================] - 0s 753us/step - loss: 0.3976 - accuracy: 0.8417
Epoch 58/100
225/225 [==============================] - 0s 741us/step - loss: 0.3978 - accuracy: 0.8393
Epoch 59/100
225/225 [==============================] - 0s 750us/step - loss: 0.3975 - accuracy: 0.8393
Epoch 60/100
225/225 [==============================] - 0s 776us/step - loss: 0.3975 - accuracy: 0.8389
Epoch 61/100
225/225 [==============================] - 0s 746us/step - loss: 0.3970 - accuracy: 0.8393
Epoch 62/100
225/225 [==============================] - 0s 745us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 63/100
225/225 [==============================] - 0s 754us/step - loss: 0.3971 - accuracy: 0.8399
Epoch 64/100
225/225 [==============================] - 0s 763us/step - loss: 0.3970 - accuracy: 0.8397
Epoch 65/100
225/225 [==============================] - 0s 741us/step - loss: 0.3973 - accuracy: 0.8396
Epoch 66/100
225/225 [==============================] - 0s 737us/step - loss: 0.3966 - accuracy: 0.8393
Epoch 67/100
225/225 [==============================] - 0s 749us/step - loss: 0.3969 - accuracy: 0.8399
Epoch 68/100
225/225 [==============================] - 0s 754us/step - loss: 0.3968 - accuracy: 0.8388
Epoch 69/100
225/225 [==============================] - 0s 754us/step - loss: 0.3969 - accuracy: 0.8399
Epoch 70/100
225/225 [==============================] - 0s 752us/step - loss: 0.3967 - accuracy: 0.8399
Epoch 71/100
225/225 [==============================] - 0s 740us/step - loss: 0.3966 - accuracy: 0.8399
Epoch 72/100
225/225 [==============================] - 0s 739us/step - loss: 0.3966 - accuracy: 0.8396
Epoch 73/100
225/225 [==============================] - 0s 755us/step - loss: 0.3967 - accuracy: 0.8400
Epoch 74/100
225/225 [==============================] - 0s 752us/step - loss: 0.3965 - accuracy: 0.8396
Epoch 75/100
225/225 [==============================] - 0s 760us/step - loss: 0.3966 - accuracy: 0.8404
Epoch 76/100
225/225 [==============================] - 0s 756us/step - loss: 0.3962 - accuracy: 0.8403
Epoch 77/100
225/225 [==============================] - 0s 742us/step - loss: 0.3963 - accuracy: 0.8401
Epoch 78/100
225/225 [==============================] - 0s 742us/step - loss: 0.3964 - accuracy: 0.8408
Epoch 79/100
225/225 [==============================] - 0s 755us/step - loss: 0.3961 - accuracy: 0.8396
Epoch 80/100
225/225 [==============================] - 0s 959us/step - loss: 0.3962 - accuracy: 0.8404
Epoch 81/100
225/225 [==============================] - 0s 749us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 82/100
225/225 [==============================] - 0s 747us/step - loss: 0.3963 - accuracy: 0.8394
Epoch 83/100
225/225 [==============================] - 0s 741us/step - loss: 0.3962 - accuracy: 0.8394
Epoch 84/100
225/225 [==============================] - 0s 737us/step - loss: 0.3961 - accuracy: 0.8379
Epoch 85/100
225/225 [==============================] - 0s 748us/step - loss: 0.3963 - accuracy: 0.8411
Epoch 86/100
225/225 [==============================] - 0s 749us/step - loss: 0.3961 - accuracy: 0.8401
Epoch 87/100
225/225 [==============================] - 0s 754us/step - loss: 0.3961 - accuracy: 0.8393
Epoch 88/100
225/225 [==============================] - 0s 749us/step - loss: 0.3963 - accuracy: 0.8393
Epoch 89/100
225/225 [==============================] - 0s 743us/step - loss: 0.3963 - accuracy: 0.8379
Epoch 90/100
225/225 [==============================] - 0s 741us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 91/100
225/225 [==============================] - 0s 750us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 92/100
225/225 [==============================] - 0s 756us/step - loss: 0.3960 - accuracy: 0.8403
Epoch 93/100
225/225 [==============================] - 0s 765us/step - loss: 0.3960 - accuracy: 0.8390
Epoch 94/100
225/225 [==============================] - 0s 787us/step - loss: 0.3960 - accuracy: 0.8404
Epoch 95/100
225/225 [==============================] - 0s 866us/step - loss: 0.3957 - accuracy: 0.8406
Epoch 96/100
225/225 [==============================] - 0s 764us/step - loss: 0.3957 - accuracy: 0.8394
Epoch 97/100
225/225 [==============================] - 0s 862us/step - loss: 0.3960 - accuracy: 0.8400
Epoch 98/100
225/225 [==============================] - 0s 752us/step - loss: 0.3955 - accuracy: 0.8399
Epoch 99/100
225/225 [==============================] - 0s 769us/step - loss: 0.3960 - accuracy: 0.8392
Epoch 100/100
225/225 [==============================] - 0s 742us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 1/100
225/225 [==============================] - 0s 803us/step - loss: 0.5997 - accuracy: 0.7978
Epoch 2/100
225/225 [==============================] - 0s 820us/step - loss: 0.4413 - accuracy: 0.7978
Epoch 3/100
225/225 [==============================] - 0s 787us/step - loss: 0.4330 - accuracy: 0.7978
Epoch 4/100
225/225 [==============================] - 0s 788us/step - loss: 0.4304 - accuracy: 0.7978
Epoch 5/100
225/225 [==============================] - 0s 787us/step - loss: 0.4286 - accuracy: 0.7978
Epoch 6/100
225/225 [==============================] - 0s 826us/step - loss: 0.4267 - accuracy: 0.7978
Epoch 7/100
225/225 [==============================] - 0s 789us/step - loss: 0.4249 - accuracy: 0.7978
Epoch 8/100
225/225 [==============================] - 0s 800us/step - loss: 0.4227 - accuracy: 0.7978
Epoch 9/100
225/225 [==============================] - 0s 790us/step - loss: 0.4203 - accuracy: 0.7978
Epoch 10/100
225/225 [==============================] - 0s 801us/step - loss: 0.4182 - accuracy: 0.8169
Epoch 11/100
225/225 [==============================] - 0s 798us/step - loss: 0.4167 - accuracy: 0.8218
Epoch 12/100
225/225 [==============================] - 0s 824us/step - loss: 0.4158 - accuracy: 0.8238
Epoch 13/100
225/225 [==============================] - 0s 800us/step - loss: 0.4146 - accuracy: 0.8261
Epoch 14/100
225/225 [==============================] - 0s 791us/step - loss: 0.4135 - accuracy: 0.8264
Epoch 15/100
225/225 [==============================] - 0s 780us/step - loss: 0.4125 - accuracy: 0.8296
Epoch 16/100
225/225 [==============================] - 0s 797us/step - loss: 0.4116 - accuracy: 0.8311
Epoch 17/100
225/225 [==============================] - 0s 828us/step - loss: 0.4110 - accuracy: 0.8311
Epoch 18/100
225/225 [==============================] - 0s 800us/step - loss: 0.4104 - accuracy: 0.8317
Epoch 19/100
225/225 [==============================] - 0s 803us/step - loss: 0.4097 - accuracy: 0.8342
Epoch 20/100
225/225 [==============================] - 0s 788us/step - loss: 0.4088 - accuracy: 0.8357
Epoch 21/100
225/225 [==============================] - 0s 786us/step - loss: 0.4083 - accuracy: 0.8353
Epoch 22/100
225/225 [==============================] - 0s 805us/step - loss: 0.4074 - accuracy: 0.8360
Epoch 23/100
225/225 [==============================] - 0s 841us/step - loss: 0.4074 - accuracy: 0.8364
Epoch 24/100
225/225 [==============================] - 0s 823us/step - loss: 0.4067 - accuracy: 0.8363
Epoch 25/100
225/225 [==============================] - 0s 796us/step - loss: 0.4061 - accuracy: 0.8354
Epoch 26/100
225/225 [==============================] - 0s 783us/step - loss: 0.4054 - accuracy: 0.8361
Epoch 27/100
225/225 [==============================] - 0s 796us/step - loss: 0.4052 - accuracy: 0.8363
Epoch 28/100
225/225 [==============================] - 0s 801us/step - loss: 0.4048 - accuracy: 0.8367
Epoch 29/100
225/225 [==============================] - 0s 797us/step - loss: 0.4042 - accuracy: 0.8364
Epoch 30/100
225/225 [==============================] - 0s 833us/step - loss: 0.4039 - accuracy: 0.8363
Epoch 31/100
225/225 [==============================] - 0s 783us/step - loss: 0.4035 - accuracy: 0.8372
Epoch 32/100
225/225 [==============================] - 0s 789us/step - loss: 0.4033 - accuracy: 0.8375
Epoch 33/100
225/225 [==============================] - 0s 797us/step - loss: 0.4027 - accuracy: 0.8360
Epoch 34/100
225/225 [==============================] - 0s 833us/step - loss: 0.4022 - accuracy: 0.8382
Epoch 35/100
225/225 [==============================] - 0s 793us/step - loss: 0.4022 - accuracy: 0.8369
Epoch 36/100
225/225 [==============================] - 0s 788us/step - loss: 0.4019 - accuracy: 0.8371
Epoch 37/100
225/225 [==============================] - 0s 786us/step - loss: 0.4014 - accuracy: 0.8375
Epoch 38/100
225/225 [==============================] - 0s 805us/step - loss: 0.4014 - accuracy: 0.8367
Epoch 39/100
225/225 [==============================] - 0s 843us/step - loss: 0.4011 - accuracy: 0.8376
Epoch 40/100
225/225 [==============================] - 0s 793us/step - loss: 0.4008 - accuracy: 0.8376
Epoch 41/100
225/225 [==============================] - 0s 794us/step - loss: 0.4008 - accuracy: 0.8376
Epoch 42/100
225/225 [==============================] - 0s 790us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 43/100
225/225 [==============================] - 0s 790us/step - loss: 0.4003 - accuracy: 0.8369
Epoch 44/100
225/225 [==============================] - 0s 795us/step - loss: 0.3999 - accuracy: 0.8374
Epoch 45/100
225/225 [==============================] - 0s 809us/step - loss: 0.3998 - accuracy: 0.8375
Epoch 46/100
225/225 [==============================] - 0s 843us/step - loss: 0.3995 - accuracy: 0.8375
Epoch 47/100
225/225 [==============================] - 0s 794us/step - loss: 0.3995 - accuracy: 0.8378
Epoch 48/100
225/225 [==============================] - 0s 784us/step - loss: 0.3990 - accuracy: 0.8382
Epoch 49/100
225/225 [==============================] - 0s 790us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 50/100
225/225 [==============================] - 0s 938us/step - loss: 0.3988 - accuracy: 0.8388
Epoch 51/100
225/225 [==============================] - 0s 884us/step - loss: 0.3988 - accuracy: 0.8371
Epoch 52/100
225/225 [==============================] - 0s 764us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 53/100
225/225 [==============================] - 0s 753us/step - loss: 0.3984 - accuracy: 0.8388
Epoch 54/100
225/225 [==============================] - 0s 751us/step - loss: 0.3978 - accuracy: 0.8393
Epoch 55/100
225/225 [==============================] - 0s 806us/step - loss: 0.3980 - accuracy: 0.8381
Epoch 56/100
225/225 [==============================] - 0s 754us/step - loss: 0.3978 - accuracy: 0.8381
Epoch 57/100
225/225 [==============================] - 0s 758us/step - loss: 0.3976 - accuracy: 0.8389
Epoch 58/100
225/225 [==============================] - 0s 756us/step - loss: 0.3975 - accuracy: 0.8378
Epoch 59/100
225/225 [==============================] - 0s 750us/step - loss: 0.3974 - accuracy: 0.8385
Epoch 60/100
225/225 [==============================] - 0s 754us/step - loss: 0.3974 - accuracy: 0.8390
Epoch 61/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8392
Epoch 62/100
225/225 [==============================] - 0s 949us/step - loss: 0.3973 - accuracy: 0.8389
Epoch 63/100
225/225 [==============================] - 0s 769us/step - loss: 0.3968 - accuracy: 0.8388
Epoch 64/100
225/225 [==============================] - 0s 781us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 65/100
225/225 [==============================] - 0s 781us/step - loss: 0.3963 - accuracy: 0.8393
Epoch 66/100
225/225 [==============================] - 0s 770us/step - loss: 0.3967 - accuracy: 0.8388
Epoch 67/100
225/225 [==============================] - 0s 913us/step - loss: 0.3967 - accuracy: 0.8383
Epoch 68/100
225/225 [==============================] - 0s 807us/step - loss: 0.3964 - accuracy: 0.8383
Epoch 69/100
225/225 [==============================] - 0s 775us/step - loss: 0.3967 - accuracy: 0.8381
Epoch 70/100
225/225 [==============================] - 0s 765us/step - loss: 0.3964 - accuracy: 0.8389
Epoch 71/100
225/225 [==============================] - 0s 772us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 72/100
225/225 [==============================] - 0s 759us/step - loss: 0.3961 - accuracy: 0.8401
Epoch 73/100
225/225 [==============================] - 0s 834us/step - loss: 0.3959 - accuracy: 0.8376
Epoch 74/100
225/225 [==============================] - 0s 772us/step - loss: 0.3958 - accuracy: 0.8379
Epoch 75/100
225/225 [==============================] - 0s 764us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 76/100
225/225 [==============================] - 0s 775us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 77/100
225/225 [==============================] - 0s 803us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 78/100
225/225 [==============================] - 0s 766us/step - loss: 0.3954 - accuracy: 0.8386
Epoch 79/100
225/225 [==============================] - 0s 828us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 80/100
225/225 [==============================] - 0s 766us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 81/100
225/225 [==============================] - 0s 768us/step - loss: 0.3954 - accuracy: 0.8385
Epoch 82/100
225/225 [==============================] - 0s 790us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 83/100
225/225 [==============================] - 0s 789us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 84/100
225/225 [==============================] - 0s 764us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 85/100
225/225 [==============================] - 0s 781us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 86/100
225/225 [==============================] - 0s 765us/step - loss: 0.3948 - accuracy: 0.8400
Epoch 87/100
225/225 [==============================] - 0s 770us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 88/100
225/225 [==============================] - 0s 803us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 89/100
225/225 [==============================] - 0s 797us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 90/100
225/225 [==============================] - 0s 779us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 91/100
225/225 [==============================] - 0s 771us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 92/100
225/225 [==============================] - 0s 775us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 93/100
225/225 [==============================] - 0s 778us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 94/100
225/225 [==============================] - 0s 790us/step - loss: 0.3939 - accuracy: 0.8394
Epoch 95/100
225/225 [==============================] - 0s 779us/step - loss: 0.3942 - accuracy: 0.8401
Epoch 96/100
225/225 [==============================] - 0s 795us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 97/100
225/225 [==============================] - 0s 766us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 98/100
225/225 [==============================] - 0s 761us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 99/100
225/225 [==============================] - 0s 781us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 100/100
225/225 [==============================] - 0s 788us/step - loss: 0.3938 - accuracy: 0.8382
Epoch 1/100
225/225 [==============================] - 0s 783us/step - loss: 0.6280 - accuracy: 0.7917
Epoch 2/100
225/225 [==============================] - 0s 794us/step - loss: 0.4553 - accuracy: 0.7940
Epoch 3/100
225/225 [==============================] - 0s 836us/step - loss: 0.4288 - accuracy: 0.8060
Epoch 4/100
225/225 [==============================] - 0s 789us/step - loss: 0.4216 - accuracy: 0.8188
Epoch 5/100
225/225 [==============================] - 0s 805us/step - loss: 0.4163 - accuracy: 0.8211
Epoch 6/100
225/225 [==============================] - 0s 793us/step - loss: 0.4112 - accuracy: 0.8218
Epoch 7/100
225/225 [==============================] - 0s 788us/step - loss: 0.4062 - accuracy: 0.8246
Epoch 8/100
225/225 [==============================] - 0s 800us/step - loss: 0.4017 - accuracy: 0.8257
Epoch 9/100
225/225 [==============================] - 0s 851us/step - loss: 0.3977 - accuracy: 0.8253
Epoch 10/100
225/225 [==============================] - 0s 789us/step - loss: 0.3937 - accuracy: 0.8288
Epoch 11/100
225/225 [==============================] - 0s 803us/step - loss: 0.3902 - accuracy: 0.8274
Epoch 12/100
225/225 [==============================] - 0s 791us/step - loss: 0.3873 - accuracy: 0.8267
Epoch 13/100
225/225 [==============================] - 0s 800us/step - loss: 0.3843 - accuracy: 0.8282
Epoch 14/100
225/225 [==============================] - 0s 810us/step - loss: 0.3819 - accuracy: 0.8315
Epoch 15/100
225/225 [==============================] - 0s 799us/step - loss: 0.3792 - accuracy: 0.8388
Epoch 16/100
225/225 [==============================] - 0s 813us/step - loss: 0.3770 - accuracy: 0.8418
Epoch 17/100
225/225 [==============================] - 0s 782us/step - loss: 0.3746 - accuracy: 0.8432
Epoch 18/100
225/225 [==============================] - 0s 780us/step - loss: 0.3734 - accuracy: 0.8451
Epoch 19/100
225/225 [==============================] - 0s 842us/step - loss: 0.3711 - accuracy: 0.8458
Epoch 20/100
225/225 [==============================] - 0s 792us/step - loss: 0.3695 - accuracy: 0.8476
Epoch 21/100
225/225 [==============================] - 0s 791us/step - loss: 0.3689 - accuracy: 0.8485
Epoch 22/100
225/225 [==============================] - 0s 804us/step - loss: 0.3672 - accuracy: 0.8496
Epoch 23/100
225/225 [==============================] - 0s 785us/step - loss: 0.3660 - accuracy: 0.8489
Epoch 24/100
225/225 [==============================] - 0s 797us/step - loss: 0.3649 - accuracy: 0.8481
Epoch 25/100
225/225 [==============================] - 0s 828us/step - loss: 0.3642 - accuracy: 0.8506
Epoch 26/100
225/225 [==============================] - 0s 788us/step - loss: 0.3620 - accuracy: 0.8490
Epoch 27/100
225/225 [==============================] - 0s 794us/step - loss: 0.3620 - accuracy: 0.8514
Epoch 28/100
225/225 [==============================] - 0s 787us/step - loss: 0.3608 - accuracy: 0.8500
Epoch 29/100
225/225 [==============================] - 0s 794us/step - loss: 0.3605 - accuracy: 0.8529
Epoch 30/100
225/225 [==============================] - 0s 815us/step - loss: 0.3584 - accuracy: 0.8528
Epoch 31/100
225/225 [==============================] - 0s 784us/step - loss: 0.3575 - accuracy: 0.8546
Epoch 32/100
225/225 [==============================] - 0s 790us/step - loss: 0.3572 - accuracy: 0.8558
Epoch 33/100
225/225 [==============================] - 0s 798us/step - loss: 0.3561 - accuracy: 0.8547
Epoch 34/100
225/225 [==============================] - 0s 787us/step - loss: 0.3550 - accuracy: 0.8544
Epoch 35/100
225/225 [==============================] - 0s 793us/step - loss: 0.3544 - accuracy: 0.8551
Epoch 36/100
225/225 [==============================] - 0s 835us/step - loss: 0.3536 - accuracy: 0.8562
Epoch 37/100
225/225 [==============================] - 0s 790us/step - loss: 0.3540 - accuracy: 0.8547
Epoch 38/100
225/225 [==============================] - 0s 797us/step - loss: 0.3541 - accuracy: 0.8547
Epoch 39/100
225/225 [==============================] - 0s 794us/step - loss: 0.3531 - accuracy: 0.8578
Epoch 40/100
225/225 [==============================] - 0s 793us/step - loss: 0.3523 - accuracy: 0.8558
Epoch 41/100
225/225 [==============================] - 0s 936us/step - loss: 0.3520 - accuracy: 0.8576
Epoch 42/100
225/225 [==============================] - 0s 749us/step - loss: 0.3511 - accuracy: 0.8579
Epoch 43/100
225/225 [==============================] - 0s 754us/step - loss: 0.3515 - accuracy: 0.8583
Epoch 44/100
225/225 [==============================] - 0s 752us/step - loss: 0.3515 - accuracy: 0.8556
Epoch 45/100
225/225 [==============================] - 0s 746us/step - loss: 0.3505 - accuracy: 0.8571
Epoch 46/100
225/225 [==============================] - 0s 749us/step - loss: 0.3511 - accuracy: 0.8592
Epoch 47/100
225/225 [==============================] - 0s 762us/step - loss: 0.3506 - accuracy: 0.8578
Epoch 48/100
225/225 [==============================] - 0s 763us/step - loss: 0.3509 - accuracy: 0.8567
Epoch 49/100
225/225 [==============================] - 0s 751us/step - loss: 0.3498 - accuracy: 0.8553
Epoch 50/100
225/225 [==============================] - 0s 754us/step - loss: 0.3495 - accuracy: 0.8571
Epoch 51/100
225/225 [==============================] - 0s 743us/step - loss: 0.3496 - accuracy: 0.8578
Epoch 52/100
225/225 [==============================] - 0s 755us/step - loss: 0.3496 - accuracy: 0.8565
Epoch 53/100
225/225 [==============================] - 0s 785us/step - loss: 0.3491 - accuracy: 0.8571
Epoch 54/100
225/225 [==============================] - 0s 786us/step - loss: 0.3492 - accuracy: 0.8557
Epoch 55/100
225/225 [==============================] - 0s 756us/step - loss: 0.3485 - accuracy: 0.8575
Epoch 56/100
225/225 [==============================] - 0s 752us/step - loss: 0.3487 - accuracy: 0.8582
Epoch 57/100
225/225 [==============================] - 0s 747us/step - loss: 0.3480 - accuracy: 0.8574
Epoch 58/100
225/225 [==============================] - 0s 756us/step - loss: 0.3488 - accuracy: 0.8582
Epoch 59/100
225/225 [==============================] - 0s 774us/step - loss: 0.3480 - accuracy: 0.8587
Epoch 60/100
225/225 [==============================] - 0s 748us/step - loss: 0.3479 - accuracy: 0.8578
Epoch 61/100
225/225 [==============================] - 0s 753us/step - loss: 0.3476 - accuracy: 0.8594
Epoch 62/100
225/225 [==============================] - 0s 749us/step - loss: 0.3473 - accuracy: 0.8587
Epoch 63/100
225/225 [==============================] - 0s 752us/step - loss: 0.3473 - accuracy: 0.8574
Epoch 64/100
225/225 [==============================] - 0s 772us/step - loss: 0.3469 - accuracy: 0.8586
Epoch 65/100
225/225 [==============================] - 0s 751us/step - loss: 0.3471 - accuracy: 0.8589
Epoch 66/100
225/225 [==============================] - 0s 747us/step - loss: 0.3470 - accuracy: 0.8575
Epoch 67/100
225/225 [==============================] - 0s 755us/step - loss: 0.3465 - accuracy: 0.8596
Epoch 68/100
225/225 [==============================] - 0s 748us/step - loss: 0.3464 - accuracy: 0.8567
Epoch 69/100
225/225 [==============================] - 0s 740us/step - loss: 0.3461 - accuracy: 0.8593
Epoch 70/100
225/225 [==============================] - 0s 794us/step - loss: 0.3456 - accuracy: 0.8575
Epoch 71/100
225/225 [==============================] - 0s 752us/step - loss: 0.3462 - accuracy: 0.8592
Epoch 72/100
225/225 [==============================] - 0s 749us/step - loss: 0.3461 - accuracy: 0.8565
Epoch 73/100
225/225 [==============================] - 0s 748us/step - loss: 0.3452 - accuracy: 0.8575
Epoch 74/100
225/225 [==============================] - 0s 742us/step - loss: 0.3457 - accuracy: 0.8597
Epoch 75/100
225/225 [==============================] - 0s 749us/step - loss: 0.3458 - accuracy: 0.8593
Epoch 76/100
225/225 [==============================] - 0s 797us/step - loss: 0.3452 - accuracy: 0.8582
Epoch 77/100
225/225 [==============================] - 0s 752us/step - loss: 0.3453 - accuracy: 0.8603
Epoch 78/100
225/225 [==============================] - 0s 749us/step - loss: 0.3447 - accuracy: 0.8589
Epoch 79/100
225/225 [==============================] - 0s 750us/step - loss: 0.3448 - accuracy: 0.8583
Epoch 80/100
225/225 [==============================] - 0s 748us/step - loss: 0.3444 - accuracy: 0.8575
Epoch 81/100
225/225 [==============================] - 0s 754us/step - loss: 0.3447 - accuracy: 0.8603
Epoch 82/100
225/225 [==============================] - 0s 796us/step - loss: 0.3440 - accuracy: 0.8576
Epoch 83/100
225/225 [==============================] - 0s 749us/step - loss: 0.3453 - accuracy: 0.8583
Epoch 84/100
225/225 [==============================] - 0s 762us/step - loss: 0.3450 - accuracy: 0.8579
Epoch 85/100
225/225 [==============================] - 0s 748us/step - loss: 0.3444 - accuracy: 0.8600
Epoch 86/100
225/225 [==============================] - 0s 743us/step - loss: 0.3438 - accuracy: 0.8587
Epoch 87/100
225/225 [==============================] - 0s 753us/step - loss: 0.3439 - accuracy: 0.8574
Epoch 88/100
225/225 [==============================] - 0s 795us/step - loss: 0.3441 - accuracy: 0.8571
Epoch 89/100
225/225 [==============================] - 0s 755us/step - loss: 0.3435 - accuracy: 0.8611
Epoch 90/100
225/225 [==============================] - 0s 749us/step - loss: 0.3434 - accuracy: 0.8594
Epoch 91/100
225/225 [==============================] - 0s 743us/step - loss: 0.3434 - accuracy: 0.8582
Epoch 92/100
225/225 [==============================] - 0s 750us/step - loss: 0.3437 - accuracy: 0.8603
Epoch 93/100
225/225 [==============================] - 0s 771us/step - loss: 0.3435 - accuracy: 0.8581
Epoch 94/100
225/225 [==============================] - 0s 740us/step - loss: 0.3427 - accuracy: 0.8610
Epoch 95/100
225/225 [==============================] - 0s 760us/step - loss: 0.3439 - accuracy: 0.8597
Epoch 96/100
225/225 [==============================] - 0s 750us/step - loss: 0.3433 - accuracy: 0.8611
Epoch 97/100
225/225 [==============================] - 0s 741us/step - loss: 0.3434 - accuracy: 0.8617
Epoch 98/100
225/225 [==============================] - 0s 744us/step - loss: 0.3426 - accuracy: 0.8611
Epoch 99/100
225/225 [==============================] - 0s 811us/step - loss: 0.3433 - accuracy: 0.8596
Epoch 100/100
225/225 [==============================] - 0s 747us/step - loss: 0.3433 - accuracy: 0.8589
Epoch 1/100
225/225 [==============================] - 0s 778us/step - loss: 0.6148 - accuracy: 0.7943
Epoch 2/100
225/225 [==============================] - 0s 796us/step - loss: 0.4491 - accuracy: 0.7960
Epoch 3/100
225/225 [==============================] - 0s 837us/step - loss: 0.4350 - accuracy: 0.7960
Epoch 4/100
225/225 [==============================] - 0s 777us/step - loss: 0.4325 - accuracy: 0.7960
Epoch 5/100
225/225 [==============================] - 0s 800us/step - loss: 0.4309 - accuracy: 0.7960
Epoch 6/100
225/225 [==============================] - 0s 782us/step - loss: 0.4297 - accuracy: 0.7960
Epoch 7/100
225/225 [==============================] - 0s 786us/step - loss: 0.4289 - accuracy: 0.7960
Epoch 8/100
225/225 [==============================] - 0s 842us/step - loss: 0.4280 - accuracy: 0.7960
Epoch 9/100
225/225 [==============================] - 0s 810us/step - loss: 0.4265 - accuracy: 0.7960
Epoch 10/100
225/225 [==============================] - 0s 799us/step - loss: 0.4251 - accuracy: 0.7960
Epoch 11/100
225/225 [==============================] - 0s 801us/step - loss: 0.4231 - accuracy: 0.7960
Epoch 12/100
225/225 [==============================] - 0s 796us/step - loss: 0.4206 - accuracy: 0.8112
Epoch 13/100
225/225 [==============================] - 0s 796us/step - loss: 0.4190 - accuracy: 0.8194
Epoch 14/100
225/225 [==============================] - 0s 807us/step - loss: 0.4174 - accuracy: 0.8225
Epoch 15/100
225/225 [==============================] - 0s 800us/step - loss: 0.4160 - accuracy: 0.8263
Epoch 16/100
225/225 [==============================] - 0s 800us/step - loss: 0.4146 - accuracy: 0.8285
Epoch 17/100
225/225 [==============================] - 0s 789us/step - loss: 0.4132 - accuracy: 0.8306
Epoch 18/100
225/225 [==============================] - 0s 785us/step - loss: 0.4122 - accuracy: 0.8328
Epoch 19/100
225/225 [==============================] - 0s 849us/step - loss: 0.4111 - accuracy: 0.8335
Epoch 20/100
225/225 [==============================] - 0s 786us/step - loss: 0.4100 - accuracy: 0.8349
Epoch 21/100
225/225 [==============================] - 0s 790us/step - loss: 0.4093 - accuracy: 0.8342
Epoch 22/100
225/225 [==============================] - 0s 804us/step - loss: 0.4085 - accuracy: 0.8340
Epoch 23/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4077 - accuracy: 0.8339
Epoch 24/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4071 - accuracy: 0.8346
Epoch 25/100
225/225 [==============================] - 0s 824us/step - loss: 0.4065 - accuracy: 0.8360
Epoch 26/100
225/225 [==============================] - 0s 782us/step - loss: 0.4059 - accuracy: 0.8356
Epoch 27/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4052 - accuracy: 0.8357
Epoch 28/100
225/225 [==============================] - 0s 950us/step - loss: 0.4050 - accuracy: 0.8372
Epoch 29/100
225/225 [==============================] - 0s 847us/step - loss: 0.4045 - accuracy: 0.8365
Epoch 30/100
225/225 [==============================] - 0s 867us/step - loss: 0.4039 - accuracy: 0.8378
Epoch 31/100
225/225 [==============================] - 0s 922us/step - loss: 0.4038 - accuracy: 0.8368
Epoch 32/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4030 - accuracy: 0.8369
Epoch 33/100
225/225 [==============================] - 0s 910us/step - loss: 0.4026 - accuracy: 0.8372
Epoch 34/100
225/225 [==============================] - 0s 798us/step - loss: 0.4027 - accuracy: 0.8378
Epoch 35/100
225/225 [==============================] - 0s 857us/step - loss: 0.4020 - accuracy: 0.8381
Epoch 36/100
225/225 [==============================] - 0s 819us/step - loss: 0.4013 - accuracy: 0.8378
Epoch 37/100
225/225 [==============================] - 0s 797us/step - loss: 0.4019 - accuracy: 0.8381
Epoch 38/100
225/225 [==============================] - 0s 819us/step - loss: 0.4011 - accuracy: 0.8378
Epoch 39/100
225/225 [==============================] - 0s 776us/step - loss: 0.4008 - accuracy: 0.8378
Epoch 40/100
225/225 [==============================] - 0s 937us/step - loss: 0.4007 - accuracy: 0.8385
Epoch 41/100
225/225 [==============================] - 0s 755us/step - loss: 0.4005 - accuracy: 0.8388
Epoch 42/100
225/225 [==============================] - 0s 816us/step - loss: 0.4002 - accuracy: 0.8375
Epoch 43/100
225/225 [==============================] - 0s 771us/step - loss: 0.3998 - accuracy: 0.8382
Epoch 44/100
225/225 [==============================] - 0s 796us/step - loss: 0.3998 - accuracy: 0.8385
Epoch 45/100
225/225 [==============================] - 0s 764us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 46/100
225/225 [==============================] - 0s 776us/step - loss: 0.3993 - accuracy: 0.8382
Epoch 47/100
225/225 [==============================] - 0s 764us/step - loss: 0.3991 - accuracy: 0.8392
Epoch 48/100
225/225 [==============================] - 0s 764us/step - loss: 0.3988 - accuracy: 0.8379
Epoch 49/100
225/225 [==============================] - 0s 778us/step - loss: 0.3987 - accuracy: 0.8389
Epoch 50/100
225/225 [==============================] - 0s 825us/step - loss: 0.3985 - accuracy: 0.8388
Epoch 51/100
225/225 [==============================] - 0s 836us/step - loss: 0.3981 - accuracy: 0.8379
Epoch 52/100
225/225 [==============================] - 0s 772us/step - loss: 0.3984 - accuracy: 0.8383
Epoch 53/100
225/225 [==============================] - 0s 781us/step - loss: 0.3976 - accuracy: 0.8378
Epoch 54/100
225/225 [==============================] - 0s 888us/step - loss: 0.3981 - accuracy: 0.8383
Epoch 55/100
225/225 [==============================] - 0s 868us/step - loss: 0.3977 - accuracy: 0.8378
Epoch 56/100
225/225 [==============================] - 0s 880us/step - loss: 0.3976 - accuracy: 0.8385
Epoch 57/100
225/225 [==============================] - 0s 855us/step - loss: 0.3975 - accuracy: 0.8376
Epoch 58/100
225/225 [==============================] - 0s 835us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 59/100
225/225 [==============================] - 0s 785us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 60/100
225/225 [==============================] - 0s 827us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 61/100
225/225 [==============================] - 0s 764us/step - loss: 0.3970 - accuracy: 0.8374
Epoch 62/100
225/225 [==============================] - 0s 764us/step - loss: 0.3969 - accuracy: 0.8368
Epoch 63/100
225/225 [==============================] - 0s 768us/step - loss: 0.3968 - accuracy: 0.8378
Epoch 64/100
225/225 [==============================] - 0s 766us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 65/100
225/225 [==============================] - 0s 784us/step - loss: 0.3967 - accuracy: 0.8376
Epoch 66/100
225/225 [==============================] - 0s 775us/step - loss: 0.3966 - accuracy: 0.8367
Epoch 67/100
225/225 [==============================] - 0s 767us/step - loss: 0.3967 - accuracy: 0.8382
Epoch 68/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8382
Epoch 69/100
225/225 [==============================] - 0s 765us/step - loss: 0.3964 - accuracy: 0.8378
Epoch 70/100
225/225 [==============================] - 0s 806us/step - loss: 0.3961 - accuracy: 0.8388
Epoch 71/100
225/225 [==============================] - 0s 770us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 72/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3961 - accuracy: 0.8381
Epoch 73/100
225/225 [==============================] - 0s 760us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 74/100
225/225 [==============================] - 0s 768us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 75/100
225/225 [==============================] - 0s 833us/step - loss: 0.3955 - accuracy: 0.8379
Epoch 76/100
225/225 [==============================] - 0s 765us/step - loss: 0.3955 - accuracy: 0.8378
Epoch 77/100
225/225 [==============================] - 0s 779us/step - loss: 0.3957 - accuracy: 0.8383
Epoch 78/100
225/225 [==============================] - 0s 811us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 79/100
225/225 [==============================] - 0s 822us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 80/100
225/225 [==============================] - 0s 860us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 81/100
225/225 [==============================] - 0s 855us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 82/100
225/225 [==============================] - 0s 879us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 83/100
225/225 [==============================] - 0s 857us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 84/100
225/225 [==============================] - 0s 796us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 85/100
225/225 [==============================] - 0s 767us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 86/100
225/225 [==============================] - 0s 802us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 87/100
225/225 [==============================] - 0s 759us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 88/100
225/225 [==============================] - 0s 778us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 89/100
225/225 [==============================] - 0s 769us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 90/100
225/225 [==============================] - 0s 776us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 91/100
225/225 [==============================] - 0s 780us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 92/100
225/225 [==============================] - 0s 765us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 93/100
225/225 [==============================] - 0s 757us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 94/100
225/225 [==============================] - 0s 768us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 95/100
225/225 [==============================] - 0s 760us/step - loss: 0.3942 - accuracy: 0.8383
Epoch 96/100
225/225 [==============================] - 0s 764us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 97/100
225/225 [==============================] - 0s 807us/step - loss: 0.3942 - accuracy: 0.8382
Epoch 98/100
225/225 [==============================] - 0s 766us/step - loss: 0.3939 - accuracy: 0.8386
Epoch 99/100
225/225 [==============================] - 0s 764us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 100/100
225/225 [==============================] - 0s 786us/step - loss: 0.3940 - accuracy: 0.8396
Epoch 1/100
225/225 [==============================] - 0s 784us/step - loss: 0.5942 - accuracy: 0.7953
Epoch 2/100
225/225 [==============================] - 0s 774us/step - loss: 0.4436 - accuracy: 0.7953
Epoch 3/100
225/225 [==============================] - 0s 771us/step - loss: 0.4365 - accuracy: 0.7953
Epoch 4/100
225/225 [==============================] - 0s 796us/step - loss: 0.4337 - accuracy: 0.7953
Epoch 5/100
225/225 [==============================] - 0s 790us/step - loss: 0.4318 - accuracy: 0.7953
Epoch 6/100
225/225 [==============================] - 0s 823us/step - loss: 0.4297 - accuracy: 0.7953
Epoch 7/100
225/225 [==============================] - 0s 778us/step - loss: 0.4278 - accuracy: 0.7953
Epoch 8/100
225/225 [==============================] - 0s 780us/step - loss: 0.4256 - accuracy: 0.7964
Epoch 9/100
225/225 [==============================] - 0s 794us/step - loss: 0.4237 - accuracy: 0.8163
Epoch 10/100
225/225 [==============================] - 0s 780us/step - loss: 0.4221 - accuracy: 0.8224
Epoch 11/100
225/225 [==============================] - 0s 816us/step - loss: 0.4209 - accuracy: 0.8231
Epoch 12/100
225/225 [==============================] - 0s 824us/step - loss: 0.4194 - accuracy: 0.8249
Epoch 13/100
225/225 [==============================] - 0s 780us/step - loss: 0.4182 - accuracy: 0.8265
Epoch 14/100
225/225 [==============================] - 0s 794us/step - loss: 0.4175 - accuracy: 0.8282
Epoch 15/100
225/225 [==============================] - 0s 776us/step - loss: 0.4163 - accuracy: 0.8292
Epoch 16/100
225/225 [==============================] - 0s 789us/step - loss: 0.4158 - accuracy: 0.8306
Epoch 17/100
225/225 [==============================] - 0s 838us/step - loss: 0.4150 - accuracy: 0.8308
Epoch 18/100
225/225 [==============================] - 0s 784us/step - loss: 0.4145 - accuracy: 0.8308
Epoch 19/100
225/225 [==============================] - 0s 780us/step - loss: 0.4137 - accuracy: 0.8321
Epoch 20/100
225/225 [==============================] - 0s 788us/step - loss: 0.4129 - accuracy: 0.8328
Epoch 21/100
225/225 [==============================] - 0s 776us/step - loss: 0.4122 - accuracy: 0.8310
Epoch 22/100
225/225 [==============================] - 0s 789us/step - loss: 0.4113 - accuracy: 0.8329
Epoch 23/100
225/225 [==============================] - 0s 800us/step - loss: 0.4107 - accuracy: 0.8332
Epoch 24/100
225/225 [==============================] - 0s 799us/step - loss: 0.4102 - accuracy: 0.8336
Epoch 25/100
225/225 [==============================] - 0s 780us/step - loss: 0.4095 - accuracy: 0.8332
Epoch 26/100
225/225 [==============================] - 0s 796us/step - loss: 0.4088 - accuracy: 0.8347
Epoch 27/100
225/225 [==============================] - 0s 807us/step - loss: 0.4084 - accuracy: 0.8342
Epoch 28/100
225/225 [==============================] - 0s 795us/step - loss: 0.4080 - accuracy: 0.8353
Epoch 29/100
225/225 [==============================] - 0s 781us/step - loss: 0.4072 - accuracy: 0.8351
Epoch 30/100
225/225 [==============================] - 0s 783us/step - loss: 0.4068 - accuracy: 0.8347
Epoch 31/100
225/225 [==============================] - 0s 777us/step - loss: 0.4062 - accuracy: 0.8365
Epoch 32/100
225/225 [==============================] - 0s 780us/step - loss: 0.4057 - accuracy: 0.8364
Epoch 33/100
225/225 [==============================] - 0s 836us/step - loss: 0.4053 - accuracy: 0.8350
Epoch 34/100
225/225 [==============================] - 0s 790us/step - loss: 0.4047 - accuracy: 0.8371
Epoch 35/100
225/225 [==============================] - 0s 780us/step - loss: 0.4045 - accuracy: 0.8369
Epoch 36/100
225/225 [==============================] - 0s 785us/step - loss: 0.4039 - accuracy: 0.8368
Epoch 37/100
225/225 [==============================] - 0s 792us/step - loss: 0.4035 - accuracy: 0.8378
Epoch 38/100
225/225 [==============================] - 0s 787us/step - loss: 0.4033 - accuracy: 0.8369
Epoch 39/100
225/225 [==============================] - 0s 808us/step - loss: 0.4032 - accuracy: 0.8371
Epoch 40/100
225/225 [==============================] - 0s 796us/step - loss: 0.4023 - accuracy: 0.8374
Epoch 41/100
225/225 [==============================] - 0s 784us/step - loss: 0.4027 - accuracy: 0.8363
Epoch 42/100
225/225 [==============================] - 0s 786us/step - loss: 0.4021 - accuracy: 0.8374
Epoch 43/100
225/225 [==============================] - 0s 781us/step - loss: 0.4016 - accuracy: 0.8367
Epoch 44/100
225/225 [==============================] - 0s 839us/step - loss: 0.4012 - accuracy: 0.8378
Epoch 45/100
225/225 [==============================] - 0s 807us/step - loss: 0.4009 - accuracy: 0.8369
Epoch 46/100
225/225 [==============================] - 0s 809us/step - loss: 0.4007 - accuracy: 0.8374
Epoch 47/100
225/225 [==============================] - 0s 783us/step - loss: 0.4006 - accuracy: 0.8371
Epoch 48/100
225/225 [==============================] - 0s 798us/step - loss: 0.4002 - accuracy: 0.8371
Epoch 49/100
225/225 [==============================] - 0s 788us/step - loss: 0.4001 - accuracy: 0.8374
Epoch 50/100
225/225 [==============================] - 0s 829us/step - loss: 0.3998 - accuracy: 0.8382
Epoch 51/100
225/225 [==============================] - 0s 785us/step - loss: 0.3999 - accuracy: 0.8375
Epoch 52/100
225/225 [==============================] - 0s 846us/step - loss: 0.3993 - accuracy: 0.8367
Epoch 53/100
225/225 [==============================] - 0s 786us/step - loss: 0.3992 - accuracy: 0.8369
Epoch 54/100
225/225 [==============================] - 0s 782us/step - loss: 0.3989 - accuracy: 0.8381
Epoch 55/100
225/225 [==============================] - 0s 801us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 56/100
225/225 [==============================] - 0s 792us/step - loss: 0.3988 - accuracy: 0.8369
Epoch 57/100
225/225 [==============================] - 0s 867us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 58/100
225/225 [==============================] - 0s 798us/step - loss: 0.3984 - accuracy: 0.8358
Epoch 59/100
225/225 [==============================] - 0s 741us/step - loss: 0.3980 - accuracy: 0.8376
Epoch 60/100
225/225 [==============================] - 0s 746us/step - loss: 0.3984 - accuracy: 0.8379
Epoch 61/100
225/225 [==============================] - 0s 795us/step - loss: 0.3979 - accuracy: 0.8372
Epoch 62/100
225/225 [==============================] - 0s 742us/step - loss: 0.3978 - accuracy: 0.8376
Epoch 63/100
225/225 [==============================] - 0s 747us/step - loss: 0.3975 - accuracy: 0.8369
Epoch 64/100
225/225 [==============================] - 0s 745us/step - loss: 0.3978 - accuracy: 0.8379
Epoch 65/100
225/225 [==============================] - 0s 794us/step - loss: 0.3974 - accuracy: 0.8376
Epoch 66/100
225/225 [==============================] - 0s 768us/step - loss: 0.3974 - accuracy: 0.8389
Epoch 67/100
225/225 [==============================] - 0s 754us/step - loss: 0.3974 - accuracy: 0.8374
Epoch 68/100
225/225 [==============================] - 0s 777us/step - loss: 0.3972 - accuracy: 0.8375
Epoch 69/100
225/225 [==============================] - 0s 877us/step - loss: 0.3974 - accuracy: 0.8385
Epoch 70/100
225/225 [==============================] - 0s 766us/step - loss: 0.3973 - accuracy: 0.8375
Epoch 71/100
225/225 [==============================] - 0s 752us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 72/100
225/225 [==============================] - 0s 995us/step - loss: 0.3975 - accuracy: 0.8364
Epoch 73/100
225/225 [==============================] - 0s 753us/step - loss: 0.3972 - accuracy: 0.8383
Epoch 74/100
225/225 [==============================] - 0s 748us/step - loss: 0.3969 - accuracy: 0.8382
Epoch 75/100
225/225 [==============================] - 0s 751us/step - loss: 0.3968 - accuracy: 0.8365
Epoch 76/100
225/225 [==============================] - 0s 748us/step - loss: 0.3969 - accuracy: 0.8374
Epoch 77/100
225/225 [==============================] - 0s 770us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 78/100
225/225 [==============================] - 0s 772us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 79/100
225/225 [==============================] - 0s 756us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 80/100
225/225 [==============================] - 0s 746us/step - loss: 0.3964 - accuracy: 0.8365
Epoch 81/100
225/225 [==============================] - 0s 750us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 82/100
225/225 [==============================] - 0s 753us/step - loss: 0.3965 - accuracy: 0.8388
Epoch 83/100
225/225 [==============================] - 0s 782us/step - loss: 0.3963 - accuracy: 0.8375
Epoch 84/100
225/225 [==============================] - 0s 760us/step - loss: 0.3964 - accuracy: 0.8375
Epoch 85/100
225/225 [==============================] - 0s 755us/step - loss: 0.3966 - accuracy: 0.8371
Epoch 86/100
225/225 [==============================] - 0s 756us/step - loss: 0.3963 - accuracy: 0.8364
Epoch 87/100
225/225 [==============================] - 0s 761us/step - loss: 0.3963 - accuracy: 0.8368
Epoch 88/100
225/225 [==============================] - 0s 749us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 89/100
225/225 [==============================] - 0s 788us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 90/100
225/225 [==============================] - 0s 754us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 91/100
225/225 [==============================] - 0s 751us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 92/100
225/225 [==============================] - 0s 750us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 93/100
225/225 [==============================] - 0s 762us/step - loss: 0.3969 - accuracy: 0.8371
Epoch 94/100
225/225 [==============================] - 0s 746us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 95/100
225/225 [==============================] - 0s 786us/step - loss: 0.3962 - accuracy: 0.8371
Epoch 96/100
225/225 [==============================] - 0s 770us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 97/100
225/225 [==============================] - 0s 761us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 98/100
225/225 [==============================] - 0s 741us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 99/100
225/225 [==============================] - 0s 746us/step - loss: 0.3959 - accuracy: 0.8378
Epoch 100/100
225/225 [==============================] - 0s 767us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 1/100
225/225 [==============================] - 0s 777us/step - loss: 0.5982 - accuracy: 0.7951
Epoch 2/100
225/225 [==============================] - 0s 777us/step - loss: 0.4415 - accuracy: 0.7974
Epoch 3/100
225/225 [==============================] - 0s 775us/step - loss: 0.4331 - accuracy: 0.7974
Epoch 4/100
225/225 [==============================] - 0s 831us/step - loss: 0.4305 - accuracy: 0.7974
Epoch 5/100
225/225 [==============================] - 0s 799us/step - loss: 0.4289 - accuracy: 0.7974
Epoch 6/100
225/225 [==============================] - 0s 787us/step - loss: 0.4280 - accuracy: 0.7974
Epoch 7/100
225/225 [==============================] - 0s 798us/step - loss: 0.4268 - accuracy: 0.7974
Epoch 8/100
225/225 [==============================] - 0s 804us/step - loss: 0.4254 - accuracy: 0.7974
Epoch 9/100
225/225 [==============================] - 0s 829us/step - loss: 0.4240 - accuracy: 0.7974
Epoch 10/100
225/225 [==============================] - 0s 802us/step - loss: 0.4218 - accuracy: 0.7974
Epoch 11/100
225/225 [==============================] - 0s 789us/step - loss: 0.4192 - accuracy: 0.8142
Epoch 12/100
225/225 [==============================] - 0s 790us/step - loss: 0.4173 - accuracy: 0.8224
Epoch 13/100
225/225 [==============================] - 0s 793us/step - loss: 0.4153 - accuracy: 0.8267
Epoch 14/100
225/225 [==============================] - 0s 791us/step - loss: 0.4141 - accuracy: 0.8292
Epoch 15/100
225/225 [==============================] - 0s 807us/step - loss: 0.4126 - accuracy: 0.8307
Epoch 16/100
225/225 [==============================] - 0s 824us/step - loss: 0.4112 - accuracy: 0.8335
Epoch 17/100
225/225 [==============================] - 0s 803us/step - loss: 0.4107 - accuracy: 0.8339
Epoch 18/100
225/225 [==============================] - 0s 785us/step - loss: 0.4097 - accuracy: 0.8335
Epoch 19/100
225/225 [==============================] - 0s 794us/step - loss: 0.4088 - accuracy: 0.8350
Epoch 20/100
225/225 [==============================] - 0s 831us/step - loss: 0.4082 - accuracy: 0.8363
Epoch 21/100
225/225 [==============================] - 0s 843us/step - loss: 0.4073 - accuracy: 0.8369
Epoch 22/100
225/225 [==============================] - 0s 790us/step - loss: 0.4065 - accuracy: 0.8372
Epoch 23/100
225/225 [==============================] - 0s 791us/step - loss: 0.4065 - accuracy: 0.8372
Epoch 24/100
225/225 [==============================] - 0s 790us/step - loss: 0.4055 - accuracy: 0.8385
Epoch 25/100
225/225 [==============================] - 0s 788us/step - loss: 0.4049 - accuracy: 0.8368
Epoch 26/100
225/225 [==============================] - 0s 843us/step - loss: 0.4047 - accuracy: 0.8375
Epoch 27/100
225/225 [==============================] - 0s 798us/step - loss: 0.4041 - accuracy: 0.8376
Epoch 28/100
225/225 [==============================] - 0s 788us/step - loss: 0.4039 - accuracy: 0.8375
Epoch 29/100
225/225 [==============================] - 0s 787us/step - loss: 0.4032 - accuracy: 0.8374
Epoch 30/100
225/225 [==============================] - 0s 809us/step - loss: 0.4027 - accuracy: 0.8376
Epoch 31/100
225/225 [==============================] - 0s 803us/step - loss: 0.4026 - accuracy: 0.8379
Epoch 32/100
225/225 [==============================] - 0s 804us/step - loss: 0.4018 - accuracy: 0.8388
Epoch 33/100
225/225 [==============================] - 0s 790us/step - loss: 0.4019 - accuracy: 0.8375
Epoch 34/100
225/225 [==============================] - 0s 784us/step - loss: 0.4014 - accuracy: 0.8392
Epoch 35/100
225/225 [==============================] - 0s 793us/step - loss: 0.4015 - accuracy: 0.8382
Epoch 36/100
225/225 [==============================] - 0s 797us/step - loss: 0.4010 - accuracy: 0.8382
Epoch 37/100
225/225 [==============================] - 0s 858us/step - loss: 0.4005 - accuracy: 0.8390
Epoch 38/100
225/225 [==============================] - 0s 792us/step - loss: 0.4005 - accuracy: 0.8383
Epoch 39/100
225/225 [==============================] - 0s 791us/step - loss: 0.4001 - accuracy: 0.8382
Epoch 40/100
225/225 [==============================] - 0s 838us/step - loss: 0.3998 - accuracy: 0.8388
Epoch 41/100
225/225 [==============================] - 0s 798us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 42/100
225/225 [==============================] - 0s 788us/step - loss: 0.3990 - accuracy: 0.8381
Epoch 43/100
225/225 [==============================] - 0s 804us/step - loss: 0.3998 - accuracy: 0.8383
Epoch 44/100
225/225 [==============================] - 0s 791us/step - loss: 0.3991 - accuracy: 0.8368
Epoch 45/100
225/225 [==============================] - 0s 785us/step - loss: 0.3990 - accuracy: 0.8383
Epoch 46/100
225/225 [==============================] - 0s 793us/step - loss: 0.3989 - accuracy: 0.8379
Epoch 47/100
225/225 [==============================] - 0s 790us/step - loss: 0.3990 - accuracy: 0.8382
Epoch 48/100
225/225 [==============================] - 0s 786us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 49/100
225/225 [==============================] - 0s 851us/step - loss: 0.3985 - accuracy: 0.8383
Epoch 50/100
225/225 [==============================] - 0s 798us/step - loss: 0.3985 - accuracy: 0.8382
Epoch 51/100
225/225 [==============================] - 0s 789us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 52/100
225/225 [==============================] - 0s 795us/step - loss: 0.3979 - accuracy: 0.8386
Epoch 53/100
225/225 [==============================] - 0s 806us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 54/100
225/225 [==============================] - 0s 797us/step - loss: 0.3979 - accuracy: 0.8375
Epoch 55/100
225/225 [==============================] - 0s 789us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 56/100
225/225 [==============================] - 0s 785us/step - loss: 0.3977 - accuracy: 0.8376
Epoch 57/100
225/225 [==============================] - 0s 797us/step - loss: 0.3979 - accuracy: 0.8385
Epoch 58/100
225/225 [==============================] - 0s 796us/step - loss: 0.3976 - accuracy: 0.8376
Epoch 59/100
225/225 [==============================] - 0s 841us/step - loss: 0.3973 - accuracy: 0.8379
Epoch 60/100
225/225 [==============================] - 0s 801us/step - loss: 0.3974 - accuracy: 0.8381
Epoch 61/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8376
Epoch 62/100
225/225 [==============================] - 0s 902us/step - loss: 0.3972 - accuracy: 0.8379
Epoch 63/100
225/225 [==============================] - 0s 771us/step - loss: 0.3971 - accuracy: 0.8385
Epoch 64/100
225/225 [==============================] - 0s 762us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 65/100
225/225 [==============================] - 0s 768us/step - loss: 0.3972 - accuracy: 0.8393
Epoch 66/100
225/225 [==============================] - 0s 752us/step - loss: 0.3970 - accuracy: 0.8381
Epoch 67/100
225/225 [==============================] - 0s 756us/step - loss: 0.3970 - accuracy: 0.8376
Epoch 68/100
225/225 [==============================] - 0s 774us/step - loss: 0.3969 - accuracy: 0.8374
Epoch 69/100
225/225 [==============================] - 0s 789us/step - loss: 0.3967 - accuracy: 0.8381
Epoch 70/100
225/225 [==============================] - 0s 763us/step - loss: 0.3968 - accuracy: 0.8379
Epoch 71/100
225/225 [==============================] - 0s 756us/step - loss: 0.3967 - accuracy: 0.8393
Epoch 72/100
225/225 [==============================] - 0s 751us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 73/100
225/225 [==============================] - 0s 762us/step - loss: 0.3967 - accuracy: 0.8392
Epoch 74/100
225/225 [==============================] - 0s 756us/step - loss: 0.3967 - accuracy: 0.8374
Epoch 75/100
225/225 [==============================] - 0s 760us/step - loss: 0.3964 - accuracy: 0.8389
Epoch 76/100
225/225 [==============================] - 0s 806us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 77/100
225/225 [==============================] - 0s 759us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 78/100
225/225 [==============================] - 0s 750us/step - loss: 0.3963 - accuracy: 0.8386
Epoch 79/100
225/225 [==============================] - 0s 757us/step - loss: 0.3962 - accuracy: 0.8382
Epoch 80/100
225/225 [==============================] - 0s 764us/step - loss: 0.3962 - accuracy: 0.8382
Epoch 81/100
225/225 [==============================] - 0s 780us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 82/100
225/225 [==============================] - 0s 759us/step - loss: 0.3965 - accuracy: 0.8378
Epoch 83/100
225/225 [==============================] - 0s 762us/step - loss: 0.3963 - accuracy: 0.8383
Epoch 84/100
225/225 [==============================] - 0s 749us/step - loss: 0.3964 - accuracy: 0.8372
Epoch 85/100
225/225 [==============================] - 0s 755us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 86/100
225/225 [==============================] - 0s 789us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 87/100
225/225 [==============================] - 0s 760us/step - loss: 0.3964 - accuracy: 0.8388
Epoch 88/100
225/225 [==============================] - 0s 764us/step - loss: 0.3958 - accuracy: 0.8386
Epoch 89/100
225/225 [==============================] - 0s 757us/step - loss: 0.3962 - accuracy: 0.8378
Epoch 90/100
225/225 [==============================] - 0s 763us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 91/100
225/225 [==============================] - 0s 755us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 92/100
225/225 [==============================] - 0s 791us/step - loss: 0.3961 - accuracy: 0.8400
Epoch 93/100
225/225 [==============================] - 0s 760us/step - loss: 0.3956 - accuracy: 0.8375
Epoch 94/100
225/225 [==============================] - 0s 762us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 95/100
225/225 [==============================] - 0s 748us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 96/100
225/225 [==============================] - 0s 754us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 97/100
225/225 [==============================] - 0s 762us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 98/100
225/225 [==============================] - 0s 776us/step - loss: 0.3959 - accuracy: 0.8385
Epoch 99/100
225/225 [==============================] - 0s 755us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 100/100
225/225 [==============================] - 0s 756us/step - loss: 0.3961 - accuracy: 0.8394
Epoch 1/100
225/225 [==============================] - 0s 819us/step - loss: 0.5934 - accuracy: 0.7972
Epoch 2/100
225/225 [==============================] - 0s 775us/step - loss: 0.4377 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 782us/step - loss: 0.4230 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 775us/step - loss: 0.4158 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 770us/step - loss: 0.4089 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 779us/step - loss: 0.4020 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 815us/step - loss: 0.3945 - accuracy: 0.8006
Epoch 8/100
225/225 [==============================] - 0s 786us/step - loss: 0.3872 - accuracy: 0.8188
Epoch 9/100
225/225 [==============================] - 0s 779us/step - loss: 0.3806 - accuracy: 0.8404
Epoch 10/100
225/225 [==============================] - 0s 774us/step - loss: 0.3757 - accuracy: 0.8478
Epoch 11/100
225/225 [==============================] - 0s 780us/step - loss: 0.3717 - accuracy: 0.8533
Epoch 12/100
225/225 [==============================] - 0s 837us/step - loss: 0.3689 - accuracy: 0.8535
Epoch 13/100
225/225 [==============================] - 0s 786us/step - loss: 0.3661 - accuracy: 0.8558
Epoch 14/100
225/225 [==============================] - 0s 792us/step - loss: 0.3641 - accuracy: 0.8568
Epoch 15/100
225/225 [==============================] - 0s 779us/step - loss: 0.3622 - accuracy: 0.8583
Epoch 16/100
225/225 [==============================] - 0s 786us/step - loss: 0.3606 - accuracy: 0.8585
Epoch 17/100
225/225 [==============================] - 0s 785us/step - loss: 0.3591 - accuracy: 0.8592
Epoch 18/100
225/225 [==============================] - 0s 794us/step - loss: 0.3577 - accuracy: 0.8592
Epoch 19/100
225/225 [==============================] - 0s 781us/step - loss: 0.3564 - accuracy: 0.8601
Epoch 20/100
225/225 [==============================] - 0s 789us/step - loss: 0.3556 - accuracy: 0.8597
Epoch 21/100
225/225 [==============================] - 0s 782us/step - loss: 0.3548 - accuracy: 0.8604
Epoch 22/100
225/225 [==============================] - 0s 811us/step - loss: 0.3539 - accuracy: 0.8592
Epoch 23/100
225/225 [==============================] - 0s 783us/step - loss: 0.3528 - accuracy: 0.8608
Epoch 24/100
225/225 [==============================] - 0s 783us/step - loss: 0.3523 - accuracy: 0.8600
Epoch 25/100
225/225 [==============================] - 0s 787us/step - loss: 0.3514 - accuracy: 0.8606
Epoch 26/100
225/225 [==============================] - 0s 785us/step - loss: 0.3509 - accuracy: 0.8606
Epoch 27/100
225/225 [==============================] - 0s 780us/step - loss: 0.3501 - accuracy: 0.8596
Epoch 28/100
225/225 [==============================] - 0s 784us/step - loss: 0.3496 - accuracy: 0.8600
Epoch 29/100
225/225 [==============================] - 0s 797us/step - loss: 0.3489 - accuracy: 0.8599
Epoch 30/100
225/225 [==============================] - 0s 817us/step - loss: 0.3487 - accuracy: 0.8597
Epoch 31/100
225/225 [==============================] - 0s 789us/step - loss: 0.3476 - accuracy: 0.8608
Epoch 32/100
225/225 [==============================] - 0s 777us/step - loss: 0.3472 - accuracy: 0.8592
Epoch 33/100
225/225 [==============================] - 0s 781us/step - loss: 0.3469 - accuracy: 0.8599
Epoch 34/100
225/225 [==============================] - 0s 777us/step - loss: 0.3464 - accuracy: 0.8610
Epoch 35/100
225/225 [==============================] - 0s 820us/step - loss: 0.3455 - accuracy: 0.8603
Epoch 36/100
225/225 [==============================] - 0s 784us/step - loss: 0.3449 - accuracy: 0.8606
Epoch 37/100
225/225 [==============================] - 0s 780us/step - loss: 0.3443 - accuracy: 0.8607
Epoch 38/100
225/225 [==============================] - 0s 778us/step - loss: 0.3438 - accuracy: 0.8614
Epoch 39/100
225/225 [==============================] - 0s 778us/step - loss: 0.3432 - accuracy: 0.8607
Epoch 40/100
225/225 [==============================] - 0s 822us/step - loss: 0.3428 - accuracy: 0.8599
Epoch 41/100
225/225 [==============================] - 0s 775us/step - loss: 0.3423 - accuracy: 0.8596
Epoch 42/100
225/225 [==============================] - 0s 785us/step - loss: 0.3419 - accuracy: 0.8596
Epoch 43/100
225/225 [==============================] - 0s 786us/step - loss: 0.3411 - accuracy: 0.8600
Epoch 44/100
225/225 [==============================] - 0s 815us/step - loss: 0.3410 - accuracy: 0.8586
Epoch 45/100
225/225 [==============================] - 0s 815us/step - loss: 0.3407 - accuracy: 0.8604
Epoch 46/100
225/225 [==============================] - 0s 821us/step - loss: 0.3405 - accuracy: 0.8601
Epoch 47/100
225/225 [==============================] - 0s 801us/step - loss: 0.3399 - accuracy: 0.8608
Epoch 48/100
225/225 [==============================] - 0s 792us/step - loss: 0.3397 - accuracy: 0.8597
Epoch 49/100
225/225 [==============================] - 0s 779us/step - loss: 0.3393 - accuracy: 0.8606
Epoch 50/100
225/225 [==============================] - 0s 800us/step - loss: 0.3392 - accuracy: 0.8597
Epoch 51/100
225/225 [==============================] - 0s 821us/step - loss: 0.3392 - accuracy: 0.8614
Epoch 52/100
225/225 [==============================] - 0s 779us/step - loss: 0.3390 - accuracy: 0.8610
Epoch 53/100
225/225 [==============================] - 0s 798us/step - loss: 0.3387 - accuracy: 0.8607
Epoch 54/100
225/225 [==============================] - 0s 778us/step - loss: 0.3385 - accuracy: 0.8603
Epoch 55/100
225/225 [==============================] - 0s 787us/step - loss: 0.3385 - accuracy: 0.8615
Epoch 56/100
225/225 [==============================] - 0s 793us/step - loss: 0.3382 - accuracy: 0.8594
Epoch 57/100
225/225 [==============================] - 0s 849us/step - loss: 0.3382 - accuracy: 0.8608
Epoch 58/100
225/225 [==============================] - 0s 798us/step - loss: 0.3379 - accuracy: 0.8596
Epoch 59/100
225/225 [==============================] - 0s 784us/step - loss: 0.3379 - accuracy: 0.8611
Epoch 60/100
225/225 [==============================] - 0s 783us/step - loss: 0.3376 - accuracy: 0.8612
Epoch 61/100
225/225 [==============================] - 0s 787us/step - loss: 0.3378 - accuracy: 0.8610
Epoch 62/100
225/225 [==============================] - 0s 806us/step - loss: 0.3373 - accuracy: 0.8612
Epoch 63/100
225/225 [==============================] - 0s 780us/step - loss: 0.3374 - accuracy: 0.8617
Epoch 64/100
225/225 [==============================] - 0s 809us/step - loss: 0.3375 - accuracy: 0.8601
Epoch 65/100
225/225 [==============================] - 0s 739us/step - loss: 0.3369 - accuracy: 0.8603
Epoch 66/100
225/225 [==============================] - 0s 746us/step - loss: 0.3372 - accuracy: 0.8601
Epoch 67/100
225/225 [==============================] - 0s 746us/step - loss: 0.3378 - accuracy: 0.8604
Epoch 68/100
225/225 [==============================] - 0s 846us/step - loss: 0.3369 - accuracy: 0.8610
Epoch 69/100
225/225 [==============================] - 0s 741us/step - loss: 0.3366 - accuracy: 0.8625
Epoch 70/100
225/225 [==============================] - 0s 751us/step - loss: 0.3370 - accuracy: 0.8600
Epoch 71/100
225/225 [==============================] - 0s 744us/step - loss: 0.3368 - accuracy: 0.8601
Epoch 72/100
225/225 [==============================] - 0s 741us/step - loss: 0.3369 - accuracy: 0.8603
Epoch 73/100
225/225 [==============================] - 0s 761us/step - loss: 0.3364 - accuracy: 0.8604
Epoch 74/100
225/225 [==============================] - 0s 750us/step - loss: 0.3365 - accuracy: 0.8607
Epoch 75/100
225/225 [==============================] - 0s 738us/step - loss: 0.3364 - accuracy: 0.8599
Epoch 76/100
225/225 [==============================] - 0s 749us/step - loss: 0.3362 - accuracy: 0.8608
Epoch 77/100
225/225 [==============================] - 0s 735us/step - loss: 0.3366 - accuracy: 0.8599
Epoch 78/100
225/225 [==============================] - 0s 739us/step - loss: 0.3365 - accuracy: 0.8615
Epoch 79/100
225/225 [==============================] - 0s 777us/step - loss: 0.3364 - accuracy: 0.8604
Epoch 80/100
225/225 [==============================] - 0s 740us/step - loss: 0.3361 - accuracy: 0.8612
Epoch 81/100
225/225 [==============================] - 0s 735us/step - loss: 0.3363 - accuracy: 0.8612
Epoch 82/100
225/225 [==============================] - 0s 741us/step - loss: 0.3364 - accuracy: 0.8607
Epoch 83/100
225/225 [==============================] - 0s 733us/step - loss: 0.3361 - accuracy: 0.8608
Epoch 84/100
225/225 [==============================] - 0s 743us/step - loss: 0.3357 - accuracy: 0.8619
Epoch 85/100
225/225 [==============================] - 0s 770us/step - loss: 0.3361 - accuracy: 0.8608
Epoch 86/100
225/225 [==============================] - 0s 735us/step - loss: 0.3364 - accuracy: 0.8611
Epoch 87/100
225/225 [==============================] - 0s 781us/step - loss: 0.3357 - accuracy: 0.8617
Epoch 88/100
225/225 [==============================] - 0s 739us/step - loss: 0.3356 - accuracy: 0.8624
Epoch 89/100
225/225 [==============================] - 0s 744us/step - loss: 0.3364 - accuracy: 0.8618
Epoch 90/100
225/225 [==============================] - 0s 748us/step - loss: 0.3358 - accuracy: 0.8619
Epoch 91/100
225/225 [==============================] - 0s 773us/step - loss: 0.3356 - accuracy: 0.8617
Epoch 92/100
225/225 [==============================] - 0s 737us/step - loss: 0.3357 - accuracy: 0.8625
Epoch 93/100
225/225 [==============================] - 0s 752us/step - loss: 0.3356 - accuracy: 0.8612
Epoch 94/100
225/225 [==============================] - 0s 747us/step - loss: 0.3354 - accuracy: 0.8612
Epoch 95/100
225/225 [==============================] - 0s 730us/step - loss: 0.3357 - accuracy: 0.8607
Epoch 96/100
225/225 [==============================] - 0s 743us/step - loss: 0.3355 - accuracy: 0.8628
Epoch 97/100
225/225 [==============================] - 0s 768us/step - loss: 0.3351 - accuracy: 0.8601
Epoch 98/100
225/225 [==============================] - 0s 733us/step - loss: 0.3353 - accuracy: 0.8619
Epoch 99/100
225/225 [==============================] - 0s 739us/step - loss: 0.3353 - accuracy: 0.8619
Epoch 100/100
225/225 [==============================] - 0s 731us/step - loss: 0.3356 - accuracy: 0.8618
Epoch 1/100
225/225 [==============================] - 0s 862us/step - loss: 0.6164 - accuracy: 0.7942
Epoch 2/100
225/225 [==============================] - 0s 780us/step - loss: 0.4479 - accuracy: 0.7964
Epoch 3/100
225/225 [==============================] - 0s 787us/step - loss: 0.4296 - accuracy: 0.7964
Epoch 4/100
225/225 [==============================] - 0s 796us/step - loss: 0.4228 - accuracy: 0.7964
Epoch 5/100
225/225 [==============================] - 0s 781us/step - loss: 0.4166 - accuracy: 0.7964
Epoch 6/100
225/225 [==============================] - 0s 779us/step - loss: 0.4114 - accuracy: 0.7964
Epoch 7/100
225/225 [==============================] - 0s 780us/step - loss: 0.4059 - accuracy: 0.7964
Epoch 8/100
225/225 [==============================] - 0s 791us/step - loss: 0.4000 - accuracy: 0.8035
Epoch 9/100
225/225 [==============================] - 0s 780us/step - loss: 0.3940 - accuracy: 0.8161
Epoch 10/100
225/225 [==============================] - 0s 784us/step - loss: 0.3880 - accuracy: 0.8326
Epoch 11/100
225/225 [==============================] - 0s 821us/step - loss: 0.3831 - accuracy: 0.8425
Epoch 12/100
225/225 [==============================] - 0s 779us/step - loss: 0.3790 - accuracy: 0.8458
Epoch 13/100
225/225 [==============================] - 0s 798us/step - loss: 0.3718 - accuracy: 0.8503
Epoch 14/100
225/225 [==============================] - 0s 797us/step - loss: 0.3650 - accuracy: 0.8518
Epoch 15/100
225/225 [==============================] - 0s 774us/step - loss: 0.3616 - accuracy: 0.8535
Epoch 16/100
225/225 [==============================] - 0s 779us/step - loss: 0.3597 - accuracy: 0.8543
Epoch 17/100
225/225 [==============================] - 0s 845us/step - loss: 0.3578 - accuracy: 0.8544
Epoch 18/100
225/225 [==============================] - 0s 787us/step - loss: 0.3560 - accuracy: 0.8574
Epoch 19/100
225/225 [==============================] - 0s 785us/step - loss: 0.3547 - accuracy: 0.8564
Epoch 20/100
225/225 [==============================] - 0s 781us/step - loss: 0.3531 - accuracy: 0.8575
Epoch 21/100
225/225 [==============================] - 0s 776us/step - loss: 0.3527 - accuracy: 0.8576
Epoch 22/100
225/225 [==============================] - 0s 783us/step - loss: 0.3516 - accuracy: 0.8604
Epoch 23/100
225/225 [==============================] - 0s 803us/step - loss: 0.3510 - accuracy: 0.8579
Epoch 24/100
225/225 [==============================] - 0s 778us/step - loss: 0.3504 - accuracy: 0.8576
Epoch 25/100
225/225 [==============================] - 0s 787us/step - loss: 0.3498 - accuracy: 0.8590
Epoch 26/100
225/225 [==============================] - 0s 784us/step - loss: 0.3493 - accuracy: 0.8600
Epoch 27/100
225/225 [==============================] - 0s 782us/step - loss: 0.3486 - accuracy: 0.8597
Epoch 28/100
225/225 [==============================] - 0s 825us/step - loss: 0.3484 - accuracy: 0.8608
Epoch 29/100
225/225 [==============================] - 0s 781us/step - loss: 0.3476 - accuracy: 0.8585
Epoch 30/100
225/225 [==============================] - 0s 780us/step - loss: 0.3473 - accuracy: 0.8606
Epoch 31/100
225/225 [==============================] - 0s 803us/step - loss: 0.3468 - accuracy: 0.8594
Epoch 32/100
225/225 [==============================] - 0s 775us/step - loss: 0.3466 - accuracy: 0.8600
Epoch 33/100
225/225 [==============================] - 0s 812us/step - loss: 0.3463 - accuracy: 0.8611
Epoch 34/100
225/225 [==============================] - 0s 804us/step - loss: 0.3458 - accuracy: 0.8607
Epoch 35/100
225/225 [==============================] - 0s 782us/step - loss: 0.3457 - accuracy: 0.8611
Epoch 36/100
225/225 [==============================] - 0s 793us/step - loss: 0.3454 - accuracy: 0.8617
Epoch 37/100
225/225 [==============================] - 0s 777us/step - loss: 0.3454 - accuracy: 0.8607
Epoch 38/100
225/225 [==============================] - 0s 783us/step - loss: 0.3449 - accuracy: 0.8614
Epoch 39/100
225/225 [==============================] - 0s 813us/step - loss: 0.3449 - accuracy: 0.8617
Epoch 40/100
225/225 [==============================] - 0s 777us/step - loss: 0.3444 - accuracy: 0.8621
Epoch 41/100
225/225 [==============================] - 0s 830us/step - loss: 0.3443 - accuracy: 0.8606
Epoch 42/100
225/225 [==============================] - 0s 784us/step - loss: 0.3442 - accuracy: 0.8600
Epoch 43/100
225/225 [==============================] - 0s 782us/step - loss: 0.3438 - accuracy: 0.8604
Epoch 44/100
225/225 [==============================] - 0s 784us/step - loss: 0.3439 - accuracy: 0.8611
Epoch 45/100
225/225 [==============================] - 0s 824us/step - loss: 0.3439 - accuracy: 0.8617
Epoch 46/100
225/225 [==============================] - 0s 781us/step - loss: 0.3435 - accuracy: 0.8618
Epoch 47/100
225/225 [==============================] - 0s 796us/step - loss: 0.3431 - accuracy: 0.8601
Epoch 48/100
225/225 [==============================] - 0s 778us/step - loss: 0.3435 - accuracy: 0.8593
Epoch 49/100
225/225 [==============================] - 0s 778us/step - loss: 0.3433 - accuracy: 0.8606
Epoch 50/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3427 - accuracy: 0.8608
Epoch 51/100
225/225 [==============================] - 0s 855us/step - loss: 0.3429 - accuracy: 0.8611
Epoch 52/100
225/225 [==============================] - 0s 752us/step - loss: 0.3429 - accuracy: 0.8599
Epoch 53/100
225/225 [==============================] - 0s 742us/step - loss: 0.3428 - accuracy: 0.8608
Epoch 54/100
225/225 [==============================] - 0s 748us/step - loss: 0.3431 - accuracy: 0.8596
Epoch 55/100
225/225 [==============================] - 0s 748us/step - loss: 0.3423 - accuracy: 0.8617
Epoch 56/100
225/225 [==============================] - 0s 813us/step - loss: 0.3425 - accuracy: 0.8601
Epoch 57/100
225/225 [==============================] - 0s 741us/step - loss: 0.3427 - accuracy: 0.8600
Epoch 58/100
225/225 [==============================] - 0s 741us/step - loss: 0.3424 - accuracy: 0.8610
Epoch 59/100
225/225 [==============================] - 0s 744us/step - loss: 0.3425 - accuracy: 0.8618
Epoch 60/100
225/225 [==============================] - 0s 746us/step - loss: 0.3420 - accuracy: 0.8619
Epoch 61/100
225/225 [==============================] - 0s 762us/step - loss: 0.3420 - accuracy: 0.8606
Epoch 62/100
225/225 [==============================] - 0s 760us/step - loss: 0.3419 - accuracy: 0.8601
Epoch 63/100
225/225 [==============================] - 0s 868us/step - loss: 0.3414 - accuracy: 0.8615
Epoch 64/100
225/225 [==============================] - 0s 757us/step - loss: 0.3418 - accuracy: 0.8610
Epoch 65/100
225/225 [==============================] - 0s 742us/step - loss: 0.3416 - accuracy: 0.8583
Epoch 66/100
225/225 [==============================] - 0s 745us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 67/100
225/225 [==============================] - 0s 774us/step - loss: 0.3413 - accuracy: 0.8618
Epoch 68/100
225/225 [==============================] - 0s 744us/step - loss: 0.3417 - accuracy: 0.8606
Epoch 69/100
225/225 [==============================] - 0s 742us/step - loss: 0.3414 - accuracy: 0.8615
Epoch 70/100
225/225 [==============================] - 0s 754us/step - loss: 0.3412 - accuracy: 0.8611
Epoch 71/100
225/225 [==============================] - 0s 739us/step - loss: 0.3409 - accuracy: 0.8600
Epoch 72/100
225/225 [==============================] - 0s 742us/step - loss: 0.3411 - accuracy: 0.8600
Epoch 73/100
225/225 [==============================] - 0s 788us/step - loss: 0.3410 - accuracy: 0.8608
Epoch 74/100
225/225 [==============================] - 0s 764us/step - loss: 0.3403 - accuracy: 0.8607
Epoch 75/100
225/225 [==============================] - 0s 759us/step - loss: 0.3402 - accuracy: 0.8604
Epoch 76/100
225/225 [==============================] - 0s 754us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 77/100
225/225 [==============================] - 0s 745us/step - loss: 0.3404 - accuracy: 0.8606
Epoch 78/100
225/225 [==============================] - 0s 750us/step - loss: 0.3408 - accuracy: 0.8619
Epoch 79/100
225/225 [==============================] - 0s 775us/step - loss: 0.3402 - accuracy: 0.8612
Epoch 80/100
225/225 [==============================] - 0s 753us/step - loss: 0.3404 - accuracy: 0.8612
Epoch 81/100
225/225 [==============================] - 0s 760us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 82/100
225/225 [==============================] - 0s 750us/step - loss: 0.3402 - accuracy: 0.8599
Epoch 83/100
225/225 [==============================] - 0s 744us/step - loss: 0.3401 - accuracy: 0.8599
Epoch 84/100
225/225 [==============================] - 0s 799us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 85/100
225/225 [==============================] - 0s 750us/step - loss: 0.3396 - accuracy: 0.8612
Epoch 86/100
225/225 [==============================] - 0s 745us/step - loss: 0.3399 - accuracy: 0.8611
Epoch 87/100
225/225 [==============================] - 0s 753us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 88/100
225/225 [==============================] - 0s 745us/step - loss: 0.3388 - accuracy: 0.8626
Epoch 89/100
225/225 [==============================] - 0s 748us/step - loss: 0.3394 - accuracy: 0.8624
Epoch 90/100
225/225 [==============================] - 0s 797us/step - loss: 0.3388 - accuracy: 0.8624
Epoch 91/100
225/225 [==============================] - 0s 754us/step - loss: 0.3391 - accuracy: 0.8619
Epoch 92/100
225/225 [==============================] - 0s 746us/step - loss: 0.3384 - accuracy: 0.8612
Epoch 93/100
225/225 [==============================] - 0s 768us/step - loss: 0.3387 - accuracy: 0.8607
Epoch 94/100
225/225 [==============================] - 0s 745us/step - loss: 0.3386 - accuracy: 0.8615
Epoch 95/100
225/225 [==============================] - 0s 744us/step - loss: 0.3386 - accuracy: 0.8629
Epoch 96/100
225/225 [==============================] - 0s 794us/step - loss: 0.3381 - accuracy: 0.8603
Epoch 97/100
225/225 [==============================] - 0s 780us/step - loss: 0.3384 - accuracy: 0.8619
Epoch 98/100
225/225 [==============================] - 0s 740us/step - loss: 0.3378 - accuracy: 0.8635
Epoch 99/100
225/225 [==============================] - 0s 759us/step - loss: 0.3385 - accuracy: 0.8611
Epoch 100/100
225/225 [==============================] - 0s 743us/step - loss: 0.3382 - accuracy: 0.8608
Epoch 1/100
225/225 [==============================] - 0s 763us/step - loss: 0.5978 - accuracy: 0.7986
Epoch 2/100
225/225 [==============================] - 0s 782us/step - loss: 0.4438 - accuracy: 0.7985
Epoch 3/100
225/225 [==============================] - 0s 784us/step - loss: 0.4328 - accuracy: 0.7985
Epoch 4/100
225/225 [==============================] - 0s 793us/step - loss: 0.4298 - accuracy: 0.7985
Epoch 5/100
225/225 [==============================] - 0s 822us/step - loss: 0.4282 - accuracy: 0.7985
Epoch 6/100
225/225 [==============================] - 0s 780us/step - loss: 0.4273 - accuracy: 0.7985
Epoch 7/100
225/225 [==============================] - 0s 787us/step - loss: 0.4255 - accuracy: 0.7985
Epoch 8/100
225/225 [==============================] - 0s 790us/step - loss: 0.4238 - accuracy: 0.7985
Epoch 9/100
225/225 [==============================] - 0s 784us/step - loss: 0.4217 - accuracy: 0.7985
Epoch 10/100
225/225 [==============================] - 0s 809us/step - loss: 0.4192 - accuracy: 0.8097
Epoch 11/100
225/225 [==============================] - 0s 832us/step - loss: 0.4176 - accuracy: 0.8219
Epoch 12/100
225/225 [==============================] - 0s 775us/step - loss: 0.4164 - accuracy: 0.8253
Epoch 13/100
225/225 [==============================] - 0s 790us/step - loss: 0.4152 - accuracy: 0.8267
Epoch 14/100
225/225 [==============================] - 0s 785us/step - loss: 0.4143 - accuracy: 0.8275
Epoch 15/100
225/225 [==============================] - 0s 791us/step - loss: 0.4127 - accuracy: 0.8308
Epoch 16/100
225/225 [==============================] - 0s 836us/step - loss: 0.4120 - accuracy: 0.8313
Epoch 17/100
225/225 [==============================] - 0s 792us/step - loss: 0.4110 - accuracy: 0.8313
Epoch 18/100
225/225 [==============================] - 0s 782us/step - loss: 0.4101 - accuracy: 0.8315
Epoch 19/100
225/225 [==============================] - 0s 797us/step - loss: 0.4096 - accuracy: 0.8321
Epoch 20/100
225/225 [==============================] - 0s 784us/step - loss: 0.4090 - accuracy: 0.8333
Epoch 21/100
225/225 [==============================] - 0s 796us/step - loss: 0.4082 - accuracy: 0.8331
Epoch 22/100
225/225 [==============================] - 0s 806us/step - loss: 0.4077 - accuracy: 0.8339
Epoch 23/100
225/225 [==============================] - 0s 802us/step - loss: 0.4071 - accuracy: 0.8354
Epoch 24/100
225/225 [==============================] - 0s 797us/step - loss: 0.4066 - accuracy: 0.8354
Epoch 25/100
225/225 [==============================] - 0s 784us/step - loss: 0.4063 - accuracy: 0.8342
Epoch 26/100
225/225 [==============================] - 0s 785us/step - loss: 0.4058 - accuracy: 0.8353
Epoch 27/100
225/225 [==============================] - 0s 841us/step - loss: 0.4051 - accuracy: 0.8343
Epoch 28/100
225/225 [==============================] - 0s 786us/step - loss: 0.4044 - accuracy: 0.8357
Epoch 29/100
225/225 [==============================] - 0s 819us/step - loss: 0.4042 - accuracy: 0.8353
Epoch 30/100
225/225 [==============================] - 0s 786us/step - loss: 0.4034 - accuracy: 0.8363
Epoch 31/100
225/225 [==============================] - 0s 751us/step - loss: 0.4029 - accuracy: 0.8363
Epoch 32/100
225/225 [==============================] - 0s 787us/step - loss: 0.4024 - accuracy: 0.8363
Epoch 33/100
225/225 [==============================] - 0s 775us/step - loss: 0.4020 - accuracy: 0.8358
Epoch 34/100
225/225 [==============================] - 0s 748us/step - loss: 0.4015 - accuracy: 0.8368
Epoch 35/100
225/225 [==============================] - 0s 754us/step - loss: 0.4010 - accuracy: 0.8369
Epoch 36/100
225/225 [==============================] - 0s 762us/step - loss: 0.4008 - accuracy: 0.8374
Epoch 37/100
225/225 [==============================] - 0s 750us/step - loss: 0.4002 - accuracy: 0.8374
Epoch 38/100
225/225 [==============================] - 0s 789us/step - loss: 0.4001 - accuracy: 0.8371
Epoch 39/100
225/225 [==============================] - 0s 757us/step - loss: 0.3997 - accuracy: 0.8385
Epoch 40/100
225/225 [==============================] - 0s 760us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 41/100
225/225 [==============================] - 0s 760us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 42/100
225/225 [==============================] - 0s 748us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 43/100
225/225 [==============================] - 0s 752us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 44/100
225/225 [==============================] - 0s 775us/step - loss: 0.3983 - accuracy: 0.8394
Epoch 45/100
225/225 [==============================] - 0s 752us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 46/100
225/225 [==============================] - 0s 777us/step - loss: 0.3979 - accuracy: 0.8375
Epoch 47/100
225/225 [==============================] - 0s 755us/step - loss: 0.3975 - accuracy: 0.8389
Epoch 48/100
225/225 [==============================] - 0s 753us/step - loss: 0.3975 - accuracy: 0.8374
Epoch 49/100
225/225 [==============================] - 0s 749us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 50/100
225/225 [==============================] - 0s 781us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 51/100
225/225 [==============================] - 0s 787us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 52/100
225/225 [==============================] - 0s 753us/step - loss: 0.3969 - accuracy: 0.8379
Epoch 53/100
225/225 [==============================] - 0s 759us/step - loss: 0.3968 - accuracy: 0.8388
Epoch 54/100
225/225 [==============================] - 0s 749us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 55/100
225/225 [==============================] - 0s 771us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 56/100
225/225 [==============================] - 0s 776us/step - loss: 0.3966 - accuracy: 0.8381
Epoch 57/100
225/225 [==============================] - 0s 749us/step - loss: 0.3965 - accuracy: 0.8386
Epoch 58/100
225/225 [==============================] - 0s 747us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 59/100
225/225 [==============================] - 0s 754us/step - loss: 0.3961 - accuracy: 0.8386
Epoch 60/100
225/225 [==============================] - 0s 754us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 61/100
225/225 [==============================] - 0s 784us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 62/100
225/225 [==============================] - 0s 760us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 63/100
225/225 [==============================] - 0s 755us/step - loss: 0.3958 - accuracy: 0.8368
Epoch 64/100
225/225 [==============================] - 0s 753us/step - loss: 0.3959 - accuracy: 0.8385
Epoch 65/100
225/225 [==============================] - 0s 752us/step - loss: 0.3959 - accuracy: 0.8389
Epoch 66/100
225/225 [==============================] - 0s 752us/step - loss: 0.3956 - accuracy: 0.8392
Epoch 67/100
225/225 [==============================] - 0s 799us/step - loss: 0.3958 - accuracy: 0.8386
Epoch 68/100
225/225 [==============================] - 0s 771us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 69/100
225/225 [==============================] - 0s 753us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 70/100
225/225 [==============================] - 0s 758us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 71/100
225/225 [==============================] - 0s 769us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 72/100
225/225 [==============================] - 0s 747us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 73/100
225/225 [==============================] - 0s 755us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 74/100
225/225 [==============================] - 0s 753us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 75/100
225/225 [==============================] - 0s 748us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 76/100
225/225 [==============================] - 0s 748us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 77/100
225/225 [==============================] - 0s 751us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 78/100
225/225 [==============================] - 0s 752us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 79/100
225/225 [==============================] - 0s 755us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 80/100
225/225 [==============================] - 0s 811us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 81/100
225/225 [==============================] - 0s 753us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 82/100
225/225 [==============================] - 0s 759us/step - loss: 0.3941 - accuracy: 0.8392
Epoch 83/100
225/225 [==============================] - 0s 759us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 84/100
225/225 [==============================] - 0s 844us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 85/100
225/225 [==============================] - 0s 750us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 86/100
225/225 [==============================] - 0s 753us/step - loss: 0.3939 - accuracy: 0.8386
Epoch 87/100
225/225 [==============================] - 0s 749us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 88/100
225/225 [==============================] - 0s 751us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 89/100
225/225 [==============================] - 0s 771us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 90/100
225/225 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 91/100
225/225 [==============================] - 0s 763us/step - loss: 0.3939 - accuracy: 0.8386
Epoch 92/100
225/225 [==============================] - 0s 760us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 93/100
225/225 [==============================] - 0s 756us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 94/100
225/225 [==============================] - 0s 750us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 95/100
225/225 [==============================] - 0s 769us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 96/100
225/225 [==============================] - 0s 768us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 97/100
225/225 [==============================] - 0s 751us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 98/100
225/225 [==============================] - 0s 755us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 99/100
225/225 [==============================] - 0s 761us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 100/100
225/225 [==============================] - 0s 752us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 1/100
225/225 [==============================] - 0s 810us/step - loss: 0.6202 - accuracy: 0.7956
Epoch 2/100
225/225 [==============================] - 0s 833us/step - loss: 0.4729 - accuracy: 0.7962
Epoch 3/100
225/225 [==============================] - 0s 833us/step - loss: 0.4379 - accuracy: 0.7962
Epoch 4/100
225/225 [==============================] - 0s 844us/step - loss: 0.4298 - accuracy: 0.7964
Epoch 5/100
225/225 [==============================] - 0s 847us/step - loss: 0.4254 - accuracy: 0.8140
Epoch 6/100
225/225 [==============================] - 0s 875us/step - loss: 0.4213 - accuracy: 0.8196
Epoch 7/100
225/225 [==============================] - 0s 854us/step - loss: 0.4173 - accuracy: 0.8215
Epoch 8/100
225/225 [==============================] - 0s 834us/step - loss: 0.4142 - accuracy: 0.8232
Epoch 9/100
225/225 [==============================] - 0s 898us/step - loss: 0.4110 - accuracy: 0.8240
Epoch 10/100
225/225 [==============================] - 0s 848us/step - loss: 0.4075 - accuracy: 0.8271
Epoch 11/100
225/225 [==============================] - 0s 845us/step - loss: 0.4039 - accuracy: 0.8276
Epoch 12/100
225/225 [==============================] - 0s 836us/step - loss: 0.4000 - accuracy: 0.8290
Epoch 13/100
225/225 [==============================] - 0s 841us/step - loss: 0.3964 - accuracy: 0.8310
Epoch 14/100
225/225 [==============================] - 0s 839us/step - loss: 0.3929 - accuracy: 0.8292
Epoch 15/100
225/225 [==============================] - 0s 896us/step - loss: 0.3898 - accuracy: 0.8315
Epoch 16/100
225/225 [==============================] - 0s 842us/step - loss: 0.3871 - accuracy: 0.8306
Epoch 17/100
225/225 [==============================] - 0s 843us/step - loss: 0.3845 - accuracy: 0.8315
Epoch 18/100
225/225 [==============================] - 0s 859us/step - loss: 0.3820 - accuracy: 0.8375
Epoch 19/100
225/225 [==============================] - 0s 840us/step - loss: 0.3796 - accuracy: 0.8401
Epoch 20/100
225/225 [==============================] - 0s 861us/step - loss: 0.3775 - accuracy: 0.8400
Epoch 21/100
225/225 [==============================] - 0s 848us/step - loss: 0.3753 - accuracy: 0.8418
Epoch 22/100
225/225 [==============================] - 0s 847us/step - loss: 0.3729 - accuracy: 0.8453
Epoch 23/100
225/225 [==============================] - 0s 845us/step - loss: 0.3711 - accuracy: 0.8462
Epoch 24/100
225/225 [==============================] - 0s 830us/step - loss: 0.3693 - accuracy: 0.8483
Epoch 25/100
225/225 [==============================] - 0s 883us/step - loss: 0.3675 - accuracy: 0.8478
Epoch 26/100
225/225 [==============================] - 0s 853us/step - loss: 0.3661 - accuracy: 0.8485
Epoch 27/100
225/225 [==============================] - 0s 843us/step - loss: 0.3645 - accuracy: 0.8492
Epoch 28/100
225/225 [==============================] - 0s 840us/step - loss: 0.3634 - accuracy: 0.8510
Epoch 29/100
225/225 [==============================] - 0s 843us/step - loss: 0.3625 - accuracy: 0.8483
Epoch 30/100
225/225 [==============================] - 0s 860us/step - loss: 0.3616 - accuracy: 0.8511
Epoch 31/100
225/225 [==============================] - 0s 845us/step - loss: 0.3610 - accuracy: 0.8507
Epoch 32/100
225/225 [==============================] - 0s 837us/step - loss: 0.3595 - accuracy: 0.8521
Epoch 33/100
225/225 [==============================] - 0s 841us/step - loss: 0.3591 - accuracy: 0.8524
Epoch 34/100
225/225 [==============================] - 0s 835us/step - loss: 0.3588 - accuracy: 0.8529
Epoch 35/100
225/225 [==============================] - 0s 882us/step - loss: 0.3577 - accuracy: 0.8537
Epoch 36/100
225/225 [==============================] - 0s 847us/step - loss: 0.3573 - accuracy: 0.8533
Epoch 37/100
225/225 [==============================] - 0s 831us/step - loss: 0.3569 - accuracy: 0.8536
Epoch 38/100
225/225 [==============================] - 0s 835us/step - loss: 0.3569 - accuracy: 0.8528
Epoch 39/100
225/225 [==============================] - 0s 845us/step - loss: 0.3564 - accuracy: 0.8544
Epoch 40/100
225/225 [==============================] - 0s 898us/step - loss: 0.3555 - accuracy: 0.8535
Epoch 41/100
225/225 [==============================] - 0s 841us/step - loss: 0.3559 - accuracy: 0.8544
Epoch 42/100
225/225 [==============================] - 0s 833us/step - loss: 0.3559 - accuracy: 0.8531
Epoch 43/100
225/225 [==============================] - 0s 836us/step - loss: 0.3552 - accuracy: 0.8529
Epoch 44/100
225/225 [==============================] - 0s 841us/step - loss: 0.3551 - accuracy: 0.8549
Epoch 45/100
225/225 [==============================] - 0s 834us/step - loss: 0.3548 - accuracy: 0.8546
Epoch 46/100
225/225 [==============================] - 0s 891us/step - loss: 0.3544 - accuracy: 0.8518
Epoch 47/100
225/225 [==============================] - 0s 842us/step - loss: 0.3544 - accuracy: 0.8533
Epoch 48/100
225/225 [==============================] - 0s 845us/step - loss: 0.3540 - accuracy: 0.8540
Epoch 49/100
225/225 [==============================] - 0s 845us/step - loss: 0.3537 - accuracy: 0.8542
Epoch 50/100
225/225 [==============================] - 0s 851us/step - loss: 0.3530 - accuracy: 0.8551
Epoch 51/100
225/225 [==============================] - 0s 840us/step - loss: 0.3539 - accuracy: 0.8531
Epoch 52/100
225/225 [==============================] - 0s 830us/step - loss: 0.3535 - accuracy: 0.8547
Epoch 53/100
225/225 [==============================] - 0s 850us/step - loss: 0.3526 - accuracy: 0.8547
Epoch 54/100
225/225 [==============================] - 0s 838us/step - loss: 0.3528 - accuracy: 0.8542
Epoch 55/100
225/225 [==============================] - 0s 842us/step - loss: 0.3526 - accuracy: 0.8553
Epoch 56/100
225/225 [==============================] - 0s 901us/step - loss: 0.3525 - accuracy: 0.8542
Epoch 57/100
225/225 [==============================] - 0s 880us/step - loss: 0.3518 - accuracy: 0.8543
Epoch 58/100
225/225 [==============================] - 0s 845us/step - loss: 0.3521 - accuracy: 0.8529
Epoch 59/100
225/225 [==============================] - 0s 841us/step - loss: 0.3524 - accuracy: 0.8556
Epoch 60/100
225/225 [==============================] - 0s 829us/step - loss: 0.3518 - accuracy: 0.8547
Epoch 61/100
225/225 [==============================] - 0s 865us/step - loss: 0.3512 - accuracy: 0.8575
Epoch 62/100
225/225 [==============================] - 0s 840us/step - loss: 0.3512 - accuracy: 0.8525
Epoch 63/100
225/225 [==============================] - 0s 844us/step - loss: 0.3514 - accuracy: 0.8544
Epoch 64/100
225/225 [==============================] - 0s 836us/step - loss: 0.3514 - accuracy: 0.8554
Epoch 65/100
225/225 [==============================] - 0s 840us/step - loss: 0.3508 - accuracy: 0.8564
Epoch 66/100
225/225 [==============================] - 0s 880us/step - loss: 0.3505 - accuracy: 0.8561
Epoch 67/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3503 - accuracy: 0.8547
Epoch 68/100
225/225 [==============================] - 0s 807us/step - loss: 0.3501 - accuracy: 0.8562
Epoch 69/100
225/225 [==============================] - 0s 807us/step - loss: 0.3499 - accuracy: 0.8560
Epoch 70/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3501 - accuracy: 0.8537
Epoch 71/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3498 - accuracy: 0.8561
Epoch 72/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3498 - accuracy: 0.8556
Epoch 73/100
225/225 [==============================] - 0s 801us/step - loss: 0.3496 - accuracy: 0.8564
Epoch 74/100
225/225 [==============================] - 0s 846us/step - loss: 0.3498 - accuracy: 0.8562
Epoch 75/100
225/225 [==============================] - 0s 999us/step - loss: 0.3493 - accuracy: 0.8553
Epoch 76/100
225/225 [==============================] - 0s 987us/step - loss: 0.3492 - accuracy: 0.8562
Epoch 77/100
225/225 [==============================] - 0s 935us/step - loss: 0.3486 - accuracy: 0.8571
Epoch 78/100
225/225 [==============================] - 0s 994us/step - loss: 0.3485 - accuracy: 0.8550
Epoch 79/100
225/225 [==============================] - 0s 905us/step - loss: 0.3487 - accuracy: 0.8562
Epoch 80/100
225/225 [==============================] - 0s 867us/step - loss: 0.3492 - accuracy: 0.8558
Epoch 81/100
225/225 [==============================] - 0s 900us/step - loss: 0.3485 - accuracy: 0.8564
Epoch 82/100
225/225 [==============================] - 0s 855us/step - loss: 0.3487 - accuracy: 0.8567
Epoch 83/100
225/225 [==============================] - 0s 863us/step - loss: 0.3482 - accuracy: 0.8551
Epoch 84/100
225/225 [==============================] - 0s 848us/step - loss: 0.3482 - accuracy: 0.8576
Epoch 85/100
225/225 [==============================] - 0s 879us/step - loss: 0.3484 - accuracy: 0.8553
Epoch 86/100
225/225 [==============================] - 0s 880us/step - loss: 0.3486 - accuracy: 0.8532
Epoch 87/100
225/225 [==============================] - 0s 893us/step - loss: 0.3481 - accuracy: 0.8571
Epoch 88/100
225/225 [==============================] - 0s 883us/step - loss: 0.3481 - accuracy: 0.8561
Epoch 89/100
225/225 [==============================] - 0s 901us/step - loss: 0.3479 - accuracy: 0.8565
Epoch 90/100
225/225 [==============================] - 0s 815us/step - loss: 0.3478 - accuracy: 0.8568
Epoch 91/100
225/225 [==============================] - 0s 804us/step - loss: 0.3481 - accuracy: 0.8571
Epoch 92/100
225/225 [==============================] - 0s 812us/step - loss: 0.3475 - accuracy: 0.8553
Epoch 93/100
225/225 [==============================] - 0s 880us/step - loss: 0.3474 - accuracy: 0.8569
Epoch 94/100
225/225 [==============================] - 0s 804us/step - loss: 0.3475 - accuracy: 0.8574
Epoch 95/100
225/225 [==============================] - 0s 839us/step - loss: 0.3468 - accuracy: 0.8578
Epoch 96/100
225/225 [==============================] - 0s 865us/step - loss: 0.3476 - accuracy: 0.8572
Epoch 97/100
225/225 [==============================] - 0s 806us/step - loss: 0.3481 - accuracy: 0.8547
Epoch 98/100
225/225 [==============================] - 0s 818us/step - loss: 0.3474 - accuracy: 0.8560
Epoch 99/100
225/225 [==============================] - 0s 906us/step - loss: 0.3465 - accuracy: 0.8569
Epoch 100/100
225/225 [==============================] - 0s 915us/step - loss: 0.3471 - accuracy: 0.8542
Epoch 1/100
225/225 [==============================] - 0s 786us/step - loss: 0.6138 - accuracy: 0.7981
Epoch 2/100
225/225 [==============================] - 0s 816us/step - loss: 0.4605 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 789us/step - loss: 0.4365 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 789us/step - loss: 0.4314 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 778us/step - loss: 0.4290 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 783us/step - loss: 0.4264 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 784us/step - loss: 0.4236 - accuracy: 0.7986
Epoch 8/100
225/225 [==============================] - 0s 821us/step - loss: 0.4210 - accuracy: 0.8024
Epoch 9/100
225/225 [==============================] - 0s 792us/step - loss: 0.4183 - accuracy: 0.8272
Epoch 10/100
225/225 [==============================] - 0s 782us/step - loss: 0.4158 - accuracy: 0.8297
Epoch 11/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4138 - accuracy: 0.8324
Epoch 12/100
225/225 [==============================] - 0s 796us/step - loss: 0.4118 - accuracy: 0.8338
Epoch 13/100
225/225 [==============================] - 0s 838us/step - loss: 0.4102 - accuracy: 0.8351
Epoch 14/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4084 - accuracy: 0.8349
Epoch 15/100
225/225 [==============================] - 0s 823us/step - loss: 0.4072 - accuracy: 0.8365
Epoch 16/100
225/225 [==============================] - 0s 798us/step - loss: 0.4057 - accuracy: 0.8375
Epoch 17/100
225/225 [==============================] - 0s 788us/step - loss: 0.4044 - accuracy: 0.8375
Epoch 18/100
225/225 [==============================] - 0s 854us/step - loss: 0.4035 - accuracy: 0.8375
Epoch 19/100
225/225 [==============================] - 0s 805us/step - loss: 0.4022 - accuracy: 0.8375
Epoch 20/100
225/225 [==============================] - 0s 792us/step - loss: 0.4013 - accuracy: 0.8376
Epoch 21/100
225/225 [==============================] - 0s 813us/step - loss: 0.4005 - accuracy: 0.8381
Epoch 22/100
225/225 [==============================] - 0s 863us/step - loss: 0.3996 - accuracy: 0.8382
Epoch 23/100
225/225 [==============================] - 0s 867us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 24/100
225/225 [==============================] - 0s 872us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 25/100
225/225 [==============================] - 0s 872us/step - loss: 0.3973 - accuracy: 0.8394
Epoch 26/100
225/225 [==============================] - 0s 852us/step - loss: 0.3969 - accuracy: 0.8379
Epoch 27/100
225/225 [==============================] - 0s 804us/step - loss: 0.3962 - accuracy: 0.8386
Epoch 28/100
225/225 [==============================] - 0s 796us/step - loss: 0.3957 - accuracy: 0.8382
Epoch 29/100
225/225 [==============================] - 0s 854us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 30/100
225/225 [==============================] - 0s 789us/step - loss: 0.3947 - accuracy: 0.8394
Epoch 31/100
225/225 [==============================] - 0s 794us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 32/100
225/225 [==============================] - 0s 794us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 33/100
225/225 [==============================] - 0s 826us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 34/100
225/225 [==============================] - 0s 783us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 35/100
225/225 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 36/100
225/225 [==============================] - 0s 788us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 37/100
225/225 [==============================] - 0s 785us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 38/100
225/225 [==============================] - 0s 804us/step - loss: 0.3929 - accuracy: 0.8397
Epoch 39/100
225/225 [==============================] - 0s 803us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 40/100
225/225 [==============================] - 0s 796us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 41/100
225/225 [==============================] - 0s 791us/step - loss: 0.3922 - accuracy: 0.8393
Epoch 42/100
225/225 [==============================] - 0s 789us/step - loss: 0.3924 - accuracy: 0.8393
Epoch 43/100
225/225 [==============================] - 0s 801us/step - loss: 0.3919 - accuracy: 0.8394
Epoch 44/100
225/225 [==============================] - 0s 802us/step - loss: 0.3919 - accuracy: 0.8389
Epoch 45/100
225/225 [==============================] - 0s 812us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 46/100
225/225 [==============================] - 0s 794us/step - loss: 0.3914 - accuracy: 0.8404
Epoch 47/100
225/225 [==============================] - 0s 790us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 48/100
225/225 [==============================] - 0s 793us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 49/100
225/225 [==============================] - 0s 793us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 50/100
225/225 [==============================] - 0s 808us/step - loss: 0.3910 - accuracy: 0.8401
Epoch 51/100
225/225 [==============================] - 0s 794us/step - loss: 0.3906 - accuracy: 0.8413
Epoch 52/100
225/225 [==============================] - 0s 791us/step - loss: 0.3911 - accuracy: 0.8404
Epoch 53/100
225/225 [==============================] - 0s 781us/step - loss: 0.3907 - accuracy: 0.8397
Epoch 54/100
225/225 [==============================] - 0s 802us/step - loss: 0.3906 - accuracy: 0.8394
Epoch 55/100
225/225 [==============================] - 0s 818us/step - loss: 0.3907 - accuracy: 0.8419
Epoch 56/100
225/225 [==============================] - 0s 797us/step - loss: 0.3906 - accuracy: 0.8425
Epoch 57/100
225/225 [==============================] - 0s 830us/step - loss: 0.3905 - accuracy: 0.8411
Epoch 58/100
225/225 [==============================] - 0s 795us/step - loss: 0.3905 - accuracy: 0.8408
Epoch 59/100
225/225 [==============================] - 0s 790us/step - loss: 0.3904 - accuracy: 0.8404
Epoch 60/100
225/225 [==============================] - 0s 800us/step - loss: 0.3905 - accuracy: 0.8408
Epoch 61/100
225/225 [==============================] - 0s 837us/step - loss: 0.3902 - accuracy: 0.8417
Epoch 62/100
225/225 [==============================] - 0s 792us/step - loss: 0.3902 - accuracy: 0.8406
Epoch 63/100
225/225 [==============================] - 0s 792us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 64/100
225/225 [==============================] - 0s 789us/step - loss: 0.3899 - accuracy: 0.8417
Epoch 65/100
225/225 [==============================] - 0s 800us/step - loss: 0.3900 - accuracy: 0.8422
Epoch 66/100
225/225 [==============================] - 0s 819us/step - loss: 0.3900 - accuracy: 0.8429
Epoch 67/100
225/225 [==============================] - 0s 795us/step - loss: 0.3900 - accuracy: 0.8419
Epoch 68/100
225/225 [==============================] - 0s 791us/step - loss: 0.3898 - accuracy: 0.8415
Epoch 69/100
225/225 [==============================] - 0s 783us/step - loss: 0.3896 - accuracy: 0.8417
Epoch 70/100
225/225 [==============================] - 0s 791us/step - loss: 0.3900 - accuracy: 0.8428
Epoch 71/100
225/225 [==============================] - 0s 801us/step - loss: 0.3897 - accuracy: 0.8411
Epoch 72/100
225/225 [==============================] - 0s 897us/step - loss: 0.3897 - accuracy: 0.8418
Epoch 73/100
225/225 [==============================] - 0s 791us/step - loss: 0.3899 - accuracy: 0.8414
Epoch 74/100
225/225 [==============================] - 0s 783us/step - loss: 0.3898 - accuracy: 0.8415
Epoch 75/100
225/225 [==============================] - 0s 792us/step - loss: 0.3900 - accuracy: 0.8424
Epoch 76/100
225/225 [==============================] - 0s 795us/step - loss: 0.3896 - accuracy: 0.8414
Epoch 77/100
225/225 [==============================] - 0s 803us/step - loss: 0.3897 - accuracy: 0.8428
Epoch 78/100
225/225 [==============================] - 0s 790us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 79/100
225/225 [==============================] - 0s 794us/step - loss: 0.3893 - accuracy: 0.8414
Epoch 80/100
225/225 [==============================] - 0s 789us/step - loss: 0.3897 - accuracy: 0.8417
Epoch 81/100
225/225 [==============================] - 0s 787us/step - loss: 0.3892 - accuracy: 0.8413
Epoch 82/100
225/225 [==============================] - 0s 798us/step - loss: 0.3895 - accuracy: 0.8421
Epoch 83/100
225/225 [==============================] - 0s 829us/step - loss: 0.3892 - accuracy: 0.8421
Epoch 84/100
225/225 [==============================] - 0s 791us/step - loss: 0.3897 - accuracy: 0.8431
Epoch 85/100
225/225 [==============================] - 0s 802us/step - loss: 0.3894 - accuracy: 0.8424
Epoch 86/100
225/225 [==============================] - 0s 787us/step - loss: 0.3895 - accuracy: 0.8424
Epoch 87/100
225/225 [==============================] - 0s 790us/step - loss: 0.3895 - accuracy: 0.8408
Epoch 88/100
225/225 [==============================] - 0s 836us/step - loss: 0.3891 - accuracy: 0.8414
Epoch 89/100
225/225 [==============================] - 0s 789us/step - loss: 0.3891 - accuracy: 0.8417
Epoch 90/100
225/225 [==============================] - 0s 861us/step - loss: 0.3894 - accuracy: 0.8417
Epoch 91/100
225/225 [==============================] - 0s 791us/step - loss: 0.3896 - accuracy: 0.8415
Epoch 92/100
225/225 [==============================] - 0s 792us/step - loss: 0.3893 - accuracy: 0.8428
Epoch 93/100
225/225 [==============================] - 0s 794us/step - loss: 0.3895 - accuracy: 0.8415
Epoch 94/100
225/225 [==============================] - 0s 805us/step - loss: 0.3893 - accuracy: 0.8429
Epoch 95/100
225/225 [==============================] - 0s 795us/step - loss: 0.3895 - accuracy: 0.8428
Epoch 96/100
225/225 [==============================] - 0s 794us/step - loss: 0.3894 - accuracy: 0.8419
Epoch 97/100
225/225 [==============================] - 0s 785us/step - loss: 0.3894 - accuracy: 0.8435
Epoch 98/100
225/225 [==============================] - 0s 793us/step - loss: 0.3895 - accuracy: 0.8418
Epoch 99/100
225/225 [==============================] - 0s 820us/step - loss: 0.3892 - accuracy: 0.8425
Epoch 100/100
225/225 [==============================] - 0s 797us/step - loss: 0.3891 - accuracy: 0.8419
Epoch 1/100
225/225 [==============================] - 0s 830us/step - loss: 0.6403 - accuracy: 0.7942
Epoch 2/100
225/225 [==============================] - 0s 832us/step - loss: 0.4924 - accuracy: 0.7978
Epoch 3/100
225/225 [==============================] - 0s 861us/step - loss: 0.4412 - accuracy: 0.7978
Epoch 4/100
225/225 [==============================] - 0s 832us/step - loss: 0.4348 - accuracy: 0.7978
Epoch 5/100
225/225 [==============================] - 0s 888us/step - loss: 0.4317 - accuracy: 0.7978
Epoch 6/100
225/225 [==============================] - 0s 834us/step - loss: 0.4296 - accuracy: 0.7978
Epoch 7/100
225/225 [==============================] - 0s 834us/step - loss: 0.4283 - accuracy: 0.7978
Epoch 8/100
225/225 [==============================] - 0s 846us/step - loss: 0.4268 - accuracy: 0.7978
Epoch 9/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4252 - accuracy: 0.7978
Epoch 10/100
225/225 [==============================] - 0s 799us/step - loss: 0.4231 - accuracy: 0.7978
Epoch 11/100
225/225 [==============================] - 0s 800us/step - loss: 0.4212 - accuracy: 0.7978
Epoch 12/100
225/225 [==============================] - 0s 792us/step - loss: 0.4195 - accuracy: 0.8078
Epoch 13/100
225/225 [==============================] - 0s 792us/step - loss: 0.4179 - accuracy: 0.8228
Epoch 14/100
225/225 [==============================] - 0s 834us/step - loss: 0.4166 - accuracy: 0.8260
Epoch 15/100
225/225 [==============================] - 0s 786us/step - loss: 0.4154 - accuracy: 0.8253
Epoch 16/100
225/225 [==============================] - 0s 797us/step - loss: 0.4142 - accuracy: 0.8260
Epoch 17/100
225/225 [==============================] - 0s 788us/step - loss: 0.4130 - accuracy: 0.8281
Epoch 18/100
225/225 [==============================] - 0s 793us/step - loss: 0.4120 - accuracy: 0.8286
Epoch 19/100
225/225 [==============================] - 0s 857us/step - loss: 0.4114 - accuracy: 0.8301
Epoch 20/100
225/225 [==============================] - 0s 787us/step - loss: 0.4105 - accuracy: 0.8318
Epoch 21/100
225/225 [==============================] - 0s 800us/step - loss: 0.4096 - accuracy: 0.8336
Epoch 22/100
225/225 [==============================] - 0s 785us/step - loss: 0.4090 - accuracy: 0.8339
Epoch 23/100
225/225 [==============================] - 0s 786us/step - loss: 0.4084 - accuracy: 0.8338
Epoch 24/100
225/225 [==============================] - 0s 792us/step - loss: 0.4076 - accuracy: 0.8340
Epoch 25/100
225/225 [==============================] - 0s 847us/step - loss: 0.4071 - accuracy: 0.8354
Epoch 26/100
225/225 [==============================] - 0s 789us/step - loss: 0.4066 - accuracy: 0.8364
Epoch 27/100
225/225 [==============================] - 0s 794us/step - loss: 0.4059 - accuracy: 0.8364
Epoch 28/100
225/225 [==============================] - 0s 790us/step - loss: 0.4054 - accuracy: 0.8363
Epoch 29/100
225/225 [==============================] - 0s 796us/step - loss: 0.4049 - accuracy: 0.8363
Epoch 30/100
225/225 [==============================] - 0s 808us/step - loss: 0.4043 - accuracy: 0.8368
Epoch 31/100
225/225 [==============================] - 0s 786us/step - loss: 0.4041 - accuracy: 0.8360
Epoch 32/100
225/225 [==============================] - 0s 807us/step - loss: 0.4037 - accuracy: 0.8378
Epoch 33/100
225/225 [==============================] - 0s 792us/step - loss: 0.4034 - accuracy: 0.8364
Epoch 34/100
225/225 [==============================] - 0s 786us/step - loss: 0.4029 - accuracy: 0.8367
Epoch 35/100
225/225 [==============================] - 0s 802us/step - loss: 0.4025 - accuracy: 0.8360
Epoch 36/100
225/225 [==============================] - 0s 828us/step - loss: 0.4022 - accuracy: 0.8369
Epoch 37/100
225/225 [==============================] - 0s 790us/step - loss: 0.4019 - accuracy: 0.8379
Epoch 38/100
225/225 [==============================] - 0s 853us/step - loss: 0.4015 - accuracy: 0.8372
Epoch 39/100
225/225 [==============================] - 0s 820us/step - loss: 0.4014 - accuracy: 0.8371
Epoch 40/100
225/225 [==============================] - 0s 796us/step - loss: 0.4012 - accuracy: 0.8382
Epoch 41/100
225/225 [==============================] - 0s 840us/step - loss: 0.4009 - accuracy: 0.8372
Epoch 42/100
225/225 [==============================] - 0s 815us/step - loss: 0.4005 - accuracy: 0.8376
Epoch 43/100
225/225 [==============================] - 0s 795us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 44/100
225/225 [==============================] - 0s 790us/step - loss: 0.4003 - accuracy: 0.8372
Epoch 45/100
225/225 [==============================] - 0s 796us/step - loss: 0.4001 - accuracy: 0.8382
Epoch 46/100
225/225 [==============================] - 0s 810us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 47/100
225/225 [==============================] - 0s 821us/step - loss: 0.3997 - accuracy: 0.8376
Epoch 48/100
225/225 [==============================] - 0s 797us/step - loss: 0.3994 - accuracy: 0.8372
Epoch 49/100
225/225 [==============================] - 0s 805us/step - loss: 0.3995 - accuracy: 0.8374
Epoch 50/100
225/225 [==============================] - 0s 792us/step - loss: 0.3993 - accuracy: 0.8375
Epoch 51/100
225/225 [==============================] - 0s 791us/step - loss: 0.3992 - accuracy: 0.8383
Epoch 52/100
225/225 [==============================] - 0s 837us/step - loss: 0.3991 - accuracy: 0.8379
Epoch 53/100
225/225 [==============================] - 0s 796us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 54/100
225/225 [==============================] - 0s 810us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 55/100
225/225 [==============================] - 0s 796us/step - loss: 0.3988 - accuracy: 0.8379
Epoch 56/100
225/225 [==============================] - 0s 798us/step - loss: 0.3986 - accuracy: 0.8383
Epoch 57/100
225/225 [==============================] - 0s 801us/step - loss: 0.3984 - accuracy: 0.8385
Epoch 58/100
225/225 [==============================] - 0s 812us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 59/100
225/225 [==============================] - 0s 827us/step - loss: 0.3982 - accuracy: 0.8368
Epoch 60/100
225/225 [==============================] - 0s 796us/step - loss: 0.3983 - accuracy: 0.8376
Epoch 61/100
225/225 [==============================] - 0s 793us/step - loss: 0.3981 - accuracy: 0.8381
Epoch 62/100
225/225 [==============================] - 0s 791us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 63/100
225/225 [==============================] - 0s 841us/step - loss: 0.3979 - accuracy: 0.8381
Epoch 64/100
225/225 [==============================] - 0s 791us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 65/100
225/225 [==============================] - 0s 800us/step - loss: 0.3980 - accuracy: 0.8378
Epoch 66/100
225/225 [==============================] - 0s 788us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 67/100
225/225 [==============================] - 0s 797us/step - loss: 0.3978 - accuracy: 0.8376
Epoch 68/100
225/225 [==============================] - 0s 834us/step - loss: 0.3978 - accuracy: 0.8374
Epoch 69/100
225/225 [==============================] - 0s 799us/step - loss: 0.3976 - accuracy: 0.8367
Epoch 70/100
225/225 [==============================] - 0s 796us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 71/100
225/225 [==============================] - 0s 800us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 72/100
225/225 [==============================] - 0s 797us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 73/100
225/225 [==============================] - 0s 919us/step - loss: 0.3974 - accuracy: 0.8376
Epoch 74/100
225/225 [==============================] - 0s 849us/step - loss: 0.3973 - accuracy: 0.8376
Epoch 75/100
225/225 [==============================] - 0s 799us/step - loss: 0.3972 - accuracy: 0.8379
Epoch 76/100
225/225 [==============================] - 0s 798us/step - loss: 0.3970 - accuracy: 0.8375
Epoch 77/100
225/225 [==============================] - 0s 789us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 78/100
225/225 [==============================] - 0s 828us/step - loss: 0.3971 - accuracy: 0.8369
Epoch 79/100
225/225 [==============================] - 0s 818us/step - loss: 0.3967 - accuracy: 0.8372
Epoch 80/100
225/225 [==============================] - 0s 795us/step - loss: 0.3967 - accuracy: 0.8389
Epoch 81/100
225/225 [==============================] - 0s 809us/step - loss: 0.3967 - accuracy: 0.8376
Epoch 82/100
225/225 [==============================] - 0s 791us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 83/100
225/225 [==============================] - 0s 791us/step - loss: 0.3963 - accuracy: 0.8388
Epoch 84/100
225/225 [==============================] - 0s 805us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 85/100
225/225 [==============================] - 0s 790us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 86/100
225/225 [==============================] - 0s 862us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 87/100
225/225 [==============================] - 0s 802us/step - loss: 0.3957 - accuracy: 0.8389
Epoch 88/100
225/225 [==============================] - 0s 792us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 89/100
225/225 [==============================] - 0s 803us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 90/100
225/225 [==============================] - 0s 830us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 91/100
225/225 [==============================] - 0s 798us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 92/100
225/225 [==============================] - 0s 801us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 93/100
225/225 [==============================] - 0s 794us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 94/100
225/225 [==============================] - 0s 791us/step - loss: 0.3940 - accuracy: 0.8372
Epoch 95/100
225/225 [==============================] - 0s 808us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 96/100
225/225 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 97/100
225/225 [==============================] - 0s 796us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 98/100
225/225 [==============================] - 0s 800us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 99/100
225/225 [==============================] - 0s 794us/step - loss: 0.3929 - accuracy: 0.8392
Epoch 100/100
225/225 [==============================] - 0s 799us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 1/100
225/225 [==============================] - 0s 824us/step - loss: 0.6388 - accuracy: 0.7921
Epoch 2/100
225/225 [==============================] - 0s 827us/step - loss: 0.5041 - accuracy: 0.7940
Epoch 3/100
225/225 [==============================] - 0s 832us/step - loss: 0.4466 - accuracy: 0.7940
Epoch 4/100
225/225 [==============================] - 0s 902us/step - loss: 0.4291 - accuracy: 0.8000
Epoch 5/100
225/225 [==============================] - 0s 830us/step - loss: 0.4162 - accuracy: 0.8111
Epoch 6/100
225/225 [==============================] - 0s 839us/step - loss: 0.4049 - accuracy: 0.8147
Epoch 7/100
225/225 [==============================] - 0s 831us/step - loss: 0.3953 - accuracy: 0.8174
Epoch 8/100
225/225 [==============================] - 0s 827us/step - loss: 0.3881 - accuracy: 0.8189
Epoch 9/100
225/225 [==============================] - 0s 859us/step - loss: 0.3829 - accuracy: 0.8186
Epoch 10/100
225/225 [==============================] - 0s 853us/step - loss: 0.3786 - accuracy: 0.8192
Epoch 11/100
225/225 [==============================] - 0s 850us/step - loss: 0.3754 - accuracy: 0.8360
Epoch 12/100
225/225 [==============================] - 0s 827us/step - loss: 0.3724 - accuracy: 0.8408
Epoch 13/100
225/225 [==============================] - 0s 821us/step - loss: 0.3691 - accuracy: 0.8439
Epoch 14/100
225/225 [==============================] - 0s 885us/step - loss: 0.3659 - accuracy: 0.8481
Epoch 15/100
225/225 [==============================] - 0s 830us/step - loss: 0.3629 - accuracy: 0.8515
Epoch 16/100
225/225 [==============================] - 0s 824us/step - loss: 0.3604 - accuracy: 0.8517
Epoch 17/100
225/225 [==============================] - 0s 831us/step - loss: 0.3583 - accuracy: 0.8557
Epoch 18/100
225/225 [==============================] - 0s 823us/step - loss: 0.3567 - accuracy: 0.8575
Epoch 19/100
225/225 [==============================] - 0s 890us/step - loss: 0.3552 - accuracy: 0.8562
Epoch 20/100
225/225 [==============================] - 0s 837us/step - loss: 0.3540 - accuracy: 0.8586
Epoch 21/100
225/225 [==============================] - 0s 826us/step - loss: 0.3527 - accuracy: 0.8594
Epoch 22/100
225/225 [==============================] - 0s 838us/step - loss: 0.3515 - accuracy: 0.8601
Epoch 23/100
225/225 [==============================] - 0s 825us/step - loss: 0.3510 - accuracy: 0.8614
Epoch 24/100
225/225 [==============================] - 0s 833us/step - loss: 0.3501 - accuracy: 0.8617
Epoch 25/100
225/225 [==============================] - 0s 850us/step - loss: 0.3491 - accuracy: 0.8599
Epoch 26/100
225/225 [==============================] - 0s 827us/step - loss: 0.3483 - accuracy: 0.8603
Epoch 27/100
225/225 [==============================] - 0s 837us/step - loss: 0.3478 - accuracy: 0.8599
Epoch 28/100
225/225 [==============================] - 0s 831us/step - loss: 0.3470 - accuracy: 0.8610
Epoch 29/100
225/225 [==============================] - 0s 824us/step - loss: 0.3461 - accuracy: 0.8610
Epoch 30/100
225/225 [==============================] - 0s 885us/step - loss: 0.3454 - accuracy: 0.8615
Epoch 31/100
225/225 [==============================] - 0s 839us/step - loss: 0.3450 - accuracy: 0.8603
Epoch 32/100
225/225 [==============================] - 0s 826us/step - loss: 0.3442 - accuracy: 0.8615
Epoch 33/100
225/225 [==============================] - 0s 826us/step - loss: 0.3436 - accuracy: 0.8612
Epoch 34/100
225/225 [==============================] - 0s 831us/step - loss: 0.3432 - accuracy: 0.8614
Epoch 35/100
225/225 [==============================] - 0s 870us/step - loss: 0.3428 - accuracy: 0.8610
Epoch 36/100
225/225 [==============================] - 0s 840us/step - loss: 0.3426 - accuracy: 0.8612
Epoch 37/100
225/225 [==============================] - 0s 832us/step - loss: 0.3420 - accuracy: 0.8617
Epoch 38/100
225/225 [==============================] - 0s 837us/step - loss: 0.3415 - accuracy: 0.8626
Epoch 39/100
225/225 [==============================] - 0s 826us/step - loss: 0.3404 - accuracy: 0.8621
Epoch 40/100
225/225 [==============================] - 0s 842us/step - loss: 0.3405 - accuracy: 0.8635
Epoch 41/100
225/225 [==============================] - 0s 833us/step - loss: 0.3399 - accuracy: 0.8625
Epoch 42/100
225/225 [==============================] - 0s 825us/step - loss: 0.3392 - accuracy: 0.8621
Epoch 43/100
225/225 [==============================] - 0s 823us/step - loss: 0.3393 - accuracy: 0.8640
Epoch 44/100
225/225 [==============================] - 0s 824us/step - loss: 0.3391 - accuracy: 0.8621
Epoch 45/100
225/225 [==============================] - 0s 854us/step - loss: 0.3387 - accuracy: 0.8633
Epoch 46/100
225/225 [==============================] - 0s 841us/step - loss: 0.3387 - accuracy: 0.8615
Epoch 47/100
225/225 [==============================] - 0s 830us/step - loss: 0.3382 - accuracy: 0.8626
Epoch 48/100
225/225 [==============================] - 0s 833us/step - loss: 0.3379 - accuracy: 0.8610
Epoch 49/100
225/225 [==============================] - 0s 828us/step - loss: 0.3379 - accuracy: 0.8619
Epoch 50/100
225/225 [==============================] - 0s 859us/step - loss: 0.3375 - accuracy: 0.8615
Epoch 51/100
225/225 [==============================] - 0s 912us/step - loss: 0.3374 - accuracy: 0.8626
Epoch 52/100
225/225 [==============================] - 0s 824us/step - loss: 0.3373 - accuracy: 0.8614
Epoch 53/100
225/225 [==============================] - 0s 839us/step - loss: 0.3370 - accuracy: 0.8624
Epoch 54/100
225/225 [==============================] - 0s 837us/step - loss: 0.3367 - accuracy: 0.8621
Epoch 55/100
225/225 [==============================] - 0s 838us/step - loss: 0.3367 - accuracy: 0.8629
Epoch 56/100
225/225 [==============================] - 0s 857us/step - loss: 0.3368 - accuracy: 0.8597
Epoch 57/100
225/225 [==============================] - 0s 833us/step - loss: 0.3366 - accuracy: 0.8635
Epoch 58/100
225/225 [==============================] - 0s 831us/step - loss: 0.3368 - accuracy: 0.8628
Epoch 59/100
225/225 [==============================] - 0s 829us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 60/100
225/225 [==============================] - 0s 825us/step - loss: 0.3362 - accuracy: 0.8632
Epoch 61/100
225/225 [==============================] - 0s 968us/step - loss: 0.3362 - accuracy: 0.8626
Epoch 62/100
225/225 [==============================] - 0s 821us/step - loss: 0.3361 - accuracy: 0.8640
Epoch 63/100
225/225 [==============================] - 0s 786us/step - loss: 0.3355 - accuracy: 0.8629
Epoch 64/100
225/225 [==============================] - 0s 789us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 65/100
225/225 [==============================] - 0s 791us/step - loss: 0.3355 - accuracy: 0.8654
Epoch 66/100
225/225 [==============================] - 0s 779us/step - loss: 0.3354 - accuracy: 0.8640
Epoch 67/100
225/225 [==============================] - 0s 847us/step - loss: 0.3346 - accuracy: 0.8644
Epoch 68/100
225/225 [==============================] - 0s 787us/step - loss: 0.3351 - accuracy: 0.8644
Epoch 69/100
225/225 [==============================] - 0s 788us/step - loss: 0.3349 - accuracy: 0.8637
Epoch 70/100
225/225 [==============================] - 0s 781us/step - loss: 0.3347 - accuracy: 0.8635
Epoch 71/100
225/225 [==============================] - 0s 787us/step - loss: 0.3344 - accuracy: 0.8643
Epoch 72/100
225/225 [==============================] - 0s 828us/step - loss: 0.3347 - accuracy: 0.8661
Epoch 73/100
225/225 [==============================] - 0s 780us/step - loss: 0.3345 - accuracy: 0.8633
Epoch 74/100
225/225 [==============================] - 0s 789us/step - loss: 0.3346 - accuracy: 0.8664
Epoch 75/100
225/225 [==============================] - 0s 795us/step - loss: 0.3343 - accuracy: 0.8647
Epoch 76/100
225/225 [==============================] - 0s 790us/step - loss: 0.3341 - accuracy: 0.8636
Epoch 77/100
225/225 [==============================] - 0s 815us/step - loss: 0.3336 - accuracy: 0.8636
Epoch 78/100
225/225 [==============================] - 0s 798us/step - loss: 0.3341 - accuracy: 0.8636
Epoch 79/100
225/225 [==============================] - 0s 787us/step - loss: 0.3339 - accuracy: 0.8642
Epoch 80/100
225/225 [==============================] - 0s 792us/step - loss: 0.3341 - accuracy: 0.8637
Epoch 81/100
225/225 [==============================] - 0s 800us/step - loss: 0.3336 - accuracy: 0.8653
Epoch 82/100
225/225 [==============================] - 0s 789us/step - loss: 0.3341 - accuracy: 0.8651
Epoch 83/100
225/225 [==============================] - 0s 796us/step - loss: 0.3337 - accuracy: 0.8654
Epoch 84/100
225/225 [==============================] - 0s 828us/step - loss: 0.3339 - accuracy: 0.8640
Epoch 85/100
225/225 [==============================] - 0s 780us/step - loss: 0.3340 - accuracy: 0.8665
Epoch 86/100
225/225 [==============================] - 0s 797us/step - loss: 0.3337 - accuracy: 0.8661
Epoch 87/100
225/225 [==============================] - 0s 789us/step - loss: 0.3336 - accuracy: 0.8654
Epoch 88/100
225/225 [==============================] - 0s 828us/step - loss: 0.3336 - accuracy: 0.8656
Epoch 89/100
225/225 [==============================] - 0s 796us/step - loss: 0.3340 - accuracy: 0.8647
Epoch 90/100
225/225 [==============================] - 0s 786us/step - loss: 0.3338 - accuracy: 0.8656
Epoch 91/100
225/225 [==============================] - 0s 807us/step - loss: 0.3337 - accuracy: 0.8660
Epoch 92/100
225/225 [==============================] - 0s 899us/step - loss: 0.3336 - accuracy: 0.8644
Epoch 93/100
225/225 [==============================] - 0s 787us/step - loss: 0.3333 - accuracy: 0.8653
Epoch 94/100
225/225 [==============================] - 0s 843us/step - loss: 0.3339 - accuracy: 0.8650
Epoch 95/100
225/225 [==============================] - 0s 784us/step - loss: 0.3337 - accuracy: 0.8653
Epoch 96/100
225/225 [==============================] - 0s 816us/step - loss: 0.3333 - accuracy: 0.8644
Epoch 97/100
225/225 [==============================] - 0s 820us/step - loss: 0.3330 - accuracy: 0.8668
Epoch 98/100
225/225 [==============================] - 0s 788us/step - loss: 0.3335 - accuracy: 0.8644
Epoch 99/100
225/225 [==============================] - 0s 812us/step - loss: 0.3337 - accuracy: 0.8656
Epoch 100/100
225/225 [==============================] - 0s 808us/step - loss: 0.3334 - accuracy: 0.8643
Epoch 1/100
225/225 [==============================] - 0s 824us/step - loss: 0.6414 - accuracy: 0.7935
Epoch 2/100
225/225 [==============================] - 0s 858us/step - loss: 0.5131 - accuracy: 0.7960
Epoch 3/100
225/225 [==============================] - 0s 835us/step - loss: 0.4498 - accuracy: 0.7960
Epoch 4/100
225/225 [==============================] - 0s 837us/step - loss: 0.4397 - accuracy: 0.7960
Epoch 5/100
225/225 [==============================] - 0s 836us/step - loss: 0.4357 - accuracy: 0.7960
Epoch 6/100
225/225 [==============================] - 0s 832us/step - loss: 0.4336 - accuracy: 0.7960
Epoch 7/100
225/225 [==============================] - 0s 829us/step - loss: 0.4323 - accuracy: 0.7960
Epoch 8/100
225/225 [==============================] - 0s 877us/step - loss: 0.4314 - accuracy: 0.7960
Epoch 9/100
225/225 [==============================] - 0s 836us/step - loss: 0.4308 - accuracy: 0.7960
Epoch 10/100
225/225 [==============================] - 0s 827us/step - loss: 0.4303 - accuracy: 0.7960
Epoch 11/100
225/225 [==============================] - 0s 842us/step - loss: 0.4298 - accuracy: 0.7960
Epoch 12/100
225/225 [==============================] - 0s 830us/step - loss: 0.4292 - accuracy: 0.7960
Epoch 13/100
225/225 [==============================] - 0s 874us/step - loss: 0.4284 - accuracy: 0.7960
Epoch 14/100
225/225 [==============================] - 0s 861us/step - loss: 0.4278 - accuracy: 0.7960
Epoch 15/100
225/225 [==============================] - 0s 831us/step - loss: 0.4268 - accuracy: 0.7960
Epoch 16/100
225/225 [==============================] - 0s 837us/step - loss: 0.4258 - accuracy: 0.7960
Epoch 17/100
225/225 [==============================] - 0s 823us/step - loss: 0.4247 - accuracy: 0.7992
Epoch 18/100
225/225 [==============================] - 0s 895us/step - loss: 0.4235 - accuracy: 0.8160
Epoch 19/100
225/225 [==============================] - 0s 825us/step - loss: 0.4224 - accuracy: 0.8185
Epoch 20/100
225/225 [==============================] - 0s 828us/step - loss: 0.4212 - accuracy: 0.8186
Epoch 21/100
225/225 [==============================] - 0s 833us/step - loss: 0.4201 - accuracy: 0.8190
Epoch 22/100
225/225 [==============================] - 0s 822us/step - loss: 0.4190 - accuracy: 0.8229
Epoch 23/100
225/225 [==============================] - 0s 843us/step - loss: 0.4179 - accuracy: 0.8239
Epoch 24/100
225/225 [==============================] - 0s 835us/step - loss: 0.4171 - accuracy: 0.8247
Epoch 25/100
225/225 [==============================] - 0s 825us/step - loss: 0.4163 - accuracy: 0.8260
Epoch 26/100
225/225 [==============================] - 0s 835us/step - loss: 0.4153 - accuracy: 0.8275
Epoch 27/100
225/225 [==============================] - 0s 832us/step - loss: 0.4145 - accuracy: 0.8282
Epoch 28/100
225/225 [==============================] - 0s 863us/step - loss: 0.4137 - accuracy: 0.8307
Epoch 29/100
225/225 [==============================] - 0s 855us/step - loss: 0.4130 - accuracy: 0.8310
Epoch 30/100
225/225 [==============================] - 0s 825us/step - loss: 0.4119 - accuracy: 0.8329
Epoch 31/100
225/225 [==============================] - 0s 823us/step - loss: 0.4115 - accuracy: 0.8335
Epoch 32/100
225/225 [==============================] - 0s 854us/step - loss: 0.4108 - accuracy: 0.8333
Epoch 33/100
225/225 [==============================] - 0s 828us/step - loss: 0.4101 - accuracy: 0.8325
Epoch 34/100
225/225 [==============================] - 0s 832us/step - loss: 0.4094 - accuracy: 0.8324
Epoch 35/100
225/225 [==============================] - 0s 828us/step - loss: 0.4087 - accuracy: 0.8333
Epoch 36/100
225/225 [==============================] - 0s 824us/step - loss: 0.4083 - accuracy: 0.8346
Epoch 37/100
225/225 [==============================] - 0s 866us/step - loss: 0.4078 - accuracy: 0.8329
Epoch 38/100
225/225 [==============================] - 0s 936us/step - loss: 0.4072 - accuracy: 0.8333
Epoch 39/100
225/225 [==============================] - 0s 959us/step - loss: 0.4067 - accuracy: 0.8347
Epoch 40/100
225/225 [==============================] - 0s 851us/step - loss: 0.4064 - accuracy: 0.8338
Epoch 41/100
225/225 [==============================] - 0s 869us/step - loss: 0.4061 - accuracy: 0.8343
Epoch 42/100
225/225 [==============================] - 0s 955us/step - loss: 0.4055 - accuracy: 0.8336
Epoch 43/100
225/225 [==============================] - 0s 890us/step - loss: 0.4053 - accuracy: 0.8338
Epoch 44/100
225/225 [==============================] - 0s 934us/step - loss: 0.4049 - accuracy: 0.8353
Epoch 45/100
225/225 [==============================] - 0s 975us/step - loss: 0.4044 - accuracy: 0.8350
Epoch 46/100
225/225 [==============================] - 0s 935us/step - loss: 0.4042 - accuracy: 0.8336
Epoch 47/100
225/225 [==============================] - 0s 936us/step - loss: 0.4038 - accuracy: 0.8356
Epoch 48/100
225/225 [==============================] - 0s 963us/step - loss: 0.4036 - accuracy: 0.8351
Epoch 49/100
225/225 [==============================] - 0s 937us/step - loss: 0.4033 - accuracy: 0.8358
Epoch 50/100
225/225 [==============================] - 0s 925us/step - loss: 0.4031 - accuracy: 0.8354
Epoch 51/100
225/225 [==============================] - 0s 926us/step - loss: 0.4029 - accuracy: 0.8350
Epoch 52/100
225/225 [==============================] - 0s 957us/step - loss: 0.4024 - accuracy: 0.8353
Epoch 53/100
225/225 [==============================] - 0s 996us/step - loss: 0.4023 - accuracy: 0.8344
Epoch 54/100
225/225 [==============================] - 0s 928us/step - loss: 0.4019 - accuracy: 0.8351
Epoch 55/100
225/225 [==============================] - 0s 905us/step - loss: 0.4019 - accuracy: 0.8349
Epoch 56/100
225/225 [==============================] - 0s 985us/step - loss: 0.4014 - accuracy: 0.8354
Epoch 57/100
225/225 [==============================] - 0s 946us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 58/100
225/225 [==============================] - 0s 955us/step - loss: 0.4011 - accuracy: 0.8357
Epoch 59/100
225/225 [==============================] - 0s 927us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 60/100
225/225 [==============================] - 0s 945us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 61/100
225/225 [==============================] - 0s 929us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 62/100
225/225 [==============================] - 0s 941us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 63/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8379
Epoch 64/100
225/225 [==============================] - 0s 993us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 65/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8364
Epoch 66/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8369
Epoch 67/100
225/225 [==============================] - 0s 964us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 68/100
225/225 [==============================] - 0s 982us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 69/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8368
Epoch 70/100
225/225 [==============================] - 0s 917us/step - loss: 0.3997 - accuracy: 0.8379
Epoch 71/100
225/225 [==============================] - 0s 982us/step - loss: 0.3995 - accuracy: 0.8378
Epoch 72/100
225/225 [==============================] - 0s 926us/step - loss: 0.3995 - accuracy: 0.8368
Epoch 73/100
225/225 [==============================] - 0s 931us/step - loss: 0.3995 - accuracy: 0.8365
Epoch 74/100
225/225 [==============================] - 0s 930us/step - loss: 0.3991 - accuracy: 0.8371
Epoch 75/100
225/225 [==============================] - 0s 940us/step - loss: 0.3991 - accuracy: 0.8375
Epoch 76/100
225/225 [==============================] - 0s 983us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 77/100
225/225 [==============================] - 0s 882us/step - loss: 0.3990 - accuracy: 0.8367
Epoch 78/100
225/225 [==============================] - 0s 849us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 79/100
225/225 [==============================] - 0s 978us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 80/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3986 - accuracy: 0.8375
Epoch 81/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8365
Epoch 82/100
225/225 [==============================] - 0s 919us/step - loss: 0.3988 - accuracy: 0.8371
Epoch 83/100
225/225 [==============================] - 0s 925us/step - loss: 0.3985 - accuracy: 0.8371
Epoch 84/100
225/225 [==============================] - 0s 925us/step - loss: 0.3986 - accuracy: 0.8372
Epoch 85/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8364
Epoch 86/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8371
Epoch 87/100
225/225 [==============================] - 0s 915us/step - loss: 0.3984 - accuracy: 0.8360
Epoch 88/100
225/225 [==============================] - 0s 920us/step - loss: 0.3982 - accuracy: 0.8368
Epoch 89/100
225/225 [==============================] - 0s 909us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 90/100
225/225 [==============================] - 0s 810us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 91/100
225/225 [==============================] - 0s 851us/step - loss: 0.3981 - accuracy: 0.8363
Epoch 92/100
225/225 [==============================] - 0s 796us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 93/100
225/225 [==============================] - 0s 804us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 94/100
225/225 [==============================] - 0s 788us/step - loss: 0.3980 - accuracy: 0.8374
Epoch 95/100
225/225 [==============================] - 0s 842us/step - loss: 0.3977 - accuracy: 0.8372
Epoch 96/100
225/225 [==============================] - 0s 804us/step - loss: 0.3977 - accuracy: 0.8371
Epoch 97/100
225/225 [==============================] - 0s 800us/step - loss: 0.3979 - accuracy: 0.8360
Epoch 98/100
225/225 [==============================] - 0s 797us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 99/100
225/225 [==============================] - 0s 826us/step - loss: 0.3977 - accuracy: 0.8364
Epoch 100/100
225/225 [==============================] - 0s 843us/step - loss: 0.3975 - accuracy: 0.8365
Epoch 1/100
225/225 [==============================] - 0s 841us/step - loss: 0.6281 - accuracy: 0.7954
Epoch 2/100
225/225 [==============================] - 0s 834us/step - loss: 0.4835 - accuracy: 0.7953
Epoch 3/100
225/225 [==============================] - 0s 852us/step - loss: 0.4462 - accuracy: 0.7953
Epoch 4/100
225/225 [==============================] - 0s 843us/step - loss: 0.4398 - accuracy: 0.7953
Epoch 5/100
225/225 [==============================] - 0s 827us/step - loss: 0.4367 - accuracy: 0.7953
Epoch 6/100
225/225 [==============================] - 0s 833us/step - loss: 0.4350 - accuracy: 0.7953
Epoch 7/100
225/225 [==============================] - 0s 844us/step - loss: 0.4338 - accuracy: 0.7953
Epoch 8/100
225/225 [==============================] - 0s 859us/step - loss: 0.4336 - accuracy: 0.7953
Epoch 9/100
225/225 [==============================] - 0s 871us/step - loss: 0.4328 - accuracy: 0.7953
Epoch 10/100
225/225 [==============================] - 0s 830us/step - loss: 0.4323 - accuracy: 0.7953
Epoch 11/100
225/225 [==============================] - 0s 829us/step - loss: 0.4316 - accuracy: 0.7953
Epoch 12/100
225/225 [==============================] - 0s 831us/step - loss: 0.4312 - accuracy: 0.7953
Epoch 13/100
225/225 [==============================] - 0s 863us/step - loss: 0.4304 - accuracy: 0.7953
Epoch 14/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4293 - accuracy: 0.7953
Epoch 15/100
225/225 [==============================] - 0s 785us/step - loss: 0.4281 - accuracy: 0.8026
Epoch 16/100
225/225 [==============================] - 0s 795us/step - loss: 0.4265 - accuracy: 0.8112
Epoch 17/100
225/225 [==============================] - 0s 803us/step - loss: 0.4250 - accuracy: 0.8140
Epoch 18/100
225/225 [==============================] - 0s 808us/step - loss: 0.4231 - accuracy: 0.8189
Epoch 19/100
225/225 [==============================] - 0s 796us/step - loss: 0.4210 - accuracy: 0.8231
Epoch 20/100
225/225 [==============================] - 0s 783us/step - loss: 0.4194 - accuracy: 0.8257
Epoch 21/100
225/225 [==============================] - 0s 787us/step - loss: 0.4180 - accuracy: 0.8283
Epoch 22/100
225/225 [==============================] - 0s 787us/step - loss: 0.4165 - accuracy: 0.8297
Epoch 23/100
225/225 [==============================] - 0s 820us/step - loss: 0.4155 - accuracy: 0.8301
Epoch 24/100
225/225 [==============================] - 0s 803us/step - loss: 0.4146 - accuracy: 0.8308
Epoch 25/100
225/225 [==============================] - 0s 795us/step - loss: 0.4135 - accuracy: 0.8329
Epoch 26/100
225/225 [==============================] - 0s 807us/step - loss: 0.4129 - accuracy: 0.8319
Epoch 27/100
225/225 [==============================] - 0s 799us/step - loss: 0.4121 - accuracy: 0.8328
Epoch 28/100
225/225 [==============================] - 0s 809us/step - loss: 0.4116 - accuracy: 0.8329
Epoch 29/100
225/225 [==============================] - 0s 899us/step - loss: 0.4108 - accuracy: 0.8326
Epoch 30/100
225/225 [==============================] - 0s 800us/step - loss: 0.4103 - accuracy: 0.8336
Epoch 31/100
225/225 [==============================] - 0s 800us/step - loss: 0.4098 - accuracy: 0.8347
Epoch 32/100
225/225 [==============================] - 0s 796us/step - loss: 0.4092 - accuracy: 0.8338
Epoch 33/100
225/225 [==============================] - 0s 795us/step - loss: 0.4087 - accuracy: 0.8346
Epoch 34/100
225/225 [==============================] - 0s 806us/step - loss: 0.4084 - accuracy: 0.8351
Epoch 35/100
225/225 [==============================] - 0s 834us/step - loss: 0.4080 - accuracy: 0.8351
Epoch 36/100
225/225 [==============================] - 0s 796us/step - loss: 0.4076 - accuracy: 0.8343
Epoch 37/100
225/225 [==============================] - 0s 814us/step - loss: 0.4073 - accuracy: 0.8347
Epoch 38/100
225/225 [==============================] - 0s 799us/step - loss: 0.4068 - accuracy: 0.8360
Epoch 39/100
225/225 [==============================] - 0s 804us/step - loss: 0.4065 - accuracy: 0.8361
Epoch 40/100
225/225 [==============================] - 0s 844us/step - loss: 0.4060 - accuracy: 0.8358
Epoch 41/100
225/225 [==============================] - 0s 796us/step - loss: 0.4059 - accuracy: 0.8344
Epoch 42/100
225/225 [==============================] - 0s 830us/step - loss: 0.4056 - accuracy: 0.8358
Epoch 43/100
225/225 [==============================] - 0s 803us/step - loss: 0.4054 - accuracy: 0.8367
Epoch 44/100
225/225 [==============================] - 0s 792us/step - loss: 0.4051 - accuracy: 0.8363
Epoch 45/100
225/225 [==============================] - 0s 805us/step - loss: 0.4049 - accuracy: 0.8363
Epoch 46/100
225/225 [==============================] - 0s 806us/step - loss: 0.4048 - accuracy: 0.8357
Epoch 47/100
225/225 [==============================] - 0s 806us/step - loss: 0.4043 - accuracy: 0.8367
Epoch 48/100
225/225 [==============================] - 0s 800us/step - loss: 0.4043 - accuracy: 0.8367
Epoch 49/100
225/225 [==============================] - 0s 795us/step - loss: 0.4041 - accuracy: 0.8363
Epoch 50/100
225/225 [==============================] - 0s 804us/step - loss: 0.4040 - accuracy: 0.8367
Epoch 51/100
225/225 [==============================] - 0s 825us/step - loss: 0.4036 - accuracy: 0.8368
Epoch 52/100
225/225 [==============================] - 0s 798us/step - loss: 0.4036 - accuracy: 0.8358
Epoch 53/100
225/225 [==============================] - 0s 810us/step - loss: 0.4035 - accuracy: 0.8364
Epoch 54/100
225/225 [==============================] - 0s 800us/step - loss: 0.4032 - accuracy: 0.8368
Epoch 55/100
225/225 [==============================] - 0s 797us/step - loss: 0.4032 - accuracy: 0.8361
Epoch 56/100
225/225 [==============================] - 0s 841us/step - loss: 0.4030 - accuracy: 0.8365
Epoch 57/100
225/225 [==============================] - 0s 801us/step - loss: 0.4027 - accuracy: 0.8368
Epoch 58/100
225/225 [==============================] - 0s 811us/step - loss: 0.4026 - accuracy: 0.8358
Epoch 59/100
225/225 [==============================] - 0s 799us/step - loss: 0.4024 - accuracy: 0.8365
Epoch 60/100
225/225 [==============================] - 0s 799us/step - loss: 0.4021 - accuracy: 0.8378
Epoch 61/100
225/225 [==============================] - 0s 809us/step - loss: 0.4020 - accuracy: 0.8371
Epoch 62/100
225/225 [==============================] - 0s 832us/step - loss: 0.4018 - accuracy: 0.8365
Epoch 63/100
225/225 [==============================] - 0s 835us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 64/100
225/225 [==============================] - 0s 806us/step - loss: 0.4015 - accuracy: 0.8364
Epoch 65/100
225/225 [==============================] - 0s 795us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 66/100
225/225 [==============================] - 0s 798us/step - loss: 0.4010 - accuracy: 0.8365
Epoch 67/100
225/225 [==============================] - 0s 806us/step - loss: 0.4007 - accuracy: 0.8367
Epoch 68/100
225/225 [==============================] - 0s 842us/step - loss: 0.4006 - accuracy: 0.8350
Epoch 69/100
225/225 [==============================] - 0s 911us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 70/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4004 - accuracy: 0.8361
Epoch 71/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8364
Epoch 72/100
225/225 [==============================] - 0s 931us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 73/100
225/225 [==============================] - 0s 810us/step - loss: 0.3999 - accuracy: 0.8357
Epoch 74/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8364
Epoch 75/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8367
Epoch 76/100
225/225 [==============================] - 0s 977us/step - loss: 0.3996 - accuracy: 0.8361
Epoch 77/100
225/225 [==============================] - 0s 969us/step - loss: 0.3994 - accuracy: 0.8368
Epoch 78/100
225/225 [==============================] - 0s 926us/step - loss: 0.3993 - accuracy: 0.8363
Epoch 79/100
225/225 [==============================] - 0s 922us/step - loss: 0.3991 - accuracy: 0.8351
Epoch 80/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8360
Epoch 81/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8358
Epoch 82/100
225/225 [==============================] - 0s 847us/step - loss: 0.3989 - accuracy: 0.8363
Epoch 83/100
225/225 [==============================] - 0s 841us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 84/100
225/225 [==============================] - ETA: 0s - loss: 0.3921 - accuracy: 0.83 - 0s 891us/step - loss: 0.3986 - accuracy: 0.8357
Epoch 85/100
225/225 [==============================] - 0s 993us/step - loss: 0.3986 - accuracy: 0.8357
Epoch 86/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8372
Epoch 87/100
225/225 [==============================] - 0s 912us/step - loss: 0.3985 - accuracy: 0.8357
Epoch 88/100
225/225 [==============================] - 0s 904us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 89/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8363
Epoch 90/100
225/225 [==============================] - 0s 976us/step - loss: 0.3983 - accuracy: 0.8365
Epoch 91/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8375
Epoch 92/100
225/225 [==============================] - 0s 898us/step - loss: 0.3980 - accuracy: 0.8369
Epoch 93/100
225/225 [==============================] - 0s 991us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 94/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8361
Epoch 95/100
225/225 [==============================] - 0s 893us/step - loss: 0.3978 - accuracy: 0.8378
Epoch 96/100
225/225 [==============================] - 0s 955us/step - loss: 0.3977 - accuracy: 0.8365
Epoch 97/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8368
Epoch 98/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3974 - accuracy: 0.8371
Epoch 99/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8365
Epoch 100/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8367
Epoch 1/100
225/225 [==============================] - 0s 824us/step - loss: 0.6347 - accuracy: 0.7951
Epoch 2/100
225/225 [==============================] - 0s 863us/step - loss: 0.4862 - accuracy: 0.7974
Epoch 3/100
225/225 [==============================] - 0s 829us/step - loss: 0.4399 - accuracy: 0.7974
Epoch 4/100
225/225 [==============================] - 0s 885us/step - loss: 0.4329 - accuracy: 0.7974
Epoch 5/100
225/225 [==============================] - 0s 910us/step - loss: 0.4300 - accuracy: 0.7974
Epoch 6/100
225/225 [==============================] - 0s 877us/step - loss: 0.4279 - accuracy: 0.7974
Epoch 7/100
225/225 [==============================] - 0s 866us/step - loss: 0.4262 - accuracy: 0.7974
Epoch 8/100
225/225 [==============================] - 0s 903us/step - loss: 0.4244 - accuracy: 0.7974
Epoch 9/100
225/225 [==============================] - 0s 871us/step - loss: 0.4227 - accuracy: 0.7974
Epoch 10/100
225/225 [==============================] - 0s 922us/step - loss: 0.4208 - accuracy: 0.7974
Epoch 11/100
225/225 [==============================] - 0s 837us/step - loss: 0.4196 - accuracy: 0.8124
Epoch 12/100
225/225 [==============================] - 0s 852us/step - loss: 0.4183 - accuracy: 0.8235
Epoch 13/100
225/225 [==============================] - 0s 854us/step - loss: 0.4170 - accuracy: 0.8267
Epoch 14/100
225/225 [==============================] - 0s 883us/step - loss: 0.4162 - accuracy: 0.8272
Epoch 15/100
225/225 [==============================] - 0s 885us/step - loss: 0.4151 - accuracy: 0.8297
Epoch 16/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4143 - accuracy: 0.8308
Epoch 17/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4135 - accuracy: 0.8325
Epoch 18/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4126 - accuracy: 0.8324
Epoch 19/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4121 - accuracy: 0.8325
Epoch 20/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4116 - accuracy: 0.8332: 0s - loss: 0.387
Epoch 21/100
225/225 [==============================] - 0s 987us/step - loss: 0.4109 - accuracy: 0.8329
Epoch 22/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4101 - accuracy: 0.8342
Epoch 23/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4099 - accuracy: 0.8347
Epoch 24/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4092 - accuracy: 0.8349
Epoch 25/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4088 - accuracy: 0.8349
Epoch 26/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4085 - accuracy: 0.8353: 0s - loss: 0.4074 - ac - ETA: 0s - loss: 0.4077 - accura
Epoch 27/100
225/225 [==============================] - 1s 5ms/step - loss: 0.4081 - accuracy: 0.8343
Epoch 28/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4079 - accuracy: 0.8357
Epoch 29/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4076 - accuracy: 0.8360
Epoch 30/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4072 - accuracy: 0.8357
Epoch 31/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4067 - accuracy: 0.8357
Epoch 32/100
225/225 [==============================] - 1s 6ms/step - loss: 0.4067 - accuracy: 0.8351
Epoch 33/100
225/225 [==============================] - 1s 5ms/step - loss: 0.4062 - accuracy: 0.8358
Epoch 34/100
225/225 [==============================] - 1s 6ms/step - loss: 0.4062 - accuracy: 0.8361
Epoch 35/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4056 - accuracy: 0.8365
Epoch 36/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4056 - accuracy: 0.8367
Epoch 37/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4055 - accuracy: 0.8371
Epoch 38/100
225/225 [==============================] - 1s 5ms/step - loss: 0.4050 - accuracy: 0.8365
Epoch 39/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4051 - accuracy: 0.8368
Epoch 40/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4049 - accuracy: 0.8363
Epoch 41/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4045 - accuracy: 0.8364
Epoch 42/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4045 - accuracy: 0.8375
Epoch 43/100
225/225 [==============================] - 1s 4ms/step - loss: 0.4044 - accuracy: 0.8372: 0s - loss: 0.4035 
Epoch 44/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4040 - accuracy: 0.8372
Epoch 45/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4039 - accuracy: 0.8369
Epoch 46/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4038 - accuracy: 0.8374
Epoch 47/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4038 - accuracy: 0.8365
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4038 - accuracy: 0.8365
Epoch 49/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4035 - accuracy: 0.8368
Epoch 50/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4034 - accuracy: 0.8386
Epoch 51/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4034 - accuracy: 0.8367
Epoch 52/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4031 - accuracy: 0.8371
Epoch 53/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4033 - accuracy: 0.8368
Epoch 54/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4032 - accuracy: 0.8368
Epoch 55/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4030 - accuracy: 0.8369
Epoch 56/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4029 - accuracy: 0.8365
Epoch 57/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4028 - accuracy: 0.8364
Epoch 58/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4028 - accuracy: 0.8375
Epoch 59/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4027 - accuracy: 0.8379
Epoch 60/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4027 - accuracy: 0.8372
Epoch 61/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4026 - accuracy: 0.8382
Epoch 62/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4024 - accuracy: 0.8372
Epoch 63/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4023 - accuracy: 0.8361
Epoch 64/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4023 - accuracy: 0.8368
Epoch 65/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4021 - accuracy: 0.8372
Epoch 66/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4021 - accuracy: 0.8374
Epoch 67/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4022 - accuracy: 0.8379
Epoch 68/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4020 - accuracy: 0.8375
Epoch 69/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4020 - accuracy: 0.8371
Epoch 70/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4017 - accuracy: 0.8365
Epoch 71/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8390
Epoch 72/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4018 - accuracy: 0.8381
Epoch 73/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4017 - accuracy: 0.8383: 0s - loss: 0.4027 - accuracy: 0.
Epoch 74/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4016 - accuracy: 0.8375
Epoch 75/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4016 - accuracy: 0.8376
Epoch 76/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4013 - accuracy: 0.8376
Epoch 77/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4014 - accuracy: 0.8368
Epoch 78/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4012 - accuracy: 0.8375
Epoch 79/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4012 - accuracy: 0.8374
Epoch 80/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8375
Epoch 81/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4007 - accuracy: 0.8379
Epoch 82/100
225/225 [==============================] - 0s 957us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 83/100
225/225 [==============================] - 0s 908us/step - loss: 0.3999 - accuracy: 0.8382
Epoch 84/100
225/225 [==============================] - 0s 929us/step - loss: 0.4000 - accuracy: 0.8382
Epoch 85/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8376
Epoch 86/100
225/225 [==============================] - 0s 935us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 87/100
225/225 [==============================] - 0s 960us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 88/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3988 - accuracy: 0.8382
Epoch 89/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3990 - accuracy: 0.8372
Epoch 90/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8374
Epoch 91/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3986 - accuracy: 0.8369
Epoch 92/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3985 - accuracy: 0.8382
Epoch 93/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8383
Epoch 94/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3982 - accuracy: 0.8378
Epoch 95/100
225/225 [==============================] - 0s 853us/step - loss: 0.3979 - accuracy: 0.8374
Epoch 96/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8378
Epoch 97/100
225/225 [==============================] - 0s 887us/step - loss: 0.3975 - accuracy: 0.8374
Epoch 98/100
225/225 [==============================] - 0s 840us/step - loss: 0.3974 - accuracy: 0.8385
Epoch 99/100
225/225 [==============================] - 0s 848us/step - loss: 0.3976 - accuracy: 0.8381
Epoch 100/100
225/225 [==============================] - 0s 840us/step - loss: 0.3973 - accuracy: 0.8381
Epoch 1/100
225/225 [==============================] - 0s 919us/step - loss: 0.6178 - accuracy: 0.7972
Epoch 2/100
225/225 [==============================] - 0s 922us/step - loss: 0.4645 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 879us/step - loss: 0.4356 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 930us/step - loss: 0.4291 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 845us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 826us/step - loss: 0.4210 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 879us/step - loss: 0.4182 - accuracy: 0.8081
Epoch 8/100
225/225 [==============================] - 0s 827us/step - loss: 0.4155 - accuracy: 0.8276
Epoch 9/100
225/225 [==============================] - 0s 866us/step - loss: 0.4131 - accuracy: 0.8306
Epoch 10/100
225/225 [==============================] - 0s 837us/step - loss: 0.4111 - accuracy: 0.8331
Epoch 11/100
225/225 [==============================] - 0s 827us/step - loss: 0.4095 - accuracy: 0.8344
Epoch 12/100
225/225 [==============================] - 0s 869us/step - loss: 0.4080 - accuracy: 0.8353
Epoch 13/100
225/225 [==============================] - 0s 836us/step - loss: 0.4069 - accuracy: 0.8354
Epoch 14/100
225/225 [==============================] - 0s 868us/step - loss: 0.4056 - accuracy: 0.8371
Epoch 15/100
225/225 [==============================] - 0s 866us/step - loss: 0.4048 - accuracy: 0.8367
Epoch 16/100
225/225 [==============================] - 0s 883us/step - loss: 0.4035 - accuracy: 0.8358
Epoch 17/100
225/225 [==============================] - 0s 869us/step - loss: 0.4028 - accuracy: 0.8368
Epoch 18/100
225/225 [==============================] - 0s 835us/step - loss: 0.4019 - accuracy: 0.8360
Epoch 19/100
225/225 [==============================] - 0s 866us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 20/100
225/225 [==============================] - 0s 843us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 21/100
225/225 [==============================] - 0s 830us/step - loss: 0.4000 - accuracy: 0.8375
Epoch 22/100
225/225 [==============================] - 0s 878us/step - loss: 0.3994 - accuracy: 0.8371
Epoch 23/100
225/225 [==============================] - 0s 830us/step - loss: 0.3990 - accuracy: 0.8374
Epoch 24/100
225/225 [==============================] - 0s 859us/step - loss: 0.3984 - accuracy: 0.8375
Epoch 25/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8376
Epoch 26/100
225/225 [==============================] - 0s 994us/step - loss: 0.3976 - accuracy: 0.8378
Epoch 27/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8372
Epoch 28/100
225/225 [==============================] - 0s 975us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 29/100
225/225 [==============================] - 0s 898us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 30/100
225/225 [==============================] - 0s 832us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 31/100
225/225 [==============================] - 0s 880us/step - loss: 0.3956 - accuracy: 0.8392
Epoch 32/100
225/225 [==============================] - 0s 865us/step - loss: 0.3960 - accuracy: 0.8374
Epoch 33/100
225/225 [==============================] - 0s 880us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 34/100
225/225 [==============================] - 0s 880us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 35/100
225/225 [==============================] - 0s 833us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 36/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8375
Epoch 37/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8375
Epoch 38/100
225/225 [==============================] - 0s 857us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 39/100
225/225 [==============================] - 0s 984us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 40/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3944 - accuracy: 0.8389
Epoch 41/100
225/225 [==============================] - 0s 927us/step - loss: 0.3940 - accuracy: 0.8371
Epoch 42/100
225/225 [==============================] - 0s 838us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 43/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8379
Epoch 44/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8382
Epoch 45/100
225/225 [==============================] - 0s 836us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 46/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3936 - accuracy: 0.8383
Epoch 47/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8374
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8378
Epoch 49/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8383
Epoch 50/100
225/225 [==============================] - 0s 851us/step - loss: 0.3928 - accuracy: 0.8368
Epoch 51/100
225/225 [==============================] - 0s 833us/step - loss: 0.3926 - accuracy: 0.8385
Epoch 52/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8386
Epoch 53/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8382
Epoch 54/100
225/225 [==============================] - 0s 921us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 55/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8396
Epoch 56/100
225/225 [==============================] - 0s 965us/step - loss: 0.3917 - accuracy: 0.8388
Epoch 57/100
225/225 [==============================] - 0s 862us/step - loss: 0.3919 - accuracy: 0.8393
Epoch 58/100
225/225 [==============================] - 0s 885us/step - loss: 0.3915 - accuracy: 0.8401
Epoch 59/100
225/225 [==============================] - 0s 925us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 60/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8403
Epoch 61/100
225/225 [==============================] - 0s 851us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 62/100
225/225 [==============================] - 0s 841us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 63/100
225/225 [==============================] - 0s 822us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 64/100
225/225 [==============================] - 0s 836us/step - loss: 0.3911 - accuracy: 0.8399
Epoch 65/100
225/225 [==============================] - 0s 875us/step - loss: 0.3912 - accuracy: 0.8400
Epoch 66/100
225/225 [==============================] - 0s 846us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 67/100
225/225 [==============================] - 0s 845us/step - loss: 0.3908 - accuracy: 0.8394
Epoch 68/100
225/225 [==============================] - 0s 830us/step - loss: 0.3909 - accuracy: 0.8404
Epoch 69/100
225/225 [==============================] - 0s 838us/step - loss: 0.3910 - accuracy: 0.8394
Epoch 70/100
225/225 [==============================] - 0s 868us/step - loss: 0.3907 - accuracy: 0.8404
Epoch 71/100
225/225 [==============================] - 0s 822us/step - loss: 0.3907 - accuracy: 0.8390
Epoch 72/100
225/225 [==============================] - 0s 853us/step - loss: 0.3910 - accuracy: 0.8392
Epoch 73/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3905 - accuracy: 0.8408
Epoch 74/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3905 - accuracy: 0.8404
Epoch 75/100
225/225 [==============================] - 0s 881us/step - loss: 0.3907 - accuracy: 0.8403
Epoch 76/100
225/225 [==============================] - 0s 894us/step - loss: 0.3905 - accuracy: 0.8399
Epoch 77/100
225/225 [==============================] - 0s 890us/step - loss: 0.3902 - accuracy: 0.8388
Epoch 78/100
225/225 [==============================] - 0s 832us/step - loss: 0.3903 - accuracy: 0.8413
Epoch 79/100
225/225 [==============================] - 0s 868us/step - loss: 0.3904 - accuracy: 0.8413
Epoch 80/100
225/225 [==============================] - 0s 928us/step - loss: 0.3896 - accuracy: 0.8408
Epoch 81/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8401
Epoch 82/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3903 - accuracy: 0.8414
Epoch 83/100
225/225 [==============================] - 0s 857us/step - loss: 0.3901 - accuracy: 0.8407
Epoch 84/100
225/225 [==============================] - 0s 947us/step - loss: 0.3905 - accuracy: 0.8401
Epoch 85/100
225/225 [==============================] - 0s 958us/step - loss: 0.3903 - accuracy: 0.8413
Epoch 86/100
225/225 [==============================] - 0s 839us/step - loss: 0.3901 - accuracy: 0.8417
Epoch 87/100
225/225 [==============================] - 0s 826us/step - loss: 0.3904 - accuracy: 0.8393
Epoch 88/100
225/225 [==============================] - 0s 823us/step - loss: 0.3902 - accuracy: 0.8418
Epoch 89/100
225/225 [==============================] - 0s 882us/step - loss: 0.3903 - accuracy: 0.8401
Epoch 90/100
225/225 [==============================] - 0s 861us/step - loss: 0.3903 - accuracy: 0.8404
Epoch 91/100
225/225 [==============================] - 0s 839us/step - loss: 0.3901 - accuracy: 0.8411
Epoch 92/100
225/225 [==============================] - 0s 838us/step - loss: 0.3899 - accuracy: 0.8413
Epoch 93/100
225/225 [==============================] - 0s 820us/step - loss: 0.3905 - accuracy: 0.8411
Epoch 94/100
225/225 [==============================] - 0s 862us/step - loss: 0.3902 - accuracy: 0.8389
Epoch 95/100
225/225 [==============================] - 0s 959us/step - loss: 0.3900 - accuracy: 0.8404
Epoch 96/100
225/225 [==============================] - 0s 831us/step - loss: 0.3899 - accuracy: 0.8393
Epoch 97/100
225/225 [==============================] - 0s 838us/step - loss: 0.3900 - accuracy: 0.8403
Epoch 98/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3897 - accuracy: 0.8396
Epoch 99/100
225/225 [==============================] - 0s 989us/step - loss: 0.3899 - accuracy: 0.8403
Epoch 100/100
225/225 [==============================] - 0s 846us/step - loss: 0.3900 - accuracy: 0.8393
Epoch 1/100
225/225 [==============================] - 0s 823us/step - loss: 0.6284 - accuracy: 0.7944
Epoch 2/100
225/225 [==============================] - 0s 873us/step - loss: 0.4795 - accuracy: 0.7964
Epoch 3/100
225/225 [==============================] - 0s 818us/step - loss: 0.4431 - accuracy: 0.7964
Epoch 4/100
225/225 [==============================] - 0s 818us/step - loss: 0.4373 - accuracy: 0.7964
Epoch 5/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4337 - accuracy: 0.7964
Epoch 6/100
225/225 [==============================] - 0s 920us/step - loss: 0.4314 - accuracy: 0.7964
Epoch 7/100
225/225 [==============================] - 0s 859us/step - loss: 0.4293 - accuracy: 0.7964
Epoch 8/100
225/225 [==============================] - 0s 939us/step - loss: 0.4270 - accuracy: 0.7964
Epoch 9/100
225/225 [==============================] - 0s 831us/step - loss: 0.4249 - accuracy: 0.7964
Epoch 10/100
225/225 [==============================] - 0s 894us/step - loss: 0.4232 - accuracy: 0.7964
Epoch 11/100
225/225 [==============================] - 0s 830us/step - loss: 0.4215 - accuracy: 0.8090
Epoch 12/100
225/225 [==============================] - 0s 819us/step - loss: 0.4203 - accuracy: 0.8197
Epoch 13/100
225/225 [==============================] - 0s 852us/step - loss: 0.4193 - accuracy: 0.8229
Epoch 14/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4183 - accuracy: 0.8263
Epoch 15/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4171 - accuracy: 0.8283
Epoch 16/100
225/225 [==============================] - 0s 866us/step - loss: 0.4161 - accuracy: 0.8299
Epoch 17/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4157 - accuracy: 0.8306
Epoch 18/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4146 - accuracy: 0.8325
Epoch 19/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4138 - accuracy: 0.8331
Epoch 20/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4129 - accuracy: 0.8336
Epoch 21/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4121 - accuracy: 0.8332
Epoch 22/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4114 - accuracy: 0.8333
Epoch 23/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4106 - accuracy: 0.8354
Epoch 24/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4098 - accuracy: 0.8339
Epoch 25/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4095 - accuracy: 0.8354
Epoch 26/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4089 - accuracy: 0.8353
Epoch 27/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4085 - accuracy: 0.8343
Epoch 28/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4080 - accuracy: 0.8354
Epoch 29/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4076 - accuracy: 0.8358
Epoch 30/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4072 - accuracy: 0.8361
Epoch 31/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4067 - accuracy: 0.8357
Epoch 32/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4064 - accuracy: 0.8356
Epoch 33/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4061 - accuracy: 0.8361
Epoch 34/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4057 - accuracy: 0.8354
Epoch 35/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4054 - accuracy: 0.8353
Epoch 36/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4051 - accuracy: 0.8360
Epoch 37/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4048 - accuracy: 0.8356
Epoch 38/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4046 - accuracy: 0.8367
Epoch 39/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4042 - accuracy: 0.8368
Epoch 40/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4040 - accuracy: 0.8354
Epoch 41/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4037 - accuracy: 0.8364
Epoch 42/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4035 - accuracy: 0.8354
Epoch 43/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4033 - accuracy: 0.8356
Epoch 44/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4030 - accuracy: 0.8368
Epoch 45/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4028 - accuracy: 0.8356
Epoch 46/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4027 - accuracy: 0.8361
Epoch 47/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4024 - accuracy: 0.8365
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4021 - accuracy: 0.8376
Epoch 49/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4021 - accuracy: 0.8356
Epoch 50/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4018 - accuracy: 0.8361
Epoch 51/100
225/225 [==============================] - 1s 2ms/step - loss: 0.4013 - accuracy: 0.8367
Epoch 52/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4012 - accuracy: 0.8354
Epoch 53/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4010 - accuracy: 0.8350
Epoch 54/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4006 - accuracy: 0.8368
Epoch 55/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4004 - accuracy: 0.8354
Epoch 56/100
225/225 [==============================] - 1s 3ms/step - loss: 0.4000 - accuracy: 0.8378
Epoch 57/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3994 - accuracy: 0.8358
Epoch 58/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3993 - accuracy: 0.8364
Epoch 59/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3990 - accuracy: 0.8358
Epoch 60/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8385
Epoch 61/100
225/225 [==============================] - 0s 875us/step - loss: 0.3982 - accuracy: 0.8353
Epoch 62/100
225/225 [==============================] - 0s 949us/step - loss: 0.3978 - accuracy: 0.8388
Epoch 63/100
225/225 [==============================] - 0s 870us/step - loss: 0.3978 - accuracy: 0.8367
Epoch 64/100
225/225 [==============================] - 0s 899us/step - loss: 0.3975 - accuracy: 0.8369
Epoch 65/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8360
Epoch 66/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8365
Epoch 67/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8367
Epoch 68/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8365
Epoch 69/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8369
Epoch 70/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3960 - accuracy: 0.8363
Epoch 71/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3957 - accuracy: 0.8375
Epoch 72/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3957 - accuracy: 0.8376
Epoch 73/100
225/225 [==============================] - 0s 974us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 74/100
225/225 [==============================] - 0s 858us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 75/100
225/225 [==============================] - 0s 890us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 76/100
225/225 [==============================] - 0s 866us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 77/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8361
Epoch 78/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8378
Epoch 79/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8368
Epoch 80/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8381
Epoch 81/100
225/225 [==============================] - 0s 928us/step - loss: 0.3942 - accuracy: 0.8375
Epoch 82/100
225/225 [==============================] - 0s 969us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 83/100
225/225 [==============================] - 0s 992us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 84/100
225/225 [==============================] - 0s 926us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 85/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8390
Epoch 86/100
225/225 [==============================] - 0s 955us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 87/100
225/225 [==============================] - 0s 933us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 88/100
225/225 [==============================] - 0s 881us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 89/100
225/225 [==============================] - 0s 990us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 90/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8396
Epoch 91/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8388
Epoch 92/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8390
Epoch 93/100
225/225 [==============================] - 0s 902us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 94/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8383
Epoch 95/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8385
Epoch 96/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8392
Epoch 97/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8396
Epoch 98/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8394
Epoch 99/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3928 - accuracy: 0.8396
Epoch 100/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8390
Epoch 1/100
225/225 [==============================] - 0s 960us/step - loss: 0.6377 - accuracy: 0.7961
Epoch 2/100
225/225 [==============================] - 0s 852us/step - loss: 0.5001 - accuracy: 0.7985
Epoch 3/100
225/225 [==============================] - 0s 988us/step - loss: 0.4397 - accuracy: 0.7985
Epoch 4/100
225/225 [==============================] - 0s 998us/step - loss: 0.4244 - accuracy: 0.8024
Epoch 5/100
225/225 [==============================] - 0s 929us/step - loss: 0.4150 - accuracy: 0.8118
Epoch 6/100
225/225 [==============================] - 0s 948us/step - loss: 0.4061 - accuracy: 0.8254
Epoch 7/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8351
Epoch 8/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3856 - accuracy: 0.8453
Epoch 9/100
225/225 [==============================] - 0s 800us/step - loss: 0.3765 - accuracy: 0.8487
Epoch 10/100
225/225 [==============================] - 0s 801us/step - loss: 0.3688 - accuracy: 0.8553
Epoch 11/100
225/225 [==============================] - 0s 835us/step - loss: 0.3631 - accuracy: 0.8569
Epoch 12/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3592 - accuracy: 0.8571
Epoch 13/100
225/225 [==============================] - 0s 884us/step - loss: 0.3563 - accuracy: 0.8571
Epoch 14/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3542 - accuracy: 0.8585
Epoch 15/100
225/225 [==============================] - 0s 884us/step - loss: 0.3527 - accuracy: 0.8589
Epoch 16/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3508 - accuracy: 0.8593
Epoch 17/100
225/225 [==============================] - 0s 957us/step - loss: 0.3500 - accuracy: 0.8585
Epoch 18/100
225/225 [==============================] - 0s 890us/step - loss: 0.3486 - accuracy: 0.8590
Epoch 19/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3474 - accuracy: 0.8592
Epoch 20/100
225/225 [==============================] - 1s 4ms/step - loss: 0.3470 - accuracy: 0.8592: 0s - loss: 0.3417 
Epoch 21/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3456 - accuracy: 0.8592
Epoch 22/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3459 - accuracy: 0.8594
Epoch 23/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3450 - accuracy: 0.8592
Epoch 24/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3440 - accuracy: 0.8593
Epoch 25/100
225/225 [==============================] - 0s 886us/step - loss: 0.3428 - accuracy: 0.8603
Epoch 26/100
225/225 [==============================] - 0s 825us/step - loss: 0.3422 - accuracy: 0.8592
Epoch 27/100
225/225 [==============================] - 0s 859us/step - loss: 0.3415 - accuracy: 0.8583
Epoch 28/100
225/225 [==============================] - 0s 860us/step - loss: 0.3407 - accuracy: 0.8596
Epoch 29/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3401 - accuracy: 0.8600
Epoch 30/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3387 - accuracy: 0.8603
Epoch 31/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3392 - accuracy: 0.8606
Epoch 32/100
225/225 [==============================] - 1s 2ms/step - loss: 0.3387 - accuracy: 0.8604
Epoch 33/100
225/225 [==============================] - 1s 5ms/step - loss: 0.3384 - accuracy: 0.8617
Epoch 34/100
225/225 [==============================] - 1s 5ms/step - loss: 0.3380 - accuracy: 0.8601
Epoch 35/100
225/225 [==============================] - 1s 4ms/step - loss: 0.3373 - accuracy: 0.8625
Epoch 36/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3373 - accuracy: 0.8631
Epoch 37/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3371 - accuracy: 0.8619
Epoch 38/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3366 - accuracy: 0.8625
Epoch 39/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3362 - accuracy: 0.8618
Epoch 40/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3359 - accuracy: 0.8632
Epoch 41/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3358 - accuracy: 0.8626
Epoch 42/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3354 - accuracy: 0.8628
Epoch 43/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3352 - accuracy: 0.8625
Epoch 44/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3347 - accuracy: 0.8632
Epoch 45/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3345 - accuracy: 0.8633
Epoch 46/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3343 - accuracy: 0.8631
Epoch 47/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3341 - accuracy: 0.8653
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3338 - accuracy: 0.8639
Epoch 49/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3334 - accuracy: 0.8633: 0s - loss: 0.3302 - 
Epoch 50/100
225/225 [==============================] - ETA: 0s - loss: 0.3292 - accuracy: 0.86 - 0s 2ms/step - loss: 0.3334 - accuracy: 0.8649
Epoch 51/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3333 - accuracy: 0.8647
Epoch 52/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3329 - accuracy: 0.8653
Epoch 53/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3329 - accuracy: 0.8636
Epoch 54/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3327 - accuracy: 0.8642
Epoch 55/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3322 - accuracy: 0.8647
Epoch 56/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3325 - accuracy: 0.8657
Epoch 57/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3320 - accuracy: 0.8639
Epoch 58/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3323 - accuracy: 0.8667
Epoch 59/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3318 - accuracy: 0.8660
Epoch 60/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3316 - accuracy: 0.8643
Epoch 61/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3319 - accuracy: 0.8640
Epoch 62/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3312 - accuracy: 0.8654
Epoch 63/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3317 - accuracy: 0.8639
Epoch 64/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3314 - accuracy: 0.8653
Epoch 65/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3310 - accuracy: 0.8654
Epoch 66/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8654
Epoch 67/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3313 - accuracy: 0.8651
Epoch 68/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8662
Epoch 69/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3313 - accuracy: 0.8662
Epoch 70/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3309 - accuracy: 0.8642
Epoch 71/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3310 - accuracy: 0.8653
Epoch 72/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8664
Epoch 73/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8649
Epoch 74/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8656
Epoch 75/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3304 - accuracy: 0.8651: 0s - loss: 0.3229 - accuracy: 0.
Epoch 76/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3307 - accuracy: 0.8669
Epoch 77/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3307 - accuracy: 0.8657
Epoch 78/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3300 - accuracy: 0.8671
Epoch 79/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3302 - accuracy: 0.8657
Epoch 80/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3306 - accuracy: 0.8658
Epoch 81/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8667
Epoch 82/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3307 - accuracy: 0.8650
Epoch 83/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8658
Epoch 84/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8657
Epoch 85/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8664
Epoch 86/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8646
Epoch 87/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3303 - accuracy: 0.8667
Epoch 88/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3301 - accuracy: 0.8661
Epoch 89/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3302 - accuracy: 0.8674
Epoch 90/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3301 - accuracy: 0.8660
Epoch 91/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3298 - accuracy: 0.8667
Epoch 92/100
225/225 [==============================] - 0s 1ms/step - loss: 0.3296 - accuracy: 0.8661
Epoch 93/100
225/225 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8657
Epoch 94/100
225/225 [==============================] - 1s 4ms/step - loss: 0.3300 - accuracy: 0.8682: 1s - los
Epoch 95/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3299 - accuracy: 0.8657
Epoch 96/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3300 - accuracy: 0.8676
Epoch 97/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3297 - accuracy: 0.8657
Epoch 98/100
225/225 [==============================] - 1s 2ms/step - loss: 0.3302 - accuracy: 0.8656
Epoch 99/100
225/225 [==============================] - 0s 2ms/step - loss: 0.3298 - accuracy: 0.8683
Epoch 100/100
225/225 [==============================] - 1s 3ms/step - loss: 0.3304 - accuracy: 0.8668
Epoch 1/100
225/225 [==============================] - 1s 3ms/step - loss: 0.6230 - accuracy: 0.7935
Epoch 2/100
225/225 [==============================] - 1s 2ms/step - loss: 0.5496 - accuracy: 0.7962
Epoch 3/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5234 - accuracy: 0.7962
Epoch 4/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5132 - accuracy: 0.7962
Epoch 5/100
225/225 [==============================] - 1s 3ms/step - loss: 0.5090 - accuracy: 0.7962
Epoch 6/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5071 - accuracy: 0.7962
Epoch 7/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5063 - accuracy: 0.7962
Epoch 8/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5059 - accuracy: 0.7962
Epoch 9/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5057 - accuracy: 0.7962
Epoch 10/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 11/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 12/100
225/225 [==============================] - 1s 3ms/step - loss: 0.5056 - accuracy: 0.7962: 0s - loss: 0.5047 - ac
Epoch 13/100
225/225 [==============================] - 1s 4ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 14/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 15/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 16/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 17/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 18/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 19/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 20/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 21/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 22/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 23/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 24/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 25/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 26/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 27/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 28/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 29/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 30/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 31/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 32/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 33/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 34/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 35/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 36/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 37/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 38/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 39/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 40/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 41/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 42/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 43/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 44/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 45/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 46/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 47/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 49/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 50/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 51/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 52/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 53/100
225/225 [==============================] - 0s 995us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 54/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 55/100
225/225 [==============================] - 0s 976us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 56/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 57/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 58/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 59/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 60/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 61/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 62/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 63/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5054 - accuracy: 0.7962
Epoch 64/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5053 - accuracy: 0.7962
Epoch 65/100
225/225 [==============================] - 0s 885us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 66/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7962
Epoch 67/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7962
Epoch 68/100
225/225 [==============================] - 0s 888us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 69/100
225/225 [==============================] - 0s 836us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 70/100
225/225 [==============================] - 0s 857us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 71/100
225/225 [==============================] - 0s 909us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 72/100
225/225 [==============================] - 0s 923us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 73/100
225/225 [==============================] - 0s 858us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 74/100
225/225 [==============================] - 0s 867us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 75/100
225/225 [==============================] - 0s 853us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 76/100
225/225 [==============================] - 0s 877us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 77/100
225/225 [==============================] - 0s 879us/step - loss: 0.5047 - accuracy: 0.7962
Epoch 78/100
225/225 [==============================] - 0s 843us/step - loss: 0.5045 - accuracy: 0.7962
Epoch 79/100
225/225 [==============================] - 0s 861us/step - loss: 0.5044 - accuracy: 0.7962
Epoch 80/100
225/225 [==============================] - 0s 834us/step - loss: 0.5042 - accuracy: 0.7962
Epoch 81/100
225/225 [==============================] - 0s 875us/step - loss: 0.5040 - accuracy: 0.7962
Epoch 82/100
225/225 [==============================] - 0s 921us/step - loss: 0.5037 - accuracy: 0.7962
Epoch 83/100
225/225 [==============================] - 0s 833us/step - loss: 0.5034 - accuracy: 0.7962
Epoch 84/100
225/225 [==============================] - 0s 847us/step - loss: 0.5030 - accuracy: 0.7962
Epoch 85/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7962
Epoch 86/100
225/225 [==============================] - 0s 874us/step - loss: 0.5019 - accuracy: 0.7962
Epoch 87/100
225/225 [==============================] - 0s 864us/step - loss: 0.5011 - accuracy: 0.7962
Epoch 88/100
225/225 [==============================] - 0s 845us/step - loss: 0.5001 - accuracy: 0.7962
Epoch 89/100
225/225 [==============================] - 0s 859us/step - loss: 0.4989 - accuracy: 0.7962
Epoch 90/100
225/225 [==============================] - 0s 854us/step - loss: 0.4974 - accuracy: 0.7962
Epoch 91/100
225/225 [==============================] - 0s 907us/step - loss: 0.4954 - accuracy: 0.7962
Epoch 92/100
225/225 [==============================] - 0s 975us/step - loss: 0.4929 - accuracy: 0.7962
Epoch 93/100
225/225 [==============================] - 0s 993us/step - loss: 0.4898 - accuracy: 0.7962
Epoch 94/100
225/225 [==============================] - 0s 858us/step - loss: 0.4860 - accuracy: 0.7962
Epoch 95/100
225/225 [==============================] - 0s 877us/step - loss: 0.4816 - accuracy: 0.7962
Epoch 96/100
225/225 [==============================] - 0s 963us/step - loss: 0.4765 - accuracy: 0.7962
Epoch 97/100
225/225 [==============================] - 0s 842us/step - loss: 0.4711 - accuracy: 0.7962
Epoch 98/100
225/225 [==============================] - 0s 835us/step - loss: 0.4656 - accuracy: 0.7962
Epoch 99/100
225/225 [==============================] - 0s 901us/step - loss: 0.4603 - accuracy: 0.7962
Epoch 100/100
225/225 [==============================] - 0s 874us/step - loss: 0.4555 - accuracy: 0.7962
Epoch 1/100
225/225 [==============================] - 0s 971us/step - loss: 0.6217 - accuracy: 0.7979
Epoch 2/100
225/225 [==============================] - 0s 988us/step - loss: 0.5473 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5206 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5102 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5058 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5039 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5030 - accuracy: 0.7986
Epoch 8/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5027 - accuracy: 0.7986
Epoch 9/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7986
Epoch 10/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5024 - accuracy: 0.7986
Epoch 12/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7986
Epoch 13/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5023 - accuracy: 0.7986: 1s - loss: 0.5331 - ac
Epoch 14/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 18/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/100
225/225 [==============================] - 0s 882us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 20/100
225/225 [==============================] - 0s 870us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 21/100
225/225 [==============================] - 0s 813us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 22/100
225/225 [==============================] - 0s 915us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/100
225/225 [==============================] - 0s 847us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/100
225/225 [==============================] - 0s 878us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/100
225/225 [==============================] - 0s 924us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/100
225/225 [==============================] - 0s 882us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986: 0s - loss: 0.4952 - accuracy
Epoch 28/100
225/225 [==============================] - 0s 860us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/100
225/225 [==============================] - 0s 961us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/100
225/225 [==============================] - 0s 860us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/100
225/225 [==============================] - 0s 965us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/100
225/225 [==============================] - 0s 932us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/100
225/225 [==============================] - 0s 866us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/100
225/225 [==============================] - 0s 894us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/100
225/225 [==============================] - 0s 876us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/100
225/225 [==============================] - 0s 889us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/100
225/225 [==============================] - 0s 857us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/100
225/225 [==============================] - 0s 881us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/100
225/225 [==============================] - 0s 887us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/100
225/225 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/100
225/225 [==============================] - 0s 917us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/100
225/225 [==============================] - 0s 925us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/100
225/225 [==============================] - 0s 828us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/100
225/225 [==============================] - 0s 848us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/100
225/225 [==============================] - 0s 893us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 46/100
225/225 [==============================] - 0s 911us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 47/100
225/225 [==============================] - 0s 861us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 48/100
225/225 [==============================] - 0s 813us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 49/100
225/225 [==============================] - 0s 856us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 50/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 51/100
225/225 [==============================] - 0s 857us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 52/100
225/225 [==============================] - 0s 899us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 53/100
225/225 [==============================] - 0s 883us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 54/100
225/225 [==============================] - 0s 888us/step - loss: 0.5022 - accuracy: 0.79860s - loss: 0.5029 - accuracy: 0.79
Epoch 55/100
225/225 [==============================] - 0s 927us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 56/100
225/225 [==============================] - 0s 861us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 57/100
225/225 [==============================] - 0s 894us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 58/100
225/225 [==============================] - 0s 892us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 59/100
225/225 [==============================] - 0s 874us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 60/100
225/225 [==============================] - 0s 903us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 61/100
225/225 [==============================] - 0s 843us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 62/100
225/225 [==============================] - 0s 993us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 63/100
225/225 [==============================] - 0s 925us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 64/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5018 - accuracy: 0.7986
Epoch 65/100
225/225 [==============================] - 0s 863us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 66/100
225/225 [==============================] - 0s 955us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 67/100
225/225 [==============================] - 0s 854us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 68/100
225/225 [==============================] - 0s 905us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 69/100
225/225 [==============================] - 0s 846us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 70/100
225/225 [==============================] - 0s 831us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 71/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5011 - accuracy: 0.7986
Epoch 72/100
225/225 [==============================] - 0s 869us/step - loss: 0.5009 - accuracy: 0.7986
Epoch 73/100
225/225 [==============================] - 0s 898us/step - loss: 0.5007 - accuracy: 0.7986
Epoch 74/100
225/225 [==============================] - 0s 855us/step - loss: 0.5005 - accuracy: 0.7986
Epoch 75/100
225/225 [==============================] - 0s 855us/step - loss: 0.5002 - accuracy: 0.7986
Epoch 76/100
225/225 [==============================] - 0s 963us/step - loss: 0.4999 - accuracy: 0.7986
Epoch 77/100
225/225 [==============================] - 0s 867us/step - loss: 0.4995 - accuracy: 0.7986
Epoch 78/100
225/225 [==============================] - 0s 866us/step - loss: 0.4990 - accuracy: 0.7986
Epoch 79/100
225/225 [==============================] - 0s 867us/step - loss: 0.4984 - accuracy: 0.7986
Epoch 80/100
225/225 [==============================] - 0s 847us/step - loss: 0.4978 - accuracy: 0.7986
Epoch 81/100
225/225 [==============================] - 0s 999us/step - loss: 0.4969 - accuracy: 0.7986
Epoch 82/100
225/225 [==============================] - 0s 897us/step - loss: 0.4960 - accuracy: 0.7986
Epoch 83/100
225/225 [==============================] - 0s 869us/step - loss: 0.4947 - accuracy: 0.7986
Epoch 84/100
225/225 [==============================] - 0s 905us/step - loss: 0.4933 - accuracy: 0.7986
Epoch 85/100
225/225 [==============================] - 0s 899us/step - loss: 0.4915 - accuracy: 0.7986
Epoch 86/100
225/225 [==============================] - 0s 878us/step - loss: 0.4893 - accuracy: 0.7986
Epoch 87/100
225/225 [==============================] - 0s 855us/step - loss: 0.4866 - accuracy: 0.7986
Epoch 88/100
225/225 [==============================] - 0s 858us/step - loss: 0.4833 - accuracy: 0.7986
Epoch 89/100
225/225 [==============================] - 0s 920us/step - loss: 0.4792 - accuracy: 0.7986
Epoch 90/100
225/225 [==============================] - 0s 845us/step - loss: 0.4743 - accuracy: 0.7986
Epoch 91/100
225/225 [==============================] - 0s 892us/step - loss: 0.4684 - accuracy: 0.7986
Epoch 92/100
225/225 [==============================] - 0s 966us/step - loss: 0.4617 - accuracy: 0.7986
Epoch 93/100
225/225 [==============================] - 0s 872us/step - loss: 0.4546 - accuracy: 0.7987
Epoch 94/100
225/225 [==============================] - 0s 840us/step - loss: 0.4480 - accuracy: 0.7985
Epoch 95/100
225/225 [==============================] - 0s 870us/step - loss: 0.4425 - accuracy: 0.7974
Epoch 96/100
225/225 [==============================] - 0s 957us/step - loss: 0.4384 - accuracy: 0.7969
Epoch 97/100
225/225 [==============================] - 0s 870us/step - loss: 0.4355 - accuracy: 0.7986
Epoch 98/100
225/225 [==============================] - 0s 902us/step - loss: 0.4334 - accuracy: 0.7993
Epoch 99/100
225/225 [==============================] - 0s 887us/step - loss: 0.4320 - accuracy: 0.7982
Epoch 100/100
225/225 [==============================] - 0s 852us/step - loss: 0.4307 - accuracy: 0.8007
Epoch 1/100
225/225 [==============================] - 0s 879us/step - loss: 0.6222 - accuracy: 0.7951
Epoch 2/100
225/225 [==============================] - 0s 850us/step - loss: 0.5484 - accuracy: 0.7978
Epoch 3/100
225/225 [==============================] - 0s 789us/step - loss: 0.5217 - accuracy: 0.7978
Epoch 4/100
225/225 [==============================] - 0s 962us/step - loss: 0.5113 - accuracy: 0.7978
Epoch 5/100
225/225 [==============================] - 0s 895us/step - loss: 0.5069 - accuracy: 0.7978
Epoch 6/100
225/225 [==============================] - 0s 844us/step - loss: 0.5051 - accuracy: 0.7978
Epoch 7/100
225/225 [==============================] - 0s 848us/step - loss: 0.5042 - accuracy: 0.7978
Epoch 8/100
225/225 [==============================] - 0s 890us/step - loss: 0.5038 - accuracy: 0.7978
Epoch 9/100
225/225 [==============================] - 0s 947us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 10/100
225/225 [==============================] - 0s 836us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 11/100
225/225 [==============================] - 0s 887us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 12/100
225/225 [==============================] - 0s 888us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 13/100
225/225 [==============================] - 0s 886us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 14/100
225/225 [==============================] - 0s 916us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 15/100
225/225 [==============================] - 0s 891us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 16/100
225/225 [==============================] - 0s 845us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 17/100
225/225 [==============================] - 0s 869us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 18/100
225/225 [==============================] - 0s 899us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 19/100
225/225 [==============================] - 0s 931us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 20/100
225/225 [==============================] - 0s 871us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 21/100
225/225 [==============================] - 0s 889us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 22/100
225/225 [==============================] - 0s 898us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 23/100
225/225 [==============================] - 0s 835us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 24/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 25/100
225/225 [==============================] - 0s 868us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 26/100
225/225 [==============================] - 0s 889us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 27/100
225/225 [==============================] - 0s 843us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 28/100
225/225 [==============================] - 0s 851us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 29/100
225/225 [==============================] - 0s 876us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 30/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 31/100
225/225 [==============================] - 0s 922us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 32/100
225/225 [==============================] - 0s 857us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 33/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 34/100
225/225 [==============================] - 0s 827us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 35/100
225/225 [==============================] - 0s 847us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 36/100
225/225 [==============================] - 0s 811us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 37/100
225/225 [==============================] - 0s 874us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 38/100
225/225 [==============================] - 0s 880us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 39/100
225/225 [==============================] - 0s 868us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 40/100
225/225 [==============================] - 0s 872us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 41/100
225/225 [==============================] - 0s 835us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 42/100
225/225 [==============================] - 0s 938us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 43/100
225/225 [==============================] - 0s 912us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 44/100
225/225 [==============================] - 0s 871us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 45/100
225/225 [==============================] - 0s 812us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 46/100
225/225 [==============================] - 0s 909us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 47/100
225/225 [==============================] - 0s 842us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 48/100
225/225 [==============================] - 0s 969us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 49/100
225/225 [==============================] - 0s 919us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 50/100
225/225 [==============================] - 0s 883us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 51/100
225/225 [==============================] - 0s 882us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 52/100
225/225 [==============================] - 0s 862us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 53/100
225/225 [==============================] - 0s 920us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 54/100
225/225 [==============================] - 0s 840us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 55/100
225/225 [==============================] - 0s 843us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 56/100
225/225 [==============================] - 0s 879us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 57/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 58/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 59/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 60/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 61/100
225/225 [==============================] - 0s 824us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 62/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 63/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 64/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978: 0s - loss: 0.4958 - accuracy: 
Epoch 65/100
225/225 [==============================] - 0s 934us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 66/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 67/100
225/225 [==============================] - 0s 865us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 68/100
225/225 [==============================] - 0s 872us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 69/100
225/225 [==============================] - 0s 998us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 70/100
225/225 [==============================] - 0s 908us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 71/100
225/225 [==============================] - 0s 938us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 72/100
225/225 [==============================] - 0s 951us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 73/100
225/225 [==============================] - 0s 901us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 74/100
225/225 [==============================] - 0s 864us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 75/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5032 - accuracy: 0.7978
Epoch 76/100
225/225 [==============================] - 0s 851us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 77/100
225/225 [==============================] - 0s 839us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 78/100
225/225 [==============================] - 0s 891us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 79/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5030 - accuracy: 0.7978
Epoch 80/100
225/225 [==============================] - 0s 972us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 81/100
225/225 [==============================] - 0s 904us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 82/100
225/225 [==============================] - 0s 863us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 83/100
225/225 [==============================] - 0s 958us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 84/100
225/225 [==============================] - 0s 930us/step - loss: 0.5027 - accuracy: 0.7978
Epoch 85/100
225/225 [==============================] - 0s 893us/step - loss: 0.5026 - accuracy: 0.7978
Epoch 86/100
225/225 [==============================] - 0s 844us/step - loss: 0.5025 - accuracy: 0.7978
Epoch 87/100
225/225 [==============================] - 0s 831us/step - loss: 0.5024 - accuracy: 0.7978
Epoch 88/100
225/225 [==============================] - 0s 904us/step - loss: 0.5022 - accuracy: 0.7978
Epoch 89/100
225/225 [==============================] - 0s 864us/step - loss: 0.5020 - accuracy: 0.7978
Epoch 90/100
225/225 [==============================] - 0s 919us/step - loss: 0.5018 - accuracy: 0.7978
Epoch 91/100
225/225 [==============================] - 0s 835us/step - loss: 0.5015 - accuracy: 0.7978
Epoch 92/100
225/225 [==============================] - 0s 862us/step - loss: 0.5012 - accuracy: 0.7978
Epoch 93/100
225/225 [==============================] - 0s 854us/step - loss: 0.5008 - accuracy: 0.7978
Epoch 94/100
225/225 [==============================] - 0s 834us/step - loss: 0.5002 - accuracy: 0.7978
Epoch 95/100
225/225 [==============================] - 0s 950us/step - loss: 0.4996 - accuracy: 0.7978
Epoch 96/100
225/225 [==============================] - 0s 892us/step - loss: 0.4988 - accuracy: 0.7978
Epoch 97/100
225/225 [==============================] - 0s 814us/step - loss: 0.4977 - accuracy: 0.7978
Epoch 98/100
225/225 [==============================] - 0s 925us/step - loss: 0.4964 - accuracy: 0.7978
Epoch 99/100
225/225 [==============================] - 0s 830us/step - loss: 0.4947 - accuracy: 0.7978
Epoch 100/100
225/225 [==============================] - 0s 913us/step - loss: 0.4924 - accuracy: 0.7978
Epoch 1/100
225/225 [==============================] - 0s 884us/step - loss: 0.6241 - accuracy: 0.7935
Epoch 2/100
225/225 [==============================] - 0s 858us/step - loss: 0.5521 - accuracy: 0.7940
Epoch 3/100
225/225 [==============================] - 0s 852us/step - loss: 0.5262 - accuracy: 0.7940
Epoch 4/100
225/225 [==============================] - 0s 829us/step - loss: 0.5161 - accuracy: 0.7940
Epoch 5/100
225/225 [==============================] - 0s 877us/step - loss: 0.5119 - accuracy: 0.7940
Epoch 6/100
225/225 [==============================] - 0s 872us/step - loss: 0.5101 - accuracy: 0.7940
Epoch 7/100
225/225 [==============================] - 0s 915us/step - loss: 0.5093 - accuracy: 0.7940
Epoch 8/100
225/225 [==============================] - 0s 954us/step - loss: 0.5089 - accuracy: 0.7940
Epoch 9/100
225/225 [==============================] - 0s 873us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 10/100
225/225 [==============================] - 0s 914us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 11/100
225/225 [==============================] - 0s 883us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 12/100
225/225 [==============================] - 0s 837us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 13/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7940
Epoch 14/100
225/225 [==============================] - 0s 839us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 15/100
225/225 [==============================] - 0s 861us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 16/100
225/225 [==============================] - 0s 921us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 17/100
225/225 [==============================] - 0s 851us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 18/100
225/225 [==============================] - 0s 878us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 19/100
225/225 [==============================] - 0s 872us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 20/100
225/225 [==============================] - 0s 885us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 21/100
225/225 [==============================] - 0s 854us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 22/100
225/225 [==============================] - 0s 844us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 23/100
225/225 [==============================] - 0s 940us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 24/100
225/225 [==============================] - 0s 893us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 25/100
225/225 [==============================] - 0s 888us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 26/100
225/225 [==============================] - 0s 886us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 27/100
225/225 [==============================] - 0s 885us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 28/100
225/225 [==============================] - 0s 886us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 29/100
225/225 [==============================] - 0s 827us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 30/100
225/225 [==============================] - 0s 913us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 31/100
225/225 [==============================] - 0s 875us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 32/100
225/225 [==============================] - 0s 836us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 33/100
225/225 [==============================] - 0s 927us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 34/100
225/225 [==============================] - 0s 883us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 35/100
225/225 [==============================] - 0s 820us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 36/100
225/225 [==============================] - 0s 927us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 37/100
225/225 [==============================] - 0s 880us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 38/100
225/225 [==============================] - 0s 857us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 39/100
225/225 [==============================] - 0s 827us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 40/100
225/225 [==============================] - 0s 845us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 41/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 42/100
225/225 [==============================] - 0s 838us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 43/100
225/225 [==============================] - 0s 950us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 44/100
225/225 [==============================] - 0s 938us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 45/100
225/225 [==============================] - 0s 887us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 46/100
225/225 [==============================] - 0s 935us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 47/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5080 - accuracy: 0.7940
Epoch 48/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5079 - accuracy: 0.7940
Epoch 49/100
225/225 [==============================] - 0s 856us/step - loss: 0.5078 - accuracy: 0.7940
Epoch 50/100
225/225 [==============================] - 0s 937us/step - loss: 0.5077 - accuracy: 0.7940
Epoch 51/100
225/225 [==============================] - 0s 883us/step - loss: 0.5076 - accuracy: 0.7940
Epoch 52/100
225/225 [==============================] - 0s 947us/step - loss: 0.5074 - accuracy: 0.7940
Epoch 53/100
225/225 [==============================] - 0s 882us/step - loss: 0.5073 - accuracy: 0.7940
Epoch 54/100
225/225 [==============================] - 0s 831us/step - loss: 0.5071 - accuracy: 0.7940
Epoch 55/100
225/225 [==============================] - 0s 945us/step - loss: 0.5068 - accuracy: 0.7940
Epoch 56/100
225/225 [==============================] - 0s 858us/step - loss: 0.5065 - accuracy: 0.7940
Epoch 57/100
225/225 [==============================] - 0s 902us/step - loss: 0.5062 - accuracy: 0.7940
Epoch 58/100
225/225 [==============================] - 0s 972us/step - loss: 0.5058 - accuracy: 0.7940
Epoch 59/100
225/225 [==============================] - 0s 832us/step - loss: 0.5053 - accuracy: 0.7940
Epoch 60/100
225/225 [==============================] - 0s 916us/step - loss: 0.5047 - accuracy: 0.7940
Epoch 61/100
225/225 [==============================] - 0s 883us/step - loss: 0.5039 - accuracy: 0.7940
Epoch 62/100
225/225 [==============================] - 0s 924us/step - loss: 0.5030 - accuracy: 0.7940
Epoch 63/100
225/225 [==============================] - 0s 886us/step - loss: 0.5019 - accuracy: 0.7940
Epoch 64/100
225/225 [==============================] - 0s 864us/step - loss: 0.5006 - accuracy: 0.7940
Epoch 65/100
225/225 [==============================] - 0s 873us/step - loss: 0.4989 - accuracy: 0.7940
Epoch 66/100
225/225 [==============================] - 0s 874us/step - loss: 0.4969 - accuracy: 0.7940
Epoch 67/100
225/225 [==============================] - 0s 924us/step - loss: 0.4944 - accuracy: 0.7940
Epoch 68/100
225/225 [==============================] - 0s 880us/step - loss: 0.4914 - accuracy: 0.7940
Epoch 69/100
225/225 [==============================] - 0s 824us/step - loss: 0.4878 - accuracy: 0.7940
Epoch 70/100
225/225 [==============================] - 0s 871us/step - loss: 0.4835 - accuracy: 0.7940
Epoch 71/100
225/225 [==============================] - 0s 826us/step - loss: 0.4788 - accuracy: 0.7940
Epoch 72/100
225/225 [==============================] - 0s 928us/step - loss: 0.4736 - accuracy: 0.7940
Epoch 73/100
225/225 [==============================] - 0s 875us/step - loss: 0.4683 - accuracy: 0.7940
Epoch 74/100
225/225 [==============================] - 0s 947us/step - loss: 0.4630 - accuracy: 0.7940
Epoch 75/100
225/225 [==============================] - 0s 847us/step - loss: 0.4580 - accuracy: 0.7940
Epoch 76/100
225/225 [==============================] - 0s 814us/step - loss: 0.4535 - accuracy: 0.7940
Epoch 77/100
225/225 [==============================] - 0s 963us/step - loss: 0.4496 - accuracy: 0.7940
Epoch 78/100
225/225 [==============================] - 0s 855us/step - loss: 0.4463 - accuracy: 0.7940
Epoch 79/100
225/225 [==============================] - 0s 805us/step - loss: 0.4436 - accuracy: 0.7940
Epoch 80/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4414 - accuracy: 0.7940
Epoch 81/100
225/225 [==============================] - 0s 2ms/step - loss: 0.4395 - accuracy: 0.7940
Epoch 82/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4380 - accuracy: 0.7940
Epoch 83/100
225/225 [==============================] - 0s 883us/step - loss: 0.4368 - accuracy: 0.7940
Epoch 84/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4357 - accuracy: 0.7940: 0s - loss: 0.4454 - accura
Epoch 85/100
225/225 [==============================] - 0s 934us/step - loss: 0.4349 - accuracy: 0.7940
Epoch 86/100
225/225 [==============================] - 0s 893us/step - loss: 0.4342 - accuracy: 0.7940
Epoch 87/100
225/225 [==============================] - 0s 824us/step - loss: 0.4336 - accuracy: 0.7940
Epoch 88/100
225/225 [==============================] - 0s 924us/step - loss: 0.4331 - accuracy: 0.7940
Epoch 89/100
225/225 [==============================] - 0s 887us/step - loss: 0.4327 - accuracy: 0.7940
Epoch 90/100
225/225 [==============================] - 0s 873us/step - loss: 0.4322 - accuracy: 0.7940
Epoch 91/100
225/225 [==============================] - 0s 958us/step - loss: 0.4319 - accuracy: 0.7940
Epoch 92/100
225/225 [==============================] - 0s 879us/step - loss: 0.4316 - accuracy: 0.7940
Epoch 93/100
225/225 [==============================] - 0s 871us/step - loss: 0.4313 - accuracy: 0.7940
Epoch 94/100
225/225 [==============================] - 0s 959us/step - loss: 0.4311 - accuracy: 0.7940
Epoch 95/100
225/225 [==============================] - 0s 866us/step - loss: 0.4309 - accuracy: 0.7940
Epoch 96/100
225/225 [==============================] - 0s 950us/step - loss: 0.4306 - accuracy: 0.7940
Epoch 97/100
225/225 [==============================] - 0s 824us/step - loss: 0.4304 - accuracy: 0.7940
Epoch 98/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4303 - accuracy: 0.7940
Epoch 99/100
225/225 [==============================] - 0s 975us/step - loss: 0.4301 - accuracy: 0.7940
Epoch 100/100
225/225 [==============================] - 0s 895us/step - loss: 0.4299 - accuracy: 0.7940
Epoch 1/100
225/225 [==============================] - 0s 853us/step - loss: 0.6232 - accuracy: 0.7946
Epoch 2/100
225/225 [==============================] - 0s 907us/step - loss: 0.5504 - accuracy: 0.7960
Epoch 3/100
225/225 [==============================] - 0s 879us/step - loss: 0.5242 - accuracy: 0.7960
Epoch 4/100
225/225 [==============================] - 0s 856us/step - loss: 0.5138 - accuracy: 0.7960
Epoch 5/100
225/225 [==============================] - 0s 848us/step - loss: 0.5094 - accuracy: 0.7960
Epoch 6/100
225/225 [==============================] - 0s 876us/step - loss: 0.5075 - accuracy: 0.7960
Epoch 7/100
225/225 [==============================] - 0s 953us/step - loss: 0.5067 - accuracy: 0.7960
Epoch 8/100
225/225 [==============================] - 0s 865us/step - loss: 0.5063 - accuracy: 0.7960
Epoch 9/100
225/225 [==============================] - 0s 849us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 10/100
225/225 [==============================] - 0s 817us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 11/100
225/225 [==============================] - 0s 846us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 12/100
225/225 [==============================] - 0s 913us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 13/100
225/225 [==============================] - 0s 880us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 14/100
225/225 [==============================] - 0s 894us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 15/100
225/225 [==============================] - 0s 859us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 16/100
225/225 [==============================] - 0s 898us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 17/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 18/100
225/225 [==============================] - 0s 945us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 19/100
225/225 [==============================] - 0s 876us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 20/100
225/225 [==============================] - 0s 886us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 21/100
225/225 [==============================] - 0s 916us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 22/100
225/225 [==============================] - 0s 846us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 23/100
225/225 [==============================] - 0s 848us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 24/100
225/225 [==============================] - 0s 890us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 25/100
225/225 [==============================] - 0s 897us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 26/100
225/225 [==============================] - 0s 832us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 27/100
225/225 [==============================] - 0s 971us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 28/100
225/225 [==============================] - 0s 884us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 29/100
225/225 [==============================] - 0s 835us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 30/100
225/225 [==============================] - 0s 923us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 31/100
225/225 [==============================] - 0s 993us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 32/100
225/225 [==============================] - 0s 825us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 33/100
225/225 [==============================] - 0s 877us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 34/100
225/225 [==============================] - 0s 854us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 35/100
225/225 [==============================] - 0s 956us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 36/100
225/225 [==============================] - 0s 980us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 37/100
225/225 [==============================] - 0s 931us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 38/100
225/225 [==============================] - 0s 858us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 39/100
225/225 [==============================] - 0s 933us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 40/100
225/225 [==============================] - 0s 854us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 41/100
225/225 [==============================] - 0s 955us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 42/100
225/225 [==============================] - 0s 866us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 43/100
225/225 [==============================] - 0s 836us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 44/100
225/225 [==============================] - 0s 900us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 45/100
225/225 [==============================] - 0s 865us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 46/100
225/225 [==============================] - 0s 919us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 47/100
225/225 [==============================] - 0s 852us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 48/100
225/225 [==============================] - 0s 818us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 49/100
225/225 [==============================] - 0s 873us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 50/100
225/225 [==============================] - 0s 847us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 51/100
225/225 [==============================] - 0s 976us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 52/100
225/225 [==============================] - 0s 848us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 53/100
225/225 [==============================] - 0s 892us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 54/100
225/225 [==============================] - 0s 937us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 55/100
225/225 [==============================] - 0s 866us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 56/100
225/225 [==============================] - 0s 913us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 57/100
225/225 [==============================] - 0s 855us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 58/100
225/225 [==============================] - 0s 874us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 59/100
225/225 [==============================] - 0s 868us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 60/100
225/225 [==============================] - 0s 839us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 61/100
225/225 [==============================] - 0s 900us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 62/100
225/225 [==============================] - 0s 835us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 63/100
225/225 [==============================] - 0s 813us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 64/100
225/225 [==============================] - 0s 826us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 65/100
225/225 [==============================] - 0s 872us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 66/100
225/225 [==============================] - 0s 860us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 67/100
225/225 [==============================] - 0s 808us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 68/100
225/225 [==============================] - 0s 873us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 69/100
225/225 [==============================] - 0s 841us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 70/100
225/225 [==============================] - 0s 888us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 71/100
225/225 [==============================] - 0s 968us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 72/100
225/225 [==============================] - 0s 857us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 73/100
225/225 [==============================] - 0s 833us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 74/100
225/225 [==============================] - 0s 869us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 75/100
225/225 [==============================] - 0s 856us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 76/100
225/225 [==============================] - 0s 951us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 77/100
225/225 [==============================] - 0s 824us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 78/100
225/225 [==============================] - 0s 915us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 79/100
225/225 [==============================] - 0s 818us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 80/100
225/225 [==============================] - 0s 861us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 81/100
225/225 [==============================] - 0s 959us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 82/100
225/225 [==============================] - 0s 856us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 83/100
225/225 [==============================] - 0s 918us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 84/100
225/225 [==============================] - 0s 850us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 85/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 86/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 87/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5059 - accuracy: 0.7960
Epoch 88/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 89/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 90/100
225/225 [==============================] - 0s 893us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 91/100
225/225 [==============================] - 0s 894us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 92/100
225/225 [==============================] - 0s 879us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 93/100
225/225 [==============================] - 0s 946us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 94/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 95/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 96/100
225/225 [==============================] - 0s 865us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 97/100
225/225 [==============================] - 0s 866us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 98/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 99/100
225/225 [==============================] - 0s 2ms/step - loss: 0.5059 - accuracy: 0.7960
Epoch 100/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5060 - accuracy: 0.7960
Epoch 1/100
225/225 [==============================] - 0s 888us/step - loss: 0.6234 - accuracy: 0.7926
Epoch 2/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5507 - accuracy: 0.7953
Epoch 3/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5247 - accuracy: 0.7953
Epoch 4/100
225/225 [==============================] - 0s 992us/step - loss: 0.5145 - accuracy: 0.7953
Epoch 5/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5103 - accuracy: 0.7953
Epoch 6/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5085 - accuracy: 0.7953
Epoch 7/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5076 - accuracy: 0.7953
Epoch 8/100
225/225 [==============================] - 0s 941us/step - loss: 0.5072 - accuracy: 0.7953
Epoch 9/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5071 - accuracy: 0.7953
Epoch 10/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5070 - accuracy: 0.7953
Epoch 11/100
225/225 [==============================] - 0s 940us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 12/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 13/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 14/100
225/225 [==============================] - 0s 983us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 15/100
225/225 [==============================] - 0s 974us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 16/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 17/100
225/225 [==============================] - 0s 953us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 18/100
225/225 [==============================] - 0s 997us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 19/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 20/100
225/225 [==============================] - 0s 969us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/100
225/225 [==============================] - 0s 941us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/100
225/225 [==============================] - 0s 986us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 26/100
225/225 [==============================] - 0s 960us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/100
225/225 [==============================] - 0s 953us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 29/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 30/100
225/225 [==============================] - 0s 954us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 31/100
225/225 [==============================] - 0s 962us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 32/100
225/225 [==============================] - 0s 982us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 33/100
225/225 [==============================] - 0s 929us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 34/100
225/225 [==============================] - 0s 922us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 35/100
225/225 [==============================] - 0s 862us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 36/100
225/225 [==============================] - 0s 883us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 37/100
225/225 [==============================] - 0s 921us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 38/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 39/100
225/225 [==============================] - 0s 873us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 40/100
225/225 [==============================] - 0s 867us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 41/100
225/225 [==============================] - 0s 890us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 42/100
225/225 [==============================] - 0s 862us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 43/100
225/225 [==============================] - 0s 824us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 44/100
225/225 [==============================] - 0s 860us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 45/100
225/225 [==============================] - 0s 879us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 46/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 47/100
225/225 [==============================] - 0s 956us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 48/100
225/225 [==============================] - 0s 978us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 49/100
225/225 [==============================] - 0s 864us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 50/100
225/225 [==============================] - 0s 900us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 51/100
225/225 [==============================] - 0s 887us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 52/100
225/225 [==============================] - 0s 828us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 53/100
225/225 [==============================] - 0s 860us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 54/100
225/225 [==============================] - 0s 852us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 55/100
225/225 [==============================] - 0s 808us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 56/100
225/225 [==============================] - 0s 867us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 57/100
225/225 [==============================] - 0s 828us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 58/100
225/225 [==============================] - 0s 998us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 59/100
225/225 [==============================] - 0s 877us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 60/100
225/225 [==============================] - 0s 849us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 61/100
225/225 [==============================] - 0s 857us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 62/100
225/225 [==============================] - 0s 963us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 63/100
225/225 [==============================] - 0s 903us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 64/100
225/225 [==============================] - 0s 887us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 65/100
225/225 [==============================] - 0s 865us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 66/100
225/225 [==============================] - 0s 828us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 67/100
225/225 [==============================] - 0s 922us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 68/100
225/225 [==============================] - 0s 893us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 69/100
225/225 [==============================] - 0s 838us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 70/100
225/225 [==============================] - 0s 864us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 71/100
225/225 [==============================] - 0s 933us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 72/100
225/225 [==============================] - 0s 931us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 73/100
225/225 [==============================] - 0s 878us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 74/100
225/225 [==============================] - 0s 841us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 75/100
225/225 [==============================] - 0s 894us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 76/100
225/225 [==============================] - 0s 825us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 77/100
225/225 [==============================] - 0s 967us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 78/100
225/225 [==============================] - 0s 921us/step - loss: 0.5061 - accuracy: 0.7953
Epoch 79/100
225/225 [==============================] - 0s 869us/step - loss: 0.5060 - accuracy: 0.7953
Epoch 80/100
225/225 [==============================] - 0s 842us/step - loss: 0.5059 - accuracy: 0.7953
Epoch 81/100
225/225 [==============================] - 0s 874us/step - loss: 0.5057 - accuracy: 0.7953
Epoch 82/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7953
Epoch 83/100
225/225 [==============================] - 0s 853us/step - loss: 0.5053 - accuracy: 0.7953
Epoch 84/100
225/225 [==============================] - 0s 878us/step - loss: 0.5051 - accuracy: 0.7953
Epoch 85/100
225/225 [==============================] - 0s 863us/step - loss: 0.5048 - accuracy: 0.7953
Epoch 86/100
225/225 [==============================] - 0s 881us/step - loss: 0.5044 - accuracy: 0.7953
Epoch 87/100
225/225 [==============================] - 0s 885us/step - loss: 0.5039 - accuracy: 0.7953
Epoch 88/100
225/225 [==============================] - 0s 881us/step - loss: 0.5034 - accuracy: 0.7953
Epoch 89/100
225/225 [==============================] - 0s 828us/step - loss: 0.5026 - accuracy: 0.7953
Epoch 90/100
225/225 [==============================] - 0s 850us/step - loss: 0.5017 - accuracy: 0.7953
Epoch 91/100
225/225 [==============================] - 0s 903us/step - loss: 0.5006 - accuracy: 0.7953
Epoch 92/100
225/225 [==============================] - 0s 916us/step - loss: 0.4991 - accuracy: 0.7953
Epoch 93/100
225/225 [==============================] - 0s 897us/step - loss: 0.4972 - accuracy: 0.7953
Epoch 94/100
225/225 [==============================] - 0s 871us/step - loss: 0.4946 - accuracy: 0.7953
Epoch 95/100
225/225 [==============================] - 0s 931us/step - loss: 0.4913 - accuracy: 0.7953
Epoch 96/100
225/225 [==============================] - 0s 832us/step - loss: 0.4869 - accuracy: 0.7953
Epoch 97/100
225/225 [==============================] - 0s 869us/step - loss: 0.4813 - accuracy: 0.7953
Epoch 98/100
225/225 [==============================] - 0s 822us/step - loss: 0.4744 - accuracy: 0.7953
Epoch 99/100
225/225 [==============================] - 0s 994us/step - loss: 0.4667 - accuracy: 0.7953
Epoch 100/100
225/225 [==============================] - 0s 890us/step - loss: 0.4593 - accuracy: 0.7946
Epoch 1/100
225/225 [==============================] - 0s 957us/step - loss: 0.6222 - accuracy: 0.7974
Epoch 2/100
225/225 [==============================] - 0s 834us/step - loss: 0.5482 - accuracy: 0.7974
Epoch 3/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5219 - accuracy: 0.7974
Epoch 4/100
225/225 [==============================] - 0s 891us/step - loss: 0.5118 - accuracy: 0.7974
Epoch 5/100
225/225 [==============================] - 0s 833us/step - loss: 0.5075 - accuracy: 0.7974
Epoch 6/100
225/225 [==============================] - 0s 809us/step - loss: 0.5056 - accuracy: 0.7974
Epoch 7/100
225/225 [==============================] - 0s 880us/step - loss: 0.5048 - accuracy: 0.7974
Epoch 8/100
225/225 [==============================] - 0s 837us/step - loss: 0.5044 - accuracy: 0.7974
Epoch 9/100
225/225 [==============================] - 0s 866us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 10/100
225/225 [==============================] - 0s 878us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 11/100
225/225 [==============================] - 0s 834us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 12/100
225/225 [==============================] - 0s 826us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 13/100
225/225 [==============================] - 0s 856us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 14/100
225/225 [==============================] - 0s 836us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 15/100
225/225 [==============================] - 0s 944us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 16/100
225/225 [==============================] - 0s 896us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 17/100
225/225 [==============================] - 0s 833us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 18/100
225/225 [==============================] - 0s 800us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 19/100
225/225 [==============================] - 0s 897us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 20/100
225/225 [==============================] - 0s 936us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 21/100
225/225 [==============================] - 0s 931us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 22/100
225/225 [==============================] - 0s 848us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 23/100
225/225 [==============================] - 0s 862us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 24/100
225/225 [==============================] - 0s 861us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 25/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5040 - accuracy: 0.7974
Epoch 26/100
225/225 [==============================] - 0s 952us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 27/100
225/225 [==============================] - 0s 871us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 28/100
225/225 [==============================] - 0s 847us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 29/100
225/225 [==============================] - 0s 893us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 30/100
225/225 [==============================] - 0s 871us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 31/100
225/225 [==============================] - 0s 840us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 32/100
225/225 [==============================] - 0s 901us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 33/100
225/225 [==============================] - 0s 840us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 34/100
225/225 [==============================] - 0s 879us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 35/100
225/225 [==============================] - 0s 898us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 36/100
225/225 [==============================] - 0s 821us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 37/100
225/225 [==============================] - 0s 858us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 38/100
225/225 [==============================] - 0s 888us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 39/100
225/225 [==============================] - 0s 829us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 40/100
225/225 [==============================] - 0s 906us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 41/100
225/225 [==============================] - 0s 861us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 42/100
225/225 [==============================] - 0s 879us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 43/100
225/225 [==============================] - 0s 940us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 44/100
225/225 [==============================] - 0s 852us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 45/100
225/225 [==============================] - 0s 868us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 46/100
225/225 [==============================] - 0s 833us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 47/100
225/225 [==============================] - 0s 880us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 48/100
225/225 [==============================] - 0s 812us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 49/100
225/225 [==============================] - 0s 854us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 50/100
225/225 [==============================] - 0s 941us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 51/100
225/225 [==============================] - 0s 892us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 52/100
225/225 [==============================] - 0s 885us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 53/100
225/225 [==============================] - 0s 894us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 54/100
225/225 [==============================] - 0s 828us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 55/100
225/225 [==============================] - 0s 883us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 56/100
225/225 [==============================] - 0s 818us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 57/100
225/225 [==============================] - 0s 855us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 58/100
225/225 [==============================] - 0s 820us/step - loss: 0.5034 - accuracy: 0.7974
Epoch 59/100
225/225 [==============================] - 0s 846us/step - loss: 0.5034 - accuracy: 0.7974
Epoch 60/100
225/225 [==============================] - 0s 851us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 61/100
225/225 [==============================] - 0s 865us/step - loss: 0.5032 - accuracy: 0.7974
Epoch 62/100
225/225 [==============================] - 0s 806us/step - loss: 0.5030 - accuracy: 0.7974
Epoch 63/100
225/225 [==============================] - 0s 853us/step - loss: 0.5029 - accuracy: 0.7974
Epoch 64/100
225/225 [==============================] - 0s 801us/step - loss: 0.5027 - accuracy: 0.7974
Epoch 65/100
225/225 [==============================] - 0s 913us/step - loss: 0.5024 - accuracy: 0.7974
Epoch 66/100
225/225 [==============================] - 0s 874us/step - loss: 0.5021 - accuracy: 0.7974
Epoch 67/100
225/225 [==============================] - 0s 871us/step - loss: 0.5018 - accuracy: 0.7974
Epoch 68/100
225/225 [==============================] - 0s 837us/step - loss: 0.5013 - accuracy: 0.7974
Epoch 69/100
225/225 [==============================] - 0s 883us/step - loss: 0.5008 - accuracy: 0.7974
Epoch 70/100
225/225 [==============================] - 0s 890us/step - loss: 0.5000 - accuracy: 0.7974
Epoch 71/100
225/225 [==============================] - 0s 875us/step - loss: 0.4992 - accuracy: 0.7974
Epoch 72/100
225/225 [==============================] - 0s 882us/step - loss: 0.4981 - accuracy: 0.7974
Epoch 73/100
225/225 [==============================] - 0s 809us/step - loss: 0.4967 - accuracy: 0.7974
Epoch 74/100
225/225 [==============================] - 0s 860us/step - loss: 0.4950 - accuracy: 0.7974
Epoch 75/100
225/225 [==============================] - 0s 911us/step - loss: 0.4929 - accuracy: 0.7974
Epoch 76/100
225/225 [==============================] - 0s 865us/step - loss: 0.4902 - accuracy: 0.7974
Epoch 77/100
225/225 [==============================] - 0s 825us/step - loss: 0.4869 - accuracy: 0.7974
Epoch 78/100
225/225 [==============================] - 0s 889us/step - loss: 0.4828 - accuracy: 0.7974
Epoch 79/100
225/225 [==============================] - 0s 855us/step - loss: 0.4780 - accuracy: 0.7974
Epoch 80/100
225/225 [==============================] - 0s 894us/step - loss: 0.4726 - accuracy: 0.7974
Epoch 81/100
225/225 [==============================] - 0s 863us/step - loss: 0.4669 - accuracy: 0.7974
Epoch 82/100
225/225 [==============================] - 0s 810us/step - loss: 0.4611 - accuracy: 0.7974
Epoch 83/100
225/225 [==============================] - 0s 870us/step - loss: 0.4557 - accuracy: 0.7974
Epoch 84/100
225/225 [==============================] - 0s 819us/step - loss: 0.4507 - accuracy: 0.7974
Epoch 85/100
225/225 [==============================] - 0s 932us/step - loss: 0.4464 - accuracy: 0.7974
Epoch 86/100
225/225 [==============================] - 0s 851us/step - loss: 0.4428 - accuracy: 0.7974
Epoch 87/100
225/225 [==============================] - 0s 861us/step - loss: 0.4397 - accuracy: 0.7974
Epoch 88/100
225/225 [==============================] - 0s 810us/step - loss: 0.4373 - accuracy: 0.7974
Epoch 89/100
225/225 [==============================] - 0s 983us/step - loss: 0.4352 - accuracy: 0.7974
Epoch 90/100
225/225 [==============================] - 0s 829us/step - loss: 0.4336 - accuracy: 0.7974
Epoch 91/100
225/225 [==============================] - 0s 811us/step - loss: 0.4322 - accuracy: 0.7974
Epoch 92/100
225/225 [==============================] - 0s 879us/step - loss: 0.4310 - accuracy: 0.7974
Epoch 93/100
225/225 [==============================] - 0s 807us/step - loss: 0.4300 - accuracy: 0.7974
Epoch 94/100
225/225 [==============================] - 0s 884us/step - loss: 0.4291 - accuracy: 0.7974
Epoch 95/100
225/225 [==============================] - 0s 845us/step - loss: 0.4283 - accuracy: 0.7974
Epoch 96/100
225/225 [==============================] - 0s 861us/step - loss: 0.4276 - accuracy: 0.7974
Epoch 97/100
225/225 [==============================] - 0s 855us/step - loss: 0.4269 - accuracy: 0.7974
Epoch 98/100
225/225 [==============================] - 0s 813us/step - loss: 0.4263 - accuracy: 0.7974
Epoch 99/100
225/225 [==============================] - 0s 853us/step - loss: 0.4257 - accuracy: 0.7974
Epoch 100/100
225/225 [==============================] - 0s 831us/step - loss: 0.4251 - accuracy: 0.7974
Epoch 1/100
225/225 [==============================] - 0s 877us/step - loss: 0.6219 - accuracy: 0.7974
Epoch 2/100
225/225 [==============================] - 0s 779us/step - loss: 0.5476 - accuracy: 0.7986
Epoch 3/100
225/225 [==============================] - 0s 836us/step - loss: 0.5208 - accuracy: 0.7986
Epoch 4/100
225/225 [==============================] - 0s 947us/step - loss: 0.5104 - accuracy: 0.7986
Epoch 5/100
225/225 [==============================] - 0s 938us/step - loss: 0.5060 - accuracy: 0.7986
Epoch 6/100
225/225 [==============================] - 0s 860us/step - loss: 0.5040 - accuracy: 0.7986
Epoch 7/100
225/225 [==============================] - 0s 814us/step - loss: 0.5031 - accuracy: 0.7986
Epoch 8/100
225/225 [==============================] - 0s 870us/step - loss: 0.5027 - accuracy: 0.7986
Epoch 9/100
225/225 [==============================] - 0s 879us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 10/100
225/225 [==============================] - 0s 884us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/100
225/225 [==============================] - 0s 829us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 12/100
225/225 [==============================] - 0s 912us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 13/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 14/100
225/225 [==============================] - 0s 968us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/100
225/225 [==============================] - 0s 879us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/100
225/225 [==============================] - 0s 878us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/100
225/225 [==============================] - 0s 961us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 18/100
225/225 [==============================] - 0s 931us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/100
225/225 [==============================] - 0s 870us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 20/100
225/225 [==============================] - 0s 844us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 21/100
225/225 [==============================] - 0s 887us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 22/100
225/225 [==============================] - 0s 859us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/100
225/225 [==============================] - 0s 871us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/100
225/225 [==============================] - 0s 988us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/100
225/225 [==============================] - 0s 929us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/100
225/225 [==============================] - 0s 877us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/100
225/225 [==============================] - 0s 958us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/100
225/225 [==============================] - 0s 877us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/100
225/225 [==============================] - 0s 875us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/100
225/225 [==============================] - 0s 897us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/100
225/225 [==============================] - 0s 894us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/100
225/225 [==============================] - 0s 972us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/100
225/225 [==============================] - 0s 875us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/100
225/225 [==============================] - 0s 881us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/100
225/225 [==============================] - 0s 851us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/100
225/225 [==============================] - 0s 882us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/100
225/225 [==============================] - 0s 918us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/100
225/225 [==============================] - 0s 832us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/100
225/225 [==============================] - 0s 869us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/100
225/225 [==============================] - 0s 839us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/100
225/225 [==============================] - 0s 854us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/100
225/225 [==============================] - 0s 974us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/100
225/225 [==============================] - 0s 872us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/100
225/225 [==============================] - 0s 836us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 46/100
225/225 [==============================] - 0s 912us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 47/100
225/225 [==============================] - 0s 825us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 48/100
225/225 [==============================] - 0s 930us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 49/100
225/225 [==============================] - 0s 860us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 50/100
225/225 [==============================] - 0s 835us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 51/100
225/225 [==============================] - 0s 881us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 52/100
225/225 [==============================] - 0s 863us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 53/100
225/225 [==============================] - 0s 960us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 54/100
225/225 [==============================] - 0s 873us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 55/100
225/225 [==============================] - 0s 846us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 56/100
225/225 [==============================] - 0s 833us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 57/100
225/225 [==============================] - 0s 926us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 58/100
225/225 [==============================] - 0s 909us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 59/100
225/225 [==============================] - 0s 836us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 60/100
225/225 [==============================] - 0s 870us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 61/100
225/225 [==============================] - 0s 840us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 62/100
225/225 [==============================] - 0s 930us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 63/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5019 - accuracy: 0.7986
Epoch 64/100
225/225 [==============================] - 0s 956us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 65/100
225/225 [==============================] - 0s 960us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 66/100
225/225 [==============================] - 0s 837us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 67/100
225/225 [==============================] - 0s 870us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 68/100
225/225 [==============================] - 0s 987us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 69/100
225/225 [==============================] - 0s 935us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 70/100
225/225 [==============================] - 0s 857us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 71/100
225/225 [==============================] - 0s 859us/step - loss: 0.5010 - accuracy: 0.7986
Epoch 72/100
225/225 [==============================] - 0s 826us/step - loss: 0.5008 - accuracy: 0.7986
Epoch 73/100
225/225 [==============================] - 0s 938us/step - loss: 0.5006 - accuracy: 0.7986
Epoch 74/100
225/225 [==============================] - 0s 861us/step - loss: 0.5003 - accuracy: 0.7986
Epoch 75/100
225/225 [==============================] - 0s 832us/step - loss: 0.4999 - accuracy: 0.7986
Epoch 76/100
225/225 [==============================] - 0s 886us/step - loss: 0.4994 - accuracy: 0.7986
Epoch 77/100
225/225 [==============================] - 0s 904us/step - loss: 0.4988 - accuracy: 0.7986
Epoch 78/100
225/225 [==============================] - 0s 936us/step - loss: 0.4981 - accuracy: 0.7986
Epoch 79/100
225/225 [==============================] - 0s 819us/step - loss: 0.4971 - accuracy: 0.7986
Epoch 80/100
225/225 [==============================] - 0s 890us/step - loss: 0.4958 - accuracy: 0.7986
Epoch 81/100
225/225 [==============================] - 0s 826us/step - loss: 0.4942 - accuracy: 0.7986
Epoch 82/100
225/225 [==============================] - 0s 948us/step - loss: 0.4920 - accuracy: 0.7986
Epoch 83/100
225/225 [==============================] - 0s 954us/step - loss: 0.4890 - accuracy: 0.7986
Epoch 84/100
225/225 [==============================] - 0s 900us/step - loss: 0.4851 - accuracy: 0.7986
Epoch 85/100
225/225 [==============================] - 0s 846us/step - loss: 0.4798 - accuracy: 0.7986
Epoch 86/100
225/225 [==============================] - 0s 844us/step - loss: 0.4731 - accuracy: 0.7986
Epoch 87/100
225/225 [==============================] - 0s 909us/step - loss: 0.4650 - accuracy: 0.7986
Epoch 88/100
225/225 [==============================] - 0s 889us/step - loss: 0.4561 - accuracy: 0.7987
Epoch 89/100
225/225 [==============================] - 0s 856us/step - loss: 0.4476 - accuracy: 0.7983
Epoch 90/100
225/225 [==============================] - 0s 850us/step - loss: 0.4407 - accuracy: 0.7982
Epoch 91/100
225/225 [==============================] - 0s 888us/step - loss: 0.4356 - accuracy: 0.8015
Epoch 92/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4317 - accuracy: 0.8032
Epoch 93/100
225/225 [==============================] - 0s 802us/step - loss: 0.4287 - accuracy: 0.8056
Epoch 94/100
225/225 [==============================] - 0s 891us/step - loss: 0.4263 - accuracy: 0.8094
Epoch 95/100
225/225 [==============================] - 0s 845us/step - loss: 0.4241 - accuracy: 0.8097
Epoch 96/100
225/225 [==============================] - 0s 857us/step - loss: 0.4220 - accuracy: 0.8136
Epoch 97/100
225/225 [==============================] - 0s 907us/step - loss: 0.4199 - accuracy: 0.8160
Epoch 98/100
225/225 [==============================] - 0s 840us/step - loss: 0.4175 - accuracy: 0.8189
Epoch 99/100
225/225 [==============================] - 0s 937us/step - loss: 0.4148 - accuracy: 0.8213
Epoch 100/100
225/225 [==============================] - 0s 875us/step - loss: 0.4119 - accuracy: 0.8256
Epoch 1/100
225/225 [==============================] - 0s 852us/step - loss: 0.6229 - accuracy: 0.7944
Epoch 2/100
225/225 [==============================] - 0s 811us/step - loss: 0.5499 - accuracy: 0.7964
Epoch 3/100
225/225 [==============================] - 0s 871us/step - loss: 0.5237 - accuracy: 0.7964
Epoch 4/100
225/225 [==============================] - 0s 863us/step - loss: 0.5133 - accuracy: 0.7964
Epoch 5/100
225/225 [==============================] - 0s 855us/step - loss: 0.5089 - accuracy: 0.7964
Epoch 6/100
225/225 [==============================] - 0s 920us/step - loss: 0.5070 - accuracy: 0.7964
Epoch 7/100
225/225 [==============================] - 0s 905us/step - loss: 0.5061 - accuracy: 0.7964
Epoch 8/100
225/225 [==============================] - 0s 854us/step - loss: 0.5057 - accuracy: 0.7964
Epoch 9/100
225/225 [==============================] - 0s 867us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 10/100
225/225 [==============================] - 0s 879us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 11/100
225/225 [==============================] - 0s 939us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 12/100
225/225 [==============================] - 0s 849us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 13/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 14/100
225/225 [==============================] - 0s 845us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 15/100
225/225 [==============================] - 0s 968us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 16/100
225/225 [==============================] - 0s 926us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 17/100
225/225 [==============================] - 0s 854us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 18/100
225/225 [==============================] - 0s 835us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 19/100
225/225 [==============================] - 0s 884us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 20/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964: 0s - loss: 0.5045 - accuracy: 
Epoch 21/100
225/225 [==============================] - 0s 923us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 22/100
225/225 [==============================] - 0s 866us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 23/100
225/225 [==============================] - 0s 847us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 24/100
225/225 [==============================] - 0s 841us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 25/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 26/100
225/225 [==============================] - 0s 813us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 27/100
225/225 [==============================] - 0s 994us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 28/100
225/225 [==============================] - 0s 893us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 29/100
225/225 [==============================] - 0s 854us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 30/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 31/100
225/225 [==============================] - 0s 851us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 32/100
225/225 [==============================] - 0s 828us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 33/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 34/100
225/225 [==============================] - 0s 876us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 35/100
225/225 [==============================] - 0s 843us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 36/100
225/225 [==============================] - 0s 885us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 37/100
225/225 [==============================] - 0s 815us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 38/100
225/225 [==============================] - 0s 879us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 39/100
225/225 [==============================] - 0s 890us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 40/100
225/225 [==============================] - 0s 989us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 41/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5054 - accuracy: 0.7964
Epoch 42/100
225/225 [==============================] - 0s 921us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 43/100
225/225 [==============================] - 0s 922us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 44/100
225/225 [==============================] - 0s 932us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 45/100
225/225 [==============================] - 0s 903us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 46/100
225/225 [==============================] - 0s 990us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 47/100
225/225 [==============================] - 0s 855us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 48/100
225/225 [==============================] - 0s 862us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 49/100
225/225 [==============================] - 0s 908us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 50/100
225/225 [==============================] - 0s 880us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 51/100
225/225 [==============================] - 0s 881us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 52/100
225/225 [==============================] - 0s 964us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 53/100
225/225 [==============================] - 0s 944us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 54/100
225/225 [==============================] - 0s 963us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 55/100
225/225 [==============================] - 0s 923us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 56/100
225/225 [==============================] - 0s 877us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 57/100
225/225 [==============================] - 0s 883us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 58/100
225/225 [==============================] - 0s 926us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 59/100
225/225 [==============================] - 0s 898us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 60/100
225/225 [==============================] - 0s 934us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 61/100
225/225 [==============================] - 0s 804us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 62/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7964
Epoch 63/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7964
Epoch 64/100
225/225 [==============================] - 0s 892us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 65/100
225/225 [==============================] - 0s 858us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 66/100
225/225 [==============================] - 0s 892us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 67/100
225/225 [==============================] - 0s 846us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 68/100
225/225 [==============================] - 0s 960us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 69/100
225/225 [==============================] - 0s 960us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 70/100
225/225 [==============================] - 0s 916us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 71/100
225/225 [==============================] - 0s 884us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 72/100
225/225 [==============================] - 0s 857us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 73/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5051 - accuracy: 0.7964
Epoch 74/100
225/225 [==============================] - 0s 847us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 75/100
225/225 [==============================] - 0s 902us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 76/100
225/225 [==============================] - 0s 874us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 77/100
225/225 [==============================] - 0s 942us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 78/100
225/225 [==============================] - 0s 930us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 79/100
225/225 [==============================] - 0s 885us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 80/100
225/225 [==============================] - 0s 869us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 81/100
225/225 [==============================] - 0s 904us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 82/100
225/225 [==============================] - 0s 868us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 83/100
225/225 [==============================] - 0s 989us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 84/100
225/225 [==============================] - 0s 879us/step - loss: 0.5044 - accuracy: 0.7964
Epoch 85/100
225/225 [==============================] - 0s 844us/step - loss: 0.5043 - accuracy: 0.7964
Epoch 86/100
225/225 [==============================] - 0s 936us/step - loss: 0.5041 - accuracy: 0.7964
Epoch 87/100
225/225 [==============================] - 0s 952us/step - loss: 0.5039 - accuracy: 0.7964
Epoch 88/100
225/225 [==============================] - 0s 994us/step - loss: 0.5036 - accuracy: 0.7964
Epoch 89/100
225/225 [==============================] - 0s 915us/step - loss: 0.5033 - accuracy: 0.7964
Epoch 90/100
225/225 [==============================] - 0s 867us/step - loss: 0.5029 - accuracy: 0.7964
Epoch 91/100
225/225 [==============================] - 0s 953us/step - loss: 0.5024 - accuracy: 0.7964
Epoch 92/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5017 - accuracy: 0.7964
Epoch 93/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5009 - accuracy: 0.7964
Epoch 94/100
225/225 [==============================] - 0s 951us/step - loss: 0.4998 - accuracy: 0.7964
Epoch 95/100
225/225 [==============================] - 0s 843us/step - loss: 0.4983 - accuracy: 0.7964
Epoch 96/100
225/225 [==============================] - 0s 881us/step - loss: 0.4963 - accuracy: 0.7964
Epoch 97/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7964
Epoch 98/100
225/225 [==============================] - 0s 949us/step - loss: 0.4898 - accuracy: 0.7964
Epoch 99/100
225/225 [==============================] - 0s 905us/step - loss: 0.4848 - accuracy: 0.7964
Epoch 100/100
225/225 [==============================] - 0s 893us/step - loss: 0.4784 - accuracy: 0.7964
Epoch 1/100
225/225 [==============================] - 0s 900us/step - loss: 0.6217 - accuracy: 0.7968
Epoch 2/100
225/225 [==============================] - 0s 883us/step - loss: 0.5475 - accuracy: 0.7985
Epoch 3/100
225/225 [==============================] - 0s 861us/step - loss: 0.5211 - accuracy: 0.7985
Epoch 4/100
225/225 [==============================] - 0s 902us/step - loss: 0.5105 - accuracy: 0.7985
Epoch 5/100
225/225 [==============================] - 0s 869us/step - loss: 0.5061 - accuracy: 0.7985
Epoch 6/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7985
Epoch 7/100
225/225 [==============================] - 0s 971us/step - loss: 0.5032 - accuracy: 0.7985
Epoch 8/100
225/225 [==============================] - 0s 898us/step - loss: 0.5029 - accuracy: 0.7985
Epoch 9/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5027 - accuracy: 0.7985
Epoch 10/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5026 - accuracy: 0.7985
Epoch 11/100
225/225 [==============================] - 0s 981us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 12/100
225/225 [==============================] - 0s 900us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 13/100
225/225 [==============================] - 0s 882us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 14/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 15/100
225/225 [==============================] - 0s 814us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 16/100
225/225 [==============================] - 0s 866us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 17/100
225/225 [==============================] - 0s 806us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 18/100
225/225 [==============================] - 0s 887us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 19/100
225/225 [==============================] - 0s 815us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 20/100
225/225 [==============================] - 0s 856us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 21/100
225/225 [==============================] - 0s 833us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 22/100
225/225 [==============================] - 0s 888us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 23/100
225/225 [==============================] - 0s 844us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 24/100
225/225 [==============================] - 0s 893us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 25/100
225/225 [==============================] - 0s 817us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 26/100
225/225 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 27/100
225/225 [==============================] - 0s 826us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 28/100
225/225 [==============================] - 0s 945us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 29/100
225/225 [==============================] - 0s 849us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 30/100
225/225 [==============================] - 0s 824us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 31/100
225/225 [==============================] - 0s 872us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 32/100
225/225 [==============================] - 0s 866us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 33/100
225/225 [==============================] - 0s 912us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 34/100
225/225 [==============================] - 0s 871us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 35/100
225/225 [==============================] - 0s 876us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 36/100
225/225 [==============================] - 0s 895us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 37/100
225/225 [==============================] - 0s 863us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 38/100
225/225 [==============================] - 0s 860us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 39/100
225/225 [==============================] - 0s 862us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 40/100
225/225 [==============================] - 0s 949us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 41/100
225/225 [==============================] - 0s 853us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 42/100
225/225 [==============================] - 0s 864us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 43/100
225/225 [==============================] - 0s 904us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 44/100
225/225 [==============================] - 0s 855us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 45/100
225/225 [==============================] - 0s 809us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 46/100
225/225 [==============================] - 0s 872us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 47/100
225/225 [==============================] - 0s 906us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 48/100
225/225 [==============================] - 0s 982us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 49/100
225/225 [==============================] - 0s 910us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 50/100
225/225 [==============================] - 0s 829us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 51/100
225/225 [==============================] - 0s 856us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 52/100
225/225 [==============================] - 0s 925us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 53/100
225/225 [==============================] - 0s 911us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 54/100
225/225 [==============================] - 0s 907us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 55/100
225/225 [==============================] - 0s 831us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 56/100
225/225 [==============================] - 0s 898us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 57/100
225/225 [==============================] - 0s 905us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 58/100
225/225 [==============================] - 0s 912us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 59/100
225/225 [==============================] - 0s 994us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 60/100
225/225 [==============================] - 0s 868us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 61/100
225/225 [==============================] - 0s 827us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 62/100
225/225 [==============================] - 0s 880us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 63/100
225/225 [==============================] - 0s 952us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 64/100
225/225 [==============================] - 0s 832us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 65/100
225/225 [==============================] - 0s 871us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 66/100
225/225 [==============================] - 0s 813us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 67/100
225/225 [==============================] - 0s 921us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 68/100
225/225 [==============================] - 0s 894us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 69/100
225/225 [==============================] - 0s 857us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 70/100
225/225 [==============================] - 0s 879us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 71/100
225/225 [==============================] - 0s 944us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 72/100
225/225 [==============================] - 0s 847us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 73/100
225/225 [==============================] - 0s 882us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 74/100
225/225 [==============================] - 0s 851us/step - loss: 0.5017 - accuracy: 0.7985
Epoch 75/100
225/225 [==============================] - 0s 809us/step - loss: 0.5015 - accuracy: 0.7985
Epoch 76/100
225/225 [==============================] - 0s 972us/step - loss: 0.5014 - accuracy: 0.7985
Epoch 77/100
225/225 [==============================] - 0s 896us/step - loss: 0.5012 - accuracy: 0.7985
Epoch 78/100
225/225 [==============================] - 0s 830us/step - loss: 0.5010 - accuracy: 0.7985
Epoch 79/100
225/225 [==============================] - 0s 839us/step - loss: 0.5007 - accuracy: 0.7985
Epoch 80/100
225/225 [==============================] - 0s 860us/step - loss: 0.5004 - accuracy: 0.7985
Epoch 81/100
225/225 [==============================] - 0s 837us/step - loss: 0.5000 - accuracy: 0.7985
Epoch 82/100
225/225 [==============================] - 0s 897us/step - loss: 0.4995 - accuracy: 0.7985
Epoch 83/100
225/225 [==============================] - 0s 865us/step - loss: 0.4989 - accuracy: 0.7985
Epoch 84/100
225/225 [==============================] - 0s 966us/step - loss: 0.4981 - accuracy: 0.7985
Epoch 85/100
225/225 [==============================] - 0s 867us/step - loss: 0.4971 - accuracy: 0.7985
Epoch 86/100
225/225 [==============================] - 0s 809us/step - loss: 0.4957 - accuracy: 0.7985
Epoch 87/100
225/225 [==============================] - 0s 911us/step - loss: 0.4940 - accuracy: 0.7985
Epoch 88/100
225/225 [==============================] - 0s 940us/step - loss: 0.4918 - accuracy: 0.7985
Epoch 89/100
225/225 [==============================] - 0s 892us/step - loss: 0.4888 - accuracy: 0.7985
Epoch 90/100
225/225 [==============================] - 0s 883us/step - loss: 0.4849 - accuracy: 0.7985
Epoch 91/100
225/225 [==============================] - 0s 833us/step - loss: 0.4797 - accuracy: 0.7985
Epoch 92/100
225/225 [==============================] - 0s 886us/step - loss: 0.4731 - accuracy: 0.7985
Epoch 93/100
225/225 [==============================] - 0s 915us/step - loss: 0.4653 - accuracy: 0.7985
Epoch 94/100
225/225 [==============================] - 0s 836us/step - loss: 0.4567 - accuracy: 0.7986
Epoch 95/100
225/225 [==============================] - 0s 842us/step - loss: 0.4485 - accuracy: 0.7983
Epoch 96/100
225/225 [==============================] - 0s 896us/step - loss: 0.4418 - accuracy: 0.7982
Epoch 97/100
225/225 [==============================] - 0s 839us/step - loss: 0.4369 - accuracy: 0.8000
Epoch 98/100
225/225 [==============================] - 0s 996us/step - loss: 0.4336 - accuracy: 0.8021
Epoch 99/100
225/225 [==============================] - 0s 1ms/step - loss: 0.4312 - accuracy: 0.8022
Epoch 100/100
225/225 [==============================] - 0s 927us/step - loss: 0.4295 - accuracy: 0.8054
Epoch 1/500
225/225 [==============================] - 0s 935us/step - loss: 0.5902 - accuracy: 0.7960
Epoch 2/500
225/225 [==============================] - 0s 850us/step - loss: 0.4455 - accuracy: 0.7962
Epoch 3/500
225/225 [==============================] - 0s 877us/step - loss: 0.4367 - accuracy: 0.7962
Epoch 4/500
225/225 [==============================] - 0s 891us/step - loss: 0.4329 - accuracy: 0.7962
Epoch 5/500
225/225 [==============================] - 0s 916us/step - loss: 0.4299 - accuracy: 0.7962
Epoch 6/500
225/225 [==============================] - 0s 907us/step - loss: 0.4272 - accuracy: 0.7962
Epoch 7/500
225/225 [==============================] - 0s 871us/step - loss: 0.4242 - accuracy: 0.7962
Epoch 8/500
225/225 [==============================] - 0s 868us/step - loss: 0.4220 - accuracy: 0.8138
Epoch 9/500
225/225 [==============================] - 0s 908us/step - loss: 0.4206 - accuracy: 0.8215
Epoch 10/500
225/225 [==============================] - 0s 923us/step - loss: 0.4191 - accuracy: 0.8244
Epoch 11/500
225/225 [==============================] - 0s 948us/step - loss: 0.4178 - accuracy: 0.8279
Epoch 12/500
225/225 [==============================] - 0s 891us/step - loss: 0.4168 - accuracy: 0.8289
Epoch 13/500
225/225 [==============================] - 0s 871us/step - loss: 0.4156 - accuracy: 0.8300
Epoch 14/500
225/225 [==============================] - 0s 872us/step - loss: 0.4152 - accuracy: 0.8303
Epoch 15/500
225/225 [==============================] - 0s 939us/step - loss: 0.4140 - accuracy: 0.8321
Epoch 16/500
225/225 [==============================] - 0s 917us/step - loss: 0.4132 - accuracy: 0.8313
Epoch 17/500
225/225 [==============================] - 0s 933us/step - loss: 0.4123 - accuracy: 0.8333
Epoch 18/500
225/225 [==============================] - 0s 888us/step - loss: 0.4118 - accuracy: 0.8324
Epoch 19/500
225/225 [==============================] - 0s 902us/step - loss: 0.4112 - accuracy: 0.8339
Epoch 20/500
225/225 [==============================] - 0s 930us/step - loss: 0.4105 - accuracy: 0.8351
Epoch 21/500
225/225 [==============================] - 0s 872us/step - loss: 0.4100 - accuracy: 0.8340
Epoch 22/500
225/225 [==============================] - 0s 860us/step - loss: 0.4093 - accuracy: 0.8333
Epoch 23/500
225/225 [==============================] - 0s 922us/step - loss: 0.4089 - accuracy: 0.8353
Epoch 24/500
225/225 [==============================] - 0s 937us/step - loss: 0.4082 - accuracy: 0.8349
Epoch 25/500
225/225 [==============================] - 0s 880us/step - loss: 0.4079 - accuracy: 0.8349
Epoch 26/500
225/225 [==============================] - 0s 932us/step - loss: 0.4073 - accuracy: 0.8351
Epoch 27/500
225/225 [==============================] - 0s 869us/step - loss: 0.4069 - accuracy: 0.8356
Epoch 28/500
225/225 [==============================] - 0s 903us/step - loss: 0.4065 - accuracy: 0.8353
Epoch 29/500
225/225 [==============================] - 0s 929us/step - loss: 0.4061 - accuracy: 0.8347
Epoch 30/500
225/225 [==============================] - 0s 870us/step - loss: 0.4055 - accuracy: 0.8347
Epoch 31/500
225/225 [==============================] - 0s 870us/step - loss: 0.4055 - accuracy: 0.8353
Epoch 32/500
225/225 [==============================] - 0s 872us/step - loss: 0.4051 - accuracy: 0.8354
Epoch 33/500
225/225 [==============================] - 0s 884us/step - loss: 0.4050 - accuracy: 0.8369
Epoch 34/500
225/225 [==============================] - 0s 955us/step - loss: 0.4048 - accuracy: 0.8360
Epoch 35/500
225/225 [==============================] - 0s 951us/step - loss: 0.4043 - accuracy: 0.8358
Epoch 36/500
225/225 [==============================] - 0s 949us/step - loss: 0.4042 - accuracy: 0.8353
Epoch 37/500
225/225 [==============================] - 0s 889us/step - loss: 0.4042 - accuracy: 0.8344
Epoch 38/500
225/225 [==============================] - 0s 908us/step - loss: 0.4041 - accuracy: 0.8356
Epoch 39/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4039 - accuracy: 0.8346
Epoch 40/500
225/225 [==============================] - 0s 917us/step - loss: 0.4033 - accuracy: 0.8356
Epoch 41/500
225/225 [==============================] - 0s 860us/step - loss: 0.4031 - accuracy: 0.8364
Epoch 42/500
225/225 [==============================] - 0s 855us/step - loss: 0.4029 - accuracy: 0.8364
Epoch 43/500
225/225 [==============================] - 0s 938us/step - loss: 0.4026 - accuracy: 0.8361
Epoch 44/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4029 - accuracy: 0.8364
Epoch 45/500
225/225 [==============================] - 0s 894us/step - loss: 0.4027 - accuracy: 0.8353
Epoch 46/500
225/225 [==============================] - 0s 924us/step - loss: 0.4029 - accuracy: 0.8356
Epoch 47/500
225/225 [==============================] - 0s 982us/step - loss: 0.4024 - accuracy: 0.8371
Epoch 48/500
225/225 [==============================] - 0s 983us/step - loss: 0.4021 - accuracy: 0.8354
Epoch 49/500
225/225 [==============================] - 0s 893us/step - loss: 0.4021 - accuracy: 0.8354
Epoch 50/500
225/225 [==============================] - 0s 889us/step - loss: 0.4021 - accuracy: 0.8358
Epoch 51/500
225/225 [==============================] - 0s 891us/step - loss: 0.4018 - accuracy: 0.8364
Epoch 52/500
225/225 [==============================] - 0s 937us/step - loss: 0.4021 - accuracy: 0.8353
Epoch 53/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8364
Epoch 54/500
225/225 [==============================] - 0s 960us/step - loss: 0.4016 - accuracy: 0.8369
Epoch 55/500
225/225 [==============================] - 0s 900us/step - loss: 0.4016 - accuracy: 0.8371
Epoch 56/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8358
Epoch 57/500
225/225 [==============================] - 0s 927us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 58/500
225/225 [==============================] - 0s 883us/step - loss: 0.4014 - accuracy: 0.8375
Epoch 59/500
225/225 [==============================] - 0s 956us/step - loss: 0.4013 - accuracy: 0.8358
Epoch 60/500
225/225 [==============================] - 0s 957us/step - loss: 0.4012 - accuracy: 0.8357
Epoch 61/500
225/225 [==============================] - 0s 938us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 62/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8351
Epoch 63/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4012 - accuracy: 0.8351
Epoch 64/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8367
Epoch 65/500
225/225 [==============================] - 0s 839us/step - loss: 0.4011 - accuracy: 0.8351
Epoch 66/500
225/225 [==============================] - 0s 888us/step - loss: 0.4013 - accuracy: 0.8364
Epoch 67/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8358
Epoch 68/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8358
Epoch 69/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8354
Epoch 70/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4011 - accuracy: 0.8361
Epoch 71/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8364
Epoch 72/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4007 - accuracy: 0.8365
Epoch 73/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8365
Epoch 74/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8368
Epoch 75/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4007 - accuracy: 0.8364
Epoch 76/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8364
Epoch 77/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8369
Epoch 78/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8364
Epoch 79/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8365
Epoch 80/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8364
Epoch 81/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8361
Epoch 82/500
225/225 [==============================] - 0s 990us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 83/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8369
Epoch 84/500
225/225 [==============================] - 0s 942us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 85/500
225/225 [==============================] - 0s 957us/step - loss: 0.4001 - accuracy: 0.8367
Epoch 86/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8365
Epoch 87/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8382
Epoch 88/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8364
Epoch 89/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8364
Epoch 90/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4006 - accuracy: 0.8357
Epoch 91/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8369
Epoch 92/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8357
Epoch 93/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8371
Epoch 94/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8374
Epoch 95/500
225/225 [==============================] - 0s 988us/step - loss: 0.4002 - accuracy: 0.8372
Epoch 96/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8365
Epoch 97/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8361
Epoch 98/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8353
Epoch 99/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8357
Epoch 100/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8372
Epoch 101/500
225/225 [==============================] - 0s 949us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 102/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8368
Epoch 103/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8375
Epoch 104/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8375
Epoch 105/500
225/225 [==============================] - 0s 865us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 106/500
225/225 [==============================] - 0s 982us/step - loss: 0.4003 - accuracy: 0.8369
Epoch 107/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8367
Epoch 108/500
225/225 [==============================] - 0s 956us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 109/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8376
Epoch 110/500
225/225 [==============================] - 0s 949us/step - loss: 0.3998 - accuracy: 0.8372
Epoch 111/500
225/225 [==============================] - 0s 945us/step - loss: 0.3998 - accuracy: 0.8354
Epoch 112/500
225/225 [==============================] - 0s 942us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 113/500
225/225 [==============================] - 0s 867us/step - loss: 0.4002 - accuracy: 0.8372
Epoch 114/500
225/225 [==============================] - 0s 900us/step - loss: 0.3999 - accuracy: 0.8364
Epoch 115/500
225/225 [==============================] - 0s 934us/step - loss: 0.3999 - accuracy: 0.8364
Epoch 116/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8371
Epoch 117/500
225/225 [==============================] - 0s 893us/step - loss: 0.3997 - accuracy: 0.8367
Epoch 118/500
225/225 [==============================] - 0s 888us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 119/500
225/225 [==============================] - 0s 918us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 120/500
225/225 [==============================] - 0s 963us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 121/500
225/225 [==============================] - 0s 884us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 122/500
225/225 [==============================] - 0s 859us/step - loss: 0.3999 - accuracy: 0.8368
Epoch 123/500
225/225 [==============================] - 0s 879us/step - loss: 0.4002 - accuracy: 0.8378
Epoch 124/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8378
Epoch 125/500
225/225 [==============================] - 0s 924us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 126/500
225/225 [==============================] - 0s 872us/step - loss: 0.3995 - accuracy: 0.8361
Epoch 127/500
225/225 [==============================] - 0s 910us/step - loss: 0.3998 - accuracy: 0.8368
Epoch 128/500
225/225 [==============================] - 0s 933us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 129/500
225/225 [==============================] - 0s 900us/step - loss: 0.3996 - accuracy: 0.8378
Epoch 130/500
225/225 [==============================] - 0s 917us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 131/500
225/225 [==============================] - 0s 873us/step - loss: 0.3996 - accuracy: 0.8371
Epoch 132/500
225/225 [==============================] - 0s 889us/step - loss: 0.3998 - accuracy: 0.8386
Epoch 133/500
225/225 [==============================] - 0s 952us/step - loss: 0.3997 - accuracy: 0.8375
Epoch 134/500
225/225 [==============================] - 0s 917us/step - loss: 0.3998 - accuracy: 0.8360
Epoch 135/500
225/225 [==============================] - 0s 930us/step - loss: 0.4001 - accuracy: 0.8379
Epoch 136/500
225/225 [==============================] - 0s 921us/step - loss: 0.3997 - accuracy: 0.8363
Epoch 137/500
225/225 [==============================] - 0s 904us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 138/500
225/225 [==============================] - 0s 960us/step - loss: 0.3995 - accuracy: 0.8381
Epoch 139/500
225/225 [==============================] - 0s 978us/step - loss: 0.4000 - accuracy: 0.8351
Epoch 140/500
225/225 [==============================] - 0s 920us/step - loss: 0.3999 - accuracy: 0.8368
Epoch 141/500
225/225 [==============================] - 0s 888us/step - loss: 0.4001 - accuracy: 0.8372
Epoch 142/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8363
Epoch 143/500
225/225 [==============================] - 0s 951us/step - loss: 0.3995 - accuracy: 0.8375
Epoch 144/500
225/225 [==============================] - 0s 914us/step - loss: 0.3999 - accuracy: 0.8358
Epoch 145/500
225/225 [==============================] - 0s 871us/step - loss: 0.3997 - accuracy: 0.8361
Epoch 146/500
225/225 [==============================] - 0s 941us/step - loss: 0.3996 - accuracy: 0.8367
Epoch 147/500
225/225 [==============================] - 0s 930us/step - loss: 0.3999 - accuracy: 0.8375
Epoch 148/500
225/225 [==============================] - 0s 996us/step - loss: 0.3998 - accuracy: 0.8371
Epoch 149/500
225/225 [==============================] - 0s 912us/step - loss: 0.3994 - accuracy: 0.8382
Epoch 150/500
225/225 [==============================] - 0s 923us/step - loss: 0.3993 - accuracy: 0.8375
Epoch 151/500
225/225 [==============================] - 0s 959us/step - loss: 0.3998 - accuracy: 0.8376
Epoch 152/500
225/225 [==============================] - 0s 893us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 153/500
225/225 [==============================] - 0s 951us/step - loss: 0.3999 - accuracy: 0.8361
Epoch 154/500
225/225 [==============================] - 0s 922us/step - loss: 0.3999 - accuracy: 0.8371
Epoch 155/500
225/225 [==============================] - 0s 887us/step - loss: 0.3997 - accuracy: 0.8382
Epoch 156/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3993 - accuracy: 0.8371
Epoch 157/500
225/225 [==============================] - 0s 890us/step - loss: 0.4002 - accuracy: 0.8365
Epoch 158/500
225/225 [==============================] - 0s 946us/step - loss: 0.3996 - accuracy: 0.8371
Epoch 159/500
225/225 [==============================] - 0s 899us/step - loss: 0.3997 - accuracy: 0.8368
Epoch 160/500
225/225 [==============================] - 0s 930us/step - loss: 0.3998 - accuracy: 0.8363
Epoch 161/500
225/225 [==============================] - 0s 981us/step - loss: 0.3999 - accuracy: 0.8367
Epoch 162/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8372
Epoch 163/500
225/225 [==============================] - 0s 949us/step - loss: 0.4001 - accuracy: 0.8371
Epoch 164/500
225/225 [==============================] - 0s 890us/step - loss: 0.3994 - accuracy: 0.8375
Epoch 165/500
225/225 [==============================] - 0s 940us/step - loss: 0.3993 - accuracy: 0.8375
Epoch 166/500
225/225 [==============================] - 0s 900us/step - loss: 0.3997 - accuracy: 0.8363
Epoch 167/500
225/225 [==============================] - 0s 964us/step - loss: 0.3996 - accuracy: 0.8367
Epoch 168/500
225/225 [==============================] - 0s 952us/step - loss: 0.3996 - accuracy: 0.8360
Epoch 169/500
225/225 [==============================] - 0s 912us/step - loss: 0.3994 - accuracy: 0.8376
Epoch 170/500
225/225 [==============================] - 0s 961us/step - loss: 0.3994 - accuracy: 0.8369
Epoch 171/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8367
Epoch 172/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8358
Epoch 173/500
225/225 [==============================] - 0s 946us/step - loss: 0.3998 - accuracy: 0.8367
Epoch 174/500
225/225 [==============================] - 0s 923us/step - loss: 0.3996 - accuracy: 0.8374
Epoch 175/500
225/225 [==============================] - 0s 877us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 176/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3997 - accuracy: 0.8376: 0s - loss: 0.3921 - accuracy: 0.
Epoch 177/500
225/225 [==============================] - 0s 916us/step - loss: 0.3994 - accuracy: 0.8368
Epoch 178/500
225/225 [==============================] - 0s 941us/step - loss: 0.3992 - accuracy: 0.8375
Epoch 179/500
225/225 [==============================] - 0s 926us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 180/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8386
Epoch 181/500
225/225 [==============================] - 0s 871us/step - loss: 0.3993 - accuracy: 0.8371
Epoch 182/500
225/225 [==============================] - 0s 881us/step - loss: 0.3997 - accuracy: 0.8379
Epoch 183/500
225/225 [==============================] - 0s 876us/step - loss: 0.3995 - accuracy: 0.8372
Epoch 184/500
225/225 [==============================] - 0s 890us/step - loss: 0.3995 - accuracy: 0.8367
Epoch 185/500
225/225 [==============================] - 0s 944us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 186/500
225/225 [==============================] - 0s 994us/step - loss: 0.3994 - accuracy: 0.8364
Epoch 187/500
225/225 [==============================] - 0s 947us/step - loss: 0.3993 - accuracy: 0.8351
Epoch 188/500
225/225 [==============================] - 0s 925us/step - loss: 0.3992 - accuracy: 0.8378
Epoch 189/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3997 - accuracy: 0.8363
Epoch 190/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3993 - accuracy: 0.8374
Epoch 191/500
225/225 [==============================] - 0s 942us/step - loss: 0.3995 - accuracy: 0.8363
Epoch 192/500
225/225 [==============================] - 0s 912us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 193/500
225/225 [==============================] - 0s 908us/step - loss: 0.3995 - accuracy: 0.8369
Epoch 194/500
225/225 [==============================] - 0s 950us/step - loss: 0.3996 - accuracy: 0.8360
Epoch 195/500
225/225 [==============================] - 0s 872us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 196/500
225/225 [==============================] - 0s 965us/step - loss: 0.3995 - accuracy: 0.8361
Epoch 197/500
225/225 [==============================] - 0s 981us/step - loss: 0.3995 - accuracy: 0.8374
Epoch 198/500
225/225 [==============================] - 0s 977us/step - loss: 0.3993 - accuracy: 0.8363
Epoch 199/500
225/225 [==============================] - 0s 949us/step - loss: 0.3993 - accuracy: 0.8378
Epoch 200/500
225/225 [==============================] - 0s 887us/step - loss: 0.3996 - accuracy: 0.8379
Epoch 201/500
225/225 [==============================] - 0s 956us/step - loss: 0.3995 - accuracy: 0.8381
Epoch 202/500
225/225 [==============================] - 0s 953us/step - loss: 0.3996 - accuracy: 0.8383
Epoch 203/500
225/225 [==============================] - 0s 940us/step - loss: 0.3993 - accuracy: 0.8375
Epoch 204/500
225/225 [==============================] - 0s 983us/step - loss: 0.3993 - accuracy: 0.8374
Epoch 205/500
225/225 [==============================] - 0s 911us/step - loss: 0.3996 - accuracy: 0.8365
Epoch 206/500
225/225 [==============================] - 0s 923us/step - loss: 0.3995 - accuracy: 0.8365
Epoch 207/500
225/225 [==============================] - 0s 851us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 208/500
225/225 [==============================] - 0s 986us/step - loss: 0.3995 - accuracy: 0.8374
Epoch 209/500
225/225 [==============================] - 0s 900us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 210/500
225/225 [==============================] - 0s 925us/step - loss: 0.3995 - accuracy: 0.8378
Epoch 211/500
225/225 [==============================] - 0s 915us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 212/500
225/225 [==============================] - 0s 934us/step - loss: 0.3995 - accuracy: 0.8361
Epoch 213/500
225/225 [==============================] - 0s 921us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 214/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8374
Epoch 215/500
225/225 [==============================] - 0s 878us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 216/500
225/225 [==============================] - 0s 876us/step - loss: 0.3993 - accuracy: 0.8383
Epoch 217/500
225/225 [==============================] - 0s 972us/step - loss: 0.3990 - accuracy: 0.8363
Epoch 218/500
225/225 [==============================] - 0s 905us/step - loss: 0.3993 - accuracy: 0.8365
Epoch 219/500
225/225 [==============================] - 0s 918us/step - loss: 0.3993 - accuracy: 0.8386
Epoch 220/500
225/225 [==============================] - 0s 886us/step - loss: 0.3991 - accuracy: 0.8367
Epoch 221/500
225/225 [==============================] - 0s 978us/step - loss: 0.3992 - accuracy: 0.8361
Epoch 222/500
225/225 [==============================] - 0s 952us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 223/500
225/225 [==============================] - 0s 961us/step - loss: 0.3992 - accuracy: 0.8375
Epoch 224/500
225/225 [==============================] - 0s 927us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 225/500
225/225 [==============================] - 0s 934us/step - loss: 0.3990 - accuracy: 0.8365
Epoch 226/500
225/225 [==============================] - 0s 901us/step - loss: 0.3992 - accuracy: 0.8372
Epoch 227/500
225/225 [==============================] - 0s 968us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 228/500
225/225 [==============================] - 0s 966us/step - loss: 0.3991 - accuracy: 0.8376
Epoch 229/500
225/225 [==============================] - 0s 935us/step - loss: 0.3989 - accuracy: 0.8379
Epoch 230/500
225/225 [==============================] - 0s 884us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 231/500
225/225 [==============================] - 0s 992us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 232/500
225/225 [==============================] - 0s 958us/step - loss: 0.3992 - accuracy: 0.8372
Epoch 233/500
225/225 [==============================] - 0s 902us/step - loss: 0.3996 - accuracy: 0.8364
Epoch 234/500
225/225 [==============================] - 0s 956us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 235/500
225/225 [==============================] - 0s 903us/step - loss: 0.3995 - accuracy: 0.8379
Epoch 236/500
225/225 [==============================] - 0s 966us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 237/500
225/225 [==============================] - 0s 902us/step - loss: 0.3991 - accuracy: 0.8381
Epoch 238/500
225/225 [==============================] - 0s 913us/step - loss: 0.3987 - accuracy: 0.8382
Epoch 239/500
225/225 [==============================] - 0s 874us/step - loss: 0.3987 - accuracy: 0.8378
Epoch 240/500
225/225 [==============================] - 0s 954us/step - loss: 0.3991 - accuracy: 0.8378
Epoch 241/500
225/225 [==============================] - 0s 899us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 242/500
225/225 [==============================] - 0s 919us/step - loss: 0.3993 - accuracy: 0.8364
Epoch 243/500
225/225 [==============================] - 0s 880us/step - loss: 0.3990 - accuracy: 0.8372
Epoch 244/500
225/225 [==============================] - 0s 884us/step - loss: 0.3986 - accuracy: 0.8372
Epoch 245/500
225/225 [==============================] - 0s 880us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 246/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8371
Epoch 247/500
225/225 [==============================] - 0s 928us/step - loss: 0.3989 - accuracy: 0.8382
Epoch 248/500
225/225 [==============================] - 0s 916us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 249/500
225/225 [==============================] - 0s 949us/step - loss: 0.3988 - accuracy: 0.8364
Epoch 250/500
225/225 [==============================] - 0s 917us/step - loss: 0.3989 - accuracy: 0.8376
Epoch 251/500
225/225 [==============================] - 0s 955us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 252/500
225/225 [==============================] - 0s 947us/step - loss: 0.3990 - accuracy: 0.8374
Epoch 253/500
225/225 [==============================] - 0s 939us/step - loss: 0.3985 - accuracy: 0.8378
Epoch 254/500
225/225 [==============================] - 0s 919us/step - loss: 0.3988 - accuracy: 0.8399
Epoch 255/500
225/225 [==============================] - 0s 953us/step - loss: 0.3985 - accuracy: 0.8382
Epoch 256/500
225/225 [==============================] - 0s 976us/step - loss: 0.3986 - accuracy: 0.8389
Epoch 257/500
225/225 [==============================] - 0s 896us/step - loss: 0.3989 - accuracy: 0.8368
Epoch 258/500
225/225 [==============================] - 0s 947us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 259/500
225/225 [==============================] - 0s 858us/step - loss: 0.3987 - accuracy: 0.8376
Epoch 260/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3988 - accuracy: 0.8396
Epoch 261/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8371
Epoch 262/500
225/225 [==============================] - 0s 902us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 263/500
225/225 [==============================] - 0s 938us/step - loss: 0.3988 - accuracy: 0.8369
Epoch 264/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3984 - accuracy: 0.8375
Epoch 265/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8385
Epoch 266/500
225/225 [==============================] - 0s 980us/step - loss: 0.3988 - accuracy: 0.8386
Epoch 267/500
225/225 [==============================] - 0s 889us/step - loss: 0.3988 - accuracy: 0.8375
Epoch 268/500
225/225 [==============================] - 0s 869us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 269/500
225/225 [==============================] - 0s 873us/step - loss: 0.3987 - accuracy: 0.8382
Epoch 270/500
225/225 [==============================] - 0s 885us/step - loss: 0.3986 - accuracy: 0.8389
Epoch 271/500
225/225 [==============================] - 0s 883us/step - loss: 0.3985 - accuracy: 0.8371
Epoch 272/500
225/225 [==============================] - 0s 937us/step - loss: 0.3988 - accuracy: 0.8382
Epoch 273/500
225/225 [==============================] - 0s 936us/step - loss: 0.3989 - accuracy: 0.8396
Epoch 274/500
225/225 [==============================] - 0s 893us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 275/500
225/225 [==============================] - 0s 975us/step - loss: 0.3983 - accuracy: 0.8374
Epoch 276/500
225/225 [==============================] - 0s 987us/step - loss: 0.3985 - accuracy: 0.8397
Epoch 277/500
225/225 [==============================] - 0s 897us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 278/500
225/225 [==============================] - 0s 902us/step - loss: 0.3986 - accuracy: 0.8369
Epoch 279/500
225/225 [==============================] - 0s 900us/step - loss: 0.3984 - accuracy: 0.8381
Epoch 280/500
225/225 [==============================] - 0s 928us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 281/500
225/225 [==============================] - 0s 932us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 282/500
225/225 [==============================] - 0s 940us/step - loss: 0.3988 - accuracy: 0.8382
Epoch 283/500
225/225 [==============================] - 0s 922us/step - loss: 0.3983 - accuracy: 0.8386
Epoch 284/500
225/225 [==============================] - 0s 867us/step - loss: 0.3984 - accuracy: 0.8388
Epoch 285/500
225/225 [==============================] - 0s 938us/step - loss: 0.3984 - accuracy: 0.8372
Epoch 286/500
225/225 [==============================] - 0s 965us/step - loss: 0.3983 - accuracy: 0.8394
Epoch 287/500
225/225 [==============================] - 0s 899us/step - loss: 0.3981 - accuracy: 0.8385
Epoch 288/500
225/225 [==============================] - 0s 920us/step - loss: 0.3983 - accuracy: 0.8399
Epoch 289/500
225/225 [==============================] - 0s 883us/step - loss: 0.3982 - accuracy: 0.8388
Epoch 290/500
225/225 [==============================] - 0s 893us/step - loss: 0.3981 - accuracy: 0.8390
Epoch 291/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8382
Epoch 292/500
225/225 [==============================] - 0s 961us/step - loss: 0.3980 - accuracy: 0.8394
Epoch 293/500
225/225 [==============================] - 0s 890us/step - loss: 0.3982 - accuracy: 0.8385
Epoch 294/500
225/225 [==============================] - 0s 933us/step - loss: 0.3981 - accuracy: 0.8390
Epoch 295/500
225/225 [==============================] - 0s 950us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 296/500
225/225 [==============================] - 0s 942us/step - loss: 0.3980 - accuracy: 0.8392
Epoch 297/500
225/225 [==============================] - 0s 916us/step - loss: 0.3979 - accuracy: 0.8382
Epoch 298/500
225/225 [==============================] - 0s 921us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 299/500
225/225 [==============================] - 0s 922us/step - loss: 0.3978 - accuracy: 0.8396
Epoch 300/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8390
Epoch 301/500
225/225 [==============================] - 0s 875us/step - loss: 0.3981 - accuracy: 0.8381
Epoch 302/500
225/225 [==============================] - 0s 887us/step - loss: 0.3983 - accuracy: 0.8382
Epoch 303/500
225/225 [==============================] - 0s 945us/step - loss: 0.3980 - accuracy: 0.8394
Epoch 304/500
225/225 [==============================] - 0s 989us/step - loss: 0.3980 - accuracy: 0.8386
Epoch 305/500
225/225 [==============================] - 0s 984us/step - loss: 0.3976 - accuracy: 0.8396
Epoch 306/500
225/225 [==============================] - 0s 918us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 307/500
225/225 [==============================] - 0s 870us/step - loss: 0.3977 - accuracy: 0.8388
Epoch 308/500
225/225 [==============================] - 0s 881us/step - loss: 0.3979 - accuracy: 0.8392
Epoch 309/500
225/225 [==============================] - 0s 964us/step - loss: 0.3974 - accuracy: 0.8386
Epoch 310/500
225/225 [==============================] - 0s 919us/step - loss: 0.3977 - accuracy: 0.8388
Epoch 311/500
225/225 [==============================] - 0s 887us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 312/500
225/225 [==============================] - 0s 853us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 313/500
225/225 [==============================] - 0s 872us/step - loss: 0.3975 - accuracy: 0.8388
Epoch 314/500
225/225 [==============================] - 0s 854us/step - loss: 0.3976 - accuracy: 0.8385
Epoch 315/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8381
Epoch 316/500
225/225 [==============================] - 0s 963us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 317/500
225/225 [==============================] - 0s 901us/step - loss: 0.3975 - accuracy: 0.8392
Epoch 318/500
225/225 [==============================] - 0s 886us/step - loss: 0.3974 - accuracy: 0.8400
Epoch 319/500
225/225 [==============================] - 0s 919us/step - loss: 0.3971 - accuracy: 0.8386
Epoch 320/500
225/225 [==============================] - 0s 908us/step - loss: 0.3979 - accuracy: 0.8393
Epoch 321/500
225/225 [==============================] - 0s 862us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 322/500
225/225 [==============================] - 0s 858us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 323/500
225/225 [==============================] - 0s 871us/step - loss: 0.3975 - accuracy: 0.8390
Epoch 324/500
225/225 [==============================] - 0s 924us/step - loss: 0.3974 - accuracy: 0.8401
Epoch 325/500
225/225 [==============================] - 0s 891us/step - loss: 0.3972 - accuracy: 0.8392
Epoch 326/500
225/225 [==============================] - 0s 864us/step - loss: 0.3974 - accuracy: 0.8397
Epoch 327/500
225/225 [==============================] - 0s 861us/step - loss: 0.3974 - accuracy: 0.8381
Epoch 328/500
225/225 [==============================] - 0s 870us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 329/500
225/225 [==============================] - 0s 927us/step - loss: 0.3971 - accuracy: 0.8385
Epoch 330/500
225/225 [==============================] - 0s 881us/step - loss: 0.3971 - accuracy: 0.8383
Epoch 331/500
225/225 [==============================] - 0s 952us/step - loss: 0.3971 - accuracy: 0.8383
Epoch 332/500
225/225 [==============================] - 0s 930us/step - loss: 0.3970 - accuracy: 0.8403
Epoch 333/500
225/225 [==============================] - 0s 870us/step - loss: 0.3968 - accuracy: 0.8399
Epoch 334/500
225/225 [==============================] - 0s 923us/step - loss: 0.3970 - accuracy: 0.8389
Epoch 335/500
225/225 [==============================] - 0s 910us/step - loss: 0.3969 - accuracy: 0.8401
Epoch 336/500
225/225 [==============================] - 0s 915us/step - loss: 0.3967 - accuracy: 0.8379
Epoch 337/500
225/225 [==============================] - 0s 904us/step - loss: 0.3968 - accuracy: 0.8386
Epoch 338/500
225/225 [==============================] - 0s 875us/step - loss: 0.3969 - accuracy: 0.8388
Epoch 339/500
225/225 [==============================] - 0s 921us/step - loss: 0.3969 - accuracy: 0.8388
Epoch 340/500
225/225 [==============================] - 0s 924us/step - loss: 0.3966 - accuracy: 0.8403
Epoch 341/500
225/225 [==============================] - 0s 881us/step - loss: 0.3969 - accuracy: 0.8386
Epoch 342/500
225/225 [==============================] - 0s 931us/step - loss: 0.3964 - accuracy: 0.8382
Epoch 343/500
225/225 [==============================] - 0s 889us/step - loss: 0.3965 - accuracy: 0.8394
Epoch 344/500
225/225 [==============================] - 0s 917us/step - loss: 0.3969 - accuracy: 0.8397
Epoch 345/500
225/225 [==============================] - 0s 863us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 346/500
225/225 [==============================] - 0s 852us/step - loss: 0.3969 - accuracy: 0.8392
Epoch 347/500
225/225 [==============================] - 0s 932us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 348/500
225/225 [==============================] - 0s 937us/step - loss: 0.3966 - accuracy: 0.8390
Epoch 349/500
225/225 [==============================] - 0s 908us/step - loss: 0.3966 - accuracy: 0.8390
Epoch 350/500
225/225 [==============================] - 0s 918us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 351/500
225/225 [==============================] - 0s 892us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 352/500
225/225 [==============================] - 0s 861us/step - loss: 0.3966 - accuracy: 0.8383
Epoch 353/500
225/225 [==============================] - 0s 980us/step - loss: 0.3967 - accuracy: 0.8396
Epoch 354/500
225/225 [==============================] - 0s 942us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 355/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8393
Epoch 356/500
225/225 [==============================] - 0s 913us/step - loss: 0.3965 - accuracy: 0.8392
Epoch 357/500
225/225 [==============================] - 0s 921us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 358/500
225/225 [==============================] - 0s 961us/step - loss: 0.3965 - accuracy: 0.8394
Epoch 359/500
225/225 [==============================] - 0s 903us/step - loss: 0.3963 - accuracy: 0.8388
Epoch 360/500
225/225 [==============================] - 0s 874us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 361/500
225/225 [==============================] - 0s 875us/step - loss: 0.3964 - accuracy: 0.8392
Epoch 362/500
225/225 [==============================] - 0s 871us/step - loss: 0.3968 - accuracy: 0.8386
Epoch 363/500
225/225 [==============================] - 0s 950us/step - loss: 0.3965 - accuracy: 0.8396
Epoch 364/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8374
Epoch 365/500
225/225 [==============================] - 0s 900us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 366/500
225/225 [==============================] - 0s 870us/step - loss: 0.3968 - accuracy: 0.8379
Epoch 367/500
225/225 [==============================] - 0s 911us/step - loss: 0.3967 - accuracy: 0.8388
Epoch 368/500
225/225 [==============================] - 0s 917us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 369/500
225/225 [==============================] - 0s 951us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 370/500
225/225 [==============================] - 0s 927us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 371/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8383
Epoch 372/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8383
Epoch 373/500
225/225 [==============================] - 0s 991us/step - loss: 0.3968 - accuracy: 0.8390
Epoch 374/500
225/225 [==============================] - 0s 968us/step - loss: 0.3965 - accuracy: 0.8401
Epoch 375/500
225/225 [==============================] - 0s 894us/step - loss: 0.3967 - accuracy: 0.8388
Epoch 376/500
225/225 [==============================] - 0s 901us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 377/500
225/225 [==============================] - 0s 964us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 378/500
225/225 [==============================] - 0s 944us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 379/500
225/225 [==============================] - 0s 926us/step - loss: 0.3965 - accuracy: 0.8394
Epoch 380/500
225/225 [==============================] - 0s 954us/step - loss: 0.3963 - accuracy: 0.8389
Epoch 381/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8388
Epoch 382/500
225/225 [==============================] - 0s 934us/step - loss: 0.3966 - accuracy: 0.8386
Epoch 383/500
225/225 [==============================] - 0s 950us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 384/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8388
Epoch 385/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8382
Epoch 386/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8399
Epoch 387/500
225/225 [==============================] - 0s 938us/step - loss: 0.3962 - accuracy: 0.8388
Epoch 388/500
225/225 [==============================] - 0s 921us/step - loss: 0.3964 - accuracy: 0.8378
Epoch 389/500
225/225 [==============================] - 0s 977us/step - loss: 0.3966 - accuracy: 0.8386
Epoch 390/500
225/225 [==============================] - 0s 933us/step - loss: 0.3967 - accuracy: 0.8369
Epoch 391/500
225/225 [==============================] - 0s 864us/step - loss: 0.3964 - accuracy: 0.8388
Epoch 392/500
225/225 [==============================] - 0s 914us/step - loss: 0.3965 - accuracy: 0.8392
Epoch 393/500
225/225 [==============================] - 0s 914us/step - loss: 0.3965 - accuracy: 0.8383
Epoch 394/500
225/225 [==============================] - 0s 893us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 395/500
225/225 [==============================] - 0s 927us/step - loss: 0.3964 - accuracy: 0.8397
Epoch 396/500
225/225 [==============================] - 0s 931us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 397/500
225/225 [==============================] - 0s 893us/step - loss: 0.3964 - accuracy: 0.8381
Epoch 398/500
225/225 [==============================] - 0s 873us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 399/500
225/225 [==============================] - 0s 997us/step - loss: 0.3965 - accuracy: 0.8393
Epoch 400/500
225/225 [==============================] - 0s 960us/step - loss: 0.3967 - accuracy: 0.8372
Epoch 401/500
225/225 [==============================] - 0s 898us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 402/500
225/225 [==============================] - 0s 866us/step - loss: 0.3964 - accuracy: 0.8392
Epoch 403/500
225/225 [==============================] - 0s 856us/step - loss: 0.3965 - accuracy: 0.8383
Epoch 404/500
225/225 [==============================] - 0s 908us/step - loss: 0.3963 - accuracy: 0.8394
Epoch 405/500
225/225 [==============================] - 0s 927us/step - loss: 0.3964 - accuracy: 0.8381
Epoch 406/500
225/225 [==============================] - 0s 890us/step - loss: 0.3963 - accuracy: 0.8396
Epoch 407/500
225/225 [==============================] - 0s 877us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 408/500
225/225 [==============================] - 0s 858us/step - loss: 0.3963 - accuracy: 0.8385
Epoch 409/500
225/225 [==============================] - 0s 890us/step - loss: 0.3964 - accuracy: 0.8393
Epoch 410/500
225/225 [==============================] - 0s 930us/step - loss: 0.3965 - accuracy: 0.8396
Epoch 411/500
225/225 [==============================] - 0s 947us/step - loss: 0.3962 - accuracy: 0.8386
Epoch 412/500
225/225 [==============================] - 0s 930us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 413/500
225/225 [==============================] - 0s 911us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 414/500
225/225 [==============================] - 0s 966us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 415/500
225/225 [==============================] - 0s 910us/step - loss: 0.3963 - accuracy: 0.8400
Epoch 416/500
225/225 [==============================] - 0s 950us/step - loss: 0.3962 - accuracy: 0.8378
Epoch 417/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8406
Epoch 418/500
225/225 [==============================] - 0s 973us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 419/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8379
Epoch 420/500
225/225 [==============================] - 0s 936us/step - loss: 0.3962 - accuracy: 0.8388
Epoch 421/500
225/225 [==============================] - 0s 947us/step - loss: 0.3964 - accuracy: 0.8392
Epoch 422/500
225/225 [==============================] - 0s 963us/step - loss: 0.3962 - accuracy: 0.8386
Epoch 423/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8389
Epoch 424/500
225/225 [==============================] - 0s 870us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 425/500
225/225 [==============================] - 0s 911us/step - loss: 0.3962 - accuracy: 0.8382
Epoch 426/500
225/225 [==============================] - 0s 915us/step - loss: 0.3959 - accuracy: 0.8396
Epoch 427/500
225/225 [==============================] - 0s 875us/step - loss: 0.3963 - accuracy: 0.8394
Epoch 428/500
225/225 [==============================] - 0s 976us/step - loss: 0.3963 - accuracy: 0.8388
Epoch 429/500
225/225 [==============================] - 0s 933us/step - loss: 0.3961 - accuracy: 0.8383
Epoch 430/500
225/225 [==============================] - 0s 872us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 431/500
225/225 [==============================] - 0s 891us/step - loss: 0.3962 - accuracy: 0.8393
Epoch 432/500
225/225 [==============================] - 0s 936us/step - loss: 0.3959 - accuracy: 0.8392
Epoch 433/500
225/225 [==============================] - 0s 999us/step - loss: 0.3962 - accuracy: 0.8388
Epoch 434/500
225/225 [==============================] - 0s 917us/step - loss: 0.3962 - accuracy: 0.8392
Epoch 435/500
225/225 [==============================] - 0s 875us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 436/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3966 - accuracy: 0.8374
Epoch 437/500
225/225 [==============================] - 0s 943us/step - loss: 0.3966 - accuracy: 0.8383
Epoch 438/500
225/225 [==============================] - 0s 932us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 439/500
225/225 [==============================] - 0s 916us/step - loss: 0.3964 - accuracy: 0.8393
Epoch 440/500
225/225 [==============================] - 0s 890us/step - loss: 0.3960 - accuracy: 0.8383
Epoch 441/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8394
Epoch 442/500
225/225 [==============================] - 0s 957us/step - loss: 0.3963 - accuracy: 0.8392
Epoch 443/500
225/225 [==============================] - 0s 911us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 444/500
225/225 [==============================] - 0s 887us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 445/500
225/225 [==============================] - 0s 893us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 446/500
225/225 [==============================] - 0s 966us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 447/500
225/225 [==============================] - 0s 982us/step - loss: 0.3963 - accuracy: 0.8396
Epoch 448/500
225/225 [==============================] - 0s 957us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 449/500
225/225 [==============================] - 0s 926us/step - loss: 0.3962 - accuracy: 0.8383
Epoch 450/500
225/225 [==============================] - 0s 943us/step - loss: 0.3961 - accuracy: 0.8386
Epoch 451/500
225/225 [==============================] - 0s 913us/step - loss: 0.3964 - accuracy: 0.8378
Epoch 452/500
225/225 [==============================] - 0s 889us/step - loss: 0.3959 - accuracy: 0.8392
Epoch 453/500
225/225 [==============================] - 0s 884us/step - loss: 0.3959 - accuracy: 0.8400
Epoch 454/500
225/225 [==============================] - 0s 906us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 455/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8390
Epoch 456/500
225/225 [==============================] - 0s 912us/step - loss: 0.3961 - accuracy: 0.8393
Epoch 457/500
225/225 [==============================] - 0s 917us/step - loss: 0.3963 - accuracy: 0.8379
Epoch 458/500
225/225 [==============================] - 0s 932us/step - loss: 0.3964 - accuracy: 0.8396
Epoch 459/500
225/225 [==============================] - 0s 889us/step - loss: 0.3960 - accuracy: 0.8378
Epoch 460/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8381
Epoch 461/500
225/225 [==============================] - 0s 900us/step - loss: 0.3962 - accuracy: 0.8401
Epoch 462/500
225/225 [==============================] - 0s 868us/step - loss: 0.3960 - accuracy: 0.8400
Epoch 463/500
225/225 [==============================] - 0s 887us/step - loss: 0.3963 - accuracy: 0.8386
Epoch 464/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8378
Epoch 465/500
225/225 [==============================] - 0s 927us/step - loss: 0.3961 - accuracy: 0.8393
Epoch 466/500
225/225 [==============================] - 0s 917us/step - loss: 0.3961 - accuracy: 0.8390
Epoch 467/500
225/225 [==============================] - 0s 939us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 468/500
225/225 [==============================] - 0s 915us/step - loss: 0.3962 - accuracy: 0.8392
Epoch 469/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8381
Epoch 470/500
225/225 [==============================] - 0s 935us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 471/500
225/225 [==============================] - 0s 918us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 472/500
225/225 [==============================] - 0s 891us/step - loss: 0.3963 - accuracy: 0.8393
Epoch 473/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8382
Epoch 474/500
225/225 [==============================] - 0s 923us/step - loss: 0.3961 - accuracy: 0.8385
Epoch 475/500
225/225 [==============================] - 0s 925us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 476/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8383
Epoch 477/500
225/225 [==============================] - 0s 961us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 478/500
225/225 [==============================] - 0s 922us/step - loss: 0.3961 - accuracy: 0.8393
Epoch 479/500
225/225 [==============================] - 0s 852us/step - loss: 0.3959 - accuracy: 0.8389
Epoch 480/500
225/225 [==============================] - 0s 863us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 481/500
225/225 [==============================] - 0s 931us/step - loss: 0.3963 - accuracy: 0.8383
Epoch 482/500
225/225 [==============================] - 0s 933us/step - loss: 0.3960 - accuracy: 0.8378
Epoch 483/500
225/225 [==============================] - 0s 906us/step - loss: 0.3962 - accuracy: 0.8375
Epoch 484/500
225/225 [==============================] - 0s 919us/step - loss: 0.3959 - accuracy: 0.8383
Epoch 485/500
225/225 [==============================] - 0s 885us/step - loss: 0.3959 - accuracy: 0.8379
Epoch 486/500
225/225 [==============================] - 0s 970us/step - loss: 0.3959 - accuracy: 0.83860s - loss: 0.3847 - accuracy
Epoch 487/500
225/225 [==============================] - 0s 991us/step - loss: 0.3958 - accuracy: 0.8389
Epoch 488/500
225/225 [==============================] - 0s 949us/step - loss: 0.3960 - accuracy: 0.8393
Epoch 489/500
225/225 [==============================] - 0s 916us/step - loss: 0.3957 - accuracy: 0.8392
Epoch 490/500
225/225 [==============================] - 0s 920us/step - loss: 0.3959 - accuracy: 0.8397
Epoch 491/500
225/225 [==============================] - 0s 921us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 492/500
225/225 [==============================] - 0s 993us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 493/500
225/225 [==============================] - 0s 904us/step - loss: 0.3956 - accuracy: 0.8378
Epoch 494/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8374
Epoch 495/500
225/225 [==============================] - 0s 914us/step - loss: 0.3962 - accuracy: 0.8394
Epoch 496/500
225/225 [==============================] - 0s 929us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 497/500
225/225 [==============================] - 0s 886us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 498/500
225/225 [==============================] - 0s 909us/step - loss: 0.3962 - accuracy: 0.8383
Epoch 499/500
225/225 [==============================] - 0s 826us/step - loss: 0.3965 - accuracy: 0.8374
Epoch 500/500
225/225 [==============================] - 0s 909us/step - loss: 0.3959 - accuracy: 0.8378
Epoch 1/500
225/225 [==============================] - 0s 1ms/step - loss: 0.6030 - accuracy: 0.7981
Epoch 2/500
225/225 [==============================] - 0s 934us/step - loss: 0.4427 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 931us/step - loss: 0.4336 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4307 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 985us/step - loss: 0.4292 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 872us/step - loss: 0.4281 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 887us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 853us/step - loss: 0.4266 - accuracy: 0.7986
Epoch 9/500
225/225 [==============================] - 0s 871us/step - loss: 0.4248 - accuracy: 0.8026
Epoch 10/500
225/225 [==============================] - 0s 880us/step - loss: 0.4235 - accuracy: 0.8182
Epoch 11/500
225/225 [==============================] - 0s 880us/step - loss: 0.4208 - accuracy: 0.8218
Epoch 12/500
225/225 [==============================] - 0s 885us/step - loss: 0.4181 - accuracy: 0.8272
Epoch 13/500
225/225 [==============================] - 0s 981us/step - loss: 0.4146 - accuracy: 0.8317
Epoch 14/500
225/225 [==============================] - 0s 958us/step - loss: 0.4116 - accuracy: 0.8344
Epoch 15/500
225/225 [==============================] - 0s 901us/step - loss: 0.4089 - accuracy: 0.8363
Epoch 16/500
225/225 [==============================] - 0s 872us/step - loss: 0.4063 - accuracy: 0.8372
Epoch 17/500
225/225 [==============================] - 0s 912us/step - loss: 0.4045 - accuracy: 0.8368
Epoch 18/500
225/225 [==============================] - 0s 931us/step - loss: 0.4030 - accuracy: 0.8360
Epoch 19/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8369
Epoch 20/500
225/225 [==============================] - 0s 955us/step - loss: 0.3999 - accuracy: 0.8378
Epoch 21/500
225/225 [==============================] - 0s 932us/step - loss: 0.3992 - accuracy: 0.8381
Epoch 22/500
225/225 [==============================] - 0s 988us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 23/500
225/225 [==============================] - 0s 934us/step - loss: 0.3975 - accuracy: 0.8378
Epoch 24/500
225/225 [==============================] - 0s 939us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 25/500
225/225 [==============================] - 0s 931us/step - loss: 0.3961 - accuracy: 0.8386
Epoch 26/500
225/225 [==============================] - 0s 926us/step - loss: 0.3957 - accuracy: 0.8372
Epoch 27/500
225/225 [==============================] - 0s 944us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 28/500
225/225 [==============================] - 0s 929us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 29/500
225/225 [==============================] - 0s 926us/step - loss: 0.3942 - accuracy: 0.8379
Epoch 30/500
225/225 [==============================] - 0s 922us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 31/500
225/225 [==============================] - 0s 910us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 32/500
225/225 [==============================] - 0s 943us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 33/500
225/225 [==============================] - 0s 940us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 34/500
225/225 [==============================] - 0s 934us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 35/500
225/225 [==============================] - 0s 883us/step - loss: 0.3928 - accuracy: 0.8385
Epoch 36/500
225/225 [==============================] - 0s 931us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 37/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8388
Epoch 38/500
225/225 [==============================] - 0s 941us/step - loss: 0.3924 - accuracy: 0.8392
Epoch 39/500
225/225 [==============================] - 0s 939us/step - loss: 0.3923 - accuracy: 0.8393
Epoch 40/500
225/225 [==============================] - 0s 950us/step - loss: 0.3920 - accuracy: 0.8386
Epoch 41/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8393
Epoch 42/500
225/225 [==============================] - 0s 930us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 43/500
225/225 [==============================] - 0s 909us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 44/500
225/225 [==============================] - 0s 938us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 45/500
225/225 [==============================] - 0s 974us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 46/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8389
Epoch 47/500
225/225 [==============================] - 0s 941us/step - loss: 0.3912 - accuracy: 0.8399
Epoch 48/500
225/225 [==============================] - 0s 941us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 49/500
225/225 [==============================] - 0s 896us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 50/500
225/225 [==============================] - 0s 935us/step - loss: 0.3912 - accuracy: 0.8378
Epoch 51/500
225/225 [==============================] - 0s 945us/step - loss: 0.3910 - accuracy: 0.8390
Epoch 52/500
225/225 [==============================] - 0s 995us/step - loss: 0.3906 - accuracy: 0.8389
Epoch 53/500
225/225 [==============================] - 0s 898us/step - loss: 0.3905 - accuracy: 0.8403
Epoch 54/500
225/225 [==============================] - 0s 897us/step - loss: 0.3904 - accuracy: 0.8410
Epoch 55/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8393
Epoch 56/500
225/225 [==============================] - 0s 950us/step - loss: 0.3900 - accuracy: 0.8407
Epoch 57/500
225/225 [==============================] - 0s 917us/step - loss: 0.3898 - accuracy: 0.8403
Epoch 58/500
225/225 [==============================] - 0s 930us/step - loss: 0.3899 - accuracy: 0.8406
Epoch 59/500
225/225 [==============================] - 0s 914us/step - loss: 0.3899 - accuracy: 0.8406
Epoch 60/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3896 - accuracy: 0.8406
Epoch 61/500
225/225 [==============================] - 0s 880us/step - loss: 0.3899 - accuracy: 0.8413
Epoch 62/500
225/225 [==============================] - 0s 960us/step - loss: 0.3898 - accuracy: 0.8396
Epoch 63/500
225/225 [==============================] - 0s 928us/step - loss: 0.3894 - accuracy: 0.8388
Epoch 64/500
225/225 [==============================] - 0s 864us/step - loss: 0.3896 - accuracy: 0.8394
Epoch 65/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3898 - accuracy: 0.8406
Epoch 66/500
225/225 [==============================] - 0s 927us/step - loss: 0.3893 - accuracy: 0.8393
Epoch 67/500
225/225 [==============================] - 0s 876us/step - loss: 0.3894 - accuracy: 0.8401
Epoch 68/500
225/225 [==============================] - 0s 931us/step - loss: 0.3892 - accuracy: 0.8401
Epoch 69/500
225/225 [==============================] - 0s 960us/step - loss: 0.3892 - accuracy: 0.8393
Epoch 70/500
225/225 [==============================] - 0s 909us/step - loss: 0.3894 - accuracy: 0.8400
Epoch 71/500
225/225 [==============================] - 0s 943us/step - loss: 0.3894 - accuracy: 0.8400
Epoch 72/500
225/225 [==============================] - 0s 929us/step - loss: 0.3890 - accuracy: 0.8382
Epoch 73/500
225/225 [==============================] - 0s 921us/step - loss: 0.3893 - accuracy: 0.8394
Epoch 74/500
225/225 [==============================] - 0s 967us/step - loss: 0.3891 - accuracy: 0.8408
Epoch 75/500
225/225 [==============================] - 0s 923us/step - loss: 0.3890 - accuracy: 0.8394
Epoch 76/500
225/225 [==============================] - 0s 923us/step - loss: 0.3891 - accuracy: 0.8397
Epoch 77/500
225/225 [==============================] - 0s 910us/step - loss: 0.3893 - accuracy: 0.8404
Epoch 78/500
225/225 [==============================] - 0s 889us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 79/500
225/225 [==============================] - 0s 962us/step - loss: 0.3890 - accuracy: 0.8403
Epoch 80/500
225/225 [==============================] - 0s 935us/step - loss: 0.3895 - accuracy: 0.8385
Epoch 81/500
225/225 [==============================] - 0s 881us/step - loss: 0.3893 - accuracy: 0.8399
Epoch 82/500
225/225 [==============================] - 0s 955us/step - loss: 0.3892 - accuracy: 0.8396
Epoch 83/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3889 - accuracy: 0.8408
Epoch 84/500
225/225 [==============================] - 0s 878us/step - loss: 0.3891 - accuracy: 0.8404
Epoch 85/500
225/225 [==============================] - 0s 938us/step - loss: 0.3890 - accuracy: 0.8392
Epoch 86/500
225/225 [==============================] - 0s 881us/step - loss: 0.3891 - accuracy: 0.8393
Epoch 87/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8407
Epoch 88/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8413
Epoch 89/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8404
Epoch 90/500
225/225 [==============================] - 0s 975us/step - loss: 0.3889 - accuracy: 0.8386
Epoch 91/500
225/225 [==============================] - 0s 966us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 92/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8397
Epoch 93/500
225/225 [==============================] - 0s 952us/step - loss: 0.3887 - accuracy: 0.8403
Epoch 94/500
225/225 [==============================] - 0s 935us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 95/500
225/225 [==============================] - 0s 882us/step - loss: 0.3887 - accuracy: 0.8400
Epoch 96/500
225/225 [==============================] - 0s 966us/step - loss: 0.3887 - accuracy: 0.8411
Epoch 97/500
225/225 [==============================] - 0s 992us/step - loss: 0.3886 - accuracy: 0.8414
Epoch 98/500
225/225 [==============================] - 0s 977us/step - loss: 0.3886 - accuracy: 0.8401
Epoch 99/500
225/225 [==============================] - 0s 963us/step - loss: 0.3884 - accuracy: 0.8411
Epoch 100/500
225/225 [==============================] - 0s 953us/step - loss: 0.3888 - accuracy: 0.8406
Epoch 101/500
225/225 [==============================] - 0s 972us/step - loss: 0.3888 - accuracy: 0.8397
Epoch 102/500
225/225 [==============================] - 0s 936us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 103/500
225/225 [==============================] - 0s 905us/step - loss: 0.3885 - accuracy: 0.8407
Epoch 104/500
225/225 [==============================] - 0s 901us/step - loss: 0.3885 - accuracy: 0.8406
Epoch 105/500
225/225 [==============================] - 0s 926us/step - loss: 0.3886 - accuracy: 0.8421
Epoch 106/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3887 - accuracy: 0.8389
Epoch 107/500
225/225 [==============================] - 1s 2ms/step - loss: 0.3884 - accuracy: 0.8404
Epoch 108/500
225/225 [==============================] - 0s 938us/step - loss: 0.3886 - accuracy: 0.8393
Epoch 109/500
225/225 [==============================] - 0s 793us/step - loss: 0.3885 - accuracy: 0.8404
Epoch 110/500
225/225 [==============================] - 0s 974us/step - loss: 0.3884 - accuracy: 0.8397
Epoch 111/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3885 - accuracy: 0.8404: 0s - loss: 0.3909 - accuracy: 0.83
Epoch 112/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8410
Epoch 113/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8417
Epoch 114/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8404
Epoch 115/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3886 - accuracy: 0.8404
Epoch 116/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8425
Epoch 117/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3886 - accuracy: 0.8418
Epoch 118/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3885 - accuracy: 0.8406
Epoch 119/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8410
Epoch 120/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8414
Epoch 121/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8401
Epoch 122/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3885 - accuracy: 0.8408
Epoch 123/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8400
Epoch 124/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3886 - accuracy: 0.8397
Epoch 125/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8410
Epoch 126/500
225/225 [==============================] - 0s 974us/step - loss: 0.3884 - accuracy: 0.8404
Epoch 127/500
225/225 [==============================] - 0s 957us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 128/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8410
Epoch 129/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8410
Epoch 130/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8403
Epoch 131/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8394
Epoch 132/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8407
Epoch 133/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8400
Epoch 134/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8410
Epoch 135/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8401
Epoch 136/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8403
Epoch 137/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8407
Epoch 138/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8415
Epoch 139/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8408
Epoch 140/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8406
Epoch 141/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8407
Epoch 142/500
225/225 [==============================] - 0s 928us/step - loss: 0.3883 - accuracy: 0.8414
Epoch 143/500
225/225 [==============================] - 0s 889us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 144/500
225/225 [==============================] - 0s 956us/step - loss: 0.3882 - accuracy: 0.8410
Epoch 145/500
225/225 [==============================] - 0s 931us/step - loss: 0.3883 - accuracy: 0.8401
Epoch 146/500
225/225 [==============================] - 0s 889us/step - loss: 0.3883 - accuracy: 0.8414
Epoch 147/500
225/225 [==============================] - 0s 892us/step - loss: 0.3885 - accuracy: 0.8410
Epoch 148/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8422
Epoch 149/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8415
Epoch 150/500
225/225 [==============================] - 0s 924us/step - loss: 0.3883 - accuracy: 0.8406
Epoch 151/500
225/225 [==============================] - 0s 967us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 152/500
225/225 [==============================] - 0s 920us/step - loss: 0.3882 - accuracy: 0.8413
Epoch 153/500
225/225 [==============================] - 0s 887us/step - loss: 0.3881 - accuracy: 0.8418
Epoch 154/500
225/225 [==============================] - 0s 875us/step - loss: 0.3882 - accuracy: 0.8408
Epoch 155/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8407
Epoch 156/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8410
Epoch 157/500
225/225 [==============================] - 0s 947us/step - loss: 0.3880 - accuracy: 0.8414
Epoch 158/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8399
Epoch 159/500
225/225 [==============================] - 0s 915us/step - loss: 0.3881 - accuracy: 0.8414
Epoch 160/500
225/225 [==============================] - 0s 951us/step - loss: 0.3881 - accuracy: 0.8406
Epoch 161/500
225/225 [==============================] - 0s 928us/step - loss: 0.3883 - accuracy: 0.8410
Epoch 162/500
225/225 [==============================] - 0s 958us/step - loss: 0.3879 - accuracy: 0.8424
Epoch 163/500
225/225 [==============================] - 0s 943us/step - loss: 0.3882 - accuracy: 0.8406
Epoch 164/500
225/225 [==============================] - 0s 920us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 165/500
225/225 [==============================] - 0s 971us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 166/500
225/225 [==============================] - 0s 926us/step - loss: 0.3882 - accuracy: 0.8399
Epoch 167/500
225/225 [==============================] - 0s 970us/step - loss: 0.3882 - accuracy: 0.8424
Epoch 168/500
225/225 [==============================] - 0s 907us/step - loss: 0.3882 - accuracy: 0.8406
Epoch 169/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8400
Epoch 170/500
225/225 [==============================] - 0s 906us/step - loss: 0.3884 - accuracy: 0.8408
Epoch 171/500
225/225 [==============================] - 0s 956us/step - loss: 0.3879 - accuracy: 0.8407
Epoch 172/500
225/225 [==============================] - 0s 919us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 173/500
225/225 [==============================] - 0s 956us/step - loss: 0.3878 - accuracy: 0.84100s - loss: 0.3913 - accuracy: 0.
Epoch 174/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8418
Epoch 175/500
225/225 [==============================] - 0s 931us/step - loss: 0.3882 - accuracy: 0.8403
Epoch 176/500
225/225 [==============================] - 0s 926us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 177/500
225/225 [==============================] - 0s 929us/step - loss: 0.3881 - accuracy: 0.8397
Epoch 178/500
225/225 [==============================] - 0s 855us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 179/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8401
Epoch 180/500
225/225 [==============================] - 0s 967us/step - loss: 0.3883 - accuracy: 0.8403
Epoch 181/500
225/225 [==============================] - 0s 982us/step - loss: 0.3881 - accuracy: 0.8401
Epoch 182/500
225/225 [==============================] - 0s 903us/step - loss: 0.3881 - accuracy: 0.8411
Epoch 183/500
225/225 [==============================] - 0s 950us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 184/500
225/225 [==============================] - 0s 972us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 185/500
225/225 [==============================] - 0s 996us/step - loss: 0.3879 - accuracy: 0.8408
Epoch 186/500
225/225 [==============================] - 0s 906us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 187/500
225/225 [==============================] - 0s 937us/step - loss: 0.3883 - accuracy: 0.8406
Epoch 188/500
225/225 [==============================] - 0s 945us/step - loss: 0.3882 - accuracy: 0.8393
Epoch 189/500
225/225 [==============================] - 0s 962us/step - loss: 0.3880 - accuracy: 0.8418
Epoch 190/500
225/225 [==============================] - 0s 926us/step - loss: 0.3880 - accuracy: 0.8415
Epoch 191/500
225/225 [==============================] - 0s 874us/step - loss: 0.3880 - accuracy: 0.8410
Epoch 192/500
225/225 [==============================] - 0s 915us/step - loss: 0.3884 - accuracy: 0.8408
Epoch 193/500
225/225 [==============================] - 0s 852us/step - loss: 0.3881 - accuracy: 0.8417
Epoch 194/500
225/225 [==============================] - 0s 972us/step - loss: 0.3880 - accuracy: 0.8396
Epoch 195/500
225/225 [==============================] - 0s 949us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 196/500
225/225 [==============================] - 0s 962us/step - loss: 0.3879 - accuracy: 0.8421
Epoch 197/500
225/225 [==============================] - 0s 947us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 198/500
225/225 [==============================] - 0s 952us/step - loss: 0.3882 - accuracy: 0.8410
Epoch 199/500
225/225 [==============================] - 0s 974us/step - loss: 0.3879 - accuracy: 0.8414
Epoch 200/500
225/225 [==============================] - 0s 905us/step - loss: 0.3881 - accuracy: 0.8425
Epoch 201/500
225/225 [==============================] - 0s 894us/step - loss: 0.3878 - accuracy: 0.8422
Epoch 202/500
225/225 [==============================] - 0s 947us/step - loss: 0.3880 - accuracy: 0.84070s - loss: 0.3839 - accuracy: 0.
Epoch 203/500
225/225 [==============================] - 0s 969us/step - loss: 0.3880 - accuracy: 0.8410
Epoch 204/500
225/225 [==============================] - 0s 927us/step - loss: 0.3881 - accuracy: 0.8411
Epoch 205/500
225/225 [==============================] - 0s 937us/step - loss: 0.3881 - accuracy: 0.8418
Epoch 206/500
225/225 [==============================] - 0s 892us/step - loss: 0.3880 - accuracy: 0.8407
Epoch 207/500
225/225 [==============================] - 0s 940us/step - loss: 0.3879 - accuracy: 0.8413
Epoch 208/500
225/225 [==============================] - 0s 928us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 209/500
225/225 [==============================] - 0s 945us/step - loss: 0.3882 - accuracy: 0.8418
Epoch 210/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8415
Epoch 211/500
225/225 [==============================] - 0s 900us/step - loss: 0.3877 - accuracy: 0.8426
Epoch 212/500
225/225 [==============================] - 0s 966us/step - loss: 0.3883 - accuracy: 0.8406
Epoch 213/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8418
Epoch 214/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8390
Epoch 215/500
225/225 [==============================] - 0s 972us/step - loss: 0.3876 - accuracy: 0.8422
Epoch 216/500
225/225 [==============================] - 0s 949us/step - loss: 0.3881 - accuracy: 0.8415
Epoch 217/500
225/225 [==============================] - 0s 975us/step - loss: 0.3879 - accuracy: 0.8414
Epoch 218/500
225/225 [==============================] - 0s 862us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 219/500
225/225 [==============================] - 0s 948us/step - loss: 0.3880 - accuracy: 0.8406
Epoch 220/500
225/225 [==============================] - 0s 932us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 221/500
225/225 [==============================] - 0s 998us/step - loss: 0.3880 - accuracy: 0.8413
Epoch 222/500
225/225 [==============================] - 0s 979us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 223/500
225/225 [==============================] - 0s 913us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 224/500
225/225 [==============================] - 0s 874us/step - loss: 0.3879 - accuracy: 0.8425
Epoch 225/500
225/225 [==============================] - 0s 943us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 226/500
225/225 [==============================] - 0s 989us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 227/500
225/225 [==============================] - 0s 974us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 228/500
225/225 [==============================] - 0s 932us/step - loss: 0.3878 - accuracy: 0.8415
Epoch 229/500
225/225 [==============================] - 0s 949us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 230/500
225/225 [==============================] - 0s 942us/step - loss: 0.3879 - accuracy: 0.8410
Epoch 231/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8411
Epoch 232/500
225/225 [==============================] - 0s 963us/step - loss: 0.3881 - accuracy: 0.8417
Epoch 233/500
225/225 [==============================] - 0s 936us/step - loss: 0.3877 - accuracy: 0.8417
Epoch 234/500
225/225 [==============================] - 0s 931us/step - loss: 0.3879 - accuracy: 0.8419
Epoch 235/500
225/225 [==============================] - 0s 951us/step - loss: 0.3878 - accuracy: 0.8418
Epoch 236/500
225/225 [==============================] - 0s 957us/step - loss: 0.3876 - accuracy: 0.8413
Epoch 237/500
225/225 [==============================] - 0s 984us/step - loss: 0.3878 - accuracy: 0.8428
Epoch 238/500
225/225 [==============================] - 0s 930us/step - loss: 0.3878 - accuracy: 0.8431
Epoch 239/500
225/225 [==============================] - 0s 985us/step - loss: 0.3874 - accuracy: 0.8418
Epoch 240/500
225/225 [==============================] - 0s 997us/step - loss: 0.3877 - accuracy: 0.8417
Epoch 241/500
225/225 [==============================] - 0s 950us/step - loss: 0.3878 - accuracy: 0.8404
Epoch 242/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8404
Epoch 243/500
225/225 [==============================] - 0s 915us/step - loss: 0.3879 - accuracy: 0.8413
Epoch 244/500
225/225 [==============================] - 0s 928us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 245/500
225/225 [==============================] - 0s 937us/step - loss: 0.3878 - accuracy: 0.8411
Epoch 246/500
225/225 [==============================] - 0s 947us/step - loss: 0.3880 - accuracy: 0.8415
Epoch 247/500
225/225 [==============================] - 0s 957us/step - loss: 0.3878 - accuracy: 0.8419
Epoch 248/500
225/225 [==============================] - 0s 915us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 249/500
225/225 [==============================] - 0s 954us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 250/500
225/225 [==============================] - 0s 892us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 251/500
225/225 [==============================] - 0s 909us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 252/500
225/225 [==============================] - 0s 898us/step - loss: 0.3878 - accuracy: 0.8410
Epoch 253/500
225/225 [==============================] - 0s 888us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 254/500
225/225 [==============================] - 0s 972us/step - loss: 0.3873 - accuracy: 0.8425
Epoch 255/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8413
Epoch 256/500
225/225 [==============================] - 0s 932us/step - loss: 0.3880 - accuracy: 0.8410
Epoch 257/500
225/225 [==============================] - 0s 870us/step - loss: 0.3878 - accuracy: 0.8417
Epoch 258/500
225/225 [==============================] - 0s 989us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 259/500
225/225 [==============================] - 0s 979us/step - loss: 0.3878 - accuracy: 0.8419
Epoch 260/500
225/225 [==============================] - 0s 958us/step - loss: 0.3881 - accuracy: 0.8417
Epoch 261/500
225/225 [==============================] - 0s 958us/step - loss: 0.3875 - accuracy: 0.8415
Epoch 262/500
225/225 [==============================] - 0s 951us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 263/500
225/225 [==============================] - 0s 941us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 264/500
225/225 [==============================] - 0s 938us/step - loss: 0.3875 - accuracy: 0.8417
Epoch 265/500
225/225 [==============================] - 0s 943us/step - loss: 0.3878 - accuracy: 0.8417
Epoch 266/500
225/225 [==============================] - 0s 951us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 267/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8413
Epoch 268/500
225/225 [==============================] - 0s 981us/step - loss: 0.3876 - accuracy: 0.8440
Epoch 269/500
225/225 [==============================] - 0s 952us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 270/500
225/225 [==============================] - 0s 962us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 271/500
225/225 [==============================] - 0s 977us/step - loss: 0.3877 - accuracy: 0.8406
Epoch 272/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8407
Epoch 273/500
225/225 [==============================] - 0s 963us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 274/500
225/225 [==============================] - 0s 939us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 275/500
225/225 [==============================] - 0s 952us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 276/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8408
Epoch 277/500
225/225 [==============================] - 0s 938us/step - loss: 0.3877 - accuracy: 0.8404
Epoch 278/500
225/225 [==============================] - 0s 932us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 279/500
225/225 [==============================] - 0s 935us/step - loss: 0.3877 - accuracy: 0.8411
Epoch 280/500
225/225 [==============================] - 0s 997us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 281/500
225/225 [==============================] - 0s 944us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 282/500
225/225 [==============================] - 0s 870us/step - loss: 0.3879 - accuracy: 0.8417
Epoch 283/500
225/225 [==============================] - 0s 943us/step - loss: 0.3879 - accuracy: 0.8410
Epoch 284/500
225/225 [==============================] - 0s 928us/step - loss: 0.3879 - accuracy: 0.8411
Epoch 285/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8411
Epoch 286/500
225/225 [==============================] - 0s 924us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 287/500
225/225 [==============================] - 0s 920us/step - loss: 0.3877 - accuracy: 0.8403
Epoch 288/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8421
Epoch 289/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8426
Epoch 290/500
225/225 [==============================] - 0s 913us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 291/500
225/225 [==============================] - 0s 876us/step - loss: 0.3877 - accuracy: 0.8401
Epoch 292/500
225/225 [==============================] - 0s 872us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 293/500
225/225 [==============================] - 0s 901us/step - loss: 0.3880 - accuracy: 0.8422
Epoch 294/500
225/225 [==============================] - 0s 923us/step - loss: 0.3878 - accuracy: 0.8406
Epoch 295/500
225/225 [==============================] - 0s 915us/step - loss: 0.3875 - accuracy: 0.8432
Epoch 296/500
225/225 [==============================] - 0s 891us/step - loss: 0.3879 - accuracy: 0.8411
Epoch 297/500
225/225 [==============================] - 0s 871us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 298/500
225/225 [==============================] - ETA: 0s - loss: 0.3863 - accuracy: 0.84 - 0s 881us/step - loss: 0.3875 - accuracy: 0.8428
Epoch 299/500
225/225 [==============================] - 0s 893us/step - loss: 0.3876 - accuracy: 0.8424
Epoch 300/500
225/225 [==============================] - 0s 915us/step - loss: 0.3879 - accuracy: 0.8414
Epoch 301/500
225/225 [==============================] - 0s 873us/step - loss: 0.3878 - accuracy: 0.8432
Epoch 302/500
225/225 [==============================] - 0s 955us/step - loss: 0.3874 - accuracy: 0.8431
Epoch 303/500
225/225 [==============================] - 0s 899us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 304/500
225/225 [==============================] - 0s 938us/step - loss: 0.3878 - accuracy: 0.8414
Epoch 305/500
225/225 [==============================] - 0s 911us/step - loss: 0.3876 - accuracy: 0.8425
Epoch 306/500
225/225 [==============================] - 0s 864us/step - loss: 0.3876 - accuracy: 0.8421
Epoch 307/500
225/225 [==============================] - 0s 880us/step - loss: 0.3874 - accuracy: 0.8417
Epoch 308/500
225/225 [==============================] - 0s 895us/step - loss: 0.3875 - accuracy: 0.8415
Epoch 309/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8418
Epoch 310/500
225/225 [==============================] - 0s 922us/step - loss: 0.3876 - accuracy: 0.8414
Epoch 311/500
225/225 [==============================] - 0s 893us/step - loss: 0.3873 - accuracy: 0.8433
Epoch 312/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8418
Epoch 313/500
225/225 [==============================] - 0s 944us/step - loss: 0.3877 - accuracy: 0.8404
Epoch 314/500
225/225 [==============================] - 0s 904us/step - loss: 0.3875 - accuracy: 0.8419
Epoch 315/500
225/225 [==============================] - 0s 892us/step - loss: 0.3873 - accuracy: 0.8424
Epoch 316/500
225/225 [==============================] - 0s 865us/step - loss: 0.3878 - accuracy: 0.8406
Epoch 317/500
225/225 [==============================] - 0s 886us/step - loss: 0.3878 - accuracy: 0.8407
Epoch 318/500
225/225 [==============================] - 0s 905us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 319/500
225/225 [==============================] - 0s 933us/step - loss: 0.3875 - accuracy: 0.8419
Epoch 320/500
225/225 [==============================] - 0s 925us/step - loss: 0.3875 - accuracy: 0.8425
Epoch 321/500
225/225 [==============================] - 0s 878us/step - loss: 0.3875 - accuracy: 0.8428
Epoch 322/500
225/225 [==============================] - 0s 917us/step - loss: 0.3876 - accuracy: 0.8421
Epoch 323/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8419
Epoch 324/500
225/225 [==============================] - 0s 984us/step - loss: 0.3873 - accuracy: 0.8417
Epoch 325/500
225/225 [==============================] - 0s 931us/step - loss: 0.3874 - accuracy: 0.8417
Epoch 326/500
225/225 [==============================] - 0s 941us/step - loss: 0.3874 - accuracy: 0.8439
Epoch 327/500
225/225 [==============================] - 0s 927us/step - loss: 0.3875 - accuracy: 0.8419
Epoch 328/500
225/225 [==============================] - 0s 966us/step - loss: 0.3873 - accuracy: 0.8426
Epoch 329/500
225/225 [==============================] - 0s 915us/step - loss: 0.3875 - accuracy: 0.8418
Epoch 330/500
225/225 [==============================] - 0s 899us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 331/500
225/225 [==============================] - 0s 885us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 332/500
225/225 [==============================] - 0s 945us/step - loss: 0.3874 - accuracy: 0.8424
Epoch 333/500
225/225 [==============================] - 0s 897us/step - loss: 0.3873 - accuracy: 0.8418
Epoch 334/500
225/225 [==============================] - 0s 940us/step - loss: 0.3873 - accuracy: 0.8410
Epoch 335/500
225/225 [==============================] - 0s 869us/step - loss: 0.3873 - accuracy: 0.8406
Epoch 336/500
225/225 [==============================] - 0s 887us/step - loss: 0.3873 - accuracy: 0.8418
Epoch 337/500
225/225 [==============================] - 0s 929us/step - loss: 0.3874 - accuracy: 0.8421
Epoch 338/500
225/225 [==============================] - 0s 891us/step - loss: 0.3873 - accuracy: 0.8421
Epoch 339/500
225/225 [==============================] - 0s 894us/step - loss: 0.3872 - accuracy: 0.8436
Epoch 340/500
225/225 [==============================] - 0s 939us/step - loss: 0.3874 - accuracy: 0.8415
Epoch 341/500
225/225 [==============================] - 0s 903us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 342/500
225/225 [==============================] - 0s 999us/step - loss: 0.3872 - accuracy: 0.8418
Epoch 343/500
225/225 [==============================] - 0s 940us/step - loss: 0.3872 - accuracy: 0.8413
Epoch 344/500
225/225 [==============================] - 0s 935us/step - loss: 0.3871 - accuracy: 0.8414
Epoch 345/500
225/225 [==============================] - 0s 868us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 346/500
225/225 [==============================] - 0s 961us/step - loss: 0.3870 - accuracy: 0.8429
Epoch 347/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3871 - accuracy: 0.8410
Epoch 348/500
225/225 [==============================] - 0s 968us/step - loss: 0.3871 - accuracy: 0.8422
Epoch 349/500
225/225 [==============================] - 0s 917us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 350/500
225/225 [==============================] - 0s 960us/step - loss: 0.3872 - accuracy: 0.8407
Epoch 351/500
225/225 [==============================] - 0s 971us/step - loss: 0.3873 - accuracy: 0.8417
Epoch 352/500
225/225 [==============================] - 0s 962us/step - loss: 0.3872 - accuracy: 0.8426
Epoch 353/500
225/225 [==============================] - 0s 909us/step - loss: 0.3872 - accuracy: 0.8411
Epoch 354/500
225/225 [==============================] - 0s 877us/step - loss: 0.3873 - accuracy: 0.8432
Epoch 355/500
225/225 [==============================] - 0s 912us/step - loss: 0.3873 - accuracy: 0.8428
Epoch 356/500
225/225 [==============================] - 0s 963us/step - loss: 0.3872 - accuracy: 0.8422
Epoch 357/500
225/225 [==============================] - 0s 934us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 358/500
225/225 [==============================] - 0s 923us/step - loss: 0.3871 - accuracy: 0.8421
Epoch 359/500
225/225 [==============================] - 0s 874us/step - loss: 0.3872 - accuracy: 0.8413
Epoch 360/500
225/225 [==============================] - 0s 899us/step - loss: 0.3870 - accuracy: 0.8436
Epoch 361/500
225/225 [==============================] - 0s 984us/step - loss: 0.3870 - accuracy: 0.8421
Epoch 362/500
225/225 [==============================] - 0s 949us/step - loss: 0.3870 - accuracy: 0.8429
Epoch 363/500
225/225 [==============================] - 0s 959us/step - loss: 0.3870 - accuracy: 0.8422
Epoch 364/500
225/225 [==============================] - 0s 915us/step - loss: 0.3869 - accuracy: 0.8424
Epoch 365/500
225/225 [==============================] - 0s 920us/step - loss: 0.3871 - accuracy: 0.8426
Epoch 366/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8410
Epoch 367/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8428
Epoch 368/500
225/225 [==============================] - 0s 905us/step - loss: 0.3873 - accuracy: 0.8422
Epoch 369/500
225/225 [==============================] - 0s 903us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 370/500
225/225 [==============================] - 0s 943us/step - loss: 0.3871 - accuracy: 0.8403
Epoch 371/500
225/225 [==============================] - 0s 930us/step - loss: 0.3869 - accuracy: 0.8426
Epoch 372/500
225/225 [==============================] - 0s 906us/step - loss: 0.3874 - accuracy: 0.8421
Epoch 373/500
225/225 [==============================] - 0s 868us/step - loss: 0.3872 - accuracy: 0.8425
Epoch 374/500
225/225 [==============================] - 0s 916us/step - loss: 0.3871 - accuracy: 0.8426
Epoch 375/500
225/225 [==============================] - 0s 968us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 376/500
225/225 [==============================] - 0s 997us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 377/500
225/225 [==============================] - 0s 929us/step - loss: 0.3868 - accuracy: 0.8433
Epoch 378/500
225/225 [==============================] - 0s 930us/step - loss: 0.3872 - accuracy: 0.8428
Epoch 379/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3873 - accuracy: 0.8421
Epoch 380/500
225/225 [==============================] - 0s 890us/step - loss: 0.3871 - accuracy: 0.8422
Epoch 381/500
225/225 [==============================] - 0s 892us/step - loss: 0.3871 - accuracy: 0.8419
Epoch 382/500
225/225 [==============================] - 0s 888us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 383/500
225/225 [==============================] - 0s 882us/step - loss: 0.3869 - accuracy: 0.8429
Epoch 384/500
225/225 [==============================] - 0s 988us/step - loss: 0.3869 - accuracy: 0.8421
Epoch 385/500
225/225 [==============================] - 0s 911us/step - loss: 0.3869 - accuracy: 0.8422
Epoch 386/500
225/225 [==============================] - 0s 865us/step - loss: 0.3869 - accuracy: 0.8415
Epoch 387/500
225/225 [==============================] - 0s 939us/step - loss: 0.3871 - accuracy: 0.8428
Epoch 388/500
225/225 [==============================] - 0s 940us/step - loss: 0.3870 - accuracy: 0.8414
Epoch 389/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3869 - accuracy: 0.8421
Epoch 390/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3869 - accuracy: 0.8425
Epoch 391/500
225/225 [==============================] - 0s 877us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 392/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8408
Epoch 393/500
225/225 [==============================] - 0s 969us/step - loss: 0.3870 - accuracy: 0.8419
Epoch 394/500
225/225 [==============================] - 0s 921us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 395/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8418
Epoch 396/500
225/225 [==============================] - 0s 970us/step - loss: 0.3870 - accuracy: 0.8426
Epoch 397/500
225/225 [==============================] - 0s 913us/step - loss: 0.3872 - accuracy: 0.8414
Epoch 398/500
225/225 [==============================] - 0s 981us/step - loss: 0.3871 - accuracy: 0.8424
Epoch 399/500
225/225 [==============================] - 0s 916us/step - loss: 0.3871 - accuracy: 0.8411
Epoch 400/500
225/225 [==============================] - 0s 919us/step - loss: 0.3872 - accuracy: 0.8410
Epoch 401/500
225/225 [==============================] - 0s 933us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 402/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8415
Epoch 403/500
225/225 [==============================] - 0s 907us/step - loss: 0.3869 - accuracy: 0.8436
Epoch 404/500
225/225 [==============================] - 0s 952us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 405/500
225/225 [==============================] - 0s 956us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 406/500
225/225 [==============================] - 0s 934us/step - loss: 0.3872 - accuracy: 0.8431
Epoch 407/500
225/225 [==============================] - 0s 960us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 408/500
225/225 [==============================] - 0s 923us/step - loss: 0.3870 - accuracy: 0.8413
Epoch 409/500
225/225 [==============================] - 0s 939us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 410/500
225/225 [==============================] - 0s 996us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 411/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3871 - accuracy: 0.8432
Epoch 412/500
225/225 [==============================] - 0s 957us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 413/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8421
Epoch 414/500
225/225 [==============================] - 0s 941us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 415/500
225/225 [==============================] - 0s 957us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 416/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8419
Epoch 417/500
225/225 [==============================] - 0s 891us/step - loss: 0.3872 - accuracy: 0.8413
Epoch 418/500
225/225 [==============================] - 0s 893us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 419/500
225/225 [==============================] - 0s 903us/step - loss: 0.3867 - accuracy: 0.8432
Epoch 420/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3869 - accuracy: 0.8418
Epoch 421/500
225/225 [==============================] - 0s 953us/step - loss: 0.3870 - accuracy: 0.8419
Epoch 422/500
225/225 [==============================] - 0s 956us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 423/500
225/225 [==============================] - 0s 963us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 424/500
225/225 [==============================] - 0s 958us/step - loss: 0.3871 - accuracy: 0.8436
Epoch 425/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3872 - accuracy: 0.8418
Epoch 426/500
225/225 [==============================] - 0s 969us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 427/500
225/225 [==============================] - 0s 963us/step - loss: 0.3869 - accuracy: 0.8436
Epoch 428/500
225/225 [==============================] - 0s 973us/step - loss: 0.3869 - accuracy: 0.8422
Epoch 429/500
225/225 [==============================] - 0s 969us/step - loss: 0.3871 - accuracy: 0.8419
Epoch 430/500
225/225 [==============================] - 0s 986us/step - loss: 0.3869 - accuracy: 0.8426
Epoch 431/500
225/225 [==============================] - 0s 917us/step - loss: 0.3869 - accuracy: 0.8418
Epoch 432/500
225/225 [==============================] - 0s 904us/step - loss: 0.3868 - accuracy: 0.8435
Epoch 433/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8431
Epoch 434/500
225/225 [==============================] - 0s 929us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 435/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8421
Epoch 436/500
225/225 [==============================] - 0s 952us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 437/500
225/225 [==============================] - 0s 935us/step - loss: 0.3865 - accuracy: 0.8421
Epoch 438/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8429
Epoch 439/500
225/225 [==============================] - 0s 940us/step - loss: 0.3870 - accuracy: 0.8424
Epoch 440/500
225/225 [==============================] - 0s 881us/step - loss: 0.3868 - accuracy: 0.8429
Epoch 441/500
225/225 [==============================] - 0s 941us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 442/500
225/225 [==============================] - 0s 900us/step - loss: 0.3865 - accuracy: 0.8422
Epoch 443/500
225/225 [==============================] - 0s 862us/step - loss: 0.3870 - accuracy: 0.8426
Epoch 444/500
225/225 [==============================] - 0s 908us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 445/500
225/225 [==============================] - 0s 886us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 446/500
225/225 [==============================] - 0s 883us/step - loss: 0.3866 - accuracy: 0.8444
Epoch 447/500
225/225 [==============================] - 0s 883us/step - loss: 0.3866 - accuracy: 0.8428
Epoch 448/500
225/225 [==============================] - 0s 941us/step - loss: 0.3866 - accuracy: 0.8418
Epoch 449/500
225/225 [==============================] - 0s 927us/step - loss: 0.3863 - accuracy: 0.8436
Epoch 450/500
225/225 [==============================] - 0s 887us/step - loss: 0.3870 - accuracy: 0.8424
Epoch 451/500
225/225 [==============================] - 0s 897us/step - loss: 0.3863 - accuracy: 0.8424
Epoch 452/500
225/225 [==============================] - 0s 925us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 453/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8428
Epoch 454/500
225/225 [==============================] - 0s 880us/step - loss: 0.3869 - accuracy: 0.8407
Epoch 455/500
225/225 [==============================] - 0s 915us/step - loss: 0.3864 - accuracy: 0.8413
Epoch 456/500
225/225 [==============================] - 0s 927us/step - loss: 0.3869 - accuracy: 0.8421
Epoch 457/500
225/225 [==============================] - 0s 867us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 458/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8418
Epoch 459/500
225/225 [==============================] - 0s 954us/step - loss: 0.3865 - accuracy: 0.8422
Epoch 460/500
225/225 [==============================] - 0s 882us/step - loss: 0.3870 - accuracy: 0.8438
Epoch 461/500
225/225 [==============================] - 0s 955us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 462/500
225/225 [==============================] - 0s 950us/step - loss: 0.3867 - accuracy: 0.8424
Epoch 463/500
225/225 [==============================] - 0s 918us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 464/500
225/225 [==============================] - 0s 859us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 465/500
225/225 [==============================] - 0s 874us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 466/500
225/225 [==============================] - 0s 916us/step - loss: 0.3869 - accuracy: 0.8421
Epoch 467/500
225/225 [==============================] - 0s 984us/step - loss: 0.3868 - accuracy: 0.8422
Epoch 468/500
225/225 [==============================] - 0s 882us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 469/500
225/225 [==============================] - 0s 846us/step - loss: 0.3866 - accuracy: 0.8436
Epoch 470/500
225/225 [==============================] - 0s 864us/step - loss: 0.3865 - accuracy: 0.8428
Epoch 471/500
225/225 [==============================] - 0s 931us/step - loss: 0.3865 - accuracy: 0.8424
Epoch 472/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8415
Epoch 473/500
225/225 [==============================] - 0s 884us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 474/500
225/225 [==============================] - 0s 942us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 475/500
225/225 [==============================] - 0s 941us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 476/500
225/225 [==============================] - 0s 888us/step - loss: 0.3866 - accuracy: 0.8444
Epoch 477/500
225/225 [==============================] - 0s 933us/step - loss: 0.3868 - accuracy: 0.8431
Epoch 478/500
225/225 [==============================] - 0s 873us/step - loss: 0.3868 - accuracy: 0.8422
Epoch 479/500
225/225 [==============================] - 0s 873us/step - loss: 0.3866 - accuracy: 0.8429
Epoch 480/500
225/225 [==============================] - 0s 890us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 481/500
225/225 [==============================] - 0s 863us/step - loss: 0.3868 - accuracy: 0.8432
Epoch 482/500
225/225 [==============================] - 0s 886us/step - loss: 0.3867 - accuracy: 0.8422
Epoch 483/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8426
Epoch 484/500
225/225 [==============================] - 0s 914us/step - loss: 0.3866 - accuracy: 0.8425
Epoch 485/500
225/225 [==============================] - 0s 870us/step - loss: 0.3867 - accuracy: 0.8425
Epoch 486/500
225/225 [==============================] - 0s 870us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 487/500
225/225 [==============================] - 0s 972us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 488/500
225/225 [==============================] - 0s 960us/step - loss: 0.3866 - accuracy: 0.8424
Epoch 489/500
225/225 [==============================] - 0s 917us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 490/500
225/225 [==============================] - 0s 934us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 491/500
225/225 [==============================] - 0s 987us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 492/500
225/225 [==============================] - 0s 891us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 493/500
225/225 [==============================] - 0s 864us/step - loss: 0.3864 - accuracy: 0.8410
Epoch 494/500
225/225 [==============================] - 0s 863us/step - loss: 0.3862 - accuracy: 0.8419
Epoch 495/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8433
Epoch 496/500
225/225 [==============================] - 0s 937us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 497/500
225/225 [==============================] - 0s 907us/step - loss: 0.3866 - accuracy: 0.8426
Epoch 498/500
225/225 [==============================] - 0s 947us/step - loss: 0.3869 - accuracy: 0.8418
Epoch 499/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8414
Epoch 500/500
225/225 [==============================] - 0s 973us/step - loss: 0.3865 - accuracy: 0.8440
Epoch 1/500
225/225 [==============================] - 0s 899us/step - loss: 0.6168 - accuracy: 0.7967
Epoch 2/500
225/225 [==============================] - 0s 869us/step - loss: 0.4505 - accuracy: 0.7978
Epoch 3/500
225/225 [==============================] - 0s 889us/step - loss: 0.4350 - accuracy: 0.7978
Epoch 4/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4318 - accuracy: 0.7978
Epoch 5/500
225/225 [==============================] - 0s 931us/step - loss: 0.4302 - accuracy: 0.7978
Epoch 6/500
225/225 [==============================] - 0s 951us/step - loss: 0.4288 - accuracy: 0.7978
Epoch 7/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4286 - accuracy: 0.7978
Epoch 8/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7978
Epoch 9/500
225/225 [==============================] - 0s 924us/step - loss: 0.4269 - accuracy: 0.7978
Epoch 10/500
225/225 [==============================] - 0s 888us/step - loss: 0.4262 - accuracy: 0.7978
Epoch 11/500
225/225 [==============================] - 0s 871us/step - loss: 0.4253 - accuracy: 0.7978
Epoch 12/500
225/225 [==============================] - 0s 929us/step - loss: 0.4247 - accuracy: 0.7978
Epoch 13/500
225/225 [==============================] - 0s 949us/step - loss: 0.4232 - accuracy: 0.7978
Epoch 14/500
225/225 [==============================] - 0s 905us/step - loss: 0.4218 - accuracy: 0.8115
Epoch 15/500
225/225 [==============================] - 0s 858us/step - loss: 0.4206 - accuracy: 0.8182
Epoch 16/500
225/225 [==============================] - 0s 867us/step - loss: 0.4191 - accuracy: 0.8208
Epoch 17/500
225/225 [==============================] - 0s 926us/step - loss: 0.4178 - accuracy: 0.8218
Epoch 18/500
225/225 [==============================] - 0s 875us/step - loss: 0.4164 - accuracy: 0.8235
Epoch 19/500
225/225 [==============================] - 0s 855us/step - loss: 0.4153 - accuracy: 0.8253
Epoch 20/500
225/225 [==============================] - 0s 875us/step - loss: 0.4141 - accuracy: 0.8263
Epoch 21/500
225/225 [==============================] - 0s 870us/step - loss: 0.4132 - accuracy: 0.8294
Epoch 22/500
225/225 [==============================] - 0s 943us/step - loss: 0.4119 - accuracy: 0.8297
Epoch 23/500
225/225 [==============================] - 0s 900us/step - loss: 0.4115 - accuracy: 0.8310
Epoch 24/500
225/225 [==============================] - 0s 867us/step - loss: 0.4103 - accuracy: 0.8317
Epoch 25/500
225/225 [==============================] - 0s 879us/step - loss: 0.4094 - accuracy: 0.8328
Epoch 26/500
225/225 [==============================] - 0s 883us/step - loss: 0.4087 - accuracy: 0.8326
Epoch 27/500
225/225 [==============================] - 0s 921us/step - loss: 0.4080 - accuracy: 0.8328
Epoch 28/500
225/225 [==============================] - 0s 928us/step - loss: 0.4072 - accuracy: 0.8346
Epoch 29/500
225/225 [==============================] - 0s 891us/step - loss: 0.4070 - accuracy: 0.8340
Epoch 30/500
225/225 [==============================] - 0s 928us/step - loss: 0.4062 - accuracy: 0.8343
Epoch 31/500
225/225 [==============================] - 0s 877us/step - loss: 0.4059 - accuracy: 0.8344
Epoch 32/500
225/225 [==============================] - 0s 961us/step - loss: 0.4053 - accuracy: 0.8343
Epoch 33/500
225/225 [==============================] - 0s 894us/step - loss: 0.4049 - accuracy: 0.8340
Epoch 34/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4047 - accuracy: 0.8344
Epoch 35/500
225/225 [==============================] - 0s 934us/step - loss: 0.4044 - accuracy: 0.8351
Epoch 36/500
225/225 [==============================] - 0s 922us/step - loss: 0.4039 - accuracy: 0.8350
Epoch 37/500
225/225 [==============================] - 0s 918us/step - loss: 0.4040 - accuracy: 0.8364
Epoch 38/500
225/225 [==============================] - 0s 884us/step - loss: 0.4033 - accuracy: 0.8353
Epoch 39/500
225/225 [==============================] - 0s 869us/step - loss: 0.4031 - accuracy: 0.8363
Epoch 40/500
225/225 [==============================] - 0s 924us/step - loss: 0.4027 - accuracy: 0.8356
Epoch 41/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4025 - accuracy: 0.8360
Epoch 42/500
225/225 [==============================] - 0s 936us/step - loss: 0.4023 - accuracy: 0.8369
Epoch 43/500
225/225 [==============================] - 0s 878us/step - loss: 0.4020 - accuracy: 0.8354
Epoch 44/500
225/225 [==============================] - 0s 974us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 45/500
225/225 [==============================] - 0s 970us/step - loss: 0.4015 - accuracy: 0.8365
Epoch 46/500
225/225 [==============================] - 0s 925us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 47/500
225/225 [==============================] - 0s 912us/step - loss: 0.4011 - accuracy: 0.8371
Epoch 48/500
225/225 [==============================] - 0s 939us/step - loss: 0.4009 - accuracy: 0.8369
Epoch 49/500
225/225 [==============================] - 0s 871us/step - loss: 0.4008 - accuracy: 0.8367
Epoch 50/500
225/225 [==============================] - 0s 958us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 51/500
225/225 [==============================] - 0s 1000us/step - loss: 0.4004 - accuracy: 0.8372
Epoch 52/500
225/225 [==============================] - 0s 952us/step - loss: 0.4003 - accuracy: 0.8372
Epoch 53/500
225/225 [==============================] - 0s 930us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 54/500
225/225 [==============================] - 0s 939us/step - loss: 0.3999 - accuracy: 0.8374
Epoch 55/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8371
Epoch 56/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8372
Epoch 57/500
225/225 [==============================] - 0s 916us/step - loss: 0.3997 - accuracy: 0.8378
Epoch 58/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8375
Epoch 59/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8372
Epoch 60/500
225/225 [==============================] - 0s 933us/step - loss: 0.3990 - accuracy: 0.8371
Epoch 61/500
225/225 [==============================] - 0s 880us/step - loss: 0.3992 - accuracy: 0.8379
Epoch 62/500
225/225 [==============================] - 0s 886us/step - loss: 0.3991 - accuracy: 0.8376
Epoch 63/500
225/225 [==============================] - 0s 914us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 64/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8385
Epoch 65/500
225/225 [==============================] - 0s 941us/step - loss: 0.3986 - accuracy: 0.8375
Epoch 66/500
225/225 [==============================] - 0s 916us/step - loss: 0.3985 - accuracy: 0.8386
Epoch 67/500
225/225 [==============================] - 0s 924us/step - loss: 0.3982 - accuracy: 0.8382
Epoch 68/500
225/225 [==============================] - 0s 893us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 69/500
225/225 [==============================] - 0s 908us/step - loss: 0.3979 - accuracy: 0.8379
Epoch 70/500
225/225 [==============================] - 0s 898us/step - loss: 0.3978 - accuracy: 0.8385
Epoch 71/500
225/225 [==============================] - 0s 918us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 72/500
225/225 [==============================] - 0s 888us/step - loss: 0.3977 - accuracy: 0.8381
Epoch 73/500
225/225 [==============================] - 0s 888us/step - loss: 0.3976 - accuracy: 0.8381
Epoch 74/500
225/225 [==============================] - 0s 963us/step - loss: 0.3974 - accuracy: 0.8399
Epoch 75/500
225/225 [==============================] - 0s 969us/step - loss: 0.3974 - accuracy: 0.8382
Epoch 76/500
225/225 [==============================] - 0s 882us/step - loss: 0.3970 - accuracy: 0.8392
Epoch 77/500
225/225 [==============================] - 0s 991us/step - loss: 0.3972 - accuracy: 0.8389
Epoch 78/500
225/225 [==============================] - 0s 974us/step - loss: 0.3968 - accuracy: 0.8385
Epoch 79/500
225/225 [==============================] - 0s 922us/step - loss: 0.3970 - accuracy: 0.8390
Epoch 80/500
225/225 [==============================] - 0s 939us/step - loss: 0.3969 - accuracy: 0.8381
Epoch 81/500
225/225 [==============================] - 0s 928us/step - loss: 0.3965 - accuracy: 0.8393
Epoch 82/500
225/225 [==============================] - 0s 923us/step - loss: 0.3962 - accuracy: 0.8393
Epoch 83/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8386
Epoch 84/500
225/225 [==============================] - 0s 877us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 85/500
225/225 [==============================] - 0s 886us/step - loss: 0.3964 - accuracy: 0.8386
Epoch 86/500
225/225 [==============================] - 0s 884us/step - loss: 0.3964 - accuracy: 0.8381
Epoch 87/500
225/225 [==============================] - 0s 965us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 88/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3961 - accuracy: 0.8389
Epoch 89/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8383
Epoch 90/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8394
Epoch 91/500
225/225 [==============================] - 0s 927us/step - loss: 0.3962 - accuracy: 0.8393
Epoch 92/500
225/225 [==============================] - 0s 890us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 93/500
225/225 [==============================] - 0s 886us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 94/500
225/225 [==============================] - 0s 830us/step - loss: 0.3960 - accuracy: 0.8397
Epoch 95/500
225/225 [==============================] - 0s 919us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 96/500
225/225 [==============================] - 0s 935us/step - loss: 0.3955 - accuracy: 0.8396
Epoch 97/500
225/225 [==============================] - 0s 921us/step - loss: 0.3957 - accuracy: 0.8390
Epoch 98/500
225/225 [==============================] - 0s 919us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 99/500
225/225 [==============================] - 0s 919us/step - loss: 0.3957 - accuracy: 0.8396
Epoch 100/500
225/225 [==============================] - 0s 848us/step - loss: 0.3956 - accuracy: 0.8389
Epoch 101/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8383
Epoch 102/500
225/225 [==============================] - 0s 923us/step - loss: 0.3961 - accuracy: 0.8394
Epoch 103/500
225/225 [==============================] - 0s 886us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 104/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8389
Epoch 105/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8397
Epoch 106/500
225/225 [==============================] - 0s 941us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 107/500
225/225 [==============================] - 0s 881us/step - loss: 0.3954 - accuracy: 0.8397
Epoch 108/500
225/225 [==============================] - 0s 942us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 109/500
225/225 [==============================] - 0s 876us/step - loss: 0.3956 - accuracy: 0.8394
Epoch 110/500
225/225 [==============================] - 0s 974us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 111/500
225/225 [==============================] - 0s 922us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 112/500
225/225 [==============================] - 0s 873us/step - loss: 0.3952 - accuracy: 0.8400
Epoch 113/500
225/225 [==============================] - 0s 875us/step - loss: 0.3952 - accuracy: 0.8396
Epoch 114/500
225/225 [==============================] - 0s 919us/step - loss: 0.3952 - accuracy: 0.8394
Epoch 115/500
225/225 [==============================] - 0s 967us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 116/500
225/225 [==============================] - 0s 898us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 117/500
225/225 [==============================] - 0s 938us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 118/500
225/225 [==============================] - 0s 930us/step - loss: 0.3951 - accuracy: 0.8401
Epoch 119/500
225/225 [==============================] - 0s 883us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 120/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8374
Epoch 121/500
225/225 [==============================] - 0s 901us/step - loss: 0.3953 - accuracy: 0.8411
Epoch 122/500
225/225 [==============================] - 0s 890us/step - loss: 0.3951 - accuracy: 0.8396
Epoch 123/500
225/225 [==============================] - 0s 928us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 124/500
225/225 [==============================] - 0s 968us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 125/500
225/225 [==============================] - 0s 940us/step - loss: 0.3951 - accuracy: 0.8396
Epoch 126/500
225/225 [==============================] - 0s 888us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 127/500
225/225 [==============================] - 0s 946us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 128/500
225/225 [==============================] - 0s 940us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 129/500
225/225 [==============================] - 0s 991us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 130/500
225/225 [==============================] - 0s 921us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 131/500
225/225 [==============================] - 0s 910us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 132/500
225/225 [==============================] - 0s 907us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 133/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8393
Epoch 134/500
225/225 [==============================] - 0s 920us/step - loss: 0.3951 - accuracy: 0.8397
Epoch 135/500
225/225 [==============================] - 0s 935us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 136/500
225/225 [==============================] - 0s 937us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 137/500
225/225 [==============================] - 0s 950us/step - loss: 0.3948 - accuracy: 0.8397
Epoch 138/500
225/225 [==============================] - 0s 936us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 139/500
225/225 [==============================] - 0s 886us/step - loss: 0.3950 - accuracy: 0.8404
Epoch 140/500
225/225 [==============================] - 0s 920us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 141/500
225/225 [==============================] - 0s 945us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 142/500
225/225 [==============================] - 0s 911us/step - loss: 0.3944 - accuracy: 0.8375
Epoch 143/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8390
Epoch 144/500
225/225 [==============================] - 0s 962us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 145/500
225/225 [==============================] - 0s 873us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 146/500
225/225 [==============================] - 0s 974us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 147/500
225/225 [==============================] - 0s 892us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 148/500
225/225 [==============================] - 0s 923us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 149/500
225/225 [==============================] - 0s 933us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 150/500
225/225 [==============================] - 0s 870us/step - loss: 0.3947 - accuracy: 0.8389
Epoch 151/500
225/225 [==============================] - 0s 910us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 152/500
225/225 [==============================] - 0s 966us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 153/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3946 - accuracy: 0.8396
Epoch 154/500
225/225 [==============================] - 0s 785us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 155/500
225/225 [==============================] - 0s 816us/step - loss: 0.3946 - accuracy: 0.8396
Epoch 156/500
225/225 [==============================] - 0s 942us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 157/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8404
Epoch 158/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8389
Epoch 159/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8374
Epoch 160/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8388
Epoch 161/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8382
Epoch 162/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8379
Epoch 163/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8386
Epoch 164/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8378
Epoch 165/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8392
Epoch 166/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8382
Epoch 167/500
225/225 [==============================] - 0s 976us/step - loss: 0.3945 - accuracy: 0.8392
Epoch 168/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8374
Epoch 169/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8375
Epoch 170/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8401
Epoch 171/500
225/225 [==============================] - 0s 951us/step - loss: 0.3943 - accuracy: 0.8403
Epoch 172/500
225/225 [==============================] - 0s 973us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 173/500
225/225 [==============================] - 0s 981us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 174/500
225/225 [==============================] - 0s 932us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 175/500
225/225 [==============================] - 0s 977us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 176/500
225/225 [==============================] - 0s 977us/step - loss: 0.3943 - accuracy: 0.8382
Epoch 177/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8400
Epoch 178/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8376
Epoch 179/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8389
Epoch 180/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8385
Epoch 181/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8381
Epoch 182/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8396
Epoch 183/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8363
Epoch 184/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8381
Epoch 185/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8392: 0s - loss: 0.3951 - accuracy: 0.83
Epoch 186/500
225/225 [==============================] - 0s 939us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 187/500
225/225 [==============================] - 0s 856us/step - loss: 0.3940 - accuracy: 0.8383
Epoch 188/500
225/225 [==============================] - 0s 979us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 189/500
225/225 [==============================] - 0s 918us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 190/500
225/225 [==============================] - 0s 896us/step - loss: 0.3941 - accuracy: 0.8378
Epoch 191/500
225/225 [==============================] - 0s 874us/step - loss: 0.3941 - accuracy: 0.8401
Epoch 192/500
225/225 [==============================] - 0s 870us/step - loss: 0.3942 - accuracy: 0.8399
Epoch 193/500
225/225 [==============================] - 0s 909us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 194/500
225/225 [==============================] - 0s 896us/step - loss: 0.3941 - accuracy: 0.8400
Epoch 195/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8378
Epoch 196/500
225/225 [==============================] - 0s 888us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 197/500
225/225 [==============================] - 0s 876us/step - loss: 0.3942 - accuracy: 0.8403
Epoch 198/500
225/225 [==============================] - 0s 924us/step - loss: 0.3941 - accuracy: 0.8392
Epoch 199/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8388
Epoch 200/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8381
Epoch 201/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8388
Epoch 202/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8367
Epoch 203/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8393
Epoch 204/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8369
Epoch 205/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8379
Epoch 206/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8390
Epoch 207/500
225/225 [==============================] - 0s 975us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 208/500
225/225 [==============================] - 0s 950us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 209/500
225/225 [==============================] - 0s 875us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 210/500
225/225 [==============================] - 0s 914us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 211/500
225/225 [==============================] - 0s 957us/step - loss: 0.3941 - accuracy: 0.8385
Epoch 212/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3940 - accuracy: 0.8378
Epoch 213/500
225/225 [==============================] - 0s 957us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 214/500
225/225 [==============================] - 0s 870us/step - loss: 0.3941 - accuracy: 0.8397
Epoch 215/500
225/225 [==============================] - 0s 945us/step - loss: 0.3941 - accuracy: 0.8378
Epoch 216/500
225/225 [==============================] - 0s 891us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 217/500
225/225 [==============================] - 0s 872us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 218/500
225/225 [==============================] - 0s 854us/step - loss: 0.3939 - accuracy: 0.8390
Epoch 219/500
225/225 [==============================] - 0s 934us/step - loss: 0.3939 - accuracy: 0.8386
Epoch 220/500
225/225 [==============================] - 0s 887us/step - loss: 0.3937 - accuracy: 0.8399
Epoch 221/500
225/225 [==============================] - 0s 882us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 222/500
225/225 [==============================] - 0s 890us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 223/500
225/225 [==============================] - 0s 878us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 224/500
225/225 [==============================] - 0s 896us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 225/500
225/225 [==============================] - 0s 956us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 226/500
225/225 [==============================] - 0s 973us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 227/500
225/225 [==============================] - 0s 914us/step - loss: 0.3939 - accuracy: 0.8364
Epoch 228/500
225/225 [==============================] - 0s 881us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 229/500
225/225 [==============================] - 0s 975us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 230/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8386
Epoch 231/500
225/225 [==============================] - 0s 889us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 232/500
225/225 [==============================] - 0s 942us/step - loss: 0.3938 - accuracy: 0.8399
Epoch 233/500
225/225 [==============================] - 0s 892us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 234/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8383
Epoch 235/500
225/225 [==============================] - 0s 917us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 236/500
225/225 [==============================] - 0s 939us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 237/500
225/225 [==============================] - 0s 965us/step - loss: 0.3937 - accuracy: 0.8393
Epoch 238/500
225/225 [==============================] - 0s 938us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 239/500
225/225 [==============================] - 0s 948us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 240/500
225/225 [==============================] - 0s 969us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 241/500
225/225 [==============================] - 0s 937us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 242/500
225/225 [==============================] - 0s 964us/step - loss: 0.3936 - accuracy: 0.8379
Epoch 243/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3935 - accuracy: 0.8400
Epoch 244/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8392
Epoch 245/500
225/225 [==============================] - 0s 991us/step - loss: 0.3935 - accuracy: 0.8401
Epoch 246/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8381
Epoch 247/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3935 - accuracy: 0.8375
Epoch 248/500
225/225 [==============================] - 0s 959us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 249/500
225/225 [==============================] - 0s 971us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 250/500
225/225 [==============================] - 0s 964us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 251/500
225/225 [==============================] - 0s 990us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 252/500
225/225 [==============================] - 0s 965us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 253/500
225/225 [==============================] - 0s 936us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 254/500
225/225 [==============================] - 0s 959us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 255/500
225/225 [==============================] - 0s 944us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 256/500
225/225 [==============================] - 0s 926us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 257/500
225/225 [==============================] - 0s 983us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 258/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8415
Epoch 259/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3937 - accuracy: 0.8388
Epoch 260/500
225/225 [==============================] - 0s 868us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 261/500
225/225 [==============================] - 0s 941us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 262/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8406
Epoch 263/500
225/225 [==============================] - 0s 965us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 264/500
225/225 [==============================] - 0s 934us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 265/500
225/225 [==============================] - 0s 970us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 266/500
225/225 [==============================] - 0s 935us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 267/500
225/225 [==============================] - 0s 898us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 268/500
225/225 [==============================] - 0s 877us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 269/500
225/225 [==============================] - 0s 972us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 270/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3937 - accuracy: 0.8397
Epoch 271/500
225/225 [==============================] - 0s 908us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 272/500
225/225 [==============================] - 0s 879us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 273/500
225/225 [==============================] - ETA: 0s - loss: 0.3987 - accuracy: 0.83 - 0s 883us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 274/500
225/225 [==============================] - 0s 881us/step - loss: 0.3938 - accuracy: 0.8406
Epoch 275/500
225/225 [==============================] - 0s 972us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 276/500
225/225 [==============================] - 0s 976us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 277/500
225/225 [==============================] - 0s 912us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 278/500
225/225 [==============================] - 0s 914us/step - loss: 0.3935 - accuracy: 0.8401
Epoch 279/500
225/225 [==============================] - 0s 912us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 280/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3934 - accuracy: 0.8401
Epoch 281/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8397
Epoch 282/500
225/225 [==============================] - 0s 958us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 283/500
225/225 [==============================] - 0s 895us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 284/500
225/225 [==============================] - 0s 932us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 285/500
225/225 [==============================] - 0s 940us/step - loss: 0.3935 - accuracy: 0.8401
Epoch 286/500
225/225 [==============================] - 0s 923us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 287/500
225/225 [==============================] - 0s 899us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 288/500
225/225 [==============================] - 0s 941us/step - loss: 0.3935 - accuracy: 0.8400
Epoch 289/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8375
Epoch 290/500
225/225 [==============================] - 0s 888us/step - loss: 0.3935 - accuracy: 0.8403
Epoch 291/500
225/225 [==============================] - 0s 921us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 292/500
225/225 [==============================] - 0s 896us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 293/500
225/225 [==============================] - 0s 963us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 294/500
225/225 [==============================] - 0s 967us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 295/500
225/225 [==============================] - 0s 908us/step - loss: 0.3934 - accuracy: 0.8403
Epoch 296/500
225/225 [==============================] - 0s 942us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 297/500
225/225 [==============================] - 0s 963us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 298/500
225/225 [==============================] - 0s 907us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 299/500
225/225 [==============================] - 0s 909us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 300/500
225/225 [==============================] - 0s 877us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 301/500
225/225 [==============================] - 0s 957us/step - loss: 0.3931 - accuracy: 0.8392
Epoch 302/500
225/225 [==============================] - 0s 936us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 303/500
225/225 [==============================] - 0s 929us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 304/500
225/225 [==============================] - 0s 950us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 305/500
225/225 [==============================] - 0s 890us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 306/500
225/225 [==============================] - 0s 891us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 307/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8399
Epoch 308/500
225/225 [==============================] - 0s 901us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 309/500
225/225 [==============================] - 0s 985us/step - loss: 0.3934 - accuracy: 0.83880s - loss: 0.4050 - accuracy
Epoch 310/500
225/225 [==============================] - 0s 936us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 311/500
225/225 [==============================] - 0s 964us/step - loss: 0.3934 - accuracy: 0.8404
Epoch 312/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8397
Epoch 313/500
225/225 [==============================] - 0s 922us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 314/500
225/225 [==============================] - 0s 929us/step - loss: 0.3935 - accuracy: 0.8399
Epoch 315/500
225/225 [==============================] - 0s 915us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 316/500
225/225 [==============================] - 0s 981us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 317/500
225/225 [==============================] - 0s 980us/step - loss: 0.3934 - accuracy: 0.8400
Epoch 318/500
225/225 [==============================] - 0s 953us/step - loss: 0.3933 - accuracy: 0.8403
Epoch 319/500
225/225 [==============================] - 0s 963us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 320/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8394
Epoch 321/500
225/225 [==============================] - 0s 942us/step - loss: 0.3935 - accuracy: 0.8401
Epoch 322/500
225/225 [==============================] - 0s 999us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 323/500
225/225 [==============================] - 0s 891us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 324/500
225/225 [==============================] - 0s 965us/step - loss: 0.3934 - accuracy: 0.84010s - loss: 0.3976 - accuracy: 0.
Epoch 325/500
225/225 [==============================] - 0s 999us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 326/500
225/225 [==============================] - 0s 946us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 327/500
225/225 [==============================] - 0s 879us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 328/500
225/225 [==============================] - 0s 930us/step - loss: 0.3929 - accuracy: 0.8403
Epoch 329/500
225/225 [==============================] - 0s 888us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 330/500
225/225 [==============================] - 0s 956us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 331/500
225/225 [==============================] - 0s 918us/step - loss: 0.3933 - accuracy: 0.8401
Epoch 332/500
225/225 [==============================] - 0s 873us/step - loss: 0.3934 - accuracy: 0.8400
Epoch 333/500
225/225 [==============================] - 0s 919us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 334/500
225/225 [==============================] - 0s 934us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 335/500
225/225 [==============================] - 0s 988us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 336/500
225/225 [==============================] - 0s 912us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 337/500
225/225 [==============================] - 0s 920us/step - loss: 0.3933 - accuracy: 0.8407
Epoch 338/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8401
Epoch 339/500
225/225 [==============================] - 0s 914us/step - loss: 0.3931 - accuracy: 0.8390
Epoch 340/500
225/225 [==============================] - 0s 877us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 341/500
225/225 [==============================] - 0s 945us/step - loss: 0.3935 - accuracy: 0.8401
Epoch 342/500
225/225 [==============================] - 0s 866us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 343/500
225/225 [==============================] - 0s 960us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 344/500
225/225 [==============================] - 0s 903us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 345/500
225/225 [==============================] - 0s 909us/step - loss: 0.3935 - accuracy: 0.8400
Epoch 346/500
225/225 [==============================] - 0s 857us/step - loss: 0.3933 - accuracy: 0.8410
Epoch 347/500
225/225 [==============================] - 0s 876us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 348/500
225/225 [==============================] - 0s 945us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 349/500
225/225 [==============================] - 0s 960us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 350/500
225/225 [==============================] - 0s 919us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 351/500
225/225 [==============================] - 0s 934us/step - loss: 0.3932 - accuracy: 0.8401
Epoch 352/500
225/225 [==============================] - 0s 895us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 353/500
225/225 [==============================] - 0s 890us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 354/500
225/225 [==============================] - 0s 967us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 355/500
225/225 [==============================] - 0s 927us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 356/500
225/225 [==============================] - 0s 902us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 357/500
225/225 [==============================] - 0s 934us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 358/500
225/225 [==============================] - 0s 899us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 359/500
225/225 [==============================] - 0s 941us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 360/500
225/225 [==============================] - 0s 861us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 361/500
225/225 [==============================] - 0s 971us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 362/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8382
Epoch 363/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8397
Epoch 364/500
225/225 [==============================] - 0s 941us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 365/500
225/225 [==============================] - 0s 869us/step - loss: 0.3935 - accuracy: 0.8403
Epoch 366/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3931 - accuracy: 0.8400
Epoch 367/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8397
Epoch 368/500
225/225 [==============================] - 0s 963us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 369/500
225/225 [==============================] - 0s 919us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 370/500
225/225 [==============================] - 0s 857us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 371/500
225/225 [==============================] - 0s 938us/step - loss: 0.3934 - accuracy: 0.8403
Epoch 372/500
225/225 [==============================] - 0s 867us/step - loss: 0.3929 - accuracy: 0.8400
Epoch 373/500
225/225 [==============================] - 0s 872us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 374/500
225/225 [==============================] - 0s 863us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 375/500
225/225 [==============================] - 0s 854us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 376/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8392
Epoch 377/500
225/225 [==============================] - 0s 886us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 378/500
225/225 [==============================] - 0s 912us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 379/500
225/225 [==============================] - 0s 941us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 380/500
225/225 [==============================] - 0s 910us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 381/500
225/225 [==============================] - 0s 985us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 382/500
225/225 [==============================] - 0s 898us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 383/500
225/225 [==============================] - 0s 875us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 384/500
225/225 [==============================] - 0s 873us/step - loss: 0.3932 - accuracy: 0.8400
Epoch 385/500
225/225 [==============================] - 0s 988us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 386/500
225/225 [==============================] - 0s 921us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 387/500
225/225 [==============================] - 0s 935us/step - loss: 0.3930 - accuracy: 0.8392
Epoch 388/500
225/225 [==============================] - 0s 884us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 389/500
225/225 [==============================] - 0s 946us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 390/500
225/225 [==============================] - 0s 930us/step - loss: 0.3931 - accuracy: 0.8399
Epoch 391/500
225/225 [==============================] - 0s 896us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 392/500
225/225 [==============================] - 0s 945us/step - loss: 0.3931 - accuracy: 0.8411
Epoch 393/500
225/225 [==============================] - 0s 880us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 394/500
225/225 [==============================] - 0s 963us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 395/500
225/225 [==============================] - 0s 981us/step - loss: 0.3931 - accuracy: 0.8392
Epoch 396/500
225/225 [==============================] - 0s 903us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 397/500
225/225 [==============================] - 0s 939us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 398/500
225/225 [==============================] - 0s 872us/step - loss: 0.3930 - accuracy: 0.8408
Epoch 399/500
225/225 [==============================] - 0s 900us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 400/500
225/225 [==============================] - 0s 975us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 401/500
225/225 [==============================] - 0s 929us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 402/500
225/225 [==============================] - 0s 905us/step - loss: 0.3931 - accuracy: 0.8399
Epoch 403/500
225/225 [==============================] - 0s 882us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 404/500
225/225 [==============================] - 0s 905us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 405/500
225/225 [==============================] - 0s 881us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 406/500
225/225 [==============================] - 0s 873us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 407/500
225/225 [==============================] - 0s 878us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 408/500
225/225 [==============================] - 0s 876us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 409/500
225/225 [==============================] - 0s 900us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 410/500
225/225 [==============================] - 0s 891us/step - loss: 0.3929 - accuracy: 0.8406
Epoch 411/500
225/225 [==============================] - 0s 851us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 412/500
225/225 [==============================] - 0s 891us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 413/500
225/225 [==============================] - 0s 870us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 414/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8386
Epoch 415/500
225/225 [==============================] - 0s 982us/step - loss: 0.3930 - accuracy: 0.8392
Epoch 416/500
225/225 [==============================] - 0s 946us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 417/500
225/225 [==============================] - 0s 926us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 418/500
225/225 [==============================] - 0s 840us/step - loss: 0.3931 - accuracy: 0.8407
Epoch 419/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8388
Epoch 420/500
225/225 [==============================] - 0s 947us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 421/500
225/225 [==============================] - 0s 907us/step - loss: 0.3933 - accuracy: 0.8397
Epoch 422/500
225/225 [==============================] - 0s 890us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 423/500
225/225 [==============================] - 0s 867us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 424/500
225/225 [==============================] - 0s 891us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 425/500
225/225 [==============================] - 0s 891us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 426/500
225/225 [==============================] - 0s 881us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 427/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8390
Epoch 428/500
225/225 [==============================] - 0s 885us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 429/500
225/225 [==============================] - 0s 937us/step - loss: 0.3932 - accuracy: 0.83740s - loss: 0.3833 - accuracy: 
Epoch 430/500
225/225 [==============================] - 0s 870us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 431/500
225/225 [==============================] - 0s 869us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 432/500
225/225 [==============================] - 0s 913us/step - loss: 0.3932 - accuracy: 0.8404
Epoch 433/500
225/225 [==============================] - 0s 937us/step - loss: 0.3935 - accuracy: 0.8415
Epoch 434/500
225/225 [==============================] - 0s 928us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 435/500
225/225 [==============================] - 0s 908us/step - loss: 0.3931 - accuracy: 0.8399
Epoch 436/500
225/225 [==============================] - 0s 850us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 437/500
225/225 [==============================] - 0s 910us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 438/500
225/225 [==============================] - 0s 988us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 439/500
225/225 [==============================] - 0s 887us/step - loss: 0.3930 - accuracy: 0.8404
Epoch 440/500
225/225 [==============================] - 0s 888us/step - loss: 0.3932 - accuracy: 0.83920s - loss: 0.3946 - accuracy: 0.83
Epoch 441/500
225/225 [==============================] - 0s 955us/step - loss: 0.3931 - accuracy: 0.8404
Epoch 442/500
225/225 [==============================] - 0s 897us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 443/500
225/225 [==============================] - 0s 959us/step - loss: 0.3929 - accuracy: 0.8401
Epoch 444/500
225/225 [==============================] - 0s 935us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 445/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8414
Epoch 446/500
225/225 [==============================] - 0s 950us/step - loss: 0.3931 - accuracy: 0.8399
Epoch 447/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8403
Epoch 448/500
225/225 [==============================] - 0s 931us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 449/500
225/225 [==============================] - 0s 858us/step - loss: 0.3932 - accuracy: 0.8401
Epoch 450/500
225/225 [==============================] - 0s 856us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 451/500
225/225 [==============================] - 0s 917us/step - loss: 0.3931 - accuracy: 0.8403
Epoch 452/500
225/225 [==============================] - 0s 951us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 453/500
225/225 [==============================] - 0s 896us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 454/500
225/225 [==============================] - 0s 858us/step - loss: 0.3933 - accuracy: 0.8400
Epoch 455/500
225/225 [==============================] - 0s 927us/step - loss: 0.3929 - accuracy: 0.8403
Epoch 456/500
225/225 [==============================] - 0s 930us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 457/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8397
Epoch 458/500
225/225 [==============================] - 0s 950us/step - loss: 0.3931 - accuracy: 0.8390
Epoch 459/500
225/225 [==============================] - 0s 863us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 460/500
225/225 [==============================] - 0s 943us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 461/500
225/225 [==============================] - 0s 921us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 462/500
225/225 [==============================] - 0s 928us/step - loss: 0.3930 - accuracy: 0.8415
Epoch 463/500
225/225 [==============================] - 0s 1000us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 464/500
225/225 [==============================] - 0s 899us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 465/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8406: 0s - loss: 0.3827 - accuracy
Epoch 466/500
225/225 [==============================] - 0s 978us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 467/500
225/225 [==============================] - 0s 979us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 468/500
225/225 [==============================] - 0s 941us/step - loss: 0.3933 - accuracy: 0.8400
Epoch 469/500
225/225 [==============================] - 0s 912us/step - loss: 0.3931 - accuracy: 0.8399
Epoch 470/500
225/225 [==============================] - 0s 929us/step - loss: 0.3930 - accuracy: 0.8410
Epoch 471/500
225/225 [==============================] - 0s 940us/step - loss: 0.3930 - accuracy: 0.8417
Epoch 472/500
225/225 [==============================] - 0s 893us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 473/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8388: 0s - loss: 0.3863 - accuracy
Epoch 474/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8389
Epoch 475/500
225/225 [==============================] - 0s 960us/step - loss: 0.3930 - accuracy: 0.8407
Epoch 476/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3928 - accuracy: 0.8399
Epoch 477/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8397
Epoch 478/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8390
Epoch 479/500
225/225 [==============================] - 0s 990us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 480/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8396
Epoch 481/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8400
Epoch 482/500
225/225 [==============================] - 0s 937us/step - loss: 0.3928 - accuracy: 0.8394
Epoch 483/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8396
Epoch 484/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8406
Epoch 485/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8379
Epoch 486/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8400
Epoch 487/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8390
Epoch 488/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8399
Epoch 489/500
225/225 [==============================] - 0s 961us/step - loss: 0.3933 - accuracy: 0.8401
Epoch 490/500
225/225 [==============================] - 0s 876us/step - loss: 0.3929 - accuracy: 0.8389
Epoch 491/500
225/225 [==============================] - 0s 887us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 492/500
225/225 [==============================] - 0s 960us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 493/500
225/225 [==============================] - 0s 902us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 494/500
225/225 [==============================] - 0s 856us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 495/500
225/225 [==============================] - 0s 835us/step - loss: 0.3933 - accuracy: 0.8401
Epoch 496/500
225/225 [==============================] - 0s 934us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 497/500
225/225 [==============================] - 0s 901us/step - loss: 0.3931 - accuracy: 0.8403
Epoch 498/500
225/225 [==============================] - 0s 940us/step - loss: 0.3933 - accuracy: 0.8401
Epoch 499/500
225/225 [==============================] - 0s 880us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 500/500
225/225 [==============================] - 0s 911us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 1/500
225/225 [==============================] - 0s 932us/step - loss: 0.5974 - accuracy: 0.7940
Epoch 2/500
225/225 [==============================] - 0s 860us/step - loss: 0.4486 - accuracy: 0.7940
Epoch 3/500
225/225 [==============================] - 0s 902us/step - loss: 0.4393 - accuracy: 0.7940
Epoch 4/500
225/225 [==============================] - 0s 904us/step - loss: 0.4364 - accuracy: 0.7940
Epoch 5/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4351 - accuracy: 0.7940
Epoch 6/500
225/225 [==============================] - 0s 997us/step - loss: 0.4338 - accuracy: 0.7940
Epoch 7/500
225/225 [==============================] - 0s 926us/step - loss: 0.4323 - accuracy: 0.7940
Epoch 8/500
225/225 [==============================] - 0s 873us/step - loss: 0.4302 - accuracy: 0.7940
Epoch 9/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4282 - accuracy: 0.7940
Epoch 10/500
225/225 [==============================] - 0s 946us/step - loss: 0.4262 - accuracy: 0.8085
Epoch 11/500
225/225 [==============================] - 0s 903us/step - loss: 0.4244 - accuracy: 0.8158
Epoch 12/500
225/225 [==============================] - 0s 864us/step - loss: 0.4233 - accuracy: 0.8182
Epoch 13/500
225/225 [==============================] - ETA: 0s - loss: 0.4230 - accuracy: 0.82 - 0s 894us/step - loss: 0.4224 - accuracy: 0.8206
Epoch 14/500
225/225 [==============================] - 0s 974us/step - loss: 0.4211 - accuracy: 0.8249
Epoch 15/500
225/225 [==============================] - 0s 940us/step - loss: 0.4201 - accuracy: 0.8275
Epoch 16/500
225/225 [==============================] - 0s 923us/step - loss: 0.4191 - accuracy: 0.8283
Epoch 17/500
225/225 [==============================] - 0s 852us/step - loss: 0.4183 - accuracy: 0.8290
Epoch 18/500
225/225 [==============================] - 0s 854us/step - loss: 0.4174 - accuracy: 0.8293
Epoch 19/500
225/225 [==============================] - 0s 977us/step - loss: 0.4164 - accuracy: 0.8306
Epoch 20/500
225/225 [==============================] - 0s 926us/step - loss: 0.4159 - accuracy: 0.8318
Epoch 21/500
225/225 [==============================] - 0s 923us/step - loss: 0.4149 - accuracy: 0.8318
Epoch 22/500
225/225 [==============================] - 0s 908us/step - loss: 0.4142 - accuracy: 0.8319
Epoch 23/500
225/225 [==============================] - 0s 854us/step - loss: 0.4130 - accuracy: 0.8321
Epoch 24/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4125 - accuracy: 0.8331
Epoch 25/500
225/225 [==============================] - 0s 964us/step - loss: 0.4118 - accuracy: 0.8321
Epoch 26/500
225/225 [==============================] - 0s 876us/step - loss: 0.4110 - accuracy: 0.8339
Epoch 27/500
225/225 [==============================] - 0s 848us/step - loss: 0.4104 - accuracy: 0.8336
Epoch 28/500
225/225 [==============================] - 0s 961us/step - loss: 0.4098 - accuracy: 0.8331
Epoch 29/500
225/225 [==============================] - 0s 901us/step - loss: 0.4094 - accuracy: 0.8342
Epoch 30/500
225/225 [==============================] - 0s 890us/step - loss: 0.4090 - accuracy: 0.8335
Epoch 31/500
225/225 [==============================] - 0s 908us/step - loss: 0.4084 - accuracy: 0.8339
Epoch 32/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4081 - accuracy: 0.8349
Epoch 33/500
225/225 [==============================] - 0s 924us/step - loss: 0.4078 - accuracy: 0.8346
Epoch 34/500
225/225 [==============================] - 0s 949us/step - loss: 0.4073 - accuracy: 0.8335
Epoch 35/500
225/225 [==============================] - 0s 925us/step - loss: 0.4072 - accuracy: 0.8336
Epoch 36/500
225/225 [==============================] - 0s 934us/step - loss: 0.4069 - accuracy: 0.8340
Epoch 37/500
225/225 [==============================] - 0s 965us/step - loss: 0.4065 - accuracy: 0.8344
Epoch 38/500
225/225 [==============================] - 0s 938us/step - loss: 0.4067 - accuracy: 0.8329
Epoch 39/500
225/225 [==============================] - 0s 876us/step - loss: 0.4059 - accuracy: 0.8347
Epoch 40/500
225/225 [==============================] - 0s 916us/step - loss: 0.4058 - accuracy: 0.8342
Epoch 41/500
225/225 [==============================] - 0s 928us/step - loss: 0.4060 - accuracy: 0.8340
Epoch 42/500
225/225 [==============================] - 0s 993us/step - loss: 0.4055 - accuracy: 0.8339
Epoch 43/500
225/225 [==============================] - 0s 912us/step - loss: 0.4054 - accuracy: 0.8346
Epoch 44/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4054 - accuracy: 0.8350
Epoch 45/500
225/225 [==============================] - 0s 903us/step - loss: 0.4051 - accuracy: 0.8336
Epoch 46/500
225/225 [==============================] - 0s 940us/step - loss: 0.4050 - accuracy: 0.8343
Epoch 47/500
225/225 [==============================] - 0s 984us/step - loss: 0.4048 - accuracy: 0.8346
Epoch 48/500
225/225 [==============================] - 0s 926us/step - loss: 0.4047 - accuracy: 0.8336
Epoch 49/500
225/225 [==============================] - 0s 906us/step - loss: 0.4044 - accuracy: 0.8346
Epoch 50/500
225/225 [==============================] - 0s 869us/step - loss: 0.4044 - accuracy: 0.8351
Epoch 51/500
225/225 [==============================] - 0s 959us/step - loss: 0.4044 - accuracy: 0.8344
Epoch 52/500
225/225 [==============================] - 0s 987us/step - loss: 0.4041 - accuracy: 0.8349
Epoch 53/500
225/225 [==============================] - 0s 940us/step - loss: 0.4039 - accuracy: 0.8344
Epoch 54/500
225/225 [==============================] - 0s 907us/step - loss: 0.4036 - accuracy: 0.8361
Epoch 55/500
225/225 [==============================] - 0s 867us/step - loss: 0.4037 - accuracy: 0.8339
Epoch 56/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4034 - accuracy: 0.8336
Epoch 57/500
225/225 [==============================] - 0s 941us/step - loss: 0.4031 - accuracy: 0.8349
Epoch 58/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4031 - accuracy: 0.8354
Epoch 59/500
225/225 [==============================] - 0s 933us/step - loss: 0.4034 - accuracy: 0.8353
Epoch 60/500
225/225 [==============================] - 0s 928us/step - loss: 0.4030 - accuracy: 0.8353
Epoch 61/500
225/225 [==============================] - 0s 949us/step - loss: 0.4029 - accuracy: 0.8342
Epoch 62/500
225/225 [==============================] - 0s 864us/step - loss: 0.4028 - accuracy: 0.8335
Epoch 63/500
225/225 [==============================] - 0s 908us/step - loss: 0.4028 - accuracy: 0.8333
Epoch 64/500
225/225 [==============================] - 0s 884us/step - loss: 0.4028 - accuracy: 0.8354
Epoch 65/500
225/225 [==============================] - 0s 915us/step - loss: 0.4026 - accuracy: 0.8347
Epoch 66/500
225/225 [==============================] - 0s 879us/step - loss: 0.4025 - accuracy: 0.8346
Epoch 67/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4022 - accuracy: 0.8349
Epoch 68/500
225/225 [==============================] - 0s 927us/step - loss: 0.4019 - accuracy: 0.8339
Epoch 69/500
225/225 [==============================] - 0s 917us/step - loss: 0.4019 - accuracy: 0.8346
Epoch 70/500
225/225 [==============================] - 0s 936us/step - loss: 0.4023 - accuracy: 0.8350
Epoch 71/500
225/225 [==============================] - 0s 869us/step - loss: 0.4021 - accuracy: 0.8338
Epoch 72/500
225/225 [==============================] - 0s 868us/step - loss: 0.4021 - accuracy: 0.8351
Epoch 73/500
225/225 [==============================] - 0s 876us/step - loss: 0.4018 - accuracy: 0.8350
Epoch 74/500
225/225 [==============================] - 0s 925us/step - loss: 0.4021 - accuracy: 0.8351
Epoch 75/500
225/225 [==============================] - 0s 910us/step - loss: 0.4020 - accuracy: 0.8356
Epoch 76/500
225/225 [==============================] - 0s 996us/step - loss: 0.4017 - accuracy: 0.8336
Epoch 77/500
225/225 [==============================] - 0s 948us/step - loss: 0.4016 - accuracy: 0.8343
Epoch 78/500
225/225 [==============================] - 0s 917us/step - loss: 0.4018 - accuracy: 0.8347
Epoch 79/500
225/225 [==============================] - 0s 958us/step - loss: 0.4016 - accuracy: 0.8349
Epoch 80/500
225/225 [==============================] - 0s 859us/step - loss: 0.4017 - accuracy: 0.8333
Epoch 81/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8347
Epoch 82/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8354
Epoch 83/500
225/225 [==============================] - 0s 943us/step - loss: 0.4013 - accuracy: 0.8353
Epoch 84/500
225/225 [==============================] - 0s 880us/step - loss: 0.4015 - accuracy: 0.8356
Epoch 85/500
225/225 [==============================] - 0s 874us/step - loss: 0.4015 - accuracy: 0.8346
Epoch 86/500
225/225 [==============================] - 0s 879us/step - loss: 0.4016 - accuracy: 0.8349
Epoch 87/500
225/225 [==============================] - 0s 912us/step - loss: 0.4019 - accuracy: 0.8353
Epoch 88/500
225/225 [==============================] - 0s 890us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 89/500
225/225 [==============================] - 0s 873us/step - loss: 0.4013 - accuracy: 0.8339
Epoch 90/500
225/225 [==============================] - 0s 855us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 91/500
225/225 [==============================] - 0s 866us/step - loss: 0.4014 - accuracy: 0.8346
Epoch 92/500
225/225 [==============================] - 0s 878us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 93/500
225/225 [==============================] - 0s 871us/step - loss: 0.4012 - accuracy: 0.8338
Epoch 94/500
225/225 [==============================] - 0s 875us/step - loss: 0.4010 - accuracy: 0.8350
Epoch 95/500
225/225 [==============================] - 0s 900us/step - loss: 0.4013 - accuracy: 0.8339
Epoch 96/500
225/225 [==============================] - 0s 890us/step - loss: 0.4016 - accuracy: 0.8349
Epoch 97/500
225/225 [==============================] - 0s 866us/step - loss: 0.4014 - accuracy: 0.8349
Epoch 98/500
225/225 [==============================] - 0s 860us/step - loss: 0.4010 - accuracy: 0.8347
Epoch 99/500
225/225 [==============================] - 0s 917us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 100/500
225/225 [==============================] - 0s 926us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 101/500
225/225 [==============================] - 0s 900us/step - loss: 0.4009 - accuracy: 0.8361
Epoch 102/500
225/225 [==============================] - 0s 859us/step - loss: 0.4013 - accuracy: 0.8331
Epoch 103/500
225/225 [==============================] - 0s 900us/step - loss: 0.4009 - accuracy: 0.8349
Epoch 104/500
225/225 [==============================] - 0s 864us/step - loss: 0.4008 - accuracy: 0.8343
Epoch 105/500
225/225 [==============================] - 0s 917us/step - loss: 0.4009 - accuracy: 0.8338
Epoch 106/500
225/225 [==============================] - 0s 930us/step - loss: 0.4011 - accuracy: 0.8357
Epoch 107/500
225/225 [==============================] - 0s 923us/step - loss: 0.4012 - accuracy: 0.8340
Epoch 108/500
225/225 [==============================] - 0s 867us/step - loss: 0.4009 - accuracy: 0.8351
Epoch 109/500
225/225 [==============================] - 0s 931us/step - loss: 0.4010 - accuracy: 0.8350
Epoch 110/500
225/225 [==============================] - 0s 898us/step - loss: 0.4011 - accuracy: 0.8343
Epoch 111/500
225/225 [==============================] - 0s 913us/step - loss: 0.4007 - accuracy: 0.8353
Epoch 112/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8363
Epoch 113/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8342
Epoch 114/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8351
Epoch 115/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8357
Epoch 116/500
225/225 [==============================] - 0s 909us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 117/500
225/225 [==============================] - 0s 958us/step - loss: 0.4010 - accuracy: 0.83430s - loss: 0.3893 - accuracy
Epoch 118/500
225/225 [==============================] - 0s 934us/step - loss: 0.4011 - accuracy: 0.8343
Epoch 119/500
225/225 [==============================] - 0s 900us/step - loss: 0.4008 - accuracy: 0.8344
Epoch 120/500
225/225 [==============================] - 0s 874us/step - loss: 0.4009 - accuracy: 0.8351
Epoch 121/500
225/225 [==============================] - 0s 851us/step - loss: 0.4008 - accuracy: 0.8350
Epoch 122/500
225/225 [==============================] - 0s 877us/step - loss: 0.4009 - accuracy: 0.8353
Epoch 123/500
225/225 [==============================] - 0s 860us/step - loss: 0.4011 - accuracy: 0.8369
Epoch 124/500
225/225 [==============================] - 0s 904us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 125/500
225/225 [==============================] - 0s 908us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 126/500
225/225 [==============================] - 0s 942us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 127/500
225/225 [==============================] - 0s 857us/step - loss: 0.4011 - accuracy: 0.8350
Epoch 128/500
225/225 [==============================] - 0s 860us/step - loss: 0.4010 - accuracy: 0.8353
Epoch 129/500
225/225 [==============================] - 0s 850us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 130/500
225/225 [==============================] - 0s 964us/step - loss: 0.4009 - accuracy: 0.8351
Epoch 131/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8356
Epoch 132/500
225/225 [==============================] - 0s 901us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 133/500
225/225 [==============================] - 0s 911us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 134/500
225/225 [==============================] - 0s 858us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 135/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8346
Epoch 136/500
225/225 [==============================] - 0s 937us/step - loss: 0.4006 - accuracy: 0.8346
Epoch 137/500
225/225 [==============================] - 0s 900us/step - loss: 0.4009 - accuracy: 0.8367
Epoch 138/500
225/225 [==============================] - 0s 886us/step - loss: 0.4008 - accuracy: 0.8340
Epoch 139/500
225/225 [==============================] - 0s 994us/step - loss: 0.4007 - accuracy: 0.8356
Epoch 140/500
225/225 [==============================] - 0s 919us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 141/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8344
Epoch 142/500
225/225 [==============================] - 0s 943us/step - loss: 0.4009 - accuracy: 0.8361
Epoch 143/500
225/225 [==============================] - 0s 921us/step - loss: 0.4012 - accuracy: 0.8354
Epoch 144/500
225/225 [==============================] - 0s 891us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 145/500
225/225 [==============================] - 0s 944us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 146/500
225/225 [==============================] - 0s 921us/step - loss: 0.4008 - accuracy: 0.8343
Epoch 147/500
225/225 [==============================] - 0s 931us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 148/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8349
Epoch 149/500
225/225 [==============================] - 0s 918us/step - loss: 0.4006 - accuracy: 0.8347
Epoch 150/500
225/225 [==============================] - 0s 975us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 151/500
225/225 [==============================] - 0s 911us/step - loss: 0.4004 - accuracy: 0.8347
Epoch 152/500
225/225 [==============================] - 0s 897us/step - loss: 0.4009 - accuracy: 0.8353
Epoch 153/500
225/225 [==============================] - 0s 930us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 154/500
225/225 [==============================] - 0s 924us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 155/500
225/225 [==============================] - 0s 978us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 156/500
225/225 [==============================] - 0s 904us/step - loss: 0.4005 - accuracy: 0.8335
Epoch 157/500
225/225 [==============================] - 0s 900us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 158/500
225/225 [==============================] - 0s 869us/step - loss: 0.4007 - accuracy: 0.8354
Epoch 159/500
225/225 [==============================] - 0s 956us/step - loss: 0.4007 - accuracy: 0.8369
Epoch 160/500
225/225 [==============================] - 0s 956us/step - loss: 0.4008 - accuracy: 0.8351
Epoch 161/500
225/225 [==============================] - 0s 934us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 162/500
225/225 [==============================] - 0s 879us/step - loss: 0.4006 - accuracy: 0.8349
Epoch 163/500
225/225 [==============================] - 0s 861us/step - loss: 0.4006 - accuracy: 0.8353
Epoch 164/500
225/225 [==============================] - 0s 952us/step - loss: 0.4004 - accuracy: 0.8354
Epoch 165/500
225/225 [==============================] - 0s 929us/step - loss: 0.4006 - accuracy: 0.8361
Epoch 166/500
225/225 [==============================] - 0s 891us/step - loss: 0.4004 - accuracy: 0.8338
Epoch 167/500
225/225 [==============================] - 0s 974us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 168/500
225/225 [==============================] - 0s 926us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 169/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4006 - accuracy: 0.8358
Epoch 170/500
225/225 [==============================] - 0s 864us/step - loss: 0.4004 - accuracy: 0.8353
Epoch 171/500
225/225 [==============================] - 0s 859us/step - loss: 0.4004 - accuracy: 0.8353
Epoch 172/500
225/225 [==============================] - 0s 954us/step - loss: 0.4003 - accuracy: 0.8354
Epoch 173/500
225/225 [==============================] - 0s 931us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 174/500
225/225 [==============================] - 0s 971us/step - loss: 0.4002 - accuracy: 0.8353
Epoch 175/500
225/225 [==============================] - 0s 910us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 176/500
225/225 [==============================] - 0s 906us/step - loss: 0.4003 - accuracy: 0.8351
Epoch 177/500
225/225 [==============================] - 0s 901us/step - loss: 0.4005 - accuracy: 0.8353
Epoch 178/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8356
Epoch 179/500
225/225 [==============================] - 0s 930us/step - loss: 0.4006 - accuracy: 0.8356
Epoch 180/500
225/225 [==============================] - 0s 884us/step - loss: 0.4003 - accuracy: 0.8343
Epoch 181/500
225/225 [==============================] - 0s 884us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 182/500
225/225 [==============================] - 0s 880us/step - loss: 0.4003 - accuracy: 0.8354
Epoch 183/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8335
Epoch 184/500
225/225 [==============================] - 0s 931us/step - loss: 0.4002 - accuracy: 0.8365
Epoch 185/500
225/225 [==============================] - 0s 914us/step - loss: 0.4004 - accuracy: 0.8356
Epoch 186/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4005 - accuracy: 0.8353
Epoch 187/500
225/225 [==============================] - 0s 940us/step - loss: 0.4004 - accuracy: 0.8353
Epoch 188/500
225/225 [==============================] - 0s 873us/step - loss: 0.4003 - accuracy: 0.8356
Epoch 189/500
225/225 [==============================] - 0s 872us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 190/500
225/225 [==============================] - 0s 889us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 191/500
225/225 [==============================] - 0s 993us/step - loss: 0.4004 - accuracy: 0.8344
Epoch 192/500
225/225 [==============================] - 0s 931us/step - loss: 0.4001 - accuracy: 0.8349
Epoch 193/500
225/225 [==============================] - 0s 974us/step - loss: 0.3999 - accuracy: 0.8353
Epoch 194/500
225/225 [==============================] - 0s 920us/step - loss: 0.4005 - accuracy: 0.8356
Epoch 195/500
225/225 [==============================] - 0s 888us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 196/500
225/225 [==============================] - 0s 928us/step - loss: 0.4004 - accuracy: 0.8343
Epoch 197/500
225/225 [==============================] - 0s 928us/step - loss: 0.4002 - accuracy: 0.8347
Epoch 198/500
225/225 [==============================] - 0s 882us/step - loss: 0.4001 - accuracy: 0.8351
Epoch 199/500
225/225 [==============================] - 0s 950us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 200/500
225/225 [==============================] - 0s 898us/step - loss: 0.4002 - accuracy: 0.8346
Epoch 201/500
225/225 [==============================] - 0s 940us/step - loss: 0.4002 - accuracy: 0.8351
Epoch 202/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4000 - accuracy: 0.8351
Epoch 203/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8350
Epoch 204/500
225/225 [==============================] - 0s 779us/step - loss: 0.4000 - accuracy: 0.8350
Epoch 205/500
225/225 [==============================] - 0s 844us/step - loss: 0.4004 - accuracy: 0.8350
Epoch 206/500
225/225 [==============================] - 0s 934us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 207/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8351
Epoch 208/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8358
Epoch 209/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8360
Epoch 210/500
225/225 [==============================] - 0s 989us/step - loss: 0.4001 - accuracy: 0.8346
Epoch 211/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8350
Epoch 212/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8363
Epoch 213/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8360
Epoch 214/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8343
Epoch 215/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8343
Epoch 216/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8344
Epoch 217/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8343
Epoch 218/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8369
Epoch 219/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8343
Epoch 220/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8346
Epoch 221/500
225/225 [==============================] - 0s 995us/step - loss: 0.3994 - accuracy: 0.8344
Epoch 222/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8342
Epoch 223/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8350
Epoch 224/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8343
Epoch 225/500
225/225 [==============================] - 0s 991us/step - loss: 0.3994 - accuracy: 0.8339
Epoch 226/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8344
Epoch 227/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3993 - accuracy: 0.8347
Epoch 228/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3988 - accuracy: 0.8340
Epoch 229/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8354
Epoch 230/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8353: 0s - loss: 0.4120 - accura
Epoch 231/500
225/225 [==============================] - 0s 968us/step - loss: 0.3989 - accuracy: 0.8347
Epoch 232/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8351
Epoch 233/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8350
Epoch 234/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8340
Epoch 235/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3990 - accuracy: 0.8332
Epoch 236/500
225/225 [==============================] - 0s 980us/step - loss: 0.3986 - accuracy: 0.8344
Epoch 237/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8342
Epoch 238/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8326
Epoch 239/500
225/225 [==============================] - 0s 922us/step - loss: 0.3988 - accuracy: 0.8347
Epoch 240/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8349
Epoch 241/500
225/225 [==============================] - 0s 917us/step - loss: 0.3984 - accuracy: 0.8350
Epoch 242/500
225/225 [==============================] - 0s 871us/step - loss: 0.3985 - accuracy: 0.8343
Epoch 243/500
225/225 [==============================] - 0s 851us/step - loss: 0.3984 - accuracy: 0.8354
Epoch 244/500
225/225 [==============================] - 0s 863us/step - loss: 0.3988 - accuracy: 0.8336
Epoch 245/500
225/225 [==============================] - 0s 908us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 246/500
225/225 [==============================] - 0s 942us/step - loss: 0.3986 - accuracy: 0.8331
Epoch 247/500
225/225 [==============================] - 0s 992us/step - loss: 0.3984 - accuracy: 0.8360
Epoch 248/500
225/225 [==============================] - 0s 867us/step - loss: 0.3986 - accuracy: 0.8324
Epoch 249/500
225/225 [==============================] - 0s 988us/step - loss: 0.3983 - accuracy: 0.8338
Epoch 250/500
225/225 [==============================] - 0s 958us/step - loss: 0.3987 - accuracy: 0.8335
Epoch 251/500
225/225 [==============================] - 0s 932us/step - loss: 0.3983 - accuracy: 0.8349
Epoch 252/500
225/225 [==============================] - 0s 879us/step - loss: 0.3986 - accuracy: 0.8343
Epoch 253/500
225/225 [==============================] - 0s 873us/step - loss: 0.3985 - accuracy: 0.8344
Epoch 254/500
225/225 [==============================] - 0s 903us/step - loss: 0.3987 - accuracy: 0.8329
Epoch 255/500
225/225 [==============================] - 0s 862us/step - loss: 0.3983 - accuracy: 0.8343
Epoch 256/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3986 - accuracy: 0.8344
Epoch 257/500
225/225 [==============================] - 0s 931us/step - loss: 0.3984 - accuracy: 0.8344
Epoch 258/500
225/225 [==============================] - 0s 870us/step - loss: 0.3986 - accuracy: 0.8347
Epoch 259/500
225/225 [==============================] - 0s 962us/step - loss: 0.3986 - accuracy: 0.8351
Epoch 260/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3988 - accuracy: 0.8350
Epoch 261/500
225/225 [==============================] - 0s 881us/step - loss: 0.3981 - accuracy: 0.8338
Epoch 262/500
225/225 [==============================] - 0s 926us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 263/500
225/225 [==============================] - 0s 858us/step - loss: 0.3983 - accuracy: 0.8342
Epoch 264/500
225/225 [==============================] - 0s 868us/step - loss: 0.3984 - accuracy: 0.8343
Epoch 265/500
225/225 [==============================] - 0s 891us/step - loss: 0.3984 - accuracy: 0.8346
Epoch 266/500
225/225 [==============================] - 0s 891us/step - loss: 0.3986 - accuracy: 0.8343
Epoch 267/500
225/225 [==============================] - 0s 850us/step - loss: 0.3984 - accuracy: 0.8353
Epoch 268/500
225/225 [==============================] - 0s 870us/step - loss: 0.3986 - accuracy: 0.8336
Epoch 269/500
225/225 [==============================] - 0s 924us/step - loss: 0.3985 - accuracy: 0.8332
Epoch 270/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8335
Epoch 271/500
225/225 [==============================] - 0s 948us/step - loss: 0.3987 - accuracy: 0.8347
Epoch 272/500
225/225 [==============================] - 0s 918us/step - loss: 0.3985 - accuracy: 0.8347
Epoch 273/500
225/225 [==============================] - 0s 964us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 274/500
225/225 [==============================] - 0s 942us/step - loss: 0.3985 - accuracy: 0.8333
Epoch 275/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8350
Epoch 276/500
225/225 [==============================] - 0s 922us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 277/500
225/225 [==============================] - 0s 905us/step - loss: 0.3983 - accuracy: 0.8339
Epoch 278/500
225/225 [==============================] - 0s 912us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 279/500
225/225 [==============================] - 0s 963us/step - loss: 0.3985 - accuracy: 0.8344
Epoch 280/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8333
Epoch 281/500
225/225 [==============================] - 0s 870us/step - loss: 0.3982 - accuracy: 0.8338
Epoch 282/500
225/225 [==============================] - 0s 979us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 283/500
225/225 [==============================] - 0s 947us/step - loss: 0.3985 - accuracy: 0.8328
Epoch 284/500
225/225 [==============================] - 0s 962us/step - loss: 0.3985 - accuracy: 0.8360
Epoch 285/500
225/225 [==============================] - 0s 953us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 286/500
225/225 [==============================] - 0s 902us/step - loss: 0.3985 - accuracy: 0.8335
Epoch 287/500
225/225 [==============================] - 0s 939us/step - loss: 0.3984 - accuracy: 0.8332
Epoch 288/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8340
Epoch 289/500
225/225 [==============================] - 0s 922us/step - loss: 0.3983 - accuracy: 0.8339
Epoch 290/500
225/225 [==============================] - 0s 872us/step - loss: 0.3982 - accuracy: 0.8347
Epoch 291/500
225/225 [==============================] - 0s 939us/step - loss: 0.3986 - accuracy: 0.8342
Epoch 292/500
225/225 [==============================] - 0s 913us/step - loss: 0.3982 - accuracy: 0.8336
Epoch 293/500
225/225 [==============================] - 0s 956us/step - loss: 0.3984 - accuracy: 0.8351
Epoch 294/500
225/225 [==============================] - 0s 927us/step - loss: 0.3980 - accuracy: 0.8344
Epoch 295/500
225/225 [==============================] - 0s 852us/step - loss: 0.3985 - accuracy: 0.8343
Epoch 296/500
225/225 [==============================] - 0s 883us/step - loss: 0.3979 - accuracy: 0.8335
Epoch 297/500
225/225 [==============================] - 0s 896us/step - loss: 0.3982 - accuracy: 0.8347
Epoch 298/500
225/225 [==============================] - 0s 920us/step - loss: 0.3985 - accuracy: 0.8342
Epoch 299/500
225/225 [==============================] - 0s 925us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 300/500
225/225 [==============================] - 0s 885us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 301/500
225/225 [==============================] - 0s 917us/step - loss: 0.3983 - accuracy: 0.8333
Epoch 302/500
225/225 [==============================] - 0s 862us/step - loss: 0.3981 - accuracy: 0.8339
Epoch 303/500
225/225 [==============================] - 0s 944us/step - loss: 0.3982 - accuracy: 0.8350
Epoch 304/500
225/225 [==============================] - 0s 910us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 305/500
225/225 [==============================] - 0s 905us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 306/500
225/225 [==============================] - 0s 893us/step - loss: 0.3983 - accuracy: 0.8342
Epoch 307/500
225/225 [==============================] - 0s 891us/step - loss: 0.3987 - accuracy: 0.8351
Epoch 308/500
225/225 [==============================] - 0s 971us/step - loss: 0.3985 - accuracy: 0.8326
Epoch 309/500
225/225 [==============================] - 0s 965us/step - loss: 0.3981 - accuracy: 0.8365
Epoch 310/500
225/225 [==============================] - 0s 922us/step - loss: 0.3982 - accuracy: 0.8343
Epoch 311/500
225/225 [==============================] - 0s 889us/step - loss: 0.3984 - accuracy: 0.8347
Epoch 312/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8338
Epoch 313/500
225/225 [==============================] - 0s 850us/step - loss: 0.3982 - accuracy: 0.8332
Epoch 314/500
225/225 [==============================] - 0s 935us/step - loss: 0.3979 - accuracy: 0.8340
Epoch 315/500
225/225 [==============================] - 0s 913us/step - loss: 0.3984 - accuracy: 0.8350
Epoch 316/500
225/225 [==============================] - 0s 894us/step - loss: 0.3984 - accuracy: 0.8333
Epoch 317/500
225/225 [==============================] - 0s 906us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 318/500
225/225 [==============================] - 0s 881us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 319/500
225/225 [==============================] - 0s 885us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 320/500
225/225 [==============================] - 0s 876us/step - loss: 0.3983 - accuracy: 0.8329
Epoch 321/500
225/225 [==============================] - 0s 898us/step - loss: 0.3983 - accuracy: 0.8349
Epoch 322/500
225/225 [==============================] - 0s 967us/step - loss: 0.3985 - accuracy: 0.8353
Epoch 323/500
225/225 [==============================] - 0s 928us/step - loss: 0.3983 - accuracy: 0.8349
Epoch 324/500
225/225 [==============================] - 0s 851us/step - loss: 0.3982 - accuracy: 0.8335
Epoch 325/500
225/225 [==============================] - 0s 881us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 326/500
225/225 [==============================] - 0s 915us/step - loss: 0.3983 - accuracy: 0.8335
Epoch 327/500
225/225 [==============================] - 0s 964us/step - loss: 0.3981 - accuracy: 0.8335
Epoch 328/500
225/225 [==============================] - 0s 989us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 329/500
225/225 [==============================] - 0s 906us/step - loss: 0.3981 - accuracy: 0.8349
Epoch 330/500
225/225 [==============================] - 0s 923us/step - loss: 0.3982 - accuracy: 0.8331
Epoch 331/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8343
Epoch 332/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8343
Epoch 333/500
225/225 [==============================] - 0s 888us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 334/500
225/225 [==============================] - 0s 893us/step - loss: 0.3980 - accuracy: 0.83560s - loss: 0.3982 - accuracy: 0.83
Epoch 335/500
225/225 [==============================] - 0s 950us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 336/500
225/225 [==============================] - 0s 947us/step - loss: 0.3981 - accuracy: 0.8342
Epoch 337/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8353
Epoch 338/500
225/225 [==============================] - 0s 880us/step - loss: 0.3977 - accuracy: 0.8350
Epoch 339/500
225/225 [==============================] - 0s 912us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 340/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8336
Epoch 341/500
225/225 [==============================] - 0s 995us/step - loss: 0.3984 - accuracy: 0.8342
Epoch 342/500
225/225 [==============================] - 0s 940us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 343/500
225/225 [==============================] - 0s 921us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 344/500
225/225 [==============================] - 0s 877us/step - loss: 0.3984 - accuracy: 0.8335
Epoch 345/500
225/225 [==============================] - 0s 990us/step - loss: 0.3980 - accuracy: 0.8336
Epoch 346/500
225/225 [==============================] - 0s 910us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 347/500
225/225 [==============================] - 0s 955us/step - loss: 0.3978 - accuracy: 0.8343
Epoch 348/500
225/225 [==============================] - 0s 936us/step - loss: 0.3982 - accuracy: 0.8350
Epoch 349/500
225/225 [==============================] - 0s 941us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 350/500
225/225 [==============================] - 0s 942us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 351/500
225/225 [==============================] - 0s 976us/step - loss: 0.3982 - accuracy: 0.8333
Epoch 352/500
225/225 [==============================] - 0s 885us/step - loss: 0.3980 - accuracy: 0.8333
Epoch 353/500
225/225 [==============================] - 0s 916us/step - loss: 0.3982 - accuracy: 0.8342
Epoch 354/500
225/225 [==============================] - 0s 942us/step - loss: 0.3983 - accuracy: 0.8338
Epoch 355/500
225/225 [==============================] - 0s 943us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 356/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8349
Epoch 357/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3984 - accuracy: 0.8357
Epoch 358/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8343
Epoch 359/500
225/225 [==============================] - 0s 849us/step - loss: 0.3982 - accuracy: 0.8325
Epoch 360/500
225/225 [==============================] - 0s 981us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 361/500
225/225 [==============================] - 0s 985us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 362/500
225/225 [==============================] - 0s 927us/step - loss: 0.3981 - accuracy: 0.8340
Epoch 363/500
225/225 [==============================] - 0s 940us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 364/500
225/225 [==============================] - 0s 987us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 365/500
225/225 [==============================] - 0s 942us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 366/500
225/225 [==============================] - 0s 875us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 367/500
225/225 [==============================] - 0s 923us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 368/500
225/225 [==============================] - 0s 932us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 369/500
225/225 [==============================] - 0s 921us/step - loss: 0.3985 - accuracy: 0.8344
Epoch 370/500
225/225 [==============================] - 0s 875us/step - loss: 0.3981 - accuracy: 0.8336
Epoch 371/500
225/225 [==============================] - 0s 871us/step - loss: 0.3980 - accuracy: 0.8340
Epoch 372/500
225/225 [==============================] - 0s 878us/step - loss: 0.3979 - accuracy: 0.8342
Epoch 373/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8328
Epoch 374/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8338
Epoch 375/500
225/225 [==============================] - 0s 932us/step - loss: 0.3983 - accuracy: 0.8324
Epoch 376/500
225/225 [==============================] - 0s 946us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 377/500
225/225 [==============================] - 0s 922us/step - loss: 0.3983 - accuracy: 0.8361
Epoch 378/500
225/225 [==============================] - 0s 919us/step - loss: 0.3981 - accuracy: 0.8340
Epoch 379/500
225/225 [==============================] - 0s 910us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 380/500
225/225 [==============================] - 0s 957us/step - loss: 0.3982 - accuracy: 0.8339
Epoch 381/500
225/225 [==============================] - 0s 963us/step - loss: 0.3980 - accuracy: 0.8335
Epoch 382/500
225/225 [==============================] - 0s 933us/step - loss: 0.3982 - accuracy: 0.8329
Epoch 383/500
225/225 [==============================] - 0s 929us/step - loss: 0.3979 - accuracy: 0.8332
Epoch 384/500
225/225 [==============================] - 0s 912us/step - loss: 0.3983 - accuracy: 0.8328
Epoch 385/500
225/225 [==============================] - 0s 852us/step - loss: 0.3981 - accuracy: 0.8339
Epoch 386/500
225/225 [==============================] - 0s 978us/step - loss: 0.3983 - accuracy: 0.8336
Epoch 387/500
225/225 [==============================] - 0s 954us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 388/500
225/225 [==============================] - 0s 906us/step - loss: 0.3983 - accuracy: 0.8329
Epoch 389/500
225/225 [==============================] - 0s 918us/step - loss: 0.3981 - accuracy: 0.8329
Epoch 390/500
225/225 [==============================] - 0s 915us/step - loss: 0.3981 - accuracy: 0.8335
Epoch 391/500
225/225 [==============================] - 0s 935us/step - loss: 0.3981 - accuracy: 0.8339
Epoch 392/500
225/225 [==============================] - 0s 885us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 393/500
225/225 [==============================] - 0s 880us/step - loss: 0.3981 - accuracy: 0.8353
Epoch 394/500
225/225 [==============================] - 0s 955us/step - loss: 0.3981 - accuracy: 0.83460s - loss: 0.3991 - accuracy
Epoch 395/500
225/225 [==============================] - 0s 983us/step - loss: 0.3978 - accuracy: 0.8346
Epoch 396/500
225/225 [==============================] - 0s 975us/step - loss: 0.3980 - accuracy: 0.8342
Epoch 397/500
225/225 [==============================] - 0s 922us/step - loss: 0.3981 - accuracy: 0.8326
Epoch 398/500
225/225 [==============================] - 0s 884us/step - loss: 0.3975 - accuracy: 0.8344
Epoch 399/500
225/225 [==============================] - 0s 867us/step - loss: 0.3984 - accuracy: 0.8339
Epoch 400/500
225/225 [==============================] - 0s 929us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 401/500
225/225 [==============================] - 0s 928us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 402/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8342
Epoch 403/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8335
Epoch 404/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8342
Epoch 405/500
225/225 [==============================] - 0s 878us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 406/500
225/225 [==============================] - 0s 926us/step - loss: 0.3981 - accuracy: 0.8332
Epoch 407/500
225/225 [==============================] - 1s 3ms/step - loss: 0.3979 - accuracy: 0.8350
Epoch 408/500
225/225 [==============================] - 0s 973us/step - loss: 0.3980 - accuracy: 0.8332
Epoch 409/500
225/225 [==============================] - 0s 981us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 410/500
225/225 [==============================] - 0s 919us/step - loss: 0.3982 - accuracy: 0.8350
Epoch 411/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8332
Epoch 412/500
225/225 [==============================] - 0s 920us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 413/500
225/225 [==============================] - 0s 921us/step - loss: 0.3979 - accuracy: 0.8328
Epoch 414/500
225/225 [==============================] - 0s 984us/step - loss: 0.3981 - accuracy: 0.8338
Epoch 415/500
225/225 [==============================] - 0s 955us/step - loss: 0.3979 - accuracy: 0.8335
Epoch 416/500
225/225 [==============================] - 0s 944us/step - loss: 0.3980 - accuracy: 0.8335
Epoch 417/500
225/225 [==============================] - 0s 914us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 418/500
225/225 [==============================] - 0s 992us/step - loss: 0.3981 - accuracy: 0.83390s - loss: 0.3973 - accuracy: 0.83
Epoch 419/500
225/225 [==============================] - 0s 978us/step - loss: 0.3979 - accuracy: 0.8333
Epoch 420/500
225/225 [==============================] - 0s 898us/step - loss: 0.3980 - accuracy: 0.8349
Epoch 421/500
225/225 [==============================] - 0s 971us/step - loss: 0.3980 - accuracy: 0.8344
Epoch 422/500
225/225 [==============================] - 0s 916us/step - loss: 0.3981 - accuracy: 0.8336
Epoch 423/500
225/225 [==============================] - 0s 935us/step - loss: 0.3980 - accuracy: 0.8339
Epoch 424/500
225/225 [==============================] - 0s 882us/step - loss: 0.3978 - accuracy: 0.8342
Epoch 425/500
225/225 [==============================] - 0s 923us/step - loss: 0.3983 - accuracy: 0.8350
Epoch 426/500
225/225 [==============================] - 0s 892us/step - loss: 0.3979 - accuracy: 0.8343
Epoch 427/500
225/225 [==============================] - 0s 878us/step - loss: 0.3981 - accuracy: 0.8332
Epoch 428/500
225/225 [==============================] - 0s 891us/step - loss: 0.3980 - accuracy: 0.8356
Epoch 429/500
225/225 [==============================] - 0s 941us/step - loss: 0.3982 - accuracy: 0.8331
Epoch 430/500
225/225 [==============================] - 0s 948us/step - loss: 0.3980 - accuracy: 0.8338
Epoch 431/500
225/225 [==============================] - 0s 943us/step - loss: 0.3980 - accuracy: 0.8336
Epoch 432/500
225/225 [==============================] - 0s 894us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 433/500
225/225 [==============================] - 0s 949us/step - loss: 0.3979 - accuracy: 0.8340
Epoch 434/500
225/225 [==============================] - 0s 888us/step - loss: 0.3982 - accuracy: 0.8342
Epoch 435/500
225/225 [==============================] - 0s 946us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 436/500
225/225 [==============================] - 0s 914us/step - loss: 0.3979 - accuracy: 0.8354
Epoch 437/500
225/225 [==============================] - 0s 932us/step - loss: 0.3978 - accuracy: 0.8338
Epoch 438/500
225/225 [==============================] - 0s 923us/step - loss: 0.3979 - accuracy: 0.8346
Epoch 439/500
225/225 [==============================] - 0s 893us/step - loss: 0.3981 - accuracy: 0.8344
Epoch 440/500
225/225 [==============================] - 0s 950us/step - loss: 0.3984 - accuracy: 0.8331
Epoch 441/500
225/225 [==============================] - 0s 863us/step - loss: 0.3979 - accuracy: 0.8340
Epoch 442/500
225/225 [==============================] - 0s 954us/step - loss: 0.3983 - accuracy: 0.8342
Epoch 443/500
225/225 [==============================] - 0s 883us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 444/500
225/225 [==============================] - 0s 925us/step - loss: 0.3982 - accuracy: 0.8339
Epoch 445/500
225/225 [==============================] - 0s 925us/step - loss: 0.3982 - accuracy: 0.8343
Epoch 446/500
225/225 [==============================] - 0s 917us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 447/500
225/225 [==============================] - 0s 888us/step - loss: 0.3980 - accuracy: 0.8333
Epoch 448/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8338
Epoch 449/500
225/225 [==============================] - 0s 840us/step - loss: 0.3986 - accuracy: 0.8344
Epoch 450/500
225/225 [==============================] - 0s 924us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 451/500
225/225 [==============================] - 0s 879us/step - loss: 0.3984 - accuracy: 0.8340
Epoch 452/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8338
Epoch 453/500
225/225 [==============================] - 0s 935us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 454/500
225/225 [==============================] - 0s 853us/step - loss: 0.3979 - accuracy: 0.8349
Epoch 455/500
225/225 [==============================] - 0s 849us/step - loss: 0.3980 - accuracy: 0.8333
Epoch 456/500
225/225 [==============================] - 0s 878us/step - loss: 0.3982 - accuracy: 0.8336
Epoch 457/500
225/225 [==============================] - 0s 925us/step - loss: 0.3982 - accuracy: 0.8336
Epoch 458/500
225/225 [==============================] - 0s 871us/step - loss: 0.3979 - accuracy: 0.8339
Epoch 459/500
225/225 [==============================] - 0s 942us/step - loss: 0.3980 - accuracy: 0.8335
Epoch 460/500
225/225 [==============================] - 0s 861us/step - loss: 0.3981 - accuracy: 0.8339
Epoch 461/500
225/225 [==============================] - 0s 876us/step - loss: 0.3981 - accuracy: 0.8340
Epoch 462/500
225/225 [==============================] - 0s 939us/step - loss: 0.3982 - accuracy: 0.8340
Epoch 463/500
225/225 [==============================] - 0s 910us/step - loss: 0.3978 - accuracy: 0.8338
Epoch 464/500
225/225 [==============================] - 0s 940us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 465/500
225/225 [==============================] - 0s 901us/step - loss: 0.3984 - accuracy: 0.8349
Epoch 466/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8338
Epoch 467/500
225/225 [==============================] - 0s 868us/step - loss: 0.3979 - accuracy: 0.8340
Epoch 468/500
225/225 [==============================] - 0s 933us/step - loss: 0.3984 - accuracy: 0.8340
Epoch 469/500
225/225 [==============================] - 0s 934us/step - loss: 0.3980 - accuracy: 0.8340
Epoch 470/500
225/225 [==============================] - 0s 895us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 471/500
225/225 [==============================] - 0s 926us/step - loss: 0.3980 - accuracy: 0.8339
Epoch 472/500
225/225 [==============================] - 0s 939us/step - loss: 0.3979 - accuracy: 0.8335
Epoch 473/500
225/225 [==============================] - 0s 946us/step - loss: 0.3986 - accuracy: 0.8358
Epoch 474/500
225/225 [==============================] - 0s 946us/step - loss: 0.3977 - accuracy: 0.8343
Epoch 475/500
225/225 [==============================] - 0s 921us/step - loss: 0.3982 - accuracy: 0.8328
Epoch 476/500
225/225 [==============================] - 0s 938us/step - loss: 0.3981 - accuracy: 0.8340
Epoch 477/500
225/225 [==============================] - 0s 980us/step - loss: 0.3982 - accuracy: 0.8336
Epoch 478/500
225/225 [==============================] - 0s 907us/step - loss: 0.3978 - accuracy: 0.8333
Epoch 479/500
225/225 [==============================] - 0s 913us/step - loss: 0.3983 - accuracy: 0.8336
Epoch 480/500
225/225 [==============================] - 0s 864us/step - loss: 0.3980 - accuracy: 0.8338
Epoch 481/500
225/225 [==============================] - 0s 876us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 482/500
225/225 [==============================] - 0s 944us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 483/500
225/225 [==============================] - 0s 929us/step - loss: 0.3978 - accuracy: 0.8326
Epoch 484/500
225/225 [==============================] - 0s 913us/step - loss: 0.3982 - accuracy: 0.8339
Epoch 485/500
225/225 [==============================] - 0s 864us/step - loss: 0.3979 - accuracy: 0.8353
Epoch 486/500
225/225 [==============================] - 0s 887us/step - loss: 0.3982 - accuracy: 0.8342
Epoch 487/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8347
Epoch 488/500
225/225 [==============================] - 0s 919us/step - loss: 0.3978 - accuracy: 0.8354
Epoch 489/500
225/225 [==============================] - 0s 865us/step - loss: 0.3979 - accuracy: 0.8342
Epoch 490/500
225/225 [==============================] - 0s 915us/step - loss: 0.3978 - accuracy: 0.8344
Epoch 491/500
225/225 [==============================] - 0s 908us/step - loss: 0.3981 - accuracy: 0.8342
Epoch 492/500
225/225 [==============================] - 0s 900us/step - loss: 0.3982 - accuracy: 0.8342
Epoch 493/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8349
Epoch 494/500
225/225 [==============================] - 0s 918us/step - loss: 0.3981 - accuracy: 0.8331
Epoch 495/500
225/225 [==============================] - 0s 951us/step - loss: 0.3978 - accuracy: 0.8336
Epoch 496/500
225/225 [==============================] - 0s 996us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 497/500
225/225 [==============================] - 0s 948us/step - loss: 0.3980 - accuracy: 0.8338
Epoch 498/500
225/225 [==============================] - 0s 886us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 499/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8357
Epoch 500/500
225/225 [==============================] - 0s 915us/step - loss: 0.3978 - accuracy: 0.8343
Epoch 1/500
225/225 [==============================] - 0s 892us/step - loss: 0.6360 - accuracy: 0.7947
Epoch 2/500
225/225 [==============================] - 0s 859us/step - loss: 0.4687 - accuracy: 0.7960
Epoch 3/500
225/225 [==============================] - 0s 880us/step - loss: 0.4370 - accuracy: 0.7960
Epoch 4/500
225/225 [==============================] - 0s 893us/step - loss: 0.4334 - accuracy: 0.7960
Epoch 5/500
225/225 [==============================] - 0s 910us/step - loss: 0.4313 - accuracy: 0.7960
Epoch 6/500
225/225 [==============================] - 0s 881us/step - loss: 0.4302 - accuracy: 0.7960
Epoch 7/500
225/225 [==============================] - 0s 946us/step - loss: 0.4290 - accuracy: 0.7960
Epoch 8/500
225/225 [==============================] - 0s 926us/step - loss: 0.4278 - accuracy: 0.7960
Epoch 9/500
225/225 [==============================] - 0s 851us/step - loss: 0.4265 - accuracy: 0.7960
Epoch 10/500
225/225 [==============================] - 0s 930us/step - loss: 0.4247 - accuracy: 0.7960
Epoch 11/500
225/225 [==============================] - 0s 919us/step - loss: 0.4232 - accuracy: 0.7960
Epoch 12/500
225/225 [==============================] - 0s 923us/step - loss: 0.4212 - accuracy: 0.79690s - loss: 0.4141 - accuracy
Epoch 13/500
225/225 [==============================] - 0s 964us/step - loss: 0.4194 - accuracy: 0.8211
Epoch 14/500
225/225 [==============================] - 0s 913us/step - loss: 0.4180 - accuracy: 0.8240
Epoch 15/500
225/225 [==============================] - 0s 933us/step - loss: 0.4166 - accuracy: 0.8249
Epoch 16/500
225/225 [==============================] - 0s 953us/step - loss: 0.4153 - accuracy: 0.8260
Epoch 17/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4142 - accuracy: 0.8272
Epoch 18/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4134 - accuracy: 0.8281
Epoch 19/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4122 - accuracy: 0.8300
Epoch 20/500
225/225 [==============================] - 0s 947us/step - loss: 0.4113 - accuracy: 0.8307
Epoch 21/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4105 - accuracy: 0.8317
Epoch 22/500
225/225 [==============================] - 0s 909us/step - loss: 0.4097 - accuracy: 0.8315
Epoch 23/500
225/225 [==============================] - 0s 889us/step - loss: 0.4090 - accuracy: 0.8333
Epoch 24/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4084 - accuracy: 0.8335
Epoch 25/500
225/225 [==============================] - 0s 933us/step - loss: 0.4078 - accuracy: 0.8336
Epoch 26/500
225/225 [==============================] - 0s 975us/step - loss: 0.4072 - accuracy: 0.8354
Epoch 27/500
225/225 [==============================] - 0s 943us/step - loss: 0.4065 - accuracy: 0.8349
Epoch 28/500
225/225 [==============================] - 0s 993us/step - loss: 0.4062 - accuracy: 0.8360
Epoch 29/500
225/225 [==============================] - 0s 853us/step - loss: 0.4057 - accuracy: 0.8354
Epoch 30/500
225/225 [==============================] - 0s 895us/step - loss: 0.4052 - accuracy: 0.8360
Epoch 31/500
225/225 [==============================] - 0s 962us/step - loss: 0.4046 - accuracy: 0.8368
Epoch 32/500
225/225 [==============================] - 0s 931us/step - loss: 0.4043 - accuracy: 0.8367
Epoch 33/500
225/225 [==============================] - 0s 939us/step - loss: 0.4036 - accuracy: 0.8369
Epoch 34/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4034 - accuracy: 0.8365
Epoch 35/500
225/225 [==============================] - 0s 994us/step - loss: 0.4030 - accuracy: 0.8372
Epoch 36/500
225/225 [==============================] - 0s 925us/step - loss: 0.4026 - accuracy: 0.8372
Epoch 37/500
225/225 [==============================] - 0s 886us/step - loss: 0.4022 - accuracy: 0.8378
Epoch 38/500
225/225 [==============================] - 0s 902us/step - loss: 0.4020 - accuracy: 0.8369
Epoch 39/500
225/225 [==============================] - 0s 881us/step - loss: 0.4018 - accuracy: 0.8375
Epoch 40/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4014 - accuracy: 0.8372
Epoch 41/500
225/225 [==============================] - 0s 940us/step - loss: 0.4012 - accuracy: 0.8367
Epoch 42/500
225/225 [==============================] - 0s 933us/step - loss: 0.4009 - accuracy: 0.8371
Epoch 43/500
225/225 [==============================] - 0s 928us/step - loss: 0.4006 - accuracy: 0.8393
Epoch 44/500
225/225 [==============================] - 0s 998us/step - loss: 0.4005 - accuracy: 0.8378
Epoch 45/500
225/225 [==============================] - 0s 966us/step - loss: 0.4003 - accuracy: 0.8381
Epoch 46/500
225/225 [==============================] - 0s 925us/step - loss: 0.4000 - accuracy: 0.8379
Epoch 47/500
225/225 [==============================] - 0s 922us/step - loss: 0.3998 - accuracy: 0.8372
Epoch 48/500
225/225 [==============================] - 0s 949us/step - loss: 0.3997 - accuracy: 0.8374
Epoch 49/500
225/225 [==============================] - 0s 974us/step - loss: 0.3995 - accuracy: 0.8383
Epoch 50/500
225/225 [==============================] - 0s 910us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 51/500
225/225 [==============================] - 0s 854us/step - loss: 0.3991 - accuracy: 0.8383
Epoch 52/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8378
Epoch 53/500
225/225 [==============================] - 0s 866us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 54/500
225/225 [==============================] - 0s 874us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 55/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8375
Epoch 56/500
225/225 [==============================] - 0s 871us/step - loss: 0.3984 - accuracy: 0.8369
Epoch 57/500
225/225 [==============================] - 0s 988us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 58/500
225/225 [==============================] - 0s 935us/step - loss: 0.3982 - accuracy: 0.8378
Epoch 59/500
225/225 [==============================] - 0s 961us/step - loss: 0.3983 - accuracy: 0.8374
Epoch 60/500
225/225 [==============================] - 0s 969us/step - loss: 0.3981 - accuracy: 0.8372
Epoch 61/500
225/225 [==============================] - 0s 941us/step - loss: 0.3978 - accuracy: 0.8381
Epoch 62/500
225/225 [==============================] - 0s 919us/step - loss: 0.3979 - accuracy: 0.8365
Epoch 63/500
225/225 [==============================] - 0s 896us/step - loss: 0.3978 - accuracy: 0.8374
Epoch 64/500
225/225 [==============================] - 0s 993us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 65/500
225/225 [==============================] - 0s 915us/step - loss: 0.3976 - accuracy: 0.8368
Epoch 66/500
225/225 [==============================] - 0s 931us/step - loss: 0.3976 - accuracy: 0.8371
Epoch 67/500
225/225 [==============================] - 0s 974us/step - loss: 0.3975 - accuracy: 0.8371
Epoch 68/500
225/225 [==============================] - 0s 956us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 69/500
225/225 [==============================] - 0s 947us/step - loss: 0.3974 - accuracy: 0.8374
Epoch 70/500
225/225 [==============================] - 0s 889us/step - loss: 0.3975 - accuracy: 0.8383
Epoch 71/500
225/225 [==============================] - 0s 949us/step - loss: 0.3969 - accuracy: 0.8379
Epoch 72/500
225/225 [==============================] - 0s 947us/step - loss: 0.3972 - accuracy: 0.8374
Epoch 73/500
225/225 [==============================] - 0s 910us/step - loss: 0.3970 - accuracy: 0.8371
Epoch 74/500
225/225 [==============================] - 0s 877us/step - loss: 0.3969 - accuracy: 0.8365
Epoch 75/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8379
Epoch 76/500
225/225 [==============================] - 0s 948us/step - loss: 0.3969 - accuracy: 0.8372
Epoch 77/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8374
Epoch 78/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8375
Epoch 79/500
225/225 [==============================] - 0s 919us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 80/500
225/225 [==============================] - 0s 945us/step - loss: 0.3967 - accuracy: 0.8369
Epoch 81/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8368
Epoch 82/500
225/225 [==============================] - 0s 998us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 83/500
225/225 [==============================] - 0s 955us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 84/500
225/225 [==============================] - 0s 924us/step - loss: 0.3968 - accuracy: 0.8368
Epoch 85/500
225/225 [==============================] - 0s 952us/step - loss: 0.3963 - accuracy: 0.8371
Epoch 86/500
225/225 [==============================] - 0s 956us/step - loss: 0.3964 - accuracy: 0.8385
Epoch 87/500
225/225 [==============================] - 0s 945us/step - loss: 0.3963 - accuracy: 0.8368
Epoch 88/500
225/225 [==============================] - 0s 924us/step - loss: 0.3963 - accuracy: 0.8371
Epoch 89/500
225/225 [==============================] - 0s 955us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 90/500
225/225 [==============================] - 0s 966us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 91/500
225/225 [==============================] - 0s 969us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 92/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8383
Epoch 93/500
225/225 [==============================] - 0s 895us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 94/500
225/225 [==============================] - 0s 924us/step - loss: 0.3961 - accuracy: 0.8375
Epoch 95/500
225/225 [==============================] - 0s 961us/step - loss: 0.3961 - accuracy: 0.8383
Epoch 96/500
225/225 [==============================] - 0s 936us/step - loss: 0.3959 - accuracy: 0.8378
Epoch 97/500
225/225 [==============================] - 0s 896us/step - loss: 0.3960 - accuracy: 0.8397
Epoch 98/500
225/225 [==============================] - 0s 960us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 99/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8390
Epoch 100/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8378
Epoch 101/500
225/225 [==============================] - 0s 971us/step - loss: 0.3958 - accuracy: 0.8389
Epoch 102/500
225/225 [==============================] - 0s 903us/step - loss: 0.3959 - accuracy: 0.8379
Epoch 103/500
225/225 [==============================] - 0s 924us/step - loss: 0.3957 - accuracy: 0.8375
Epoch 104/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3957 - accuracy: 0.8390
Epoch 105/500
225/225 [==============================] - 0s 923us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 106/500
225/225 [==============================] - 0s 942us/step - loss: 0.3955 - accuracy: 0.8381
Epoch 107/500
225/225 [==============================] - 0s 940us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 108/500
225/225 [==============================] - 0s 953us/step - loss: 0.3957 - accuracy: 0.8386
Epoch 109/500
225/225 [==============================] - 0s 944us/step - loss: 0.3954 - accuracy: 0.8397
Epoch 110/500
225/225 [==============================] - 0s 971us/step - loss: 0.3957 - accuracy: 0.8392
Epoch 111/500
225/225 [==============================] - 0s 922us/step - loss: 0.3954 - accuracy: 0.8378
Epoch 112/500
225/225 [==============================] - 0s 872us/step - loss: 0.3956 - accuracy: 0.8389
Epoch 113/500
225/225 [==============================] - 0s 938us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 114/500
225/225 [==============================] - 0s 921us/step - loss: 0.3955 - accuracy: 0.8400
Epoch 115/500
225/225 [==============================] - 0s 939us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 116/500
225/225 [==============================] - 0s 925us/step - loss: 0.3954 - accuracy: 0.8385
Epoch 117/500
225/225 [==============================] - 0s 903us/step - loss: 0.3955 - accuracy: 0.8399
Epoch 118/500
225/225 [==============================] - 0s 967us/step - loss: 0.3955 - accuracy: 0.8392
Epoch 119/500
225/225 [==============================] - 0s 940us/step - loss: 0.3954 - accuracy: 0.8393
Epoch 120/500
225/225 [==============================] - 0s 883us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 121/500
225/225 [==============================] - 0s 885us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 122/500
225/225 [==============================] - 0s 892us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 123/500
225/225 [==============================] - 0s 953us/step - loss: 0.3954 - accuracy: 0.8397
Epoch 124/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8399
Epoch 125/500
225/225 [==============================] - 0s 881us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 126/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8385
Epoch 127/500
225/225 [==============================] - 0s 952us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 128/500
225/225 [==============================] - 0s 921us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 129/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8381
Epoch 130/500
225/225 [==============================] - 0s 970us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 131/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8390
Epoch 132/500
225/225 [==============================] - 0s 886us/step - loss: 0.3950 - accuracy: 0.8403
Epoch 133/500
225/225 [==============================] - 0s 876us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 134/500
225/225 [==============================] - 0s 928us/step - loss: 0.3955 - accuracy: 0.8399
Epoch 135/500
225/225 [==============================] - 0s 916us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 136/500
225/225 [==============================] - 0s 895us/step - loss: 0.3951 - accuracy: 0.8397
Epoch 137/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8392
Epoch 138/500
225/225 [==============================] - 0s 948us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 139/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8389
Epoch 140/500
225/225 [==============================] - 0s 920us/step - loss: 0.3948 - accuracy: 0.8383
Epoch 141/500
225/225 [==============================] - 0s 952us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 142/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8396
Epoch 143/500
225/225 [==============================] - 0s 985us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 144/500
225/225 [==============================] - 0s 916us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 145/500
225/225 [==============================] - 0s 971us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 146/500
225/225 [==============================] - 0s 947us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 147/500
225/225 [==============================] - 0s 945us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 148/500
225/225 [==============================] - 0s 886us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 149/500
225/225 [==============================] - 0s 938us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 150/500
225/225 [==============================] - 0s 985us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 151/500
225/225 [==============================] - 0s 950us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 152/500
225/225 [==============================] - 0s 932us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 153/500
225/225 [==============================] - 0s 936us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 154/500
225/225 [==============================] - 0s 860us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 155/500
225/225 [==============================] - 0s 1000us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 156/500
225/225 [==============================] - 0s 924us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 157/500
225/225 [==============================] - 0s 945us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 158/500
225/225 [==============================] - 0s 883us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 159/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8390
Epoch 160/500
225/225 [==============================] - 0s 990us/step - loss: 0.3948 - accuracy: 0.83920s - loss: 0.3992 - accuracy
Epoch 161/500
225/225 [==============================] - 0s 918us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 162/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8396
Epoch 163/500
225/225 [==============================] - 0s 919us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 164/500
225/225 [==============================] - 0s 897us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 165/500
225/225 [==============================] - 0s 933us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 166/500
225/225 [==============================] - 0s 915us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 167/500
225/225 [==============================] - 0s 944us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 168/500
225/225 [==============================] - 0s 918us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 169/500
225/225 [==============================] - 0s 936us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 170/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8399
Epoch 171/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8376
Epoch 172/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8381
Epoch 173/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3946 - accuracy: 0.8376
Epoch 174/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8378
Epoch 175/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8381
Epoch 176/500
225/225 [==============================] - 0s 904us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 177/500
225/225 [==============================] - 0s 956us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 178/500
225/225 [==============================] - 0s 921us/step - loss: 0.3946 - accuracy: 0.8379
Epoch 179/500
225/225 [==============================] - 0s 968us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 180/500
225/225 [==============================] - 0s 943us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 181/500
225/225 [==============================] - 0s 938us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 182/500
225/225 [==============================] - 0s 886us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 183/500
225/225 [==============================] - 0s 880us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 184/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8393
Epoch 185/500
225/225 [==============================] - 0s 945us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 186/500
225/225 [==============================] - 0s 973us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 187/500
225/225 [==============================] - 0s 902us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 188/500
225/225 [==============================] - 0s 917us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 189/500
225/225 [==============================] - 0s 883us/step - loss: 0.3943 - accuracy: 0.8375
Epoch 190/500
225/225 [==============================] - 0s 949us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 191/500
225/225 [==============================] - 0s 956us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 192/500
225/225 [==============================] - 0s 937us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 193/500
225/225 [==============================] - 0s 947us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 194/500
225/225 [==============================] - 0s 930us/step - loss: 0.3942 - accuracy: 0.8381
Epoch 195/500
225/225 [==============================] - 0s 919us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 196/500
225/225 [==============================] - 0s 977us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 197/500
225/225 [==============================] - 0s 979us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 198/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8371
Epoch 199/500
225/225 [==============================] - 0s 926us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 200/500
225/225 [==============================] - 0s 904us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 201/500
225/225 [==============================] - 0s 885us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 202/500
225/225 [==============================] - 0s 933us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 203/500
225/225 [==============================] - 0s 932us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 204/500
225/225 [==============================] - 0s 944us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 205/500
225/225 [==============================] - 0s 905us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 206/500
225/225 [==============================] - 0s 887us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 207/500
225/225 [==============================] - 0s 891us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 208/500
225/225 [==============================] - 0s 921us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 209/500
225/225 [==============================] - 0s 952us/step - loss: 0.3936 - accuracy: 0.8386
Epoch 210/500
225/225 [==============================] - 0s 952us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 211/500
225/225 [==============================] - 0s 910us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 212/500
225/225 [==============================] - 0s 932us/step - loss: 0.3935 - accuracy: 0.8364
Epoch 213/500
225/225 [==============================] - 0s 955us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 214/500
225/225 [==============================] - 0s 868us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 215/500
225/225 [==============================] - 0s 909us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 216/500
225/225 [==============================] - 0s 902us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 217/500
225/225 [==============================] - 0s 864us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 218/500
225/225 [==============================] - 0s 919us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 219/500
225/225 [==============================] - 0s 883us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 220/500
225/225 [==============================] - 0s 955us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 221/500
225/225 [==============================] - 0s 937us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 222/500
225/225 [==============================] - 0s 862us/step - loss: 0.3928 - accuracy: 0.8392
Epoch 223/500
225/225 [==============================] - 0s 976us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 224/500
225/225 [==============================] - 0s 934us/step - loss: 0.3927 - accuracy: 0.8386
Epoch 225/500
225/225 [==============================] - 0s 850us/step - loss: 0.3927 - accuracy: 0.8383
Epoch 226/500
225/225 [==============================] - 0s 948us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 227/500
225/225 [==============================] - 0s 921us/step - loss: 0.3929 - accuracy: 0.8399
Epoch 228/500
225/225 [==============================] - 0s 982us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 229/500
225/225 [==============================] - 0s 935us/step - loss: 0.3928 - accuracy: 0.8385
Epoch 230/500
225/225 [==============================] - 0s 916us/step - loss: 0.3927 - accuracy: 0.8382
Epoch 231/500
225/225 [==============================] - 0s 969us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 232/500
225/225 [==============================] - 0s 921us/step - loss: 0.3928 - accuracy: 0.8369
Epoch 233/500
225/225 [==============================] - 0s 989us/step - loss: 0.3927 - accuracy: 0.8386
Epoch 234/500
225/225 [==============================] - 0s 949us/step - loss: 0.3928 - accuracy: 0.8381
Epoch 235/500
225/225 [==============================] - 0s 927us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 236/500
225/225 [==============================] - 0s 884us/step - loss: 0.3928 - accuracy: 0.8388
Epoch 237/500
225/225 [==============================] - 0s 945us/step - loss: 0.3925 - accuracy: 0.8381
Epoch 238/500
225/225 [==============================] - 0s 964us/step - loss: 0.3925 - accuracy: 0.8383
Epoch 239/500
225/225 [==============================] - 0s 881us/step - loss: 0.3925 - accuracy: 0.8397
Epoch 240/500
225/225 [==============================] - 0s 965us/step - loss: 0.3925 - accuracy: 0.8375
Epoch 241/500
225/225 [==============================] - 0s 947us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 242/500
225/225 [==============================] - 0s 955us/step - loss: 0.3924 - accuracy: 0.8389
Epoch 243/500
225/225 [==============================] - 0s 929us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 244/500
225/225 [==============================] - 0s 847us/step - loss: 0.3923 - accuracy: 0.8394
Epoch 245/500
225/225 [==============================] - 0s 874us/step - loss: 0.3924 - accuracy: 0.8382
Epoch 246/500
225/225 [==============================] - 0s 952us/step - loss: 0.3923 - accuracy: 0.8385
Epoch 247/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8381
Epoch 248/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3924 - accuracy: 0.8394
Epoch 249/500
225/225 [==============================] - 0s 866us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 250/500
225/225 [==============================] - 0s 819us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 251/500
225/225 [==============================] - 0s 858us/step - loss: 0.3920 - accuracy: 0.8389
Epoch 252/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8369
Epoch 253/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8390
Epoch 254/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8376
Epoch 255/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8382
Epoch 256/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8375
Epoch 257/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8383
Epoch 258/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8381
Epoch 259/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8386
Epoch 260/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8382
Epoch 261/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8386
Epoch 262/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8390
Epoch 263/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8381
Epoch 264/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8389
Epoch 265/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8390
Epoch 266/500
225/225 [==============================] - 0s 966us/step - loss: 0.3915 - accuracy: 0.8381
Epoch 267/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8396
Epoch 268/500
225/225 [==============================] - 0s 919us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 269/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8378
Epoch 270/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8383
Epoch 271/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8378
Epoch 272/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8376
Epoch 273/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8374
Epoch 274/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8379
Epoch 275/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8378
Epoch 276/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8397
Epoch 277/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8381
Epoch 278/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8390
Epoch 279/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8397
Epoch 280/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3905 - accuracy: 0.8393
Epoch 281/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3906 - accuracy: 0.8386
Epoch 282/500
225/225 [==============================] - 0s 961us/step - loss: 0.3905 - accuracy: 0.8389
Epoch 283/500
225/225 [==============================] - 0s 929us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 284/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3903 - accuracy: 0.8400
Epoch 285/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3902 - accuracy: 0.8396
Epoch 286/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3902 - accuracy: 0.8379
Epoch 287/500
225/225 [==============================] - 0s 992us/step - loss: 0.3898 - accuracy: 0.8404
Epoch 288/500
225/225 [==============================] - 0s 947us/step - loss: 0.3898 - accuracy: 0.8381
Epoch 289/500
225/225 [==============================] - 0s 923us/step - loss: 0.3896 - accuracy: 0.8390
Epoch 290/500
225/225 [==============================] - 0s 925us/step - loss: 0.3896 - accuracy: 0.8411
Epoch 291/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3894 - accuracy: 0.8383
Epoch 292/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3892 - accuracy: 0.8400
Epoch 293/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8401
Epoch 294/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8396
Epoch 295/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8397
Epoch 296/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8400
Epoch 297/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8397
Epoch 298/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8397
Epoch 299/500
225/225 [==============================] - 0s 948us/step - loss: 0.3872 - accuracy: 0.8401
Epoch 300/500
225/225 [==============================] - 0s 952us/step - loss: 0.3873 - accuracy: 0.8401
Epoch 301/500
225/225 [==============================] - 0s 928us/step - loss: 0.3874 - accuracy: 0.8385
Epoch 302/500
225/225 [==============================] - 0s 924us/step - loss: 0.3870 - accuracy: 0.8388
Epoch 303/500
225/225 [==============================] - 0s 902us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 304/500
225/225 [==============================] - 0s 895us/step - loss: 0.3861 - accuracy: 0.8392
Epoch 305/500
225/225 [==============================] - 0s 879us/step - loss: 0.3859 - accuracy: 0.8396
Epoch 306/500
225/225 [==============================] - 0s 856us/step - loss: 0.3858 - accuracy: 0.8404
Epoch 307/500
225/225 [==============================] - 0s 886us/step - loss: 0.3857 - accuracy: 0.8401
Epoch 308/500
225/225 [==============================] - 0s 988us/step - loss: 0.3852 - accuracy: 0.8411
Epoch 309/500
225/225 [==============================] - 0s 987us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 310/500
225/225 [==============================] - 0s 925us/step - loss: 0.3844 - accuracy: 0.8400
Epoch 311/500
225/225 [==============================] - 0s 941us/step - loss: 0.3845 - accuracy: 0.8408
Epoch 312/500
225/225 [==============================] - 0s 951us/step - loss: 0.3844 - accuracy: 0.8383
Epoch 313/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3839 - accuracy: 0.8407
Epoch 314/500
225/225 [==============================] - 0s 971us/step - loss: 0.3834 - accuracy: 0.8410
Epoch 315/500
225/225 [==============================] - 0s 912us/step - loss: 0.3832 - accuracy: 0.8393
Epoch 316/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3832 - accuracy: 0.8400
Epoch 317/500
225/225 [==============================] - 0s 990us/step - loss: 0.3824 - accuracy: 0.8417
Epoch 318/500
225/225 [==============================] - 0s 975us/step - loss: 0.3825 - accuracy: 0.8408
Epoch 319/500
225/225 [==============================] - 0s 895us/step - loss: 0.3818 - accuracy: 0.8406
Epoch 320/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3813 - accuracy: 0.8417
Epoch 321/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3809 - accuracy: 0.8411
Epoch 322/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3806 - accuracy: 0.8419
Epoch 323/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3802 - accuracy: 0.8413
Epoch 324/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3798 - accuracy: 0.8425
Epoch 325/500
225/225 [==============================] - 0s 958us/step - loss: 0.3795 - accuracy: 0.8418
Epoch 326/500
225/225 [==============================] - 0s 996us/step - loss: 0.3789 - accuracy: 0.8410
Epoch 327/500
225/225 [==============================] - 0s 899us/step - loss: 0.3792 - accuracy: 0.8431
Epoch 328/500
225/225 [==============================] - 0s 946us/step - loss: 0.3787 - accuracy: 0.8413
Epoch 329/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3789 - accuracy: 0.8425
Epoch 330/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3784 - accuracy: 0.8424
Epoch 331/500
225/225 [==============================] - 0s 920us/step - loss: 0.3778 - accuracy: 0.8415
Epoch 332/500
225/225 [==============================] - 0s 876us/step - loss: 0.3776 - accuracy: 0.8440
Epoch 333/500
225/225 [==============================] - 0s 880us/step - loss: 0.3775 - accuracy: 0.8422
Epoch 334/500
225/225 [==============================] - 0s 903us/step - loss: 0.3777 - accuracy: 0.84360s - loss: 0.3866 - accuracy: 0.
Epoch 335/500
225/225 [==============================] - 0s 903us/step - loss: 0.3768 - accuracy: 0.8431
Epoch 336/500
225/225 [==============================] - 0s 903us/step - loss: 0.3774 - accuracy: 0.8431
Epoch 337/500
225/225 [==============================] - 0s 853us/step - loss: 0.3770 - accuracy: 0.8421
Epoch 338/500
225/225 [==============================] - 0s 939us/step - loss: 0.3768 - accuracy: 0.8435
Epoch 339/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3762 - accuracy: 0.8426
Epoch 340/500
225/225 [==============================] - 0s 939us/step - loss: 0.3769 - accuracy: 0.8428
Epoch 341/500
225/225 [==============================] - 0s 872us/step - loss: 0.3762 - accuracy: 0.8425
Epoch 342/500
225/225 [==============================] - 0s 885us/step - loss: 0.3760 - accuracy: 0.8425
Epoch 343/500
225/225 [==============================] - 0s 883us/step - loss: 0.3758 - accuracy: 0.8439
Epoch 344/500
225/225 [==============================] - 0s 964us/step - loss: 0.3760 - accuracy: 0.8433
Epoch 345/500
225/225 [==============================] - 0s 938us/step - loss: 0.3756 - accuracy: 0.8426
Epoch 346/500
225/225 [==============================] - 0s 922us/step - loss: 0.3757 - accuracy: 0.8439
Epoch 347/500
225/225 [==============================] - 0s 878us/step - loss: 0.3752 - accuracy: 0.8428
Epoch 348/500
225/225 [==============================] - 0s 897us/step - loss: 0.3755 - accuracy: 0.8440
Epoch 349/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3754 - accuracy: 0.8435: 0s - loss: 0.3830 - accuracy
Epoch 350/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3752 - accuracy: 0.8439
Epoch 351/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3752 - accuracy: 0.8447
Epoch 352/500
225/225 [==============================] - 0s 908us/step - loss: 0.3753 - accuracy: 0.8433
Epoch 353/500
225/225 [==============================] - 0s 914us/step - loss: 0.3748 - accuracy: 0.8431
Epoch 354/500
225/225 [==============================] - 0s 913us/step - loss: 0.3748 - accuracy: 0.8421
Epoch 355/500
225/225 [==============================] - 0s 881us/step - loss: 0.3747 - accuracy: 0.8436
Epoch 356/500
225/225 [==============================] - 0s 962us/step - loss: 0.3746 - accuracy: 0.8442
Epoch 357/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3746 - accuracy: 0.8432
Epoch 358/500
225/225 [==============================] - 0s 888us/step - loss: 0.3740 - accuracy: 0.8447
Epoch 359/500
225/225 [==============================] - 0s 860us/step - loss: 0.3746 - accuracy: 0.8433
Epoch 360/500
225/225 [==============================] - 0s 863us/step - loss: 0.3742 - accuracy: 0.8431
Epoch 361/500
225/225 [==============================] - 0s 888us/step - loss: 0.3741 - accuracy: 0.8446
Epoch 362/500
225/225 [==============================] - 0s 893us/step - loss: 0.3744 - accuracy: 0.8433
Epoch 363/500
225/225 [==============================] - 0s 967us/step - loss: 0.3745 - accuracy: 0.8431
Epoch 364/500
225/225 [==============================] - 0s 920us/step - loss: 0.3744 - accuracy: 0.8432
Epoch 365/500
225/225 [==============================] - 0s 871us/step - loss: 0.3742 - accuracy: 0.8447
Epoch 366/500
225/225 [==============================] - 0s 947us/step - loss: 0.3742 - accuracy: 0.8432
Epoch 367/500
225/225 [==============================] - 0s 901us/step - loss: 0.3741 - accuracy: 0.8432
Epoch 368/500
225/225 [==============================] - 0s 952us/step - loss: 0.3742 - accuracy: 0.8432
Epoch 369/500
225/225 [==============================] - 0s 927us/step - loss: 0.3737 - accuracy: 0.8435
Epoch 370/500
225/225 [==============================] - 0s 867us/step - loss: 0.3739 - accuracy: 0.8438
Epoch 371/500
225/225 [==============================] - 0s 904us/step - loss: 0.3736 - accuracy: 0.8436
Epoch 372/500
225/225 [==============================] - 0s 887us/step - loss: 0.3736 - accuracy: 0.8429
Epoch 373/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3736 - accuracy: 0.8426
Epoch 374/500
225/225 [==============================] - 0s 976us/step - loss: 0.3739 - accuracy: 0.8450
Epoch 375/500
225/225 [==============================] - 0s 955us/step - loss: 0.3738 - accuracy: 0.8435
Epoch 376/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3737 - accuracy: 0.8429
Epoch 377/500
225/225 [==============================] - 0s 957us/step - loss: 0.3736 - accuracy: 0.8449
Epoch 378/500
225/225 [==============================] - 0s 937us/step - loss: 0.3734 - accuracy: 0.8444
Epoch 379/500
225/225 [==============================] - 0s 870us/step - loss: 0.3731 - accuracy: 0.8432
Epoch 380/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3735 - accuracy: 0.8419
Epoch 381/500
225/225 [==============================] - 0s 955us/step - loss: 0.3734 - accuracy: 0.8433
Epoch 382/500
225/225 [==============================] - 0s 949us/step - loss: 0.3731 - accuracy: 0.8438
Epoch 383/500
225/225 [==============================] - 0s 946us/step - loss: 0.3733 - accuracy: 0.8422
Epoch 384/500
225/225 [==============================] - 0s 928us/step - loss: 0.3731 - accuracy: 0.8443
Epoch 385/500
225/225 [==============================] - 0s 924us/step - loss: 0.3729 - accuracy: 0.8436
Epoch 386/500
225/225 [==============================] - 0s 941us/step - loss: 0.3728 - accuracy: 0.8446
Epoch 387/500
225/225 [==============================] - 0s 915us/step - loss: 0.3732 - accuracy: 0.8433
Epoch 388/500
225/225 [==============================] - 0s 864us/step - loss: 0.3732 - accuracy: 0.8440
Epoch 389/500
225/225 [==============================] - 0s 983us/step - loss: 0.3732 - accuracy: 0.8442
Epoch 390/500
225/225 [==============================] - 0s 920us/step - loss: 0.3732 - accuracy: 0.8444
Epoch 391/500
225/225 [==============================] - 0s 877us/step - loss: 0.3730 - accuracy: 0.8425
Epoch 392/500
225/225 [==============================] - 0s 960us/step - loss: 0.3732 - accuracy: 0.8438
Epoch 393/500
225/225 [==============================] - 0s 937us/step - loss: 0.3730 - accuracy: 0.8443
Epoch 394/500
225/225 [==============================] - 0s 860us/step - loss: 0.3729 - accuracy: 0.8442
Epoch 395/500
225/225 [==============================] - 0s 977us/step - loss: 0.3731 - accuracy: 0.8440
Epoch 396/500
225/225 [==============================] - 0s 969us/step - loss: 0.3733 - accuracy: 0.8454
Epoch 397/500
225/225 [==============================] - 0s 995us/step - loss: 0.3730 - accuracy: 0.8450
Epoch 398/500
225/225 [==============================] - 0s 922us/step - loss: 0.3732 - accuracy: 0.8435
Epoch 399/500
225/225 [==============================] - 0s 979us/step - loss: 0.3727 - accuracy: 0.8449
Epoch 400/500
225/225 [==============================] - 0s 919us/step - loss: 0.3727 - accuracy: 0.8431
Epoch 401/500
225/225 [==============================] - 0s 946us/step - loss: 0.3725 - accuracy: 0.8439
Epoch 402/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3726 - accuracy: 0.8440
Epoch 403/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3727 - accuracy: 0.8468
Epoch 404/500
225/225 [==============================] - 0s 916us/step - loss: 0.3730 - accuracy: 0.8453
Epoch 405/500
225/225 [==============================] - 0s 961us/step - loss: 0.3728 - accuracy: 0.8453
Epoch 406/500
225/225 [==============================] - 0s 936us/step - loss: 0.3727 - accuracy: 0.8435
Epoch 407/500
225/225 [==============================] - 0s 957us/step - loss: 0.3731 - accuracy: 0.8439
Epoch 408/500
225/225 [==============================] - 0s 956us/step - loss: 0.3727 - accuracy: 0.8446
Epoch 409/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3723 - accuracy: 0.8425
Epoch 410/500
225/225 [==============================] - 0s 988us/step - loss: 0.3727 - accuracy: 0.8436
Epoch 411/500
225/225 [==============================] - 0s 941us/step - loss: 0.3723 - accuracy: 0.8442
Epoch 412/500
225/225 [==============================] - 0s 934us/step - loss: 0.3725 - accuracy: 0.8442
Epoch 413/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3726 - accuracy: 0.8438
Epoch 414/500
225/225 [==============================] - 0s 984us/step - loss: 0.3727 - accuracy: 0.8444
Epoch 415/500
225/225 [==============================] - 0s 919us/step - loss: 0.3721 - accuracy: 0.8439
Epoch 416/500
225/225 [==============================] - 0s 923us/step - loss: 0.3722 - accuracy: 0.8449
Epoch 417/500
225/225 [==============================] - 0s 928us/step - loss: 0.3719 - accuracy: 0.8444
Epoch 418/500
225/225 [==============================] - 0s 890us/step - loss: 0.3725 - accuracy: 0.8444
Epoch 419/500
225/225 [==============================] - 0s 913us/step - loss: 0.3723 - accuracy: 0.8438
Epoch 420/500
225/225 [==============================] - 0s 928us/step - loss: 0.3722 - accuracy: 0.8439
Epoch 421/500
225/225 [==============================] - 0s 874us/step - loss: 0.3726 - accuracy: 0.8425
Epoch 422/500
225/225 [==============================] - 0s 967us/step - loss: 0.3723 - accuracy: 0.8421
Epoch 423/500
225/225 [==============================] - 0s 923us/step - loss: 0.3724 - accuracy: 0.8438
Epoch 424/500
225/225 [==============================] - 0s 877us/step - loss: 0.3719 - accuracy: 0.8432
Epoch 425/500
225/225 [==============================] - 0s 887us/step - loss: 0.3721 - accuracy: 0.8432
Epoch 426/500
225/225 [==============================] - 0s 933us/step - loss: 0.3719 - accuracy: 0.8429
Epoch 427/500
225/225 [==============================] - 0s 970us/step - loss: 0.3719 - accuracy: 0.8438
Epoch 428/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3725 - accuracy: 0.8439
Epoch 429/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3720 - accuracy: 0.8443
Epoch 430/500
225/225 [==============================] - ETA: 0s - loss: 0.3673 - accuracy: 0.84 - 0s 880us/step - loss: 0.3720 - accuracy: 0.8457
Epoch 431/500
225/225 [==============================] - 0s 941us/step - loss: 0.3718 - accuracy: 0.8444
Epoch 432/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3718 - accuracy: 0.8433
Epoch 433/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3718 - accuracy: 0.8438
Epoch 434/500
225/225 [==============================] - 0s 920us/step - loss: 0.3720 - accuracy: 0.8435
Epoch 435/500
225/225 [==============================] - 0s 935us/step - loss: 0.3715 - accuracy: 0.8436
Epoch 436/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3714 - accuracy: 0.8446
Epoch 437/500
225/225 [==============================] - 0s 936us/step - loss: 0.3719 - accuracy: 0.8446
Epoch 438/500
225/225 [==============================] - 0s 961us/step - loss: 0.3719 - accuracy: 0.8439
Epoch 439/500
225/225 [==============================] - 0s 888us/step - loss: 0.3713 - accuracy: 0.8439
Epoch 440/500
225/225 [==============================] - 0s 936us/step - loss: 0.3719 - accuracy: 0.8431
Epoch 441/500
225/225 [==============================] - 0s 965us/step - loss: 0.3719 - accuracy: 0.8432
Epoch 442/500
225/225 [==============================] - 0s 935us/step - loss: 0.3714 - accuracy: 0.8431
Epoch 443/500
225/225 [==============================] - 0s 928us/step - loss: 0.3718 - accuracy: 0.8447
Epoch 444/500
225/225 [==============================] - 0s 960us/step - loss: 0.3716 - accuracy: 0.8429
Epoch 445/500
225/225 [==============================] - 0s 921us/step - loss: 0.3721 - accuracy: 0.8439
Epoch 446/500
225/225 [==============================] - 0s 926us/step - loss: 0.3713 - accuracy: 0.8432
Epoch 447/500
225/225 [==============================] - 0s 967us/step - loss: 0.3719 - accuracy: 0.8444
Epoch 448/500
225/225 [==============================] - 0s 935us/step - loss: 0.3717 - accuracy: 0.8446
Epoch 449/500
225/225 [==============================] - 0s 891us/step - loss: 0.3714 - accuracy: 0.8440
Epoch 450/500
225/225 [==============================] - 0s 889us/step - loss: 0.3713 - accuracy: 0.8454
Epoch 451/500
225/225 [==============================] - 0s 981us/step - loss: 0.3713 - accuracy: 0.8442
Epoch 452/500
225/225 [==============================] - 0s 970us/step - loss: 0.3712 - accuracy: 0.8460
Epoch 453/500
225/225 [==============================] - 0s 895us/step - loss: 0.3710 - accuracy: 0.8433
Epoch 454/500
225/225 [==============================] - 0s 928us/step - loss: 0.3713 - accuracy: 0.8447
Epoch 455/500
225/225 [==============================] - 0s 875us/step - loss: 0.3712 - accuracy: 0.8422
Epoch 456/500
225/225 [==============================] - 0s 939us/step - loss: 0.3714 - accuracy: 0.8425
Epoch 457/500
225/225 [==============================] - 0s 968us/step - loss: 0.3710 - accuracy: 0.8439
Epoch 458/500
225/225 [==============================] - 0s 952us/step - loss: 0.3711 - accuracy: 0.8456
Epoch 459/500
225/225 [==============================] - 0s 893us/step - loss: 0.3712 - accuracy: 0.8431
Epoch 460/500
225/225 [==============================] - 0s 890us/step - loss: 0.3711 - accuracy: 0.8443
Epoch 461/500
225/225 [==============================] - 0s 934us/step - loss: 0.3714 - accuracy: 0.8449
Epoch 462/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3708 - accuracy: 0.8436
Epoch 463/500
225/225 [==============================] - 0s 910us/step - loss: 0.3710 - accuracy: 0.8424
Epoch 464/500
225/225 [==============================] - 0s 932us/step - loss: 0.3708 - accuracy: 0.8450
Epoch 465/500
225/225 [==============================] - 0s 935us/step - loss: 0.3710 - accuracy: 0.8446
Epoch 466/500
225/225 [==============================] - 0s 937us/step - loss: 0.3710 - accuracy: 0.8442
Epoch 467/500
225/225 [==============================] - 0s 882us/step - loss: 0.3707 - accuracy: 0.8440
Epoch 468/500
225/225 [==============================] - 0s 886us/step - loss: 0.3714 - accuracy: 0.8446
Epoch 469/500
225/225 [==============================] - 0s 973us/step - loss: 0.3710 - accuracy: 0.8429
Epoch 470/500
225/225 [==============================] - 0s 931us/step - loss: 0.3704 - accuracy: 0.8453
Epoch 471/500
225/225 [==============================] - 0s 959us/step - loss: 0.3710 - accuracy: 0.8458
Epoch 472/500
225/225 [==============================] - 0s 906us/step - loss: 0.3713 - accuracy: 0.8426
Epoch 473/500
225/225 [==============================] - 0s 893us/step - loss: 0.3712 - accuracy: 0.8446
Epoch 474/500
225/225 [==============================] - 0s 942us/step - loss: 0.3707 - accuracy: 0.8439
Epoch 475/500
225/225 [==============================] - 0s 924us/step - loss: 0.3707 - accuracy: 0.8442
Epoch 476/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3705 - accuracy: 0.8456
Epoch 477/500
225/225 [==============================] - 0s 954us/step - loss: 0.3708 - accuracy: 0.8438
Epoch 478/500
225/225 [==============================] - 0s 966us/step - loss: 0.3708 - accuracy: 0.8439
Epoch 479/500
225/225 [==============================] - 0s 912us/step - loss: 0.3712 - accuracy: 0.8435
Epoch 480/500
225/225 [==============================] - 0s 935us/step - loss: 0.3708 - accuracy: 0.8447
Epoch 481/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3710 - accuracy: 0.8446
Epoch 482/500
225/225 [==============================] - 0s 931us/step - loss: 0.3707 - accuracy: 0.8432
Epoch 483/500
225/225 [==============================] - 0s 932us/step - loss: 0.3715 - accuracy: 0.8446
Epoch 484/500
225/225 [==============================] - 0s 924us/step - loss: 0.3703 - accuracy: 0.8444
Epoch 485/500
225/225 [==============================] - 0s 990us/step - loss: 0.3707 - accuracy: 0.8447
Epoch 486/500
225/225 [==============================] - 0s 912us/step - loss: 0.3709 - accuracy: 0.8444
Epoch 487/500
225/225 [==============================] - 0s 974us/step - loss: 0.3707 - accuracy: 0.8435
Epoch 488/500
225/225 [==============================] - 0s 954us/step - loss: 0.3707 - accuracy: 0.8450
Epoch 489/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3709 - accuracy: 0.8453
Epoch 490/500
225/225 [==============================] - 0s 950us/step - loss: 0.3700 - accuracy: 0.8461
Epoch 491/500
225/225 [==============================] - 0s 931us/step - loss: 0.3708 - accuracy: 0.8453
Epoch 492/500
225/225 [==============================] - 0s 939us/step - loss: 0.3704 - accuracy: 0.8464
Epoch 493/500
225/225 [==============================] - 0s 906us/step - loss: 0.3708 - accuracy: 0.8451
Epoch 494/500
225/225 [==============================] - 0s 980us/step - loss: 0.3709 - accuracy: 0.8451
Epoch 495/500
225/225 [==============================] - 0s 946us/step - loss: 0.3704 - accuracy: 0.8442
Epoch 496/500
225/225 [==============================] - 0s 923us/step - loss: 0.3702 - accuracy: 0.8440
Epoch 497/500
225/225 [==============================] - 0s 973us/step - loss: 0.3710 - accuracy: 0.8444
Epoch 498/500
225/225 [==============================] - 0s 935us/step - loss: 0.3704 - accuracy: 0.8458
Epoch 499/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3707 - accuracy: 0.8449
Epoch 500/500
225/225 [==============================] - 0s 957us/step - loss: 0.3703 - accuracy: 0.8450
Epoch 1/500
225/225 [==============================] - 0s 931us/step - loss: 0.5977 - accuracy: 0.7947
Epoch 2/500
225/225 [==============================] - 0s 966us/step - loss: 0.4479 - accuracy: 0.7953
Epoch 3/500
225/225 [==============================] - 0s 939us/step - loss: 0.4378 - accuracy: 0.7953
Epoch 4/500
225/225 [==============================] - 0s 931us/step - loss: 0.4345 - accuracy: 0.7953
Epoch 5/500
225/225 [==============================] - 0s 935us/step - loss: 0.4323 - accuracy: 0.7953
Epoch 6/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4306 - accuracy: 0.7953
Epoch 7/500
225/225 [==============================] - 0s 864us/step - loss: 0.4288 - accuracy: 0.7953
Epoch 8/500
225/225 [==============================] - 0s 917us/step - loss: 0.4267 - accuracy: 0.7953
Epoch 9/500
225/225 [==============================] - 0s 917us/step - loss: 0.4245 - accuracy: 0.8015
Epoch 10/500
225/225 [==============================] - 0s 888us/step - loss: 0.4227 - accuracy: 0.8183
Epoch 11/500
225/225 [==============================] - 0s 873us/step - loss: 0.4212 - accuracy: 0.8204
Epoch 12/500
225/225 [==============================] - 0s 957us/step - loss: 0.4200 - accuracy: 0.8231
Epoch 13/500
225/225 [==============================] - 0s 930us/step - loss: 0.4188 - accuracy: 0.8235
Epoch 14/500
225/225 [==============================] - 0s 910us/step - loss: 0.4179 - accuracy: 0.8243
Epoch 15/500
225/225 [==============================] - 0s 967us/step - loss: 0.4168 - accuracy: 0.8268
Epoch 16/500
225/225 [==============================] - 0s 913us/step - loss: 0.4160 - accuracy: 0.8282
Epoch 17/500
225/225 [==============================] - 0s 930us/step - loss: 0.4150 - accuracy: 0.8279
Epoch 18/500
225/225 [==============================] - 0s 918us/step - loss: 0.4141 - accuracy: 0.8300
Epoch 19/500
225/225 [==============================] - 0s 959us/step - loss: 0.4134 - accuracy: 0.8315
Epoch 20/500
225/225 [==============================] - 0s 961us/step - loss: 0.4123 - accuracy: 0.8329
Epoch 21/500
225/225 [==============================] - 0s 929us/step - loss: 0.4120 - accuracy: 0.8319
Epoch 22/500
225/225 [==============================] - 0s 926us/step - loss: 0.4107 - accuracy: 0.8326
Epoch 23/500
225/225 [==============================] - 0s 912us/step - loss: 0.4100 - accuracy: 0.8319
Epoch 24/500
225/225 [==============================] - 0s 884us/step - loss: 0.4089 - accuracy: 0.8331
Epoch 25/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4085 - accuracy: 0.8342
Epoch 26/500
225/225 [==============================] - 0s 871us/step - loss: 0.4079 - accuracy: 0.8347
Epoch 27/500
225/225 [==============================] - 0s 905us/step - loss: 0.4073 - accuracy: 0.8358
Epoch 28/500
225/225 [==============================] - 0s 892us/step - loss: 0.4066 - accuracy: 0.8353
Epoch 29/500
225/225 [==============================] - 0s 878us/step - loss: 0.4060 - accuracy: 0.8357
Epoch 30/500
225/225 [==============================] - 0s 936us/step - loss: 0.4057 - accuracy: 0.8350
Epoch 31/500
225/225 [==============================] - 0s 993us/step - loss: 0.4051 - accuracy: 0.8354
Epoch 32/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4049 - accuracy: 0.8361
Epoch 33/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4047 - accuracy: 0.8361
Epoch 34/500
225/225 [==============================] - 0s 902us/step - loss: 0.4041 - accuracy: 0.8357
Epoch 35/500
225/225 [==============================] - 0s 920us/step - loss: 0.4037 - accuracy: 0.8363
Epoch 36/500
225/225 [==============================] - 0s 859us/step - loss: 0.4038 - accuracy: 0.8363
Epoch 37/500
225/225 [==============================] - 0s 978us/step - loss: 0.4035 - accuracy: 0.8363
Epoch 38/500
225/225 [==============================] - 0s 988us/step - loss: 0.4033 - accuracy: 0.8360
Epoch 39/500
225/225 [==============================] - 0s 997us/step - loss: 0.4028 - accuracy: 0.8363
Epoch 40/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4026 - accuracy: 0.8357
Epoch 41/500
225/225 [==============================] - 0s 950us/step - loss: 0.4023 - accuracy: 0.8361
Epoch 42/500
225/225 [==============================] - 0s 938us/step - loss: 0.4023 - accuracy: 0.8356
Epoch 43/500
225/225 [==============================] - 0s 949us/step - loss: 0.4020 - accuracy: 0.8360
Epoch 44/500
225/225 [==============================] - 0s 925us/step - loss: 0.4017 - accuracy: 0.8364
Epoch 45/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8375
Epoch 46/500
225/225 [==============================] - 0s 884us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 47/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8365
Epoch 48/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8375
Epoch 49/500
225/225 [==============================] - 0s 954us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 50/500
225/225 [==============================] - 0s 924us/step - loss: 0.4005 - accuracy: 0.8374
Epoch 51/500
225/225 [==============================] - 0s 857us/step - loss: 0.4006 - accuracy: 0.8375
Epoch 52/500
225/225 [==============================] - 0s 992us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 53/500
225/225 [==============================] - 0s 955us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 54/500
225/225 [==============================] - 0s 935us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 55/500
225/225 [==============================] - 0s 941us/step - loss: 0.4002 - accuracy: 0.8382
Epoch 56/500
225/225 [==============================] - 0s 941us/step - loss: 0.3998 - accuracy: 0.8368
Epoch 57/500
225/225 [==============================] - 0s 965us/step - loss: 0.4000 - accuracy: 0.8376
Epoch 58/500
225/225 [==============================] - 0s 953us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 59/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8371
Epoch 60/500
225/225 [==============================] - 0s 891us/step - loss: 0.3997 - accuracy: 0.8358
Epoch 61/500
225/225 [==============================] - 0s 959us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 62/500
225/225 [==============================] - 0s 967us/step - loss: 0.3995 - accuracy: 0.8368
Epoch 63/500
225/225 [==============================] - 0s 939us/step - loss: 0.3996 - accuracy: 0.8364
Epoch 64/500
225/225 [==============================] - 0s 958us/step - loss: 0.3994 - accuracy: 0.8363
Epoch 65/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8367
Epoch 66/500
225/225 [==============================] - 0s 939us/step - loss: 0.3992 - accuracy: 0.8365
Epoch 67/500
225/225 [==============================] - 0s 883us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 68/500
225/225 [==============================] - 0s 901us/step - loss: 0.3993 - accuracy: 0.8368
Epoch 69/500
225/225 [==============================] - 0s 919us/step - loss: 0.3991 - accuracy: 0.8361
Epoch 70/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8365
Epoch 71/500
225/225 [==============================] - 0s 953us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 72/500
225/225 [==============================] - 0s 980us/step - loss: 0.3990 - accuracy: 0.8361
Epoch 73/500
225/225 [==============================] - 0s 912us/step - loss: 0.3990 - accuracy: 0.8367
Epoch 74/500
225/225 [==============================] - 0s 866us/step - loss: 0.3987 - accuracy: 0.8364
Epoch 75/500
225/225 [==============================] - 0s 921us/step - loss: 0.3985 - accuracy: 0.8371
Epoch 76/500
225/225 [==============================] - 0s 937us/step - loss: 0.3985 - accuracy: 0.83680s - loss: 0.3987 - accuracy: 0.83
Epoch 77/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8369
Epoch 78/500
225/225 [==============================] - 0s 894us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 79/500
225/225 [==============================] - 0s 958us/step - loss: 0.3986 - accuracy: 0.8374
Epoch 80/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8381
Epoch 81/500
225/225 [==============================] - 0s 905us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 82/500
225/225 [==============================] - 0s 919us/step - loss: 0.3984 - accuracy: 0.8364
Epoch 83/500
225/225 [==============================] - 0s 879us/step - loss: 0.3983 - accuracy: 0.8365
Epoch 84/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8360
Epoch 85/500
225/225 [==============================] - 0s 902us/step - loss: 0.3982 - accuracy: 0.8375
Epoch 86/500
225/225 [==============================] - 0s 961us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 87/500
225/225 [==============================] - 0s 920us/step - loss: 0.3982 - accuracy: 0.8365
Epoch 88/500
225/225 [==============================] - 0s 967us/step - loss: 0.3980 - accuracy: 0.8379
Epoch 89/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8368
Epoch 90/500
225/225 [==============================] - 0s 939us/step - loss: 0.3980 - accuracy: 0.8375
Epoch 91/500
225/225 [==============================] - 0s 1000us/step - loss: 0.3980 - accuracy: 0.8374
Epoch 92/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8369
Epoch 93/500
225/225 [==============================] - 0s 973us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 94/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8376
Epoch 95/500
225/225 [==============================] - 0s 930us/step - loss: 0.3979 - accuracy: 0.8365
Epoch 96/500
225/225 [==============================] - 0s 942us/step - loss: 0.3977 - accuracy: 0.8379
Epoch 97/500
225/225 [==============================] - 0s 882us/step - loss: 0.3976 - accuracy: 0.8381
Epoch 98/500
225/225 [==============================] - 0s 928us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 99/500
225/225 [==============================] - 0s 879us/step - loss: 0.3975 - accuracy: 0.8367
Epoch 100/500
225/225 [==============================] - 0s 970us/step - loss: 0.3976 - accuracy: 0.83820s - loss: 0.3890 - accuracy
Epoch 101/500
225/225 [==============================] - 0s 871us/step - loss: 0.3980 - accuracy: 0.8375
Epoch 102/500
225/225 [==============================] - 0s 874us/step - loss: 0.3976 - accuracy: 0.8381
Epoch 103/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8382
Epoch 104/500
225/225 [==============================] - 0s 879us/step - loss: 0.3973 - accuracy: 0.8358
Epoch 105/500
225/225 [==============================] - 0s 887us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 106/500
225/225 [==============================] - 0s 926us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 107/500
225/225 [==============================] - 0s 841us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 108/500
225/225 [==============================] - 0s 968us/step - loss: 0.3975 - accuracy: 0.8369
Epoch 109/500
225/225 [==============================] - 0s 933us/step - loss: 0.3974 - accuracy: 0.8388
Epoch 110/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8369
Epoch 111/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8386
Epoch 112/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8379
Epoch 113/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8379
Epoch 114/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3975 - accuracy: 0.8386
Epoch 115/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8363
Epoch 116/500
225/225 [==============================] - 0s 993us/step - loss: 0.3974 - accuracy: 0.8379
Epoch 117/500
225/225 [==============================] - 0s 928us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 118/500
225/225 [==============================] - 0s 989us/step - loss: 0.3973 - accuracy: 0.8371
Epoch 119/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3973 - accuracy: 0.8392
Epoch 120/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8399
Epoch 121/500
225/225 [==============================] - 0s 976us/step - loss: 0.3968 - accuracy: 0.8378
Epoch 122/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8369
Epoch 123/500
225/225 [==============================] - 0s 979us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 124/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8381
Epoch 125/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8371
Epoch 126/500
225/225 [==============================] - 0s 917us/step - loss: 0.3967 - accuracy: 0.8371
Epoch 127/500
225/225 [==============================] - 0s 923us/step - loss: 0.3966 - accuracy: 0.8379
Epoch 128/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8376
Epoch 129/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8369
Epoch 130/500
225/225 [==============================] - 0s 889us/step - loss: 0.3962 - accuracy: 0.8378
Epoch 131/500
225/225 [==============================] - 0s 890us/step - loss: 0.3963 - accuracy: 0.8385
Epoch 132/500
225/225 [==============================] - 0s 894us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 133/500
225/225 [==============================] - 0s 987us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 134/500
225/225 [==============================] - 0s 933us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 135/500
225/225 [==============================] - 0s 909us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 136/500
225/225 [==============================] - 0s 906us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 137/500
225/225 [==============================] - 0s 969us/step - loss: 0.3960 - accuracy: 0.83690s - loss: 0.3921 - accuracy: 0.
Epoch 138/500
225/225 [==============================] - 0s 959us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 139/500
225/225 [==============================] - 0s 961us/step - loss: 0.3957 - accuracy: 0.8376
Epoch 140/500
225/225 [==============================] - 0s 979us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 141/500
225/225 [==============================] - 0s 934us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 142/500
225/225 [==============================] - 0s 912us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 143/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8361
Epoch 144/500
225/225 [==============================] - 0s 952us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 145/500
225/225 [==============================] - 0s 919us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 146/500
225/225 [==============================] - 0s 930us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 147/500
225/225 [==============================] - 0s 973us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 148/500
225/225 [==============================] - 0s 927us/step - loss: 0.3956 - accuracy: 0.8382
Epoch 149/500
225/225 [==============================] - 0s 942us/step - loss: 0.3957 - accuracy: 0.8386
Epoch 150/500
225/225 [==============================] - 0s 959us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 151/500
225/225 [==============================] - 0s 904us/step - loss: 0.3953 - accuracy: 0.8369
Epoch 152/500
225/225 [==============================] - 0s 973us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 153/500
225/225 [==============================] - 0s 941us/step - loss: 0.3955 - accuracy: 0.8360
Epoch 154/500
225/225 [==============================] - 0s 935us/step - loss: 0.3955 - accuracy: 0.8372
Epoch 155/500
225/225 [==============================] - 0s 956us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 156/500
225/225 [==============================] - 0s 980us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 157/500
225/225 [==============================] - 0s 932us/step - loss: 0.3957 - accuracy: 0.8375
Epoch 158/500
225/225 [==============================] - 0s 915us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 159/500
225/225 [==============================] - 0s 883us/step - loss: 0.3955 - accuracy: 0.8354
Epoch 160/500
225/225 [==============================] - 0s 889us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 161/500
225/225 [==============================] - 0s 948us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 162/500
225/225 [==============================] - 0s 980us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 163/500
225/225 [==============================] - 0s 912us/step - loss: 0.3955 - accuracy: 0.8364
Epoch 164/500
225/225 [==============================] - 0s 886us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 165/500
225/225 [==============================] - 0s 863us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 166/500
225/225 [==============================] - 0s 952us/step - loss: 0.3951 - accuracy: 0.8374
Epoch 167/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8369
Epoch 168/500
225/225 [==============================] - 0s 899us/step - loss: 0.3954 - accuracy: 0.8357
Epoch 169/500
225/225 [==============================] - 0s 914us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 170/500
225/225 [==============================] - 0s 985us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 171/500
225/225 [==============================] - 0s 921us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 172/500
225/225 [==============================] - 0s 920us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 173/500
225/225 [==============================] - 0s 889us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 174/500
225/225 [==============================] - 0s 913us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 175/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8375
Epoch 176/500
225/225 [==============================] - 0s 928us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 177/500
225/225 [==============================] - 0s 933us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 178/500
225/225 [==============================] - 0s 925us/step - loss: 0.3957 - accuracy: 0.8371
Epoch 179/500
225/225 [==============================] - 0s 909us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 180/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8376
Epoch 181/500
225/225 [==============================] - 0s 943us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 182/500
225/225 [==============================] - 0s 926us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 183/500
225/225 [==============================] - 0s 959us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 184/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8371
Epoch 185/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8372
Epoch 186/500
225/225 [==============================] - 0s 936us/step - loss: 0.3956 - accuracy: 0.8369
Epoch 187/500
225/225 [==============================] - 0s 909us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 188/500
225/225 [==============================] - 0s 951us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 189/500
225/225 [==============================] - 0s 976us/step - loss: 0.3953 - accuracy: 0.8363
Epoch 190/500
225/225 [==============================] - 0s 939us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 191/500
225/225 [==============================] - 0s 926us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 192/500
225/225 [==============================] - 0s 965us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 193/500
225/225 [==============================] - 0s 979us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 194/500
225/225 [==============================] - 0s 914us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 195/500
225/225 [==============================] - 0s 930us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 196/500
225/225 [==============================] - 0s 872us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 197/500
225/225 [==============================] - 0s 968us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 198/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8375
Epoch 199/500
225/225 [==============================] - 0s 939us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 200/500
225/225 [==============================] - 0s 920us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 201/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8371
Epoch 202/500
225/225 [==============================] - 0s 982us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 203/500
225/225 [==============================] - 0s 918us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 204/500
225/225 [==============================] - 0s 916us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 205/500
225/225 [==============================] - 0s 877us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 206/500
225/225 [==============================] - 0s 897us/step - loss: 0.3951 - accuracy: 0.8369
Epoch 207/500
225/225 [==============================] - 0s 886us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 208/500
225/225 [==============================] - 0s 939us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 209/500
225/225 [==============================] - 0s 950us/step - loss: 0.3951 - accuracy: 0.8374
Epoch 210/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8385
Epoch 211/500
225/225 [==============================] - 0s 954us/step - loss: 0.3951 - accuracy: 0.8371
Epoch 212/500
225/225 [==============================] - 0s 918us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 213/500
225/225 [==============================] - 0s 957us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 214/500
225/225 [==============================] - 0s 929us/step - loss: 0.3948 - accuracy: 0.8368
Epoch 215/500
225/225 [==============================] - 0s 959us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 216/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8376
Epoch 217/500
225/225 [==============================] - 0s 925us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 218/500
225/225 [==============================] - 0s 947us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 219/500
225/225 [==============================] - 0s 956us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 220/500
225/225 [==============================] - 0s 960us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 221/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8376
Epoch 222/500
225/225 [==============================] - 0s 946us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 223/500
225/225 [==============================] - 0s 918us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 224/500
225/225 [==============================] - 0s 936us/step - loss: 0.3948 - accuracy: 0.8367
Epoch 225/500
225/225 [==============================] - 0s 966us/step - loss: 0.3949 - accuracy: 0.8369
Epoch 226/500
225/225 [==============================] - 0s 906us/step - loss: 0.3951 - accuracy: 0.8363
Epoch 227/500
225/225 [==============================] - 0s 880us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 228/500
225/225 [==============================] - 0s 878us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 229/500
225/225 [==============================] - 0s 894us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 230/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8374
Epoch 231/500
225/225 [==============================] - 0s 926us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 232/500
225/225 [==============================] - 0s 940us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 233/500
225/225 [==============================] - 0s 924us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 234/500
225/225 [==============================] - 0s 946us/step - loss: 0.3952 - accuracy: 0.8374
Epoch 235/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8376
Epoch 236/500
225/225 [==============================] - 0s 964us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 237/500
225/225 [==============================] - 0s 926us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 238/500
225/225 [==============================] - 0s 879us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 239/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8361
Epoch 240/500
225/225 [==============================] - 0s 889us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 241/500
225/225 [==============================] - 0s 876us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 242/500
225/225 [==============================] - 0s 930us/step - loss: 0.3947 - accuracy: 0.8364
Epoch 243/500
225/225 [==============================] - 0s 874us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 244/500
225/225 [==============================] - 0s 977us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 245/500
225/225 [==============================] - 0s 944us/step - loss: 0.3949 - accuracy: 0.8367
Epoch 246/500
225/225 [==============================] - 0s 888us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 247/500
225/225 [==============================] - 0s 915us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 248/500
225/225 [==============================] - 0s 893us/step - loss: 0.3946 - accuracy: 0.8358
Epoch 249/500
225/225 [==============================] - 0s 981us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 250/500
225/225 [==============================] - 0s 909us/step - loss: 0.3951 - accuracy: 0.8371
Epoch 251/500
225/225 [==============================] - 0s 880us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 252/500
225/225 [==============================] - 0s 882us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 253/500
225/225 [==============================] - 0s 938us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 254/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8375
Epoch 255/500
225/225 [==============================] - 0s 946us/step - loss: 0.3949 - accuracy: 0.8360
Epoch 256/500
225/225 [==============================] - 0s 913us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 257/500
225/225 [==============================] - 0s 902us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 258/500
225/225 [==============================] - 0s 959us/step - loss: 0.3951 - accuracy: 0.8371
Epoch 259/500
225/225 [==============================] - 0s 929us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 260/500
225/225 [==============================] - 0s 934us/step - loss: 0.3948 - accuracy: 0.8367
Epoch 261/500
225/225 [==============================] - 0s 912us/step - loss: 0.3948 - accuracy: 0.8369
Epoch 262/500
225/225 [==============================] - 0s 872us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 263/500
225/225 [==============================] - 0s 966us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 264/500
225/225 [==============================] - 0s 930us/step - loss: 0.3949 - accuracy: 0.8369
Epoch 265/500
225/225 [==============================] - 0s 937us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 266/500
225/225 [==============================] - 0s 926us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 267/500
225/225 [==============================] - 0s 874us/step - loss: 0.3949 - accuracy: 0.8374
Epoch 268/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8365
Epoch 269/500
225/225 [==============================] - 0s 915us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 270/500
225/225 [==============================] - 0s 914us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 271/500
225/225 [==============================] - 0s 941us/step - loss: 0.3950 - accuracy: 0.8368
Epoch 272/500
225/225 [==============================] - 0s 976us/step - loss: 0.3945 - accuracy: 0.8371
Epoch 273/500
225/225 [==============================] - 0s 907us/step - loss: 0.3946 - accuracy: 0.8356
Epoch 274/500
225/225 [==============================] - 0s 879us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 275/500
225/225 [==============================] - 0s 889us/step - loss: 0.3945 - accuracy: 0.8353
Epoch 276/500
225/225 [==============================] - 0s 925us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 277/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8357
Epoch 278/500
225/225 [==============================] - 0s 916us/step - loss: 0.3945 - accuracy: 0.8367
Epoch 279/500
225/225 [==============================] - 0s 892us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 280/500
225/225 [==============================] - 0s 879us/step - loss: 0.3948 - accuracy: 0.8369
Epoch 281/500
225/225 [==============================] - 0s 875us/step - loss: 0.3947 - accuracy: 0.8365
Epoch 282/500
225/225 [==============================] - 0s 967us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 283/500
225/225 [==============================] - 0s 922us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 284/500
225/225 [==============================] - 0s 906us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 285/500
225/225 [==============================] - 0s 946us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 286/500
225/225 [==============================] - 0s 930us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 287/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3949 - accuracy: 0.8361
Epoch 288/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3946 - accuracy: 0.8375
Epoch 289/500
225/225 [==============================] - 0s 782us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 290/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8372
Epoch 291/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8365
Epoch 292/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3947 - accuracy: 0.8371
Epoch 293/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8365
Epoch 294/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8374
Epoch 295/500
225/225 [==============================] - 0s 978us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 296/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8372
Epoch 297/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8353
Epoch 298/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8361
Epoch 299/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8381
Epoch 300/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8349
Epoch 301/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8368: 0s - loss: 0.3947 - accuracy: 0.83
Epoch 302/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8365
Epoch 303/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8368
Epoch 304/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8375
Epoch 305/500
225/225 [==============================] - 0s 994us/step - loss: 0.3945 - accuracy: 0.8374
Epoch 306/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8375
Epoch 307/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8367
Epoch 308/500
225/225 [==============================] - 0s 965us/step - loss: 0.3948 - accuracy: 0.8375
Epoch 309/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8374
Epoch 310/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8368
Epoch 311/500
225/225 [==============================] - 0s 997us/step - loss: 0.3947 - accuracy: 0.8363
Epoch 312/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8367
Epoch 313/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8367
Epoch 314/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8364
Epoch 315/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8368
Epoch 316/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8360
Epoch 317/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8354
Epoch 318/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8367
Epoch 319/500
225/225 [==============================] - 0s 999us/step - loss: 0.3945 - accuracy: 0.8361
Epoch 320/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8367
Epoch 321/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8364
Epoch 322/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8350
Epoch 323/500
225/225 [==============================] - 0s 925us/step - loss: 0.3944 - accuracy: 0.8360
Epoch 324/500
225/225 [==============================] - 0s 893us/step - loss: 0.3947 - accuracy: 0.8360
Epoch 325/500
225/225 [==============================] - 0s 963us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 326/500
225/225 [==============================] - 0s 939us/step - loss: 0.3945 - accuracy: 0.8368
Epoch 327/500
225/225 [==============================] - 0s 997us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 328/500
225/225 [==============================] - 0s 908us/step - loss: 0.3946 - accuracy: 0.8372
Epoch 329/500
225/225 [==============================] - 0s 938us/step - loss: 0.3945 - accuracy: 0.8368
Epoch 330/500
225/225 [==============================] - 0s 899us/step - loss: 0.3946 - accuracy: 0.8363
Epoch 331/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8364
Epoch 332/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8376
Epoch 333/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8376
Epoch 334/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8375
Epoch 335/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8364
Epoch 336/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8368
Epoch 337/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8369
Epoch 338/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8368
Epoch 339/500
225/225 [==============================] - 0s 933us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 340/500
225/225 [==============================] - 0s 890us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 341/500
225/225 [==============================] - 0s 872us/step - loss: 0.3945 - accuracy: 0.8369
Epoch 342/500
225/225 [==============================] - 0s 895us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 343/500
225/225 [==============================] - 0s 942us/step - loss: 0.3946 - accuracy: 0.8357
Epoch 344/500
225/225 [==============================] - 0s 891us/step - loss: 0.3946 - accuracy: 0.8372
Epoch 345/500
225/225 [==============================] - 0s 842us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 346/500
225/225 [==============================] - 0s 884us/step - loss: 0.3947 - accuracy: 0.8363
Epoch 347/500
225/225 [==============================] - 0s 886us/step - loss: 0.3942 - accuracy: 0.8364
Epoch 348/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8363
Epoch 349/500
225/225 [==============================] - 0s 904us/step - loss: 0.3945 - accuracy: 0.8357
Epoch 350/500
225/225 [==============================] - 0s 860us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 351/500
225/225 [==============================] - 0s 916us/step - loss: 0.3945 - accuracy: 0.8353
Epoch 352/500
225/225 [==============================] - 0s 887us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 353/500
225/225 [==============================] - 0s 964us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 354/500
225/225 [==============================] - 0s 933us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 355/500
225/225 [==============================] - 0s 864us/step - loss: 0.3945 - accuracy: 0.8363
Epoch 356/500
225/225 [==============================] - 0s 942us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 357/500
225/225 [==============================] - 0s 935us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 358/500
225/225 [==============================] - 0s 906us/step - loss: 0.3947 - accuracy: 0.8364
Epoch 359/500
225/225 [==============================] - 0s 936us/step - loss: 0.3945 - accuracy: 0.8360
Epoch 360/500
225/225 [==============================] - 0s 871us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 361/500
225/225 [==============================] - 0s 887us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 362/500
225/225 [==============================] - 0s 875us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 363/500
225/225 [==============================] - 0s 932us/step - loss: 0.3945 - accuracy: 0.8356
Epoch 364/500
225/225 [==============================] - 0s 965us/step - loss: 0.3943 - accuracy: 0.8363
Epoch 365/500
225/225 [==============================] - 0s 900us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 366/500
225/225 [==============================] - 0s 939us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 367/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8354
Epoch 368/500
225/225 [==============================] - 0s 877us/step - loss: 0.3945 - accuracy: 0.8368
Epoch 369/500
225/225 [==============================] - 0s 879us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 370/500
225/225 [==============================] - 0s 859us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 371/500
225/225 [==============================] - 0s 920us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 372/500
225/225 [==============================] - 0s 948us/step - loss: 0.3947 - accuracy: 0.8360
Epoch 373/500
225/225 [==============================] - 0s 931us/step - loss: 0.3944 - accuracy: 0.8363
Epoch 374/500
225/225 [==============================] - 0s 924us/step - loss: 0.3948 - accuracy: 0.8369
Epoch 375/500
225/225 [==============================] - 0s 908us/step - loss: 0.3944 - accuracy: 0.8357
Epoch 376/500
225/225 [==============================] - 0s 896us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 377/500
225/225 [==============================] - 0s 964us/step - loss: 0.3945 - accuracy: 0.8363
Epoch 378/500
225/225 [==============================] - 0s 893us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 379/500
225/225 [==============================] - 0s 882us/step - loss: 0.3943 - accuracy: 0.8368
Epoch 380/500
225/225 [==============================] - 0s 875us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 381/500
225/225 [==============================] - 0s 872us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 382/500
225/225 [==============================] - 0s 920us/step - loss: 0.3946 - accuracy: 0.8353
Epoch 383/500
225/225 [==============================] - 0s 925us/step - loss: 0.3947 - accuracy: 0.8363
Epoch 384/500
225/225 [==============================] - 0s 890us/step - loss: 0.3944 - accuracy: 0.8356
Epoch 385/500
225/225 [==============================] - 0s 881us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 386/500
225/225 [==============================] - 0s 913us/step - loss: 0.3944 - accuracy: 0.8367
Epoch 387/500
225/225 [==============================] - 0s 860us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 388/500
225/225 [==============================] - 0s 887us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 389/500
225/225 [==============================] - 0s 855us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 390/500
225/225 [==============================] - 0s 858us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 391/500
225/225 [==============================] - 0s 947us/step - loss: 0.3943 - accuracy: 0.8361
Epoch 392/500
225/225 [==============================] - 0s 952us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 393/500
225/225 [==============================] - 0s 945us/step - loss: 0.3947 - accuracy: 0.8367
Epoch 394/500
225/225 [==============================] - 0s 859us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 395/500
225/225 [==============================] - 0s 943us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 396/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8363
Epoch 397/500
225/225 [==============================] - 0s 854us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 398/500
225/225 [==============================] - 0s 881us/step - loss: 0.3947 - accuracy: 0.8369
Epoch 399/500
225/225 [==============================] - 0s 847us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 400/500
225/225 [==============================] - 0s 899us/step - loss: 0.3944 - accuracy: 0.8364
Epoch 401/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8364
Epoch 402/500
225/225 [==============================] - 0s 938us/step - loss: 0.3945 - accuracy: 0.8360
Epoch 403/500
225/225 [==============================] - 0s 941us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 404/500
225/225 [==============================] - 0s 907us/step - loss: 0.3944 - accuracy: 0.8361
Epoch 405/500
225/225 [==============================] - 0s 899us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 406/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8379: 0s - loss: 0.4012 - accuracy: 0.
Epoch 407/500
225/225 [==============================] - 0s 943us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 408/500
225/225 [==============================] - 0s 933us/step - loss: 0.3944 - accuracy: 0.8354
Epoch 409/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8365
Epoch 410/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8371
Epoch 411/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8363
Epoch 412/500
225/225 [==============================] - 0s 942us/step - loss: 0.3945 - accuracy: 0.8368
Epoch 413/500
225/225 [==============================] - 0s 942us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 414/500
225/225 [==============================] - 0s 913us/step - loss: 0.3947 - accuracy: 0.8369
Epoch 415/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8375
Epoch 416/500
225/225 [==============================] - 0s 898us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 417/500
225/225 [==============================] - 0s 855us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 418/500
225/225 [==============================] - 0s 892us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 419/500
225/225 [==============================] - 0s 956us/step - loss: 0.3942 - accuracy: 0.83790s - loss: 0.4053 - accuracy: 
Epoch 420/500
225/225 [==============================] - 0s 890us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 421/500
225/225 [==============================] - 0s 961us/step - loss: 0.3947 - accuracy: 0.83760s - loss: 0.3964 - accuracy: 0.
Epoch 422/500
225/225 [==============================] - 0s 914us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 423/500
225/225 [==============================] - 0s 864us/step - loss: 0.3944 - accuracy: 0.8360
Epoch 424/500
225/225 [==============================] - 0s 975us/step - loss: 0.3945 - accuracy: 0.8374
Epoch 425/500
225/225 [==============================] - 0s 950us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 426/500
225/225 [==============================] - 0s 923us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 427/500
225/225 [==============================] - 0s 872us/step - loss: 0.3947 - accuracy: 0.8360
Epoch 428/500
225/225 [==============================] - 0s 943us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 429/500
225/225 [==============================] - 0s 916us/step - loss: 0.3945 - accuracy: 0.8363
Epoch 430/500
225/225 [==============================] - 0s 933us/step - loss: 0.3945 - accuracy: 0.8358
Epoch 431/500
225/225 [==============================] - 0s 889us/step - loss: 0.3948 - accuracy: 0.8361
Epoch 432/500
225/225 [==============================] - 0s 879us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 433/500
225/225 [==============================] - 0s 998us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 434/500
225/225 [==============================] - 0s 905us/step - loss: 0.3943 - accuracy: 0.8364
Epoch 435/500
225/225 [==============================] - 0s 976us/step - loss: 0.3942 - accuracy: 0.8369
Epoch 436/500
225/225 [==============================] - 0s 934us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 437/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8354
Epoch 438/500
225/225 [==============================] - 0s 960us/step - loss: 0.3944 - accuracy: 0.8365
Epoch 439/500
225/225 [==============================] - 0s 985us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 440/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8353
Epoch 441/500
225/225 [==============================] - 0s 951us/step - loss: 0.3946 - accuracy: 0.8363
Epoch 442/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8382
Epoch 443/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8367
Epoch 444/500
225/225 [==============================] - 0s 980us/step - loss: 0.3946 - accuracy: 0.8372
Epoch 445/500
225/225 [==============================] - 0s 954us/step - loss: 0.3944 - accuracy: 0.8360
Epoch 446/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8369
Epoch 447/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8364
Epoch 448/500
225/225 [==============================] - 0s 903us/step - loss: 0.3944 - accuracy: 0.8360
Epoch 449/500
225/225 [==============================] - 0s 943us/step - loss: 0.3944 - accuracy: 0.8365
Epoch 450/500
225/225 [==============================] - 0s 931us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 451/500
225/225 [==============================] - 0s 985us/step - loss: 0.3946 - accuracy: 0.8360
Epoch 452/500
225/225 [==============================] - 0s 925us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 453/500
225/225 [==============================] - 0s 930us/step - loss: 0.3948 - accuracy: 0.8360
Epoch 454/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8368
Epoch 455/500
225/225 [==============================] - 0s 881us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 456/500
225/225 [==============================] - 0s 943us/step - loss: 0.3942 - accuracy: 0.8371
Epoch 457/500
225/225 [==============================] - 0s 923us/step - loss: 0.3947 - accuracy: 0.8367
Epoch 458/500
225/225 [==============================] - 0s 892us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 459/500
225/225 [==============================] - 0s 880us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 460/500
225/225 [==============================] - 0s 864us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 461/500
225/225 [==============================] - 0s 940us/step - loss: 0.3946 - accuracy: 0.8358
Epoch 462/500
225/225 [==============================] - 0s 924us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 463/500
225/225 [==============================] - 0s 936us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 464/500
225/225 [==============================] - 0s 924us/step - loss: 0.3944 - accuracy: 0.8365
Epoch 465/500
225/225 [==============================] - 0s 907us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 466/500
225/225 [==============================] - 0s 930us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 467/500
225/225 [==============================] - 0s 902us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 468/500
225/225 [==============================] - 0s 887us/step - loss: 0.3945 - accuracy: 0.8361
Epoch 469/500
225/225 [==============================] - 0s 882us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 470/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8375
Epoch 471/500
225/225 [==============================] - 0s 933us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 472/500
225/225 [==============================] - 0s 933us/step - loss: 0.3944 - accuracy: 0.8353
Epoch 473/500
225/225 [==============================] - 0s 993us/step - loss: 0.3946 - accuracy: 0.8364
Epoch 474/500
225/225 [==============================] - 0s 896us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 475/500
225/225 [==============================] - 0s 890us/step - loss: 0.3941 - accuracy: 0.8357
Epoch 476/500
225/225 [==============================] - 0s 919us/step - loss: 0.3947 - accuracy: 0.8361
Epoch 477/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8364
Epoch 478/500
225/225 [==============================] - 0s 887us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 479/500
225/225 [==============================] - 0s 883us/step - loss: 0.3944 - accuracy: 0.8374
Epoch 480/500
225/225 [==============================] - 0s 892us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 481/500
225/225 [==============================] - 0s 837us/step - loss: 0.3944 - accuracy: 0.8361
Epoch 482/500
225/225 [==============================] - 0s 909us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 483/500
225/225 [==============================] - 0s 856us/step - loss: 0.3941 - accuracy: 0.8369
Epoch 484/500
225/225 [==============================] - 0s 877us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 485/500
225/225 [==============================] - 0s 888us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 486/500
225/225 [==============================] - 0s 839us/step - loss: 0.3942 - accuracy: 0.8372
Epoch 487/500
225/225 [==============================] - 0s 864us/step - loss: 0.3946 - accuracy: 0.8364
Epoch 488/500
225/225 [==============================] - 0s 903us/step - loss: 0.3942 - accuracy: 0.8375
Epoch 489/500
225/225 [==============================] - 0s 871us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 490/500
225/225 [==============================] - 0s 928us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 491/500
225/225 [==============================] - 0s 867us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 492/500
225/225 [==============================] - 0s 854us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 493/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8363
Epoch 494/500
225/225 [==============================] - 0s 980us/step - loss: 0.3941 - accuracy: 0.8368
Epoch 495/500
225/225 [==============================] - 0s 968us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 496/500
225/225 [==============================] - 0s 954us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 497/500
225/225 [==============================] - 0s 979us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 498/500
225/225 [==============================] - 0s 914us/step - loss: 0.3941 - accuracy: 0.8368
Epoch 499/500
225/225 [==============================] - 0s 902us/step - loss: 0.3942 - accuracy: 0.8385
Epoch 500/500
225/225 [==============================] - 0s 859us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 1/500
225/225 [==============================] - 0s 969us/step - loss: 0.6133 - accuracy: 0.7965
Epoch 2/500
225/225 [==============================] - 0s 937us/step - loss: 0.4464 - accuracy: 0.7974
Epoch 3/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4326 - accuracy: 0.7974
Epoch 4/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.7974
Epoch 5/500
225/225 [==============================] - 0s 898us/step - loss: 0.4286 - accuracy: 0.7974
Epoch 6/500
225/225 [==============================] - 0s 972us/step - loss: 0.4271 - accuracy: 0.7974
Epoch 7/500
225/225 [==============================] - 0s 941us/step - loss: 0.4260 - accuracy: 0.7974
Epoch 8/500
225/225 [==============================] - 0s 926us/step - loss: 0.4246 - accuracy: 0.7974
Epoch 9/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4228 - accuracy: 0.7974
Epoch 10/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4209 - accuracy: 0.7974
Epoch 11/500
225/225 [==============================] - 0s 946us/step - loss: 0.4188 - accuracy: 0.8114
Epoch 12/500
225/225 [==============================] - 0s 910us/step - loss: 0.4175 - accuracy: 0.8229
Epoch 13/500
225/225 [==============================] - 0s 855us/step - loss: 0.4162 - accuracy: 0.8264
Epoch 14/500
225/225 [==============================] - 0s 989us/step - loss: 0.4150 - accuracy: 0.8283
Epoch 15/500
225/225 [==============================] - 0s 940us/step - loss: 0.4138 - accuracy: 0.8299
Epoch 16/500
225/225 [==============================] - 0s 870us/step - loss: 0.4131 - accuracy: 0.8294
Epoch 17/500
225/225 [==============================] - 0s 925us/step - loss: 0.4122 - accuracy: 0.8308
Epoch 18/500
225/225 [==============================] - 0s 937us/step - loss: 0.4115 - accuracy: 0.8328
Epoch 19/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4108 - accuracy: 0.8315
Epoch 20/500
225/225 [==============================] - 0s 872us/step - loss: 0.4101 - accuracy: 0.8343
Epoch 21/500
225/225 [==============================] - 0s 880us/step - loss: 0.4097 - accuracy: 0.8335
Epoch 22/500
225/225 [==============================] - 0s 955us/step - loss: 0.4090 - accuracy: 0.8351
Epoch 23/500
225/225 [==============================] - 0s 934us/step - loss: 0.4083 - accuracy: 0.8336
Epoch 24/500
225/225 [==============================] - 0s 958us/step - loss: 0.4079 - accuracy: 0.8353
Epoch 25/500
225/225 [==============================] - 0s 925us/step - loss: 0.4073 - accuracy: 0.8356
Epoch 26/500
225/225 [==============================] - 0s 893us/step - loss: 0.4068 - accuracy: 0.8357
Epoch 27/500
225/225 [==============================] - 0s 879us/step - loss: 0.4068 - accuracy: 0.8343
Epoch 28/500
225/225 [==============================] - 0s 990us/step - loss: 0.4060 - accuracy: 0.8364
Epoch 29/500
225/225 [==============================] - 0s 935us/step - loss: 0.4056 - accuracy: 0.8363
Epoch 30/500
225/225 [==============================] - 0s 965us/step - loss: 0.4054 - accuracy: 0.8354
Epoch 31/500
225/225 [==============================] - 0s 927us/step - loss: 0.4050 - accuracy: 0.8361
Epoch 32/500
225/225 [==============================] - 0s 875us/step - loss: 0.4048 - accuracy: 0.8363
Epoch 33/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4044 - accuracy: 0.8357
Epoch 34/500
225/225 [==============================] - 0s 937us/step - loss: 0.4043 - accuracy: 0.8368
Epoch 35/500
225/225 [==============================] - 0s 901us/step - loss: 0.4039 - accuracy: 0.8360
Epoch 36/500
225/225 [==============================] - 0s 894us/step - loss: 0.4037 - accuracy: 0.8371
Epoch 37/500
225/225 [==============================] - 0s 908us/step - loss: 0.4034 - accuracy: 0.8365
Epoch 38/500
225/225 [==============================] - 0s 922us/step - loss: 0.4032 - accuracy: 0.8365
Epoch 39/500
225/225 [==============================] - 0s 858us/step - loss: 0.4031 - accuracy: 0.8353
Epoch 40/500
225/225 [==============================] - 0s 870us/step - loss: 0.4027 - accuracy: 0.8376
Epoch 41/500
225/225 [==============================] - 0s 868us/step - loss: 0.4024 - accuracy: 0.8372
Epoch 42/500
225/225 [==============================] - 0s 895us/step - loss: 0.4022 - accuracy: 0.8371
Epoch 43/500
225/225 [==============================] - 0s 947us/step - loss: 0.4022 - accuracy: 0.8371
Epoch 44/500
225/225 [==============================] - 0s 873us/step - loss: 0.4020 - accuracy: 0.8372
Epoch 45/500
225/225 [==============================] - 0s 850us/step - loss: 0.4019 - accuracy: 0.8379
Epoch 46/500
225/225 [==============================] - 0s 870us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 47/500
225/225 [==============================] - 0s 949us/step - loss: 0.4013 - accuracy: 0.8381
Epoch 48/500
225/225 [==============================] - 0s 944us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 49/500
225/225 [==============================] - 0s 991us/step - loss: 0.4012 - accuracy: 0.8379
Epoch 50/500
225/225 [==============================] - 0s 887us/step - loss: 0.4009 - accuracy: 0.8371
Epoch 51/500
225/225 [==============================] - 0s 852us/step - loss: 0.4009 - accuracy: 0.8376
Epoch 52/500
225/225 [==============================] - 0s 957us/step - loss: 0.4007 - accuracy: 0.8371
Epoch 53/500
225/225 [==============================] - 0s 954us/step - loss: 0.4005 - accuracy: 0.8376
Epoch 54/500
225/225 [==============================] - 0s 904us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 55/500
225/225 [==============================] - 0s 909us/step - loss: 0.4003 - accuracy: 0.8376
Epoch 56/500
225/225 [==============================] - 0s 866us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 57/500
225/225 [==============================] - 0s 944us/step - loss: 0.4001 - accuracy: 0.8371
Epoch 58/500
225/225 [==============================] - 0s 897us/step - loss: 0.4000 - accuracy: 0.8376
Epoch 59/500
225/225 [==============================] - 0s 882us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 60/500
225/225 [==============================] - 0s 923us/step - loss: 0.3997 - accuracy: 0.8376
Epoch 61/500
225/225 [==============================] - 0s 866us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 62/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8388
Epoch 63/500
225/225 [==============================] - 0s 894us/step - loss: 0.3993 - accuracy: 0.8383
Epoch 64/500
225/225 [==============================] - 0s 867us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 65/500
225/225 [==============================] - 0s 911us/step - loss: 0.3991 - accuracy: 0.8383
Epoch 66/500
225/225 [==============================] - 0s 884us/step - loss: 0.3991 - accuracy: 0.8374
Epoch 67/500
225/225 [==============================] - 0s 961us/step - loss: 0.3989 - accuracy: 0.8386
Epoch 68/500
225/225 [==============================] - 0s 914us/step - loss: 0.3987 - accuracy: 0.8383
Epoch 69/500
225/225 [==============================] - 0s 889us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 70/500
225/225 [==============================] - 0s 875us/step - loss: 0.3989 - accuracy: 0.8369
Epoch 71/500
225/225 [==============================] - 0s 887us/step - loss: 0.3987 - accuracy: 0.8382
Epoch 72/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8383
Epoch 73/500
225/225 [==============================] - 0s 915us/step - loss: 0.3984 - accuracy: 0.8379
Epoch 74/500
225/225 [==============================] - 0s 871us/step - loss: 0.3984 - accuracy: 0.8376
Epoch 75/500
225/225 [==============================] - 0s 896us/step - loss: 0.3982 - accuracy: 0.8375
Epoch 76/500
225/225 [==============================] - 0s 886us/step - loss: 0.3983 - accuracy: 0.8390
Epoch 77/500
225/225 [==============================] - 0s 949us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 78/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8385
Epoch 79/500
225/225 [==============================] - 0s 924us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 80/500
225/225 [==============================] - 0s 875us/step - loss: 0.3977 - accuracy: 0.8397
Epoch 81/500
225/225 [==============================] - 0s 964us/step - loss: 0.3978 - accuracy: 0.8389
Epoch 82/500
225/225 [==============================] - 0s 929us/step - loss: 0.3976 - accuracy: 0.8390
Epoch 83/500
225/225 [==============================] - 0s 882us/step - loss: 0.3975 - accuracy: 0.8386
Epoch 84/500
225/225 [==============================] - 0s 885us/step - loss: 0.3976 - accuracy: 0.8392
Epoch 85/500
225/225 [==============================] - 0s 879us/step - loss: 0.3972 - accuracy: 0.8394
Epoch 86/500
225/225 [==============================] - 0s 955us/step - loss: 0.3972 - accuracy: 0.8397
Epoch 87/500
225/225 [==============================] - 0s 887us/step - loss: 0.3970 - accuracy: 0.8393
Epoch 88/500
225/225 [==============================] - 0s 974us/step - loss: 0.3967 - accuracy: 0.8400
Epoch 89/500
225/225 [==============================] - 0s 952us/step - loss: 0.3966 - accuracy: 0.8397
Epoch 90/500
225/225 [==============================] - 0s 917us/step - loss: 0.3964 - accuracy: 0.8396
Epoch 91/500
225/225 [==============================] - 0s 970us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 92/500
225/225 [==============================] - 0s 953us/step - loss: 0.3962 - accuracy: 0.8400
Epoch 93/500
225/225 [==============================] - 0s 953us/step - loss: 0.3961 - accuracy: 0.8400
Epoch 94/500
225/225 [==============================] - 0s 846us/step - loss: 0.3958 - accuracy: 0.8399
Epoch 95/500
225/225 [==============================] - 0s 973us/step - loss: 0.3956 - accuracy: 0.8401
Epoch 96/500
225/225 [==============================] - 0s 952us/step - loss: 0.3953 - accuracy: 0.8403
Epoch 97/500
225/225 [==============================] - 0s 940us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 98/500
225/225 [==============================] - 0s 933us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 99/500
225/225 [==============================] - 0s 923us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 100/500
225/225 [==============================] - 0s 975us/step - loss: 0.3937 - accuracy: 0.8399
Epoch 101/500
225/225 [==============================] - 0s 886us/step - loss: 0.3937 - accuracy: 0.8399
Epoch 102/500
225/225 [==============================] - 0s 929us/step - loss: 0.3933 - accuracy: 0.8399
Epoch 103/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8406
Epoch 104/500
225/225 [==============================] - 0s 855us/step - loss: 0.3928 - accuracy: 0.8407
Epoch 105/500
225/225 [==============================] - 0s 948us/step - loss: 0.3925 - accuracy: 0.8403
Epoch 106/500
225/225 [==============================] - 0s 875us/step - loss: 0.3922 - accuracy: 0.8408
Epoch 107/500
225/225 [==============================] - 0s 937us/step - loss: 0.3918 - accuracy: 0.8396
Epoch 108/500
225/225 [==============================] - 0s 935us/step - loss: 0.3916 - accuracy: 0.8413
Epoch 109/500
225/225 [==============================] - 0s 931us/step - loss: 0.3913 - accuracy: 0.8403
Epoch 110/500
225/225 [==============================] - 0s 932us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 111/500
225/225 [==============================] - 0s 891us/step - loss: 0.3912 - accuracy: 0.8404
Epoch 112/500
225/225 [==============================] - 0s 856us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 113/500
225/225 [==============================] - 0s 902us/step - loss: 0.3909 - accuracy: 0.8417
Epoch 114/500
225/225 [==============================] - 0s 853us/step - loss: 0.3907 - accuracy: 0.8401
Epoch 115/500
225/225 [==============================] - 0s 859us/step - loss: 0.3907 - accuracy: 0.8393
Epoch 116/500
225/225 [==============================] - 0s 857us/step - loss: 0.3907 - accuracy: 0.8403
Epoch 117/500
225/225 [==============================] - 0s 888us/step - loss: 0.3904 - accuracy: 0.8388
Epoch 118/500
225/225 [==============================] - 0s 924us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 119/500
225/225 [==============================] - 0s 870us/step - loss: 0.3901 - accuracy: 0.8404
Epoch 120/500
225/225 [==============================] - 0s 899us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 121/500
225/225 [==============================] - 0s 880us/step - loss: 0.3898 - accuracy: 0.8397
Epoch 122/500
225/225 [==============================] - 0s 877us/step - loss: 0.3901 - accuracy: 0.8406
Epoch 123/500
225/225 [==============================] - 0s 900us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 124/500
225/225 [==============================] - 0s 897us/step - loss: 0.3900 - accuracy: 0.8407
Epoch 125/500
225/225 [==============================] - 0s 958us/step - loss: 0.3897 - accuracy: 0.8404
Epoch 126/500
225/225 [==============================] - 0s 939us/step - loss: 0.3897 - accuracy: 0.8397
Epoch 127/500
225/225 [==============================] - 0s 919us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 128/500
225/225 [==============================] - 0s 888us/step - loss: 0.3898 - accuracy: 0.8410
Epoch 129/500
225/225 [==============================] - 0s 957us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 130/500
225/225 [==============================] - 0s 909us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 131/500
225/225 [==============================] - 0s 955us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 132/500
225/225 [==============================] - 0s 937us/step - loss: 0.3891 - accuracy: 0.8414
Epoch 133/500
225/225 [==============================] - 0s 914us/step - loss: 0.3894 - accuracy: 0.8408
Epoch 134/500
225/225 [==============================] - 0s 956us/step - loss: 0.3891 - accuracy: 0.8408
Epoch 135/500
225/225 [==============================] - 0s 900us/step - loss: 0.3892 - accuracy: 0.8411
Epoch 136/500
225/225 [==============================] - 0s 936us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 137/500
225/225 [==============================] - 0s 917us/step - loss: 0.3891 - accuracy: 0.8401
Epoch 138/500
225/225 [==============================] - 0s 884us/step - loss: 0.3893 - accuracy: 0.8408
Epoch 139/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8418
Epoch 140/500
225/225 [==============================] - 0s 946us/step - loss: 0.3892 - accuracy: 0.8407
Epoch 141/500
225/225 [==============================] - 0s 955us/step - loss: 0.3890 - accuracy: 0.8411
Epoch 142/500
225/225 [==============================] - 0s 915us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 143/500
225/225 [==============================] - 0s 962us/step - loss: 0.3891 - accuracy: 0.8413
Epoch 144/500
225/225 [==============================] - 0s 981us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 145/500
225/225 [==============================] - 0s 900us/step - loss: 0.3889 - accuracy: 0.8419
Epoch 146/500
225/225 [==============================] - 0s 898us/step - loss: 0.3891 - accuracy: 0.8413
Epoch 147/500
225/225 [==============================] - 0s 917us/step - loss: 0.3888 - accuracy: 0.8406
Epoch 148/500
225/225 [==============================] - 0s 948us/step - loss: 0.3889 - accuracy: 0.8414
Epoch 149/500
225/225 [==============================] - 0s 886us/step - loss: 0.3888 - accuracy: 0.8411
Epoch 150/500
225/225 [==============================] - 0s 866us/step - loss: 0.3889 - accuracy: 0.8403
Epoch 151/500
225/225 [==============================] - 0s 963us/step - loss: 0.3888 - accuracy: 0.8404
Epoch 152/500
225/225 [==============================] - 0s 945us/step - loss: 0.3891 - accuracy: 0.8411
Epoch 153/500
225/225 [==============================] - 0s 986us/step - loss: 0.3889 - accuracy: 0.8414
Epoch 154/500
225/225 [==============================] - 0s 949us/step - loss: 0.3887 - accuracy: 0.8407
Epoch 155/500
225/225 [==============================] - 0s 911us/step - loss: 0.3889 - accuracy: 0.8415
Epoch 156/500
225/225 [==============================] - 0s 880us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 157/500
225/225 [==============================] - 0s 968us/step - loss: 0.3888 - accuracy: 0.8407
Epoch 158/500
225/225 [==============================] - 0s 937us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 159/500
225/225 [==============================] - 0s 874us/step - loss: 0.3886 - accuracy: 0.8403
Epoch 160/500
225/225 [==============================] - 0s 940us/step - loss: 0.3881 - accuracy: 0.8415
Epoch 161/500
225/225 [==============================] - 0s 892us/step - loss: 0.3890 - accuracy: 0.8408
Epoch 162/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8410
Epoch 163/500
225/225 [==============================] - 0s 916us/step - loss: 0.3885 - accuracy: 0.8413
Epoch 164/500
225/225 [==============================] - 0s 880us/step - loss: 0.3884 - accuracy: 0.8404
Epoch 165/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8418
Epoch 166/500
225/225 [==============================] - 0s 923us/step - loss: 0.3884 - accuracy: 0.8419
Epoch 167/500
225/225 [==============================] - 0s 924us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 168/500
225/225 [==============================] - 0s 858us/step - loss: 0.3885 - accuracy: 0.8422
Epoch 169/500
225/225 [==============================] - 0s 873us/step - loss: 0.3886 - accuracy: 0.8421
Epoch 170/500
225/225 [==============================] - 0s 901us/step - loss: 0.3887 - accuracy: 0.8413
Epoch 171/500
225/225 [==============================] - 0s 880us/step - loss: 0.3881 - accuracy: 0.8422
Epoch 172/500
225/225 [==============================] - 0s 996us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 173/500
225/225 [==============================] - 0s 941us/step - loss: 0.3882 - accuracy: 0.8407
Epoch 174/500
225/225 [==============================] - 0s 864us/step - loss: 0.3877 - accuracy: 0.8406
Epoch 175/500
225/225 [==============================] - 0s 904us/step - loss: 0.3887 - accuracy: 0.8403
Epoch 176/500
225/225 [==============================] - 0s 962us/step - loss: 0.3884 - accuracy: 0.8417
Epoch 177/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3885 - accuracy: 0.8410
Epoch 178/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8421
Epoch 179/500
225/225 [==============================] - 0s 981us/step - loss: 0.3886 - accuracy: 0.8418
Epoch 180/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8410
Epoch 181/500
225/225 [==============================] - 0s 971us/step - loss: 0.3883 - accuracy: 0.8422
Epoch 182/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8426
Epoch 183/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8417
Epoch 184/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8417
Epoch 185/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3886 - accuracy: 0.8407
Epoch 186/500
225/225 [==============================] - 0s 997us/step - loss: 0.3884 - accuracy: 0.8415
Epoch 187/500
225/225 [==============================] - 0s 963us/step - loss: 0.3882 - accuracy: 0.8417
Epoch 188/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8421
Epoch 189/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3881 - accuracy: 0.8417
Epoch 190/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3886 - accuracy: 0.8418
Epoch 191/500
225/225 [==============================] - 0s 958us/step - loss: 0.3882 - accuracy: 0.8421
Epoch 192/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8417
Epoch 193/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8425
Epoch 194/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3884 - accuracy: 0.8418
Epoch 195/500
225/225 [==============================] - 0s 979us/step - loss: 0.3882 - accuracy: 0.8417
Epoch 196/500
225/225 [==============================] - 0s 952us/step - loss: 0.3882 - accuracy: 0.8428
Epoch 197/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8425
Epoch 198/500
225/225 [==============================] - 0s 938us/step - loss: 0.3881 - accuracy: 0.8415
Epoch 199/500
225/225 [==============================] - 0s 940us/step - loss: 0.3881 - accuracy: 0.8421
Epoch 200/500
225/225 [==============================] - 0s 901us/step - loss: 0.3882 - accuracy: 0.8413
Epoch 201/500
225/225 [==============================] - 0s 872us/step - loss: 0.3881 - accuracy: 0.8425
Epoch 202/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8415
Epoch 203/500
225/225 [==============================] - 0s 904us/step - loss: 0.3881 - accuracy: 0.8422
Epoch 204/500
225/225 [==============================] - 0s 914us/step - loss: 0.3879 - accuracy: 0.8411
Epoch 205/500
225/225 [==============================] - 0s 873us/step - loss: 0.3881 - accuracy: 0.8413
Epoch 206/500
225/225 [==============================] - 0s 904us/step - loss: 0.3878 - accuracy: 0.8438
Epoch 207/500
225/225 [==============================] - 0s 911us/step - loss: 0.3878 - accuracy: 0.8411
Epoch 208/500
225/225 [==============================] - 0s 900us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 209/500
225/225 [==============================] - 0s 920us/step - loss: 0.3880 - accuracy: 0.8413
Epoch 210/500
225/225 [==============================] - 0s 913us/step - loss: 0.3881 - accuracy: 0.8417
Epoch 211/500
225/225 [==============================] - 0s 882us/step - loss: 0.3880 - accuracy: 0.8425
Epoch 212/500
225/225 [==============================] - 0s 929us/step - loss: 0.3879 - accuracy: 0.8417
Epoch 213/500
225/225 [==============================] - 0s 854us/step - loss: 0.3877 - accuracy: 0.8414
Epoch 214/500
225/225 [==============================] - 0s 869us/step - loss: 0.3878 - accuracy: 0.8419
Epoch 215/500
225/225 [==============================] - 0s 879us/step - loss: 0.3880 - accuracy: 0.8425
Epoch 216/500
225/225 [==============================] - 0s 970us/step - loss: 0.3879 - accuracy: 0.8417
Epoch 217/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8413
Epoch 218/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8417
Epoch 219/500
225/225 [==============================] - 0s 908us/step - loss: 0.3879 - accuracy: 0.8429
Epoch 220/500
225/225 [==============================] - 0s 891us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 221/500
225/225 [==============================] - 0s 991us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 222/500
225/225 [==============================] - 0s 956us/step - loss: 0.3880 - accuracy: 0.8414
Epoch 223/500
225/225 [==============================] - 0s 919us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 224/500
225/225 [==============================] - 0s 873us/step - loss: 0.3882 - accuracy: 0.8410
Epoch 225/500
225/225 [==============================] - 0s 888us/step - loss: 0.3881 - accuracy: 0.8417
Epoch 226/500
225/225 [==============================] - 0s 964us/step - loss: 0.3878 - accuracy: 0.8414
Epoch 227/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8406
Epoch 228/500
225/225 [==============================] - 0s 937us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 229/500
225/225 [==============================] - 0s 930us/step - loss: 0.3878 - accuracy: 0.8408
Epoch 230/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8401
Epoch 231/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3880 - accuracy: 0.8410
Epoch 232/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8411
Epoch 233/500
225/225 [==============================] - 0s 902us/step - loss: 0.3879 - accuracy: 0.8406
Epoch 234/500
225/225 [==============================] - 0s 921us/step - loss: 0.3878 - accuracy: 0.8418
Epoch 235/500
225/225 [==============================] - 0s 960us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 236/500
225/225 [==============================] - 0s 972us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 237/500
225/225 [==============================] - 0s 897us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 238/500
225/225 [==============================] - 0s 927us/step - loss: 0.3879 - accuracy: 0.8424
Epoch 239/500
225/225 [==============================] - 0s 919us/step - loss: 0.3879 - accuracy: 0.8421
Epoch 240/500
225/225 [==============================] - 0s 978us/step - loss: 0.3877 - accuracy: 0.8408
Epoch 241/500
225/225 [==============================] - 0s 933us/step - loss: 0.3878 - accuracy: 0.8403
Epoch 242/500
225/225 [==============================] - 0s 947us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 243/500
225/225 [==============================] - 0s 925us/step - loss: 0.3878 - accuracy: 0.8411
Epoch 244/500
225/225 [==============================] - 0s 946us/step - loss: 0.3878 - accuracy: 0.8417
Epoch 245/500
225/225 [==============================] - 0s 918us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 246/500
225/225 [==============================] - 0s 892us/step - loss: 0.3876 - accuracy: 0.8424
Epoch 247/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8401
Epoch 248/500
225/225 [==============================] - 0s 886us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 249/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8404
Epoch 250/500
225/225 [==============================] - 0s 907us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 251/500
225/225 [==============================] - 0s 892us/step - loss: 0.3881 - accuracy: 0.8422
Epoch 252/500
225/225 [==============================] - 0s 881us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 253/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8425
Epoch 254/500
225/225 [==============================] - 0s 891us/step - loss: 0.3877 - accuracy: 0.8426
Epoch 255/500
225/225 [==============================] - 0s 905us/step - loss: 0.3878 - accuracy: 0.8411
Epoch 256/500
225/225 [==============================] - 0s 930us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 257/500
225/225 [==============================] - 0s 890us/step - loss: 0.3878 - accuracy: 0.8425
Epoch 258/500
225/225 [==============================] - 0s 978us/step - loss: 0.3879 - accuracy: 0.8421
Epoch 259/500
225/225 [==============================] - 0s 979us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 260/500
225/225 [==============================] - 0s 936us/step - loss: 0.3879 - accuracy: 0.8425
Epoch 261/500
225/225 [==============================] - 0s 914us/step - loss: 0.3877 - accuracy: 0.8432
Epoch 262/500
225/225 [==============================] - 0s 929us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 263/500
225/225 [==============================] - 0s 990us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 264/500
225/225 [==============================] - 0s 953us/step - loss: 0.3877 - accuracy: 0.8408
Epoch 265/500
225/225 [==============================] - 0s 934us/step - loss: 0.3876 - accuracy: 0.8421
Epoch 266/500
225/225 [==============================] - 0s 869us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 267/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8418
Epoch 268/500
225/225 [==============================] - 0s 993us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 269/500
225/225 [==============================] - 0s 881us/step - loss: 0.3880 - accuracy: 0.8417
Epoch 270/500
225/225 [==============================] - 0s 877us/step - loss: 0.3875 - accuracy: 0.8417
Epoch 271/500
225/225 [==============================] - 0s 885us/step - loss: 0.3877 - accuracy: 0.8411
Epoch 272/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3878 - accuracy: 0.8421
Epoch 273/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8413
Epoch 274/500
225/225 [==============================] - 0s 948us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 275/500
225/225 [==============================] - 0s 874us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 276/500
225/225 [==============================] - 0s 895us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 277/500
225/225 [==============================] - 0s 875us/step - loss: 0.3878 - accuracy: 0.8410
Epoch 278/500
225/225 [==============================] - 0s 949us/step - loss: 0.3879 - accuracy: 0.8419
Epoch 279/500
225/225 [==============================] - 0s 861us/step - loss: 0.3875 - accuracy: 0.8408
Epoch 280/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8425
Epoch 281/500
225/225 [==============================] - 0s 927us/step - loss: 0.3878 - accuracy: 0.8413
Epoch 282/500
225/225 [==============================] - 0s 914us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 283/500
225/225 [==============================] - 0s 908us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 284/500
225/225 [==============================] - 0s 883us/step - loss: 0.3874 - accuracy: 0.8419
Epoch 285/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8414
Epoch 286/500
225/225 [==============================] - 0s 939us/step - loss: 0.3877 - accuracy: 0.8425
Epoch 287/500
225/225 [==============================] - 0s 885us/step - loss: 0.3879 - accuracy: 0.8428
Epoch 288/500
225/225 [==============================] - 0s 929us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 289/500
225/225 [==============================] - 0s 969us/step - loss: 0.3875 - accuracy: 0.8433
Epoch 290/500
225/225 [==============================] - 0s 948us/step - loss: 0.3874 - accuracy: 0.8411
Epoch 291/500
225/225 [==============================] - 0s 916us/step - loss: 0.3875 - accuracy: 0.8418
Epoch 292/500
225/225 [==============================] - 0s 952us/step - loss: 0.3878 - accuracy: 0.8424
Epoch 293/500
225/225 [==============================] - 0s 964us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 294/500
225/225 [==============================] - 0s 953us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 295/500
225/225 [==============================] - 0s 939us/step - loss: 0.3877 - accuracy: 0.8406
Epoch 296/500
225/225 [==============================] - 0s 868us/step - loss: 0.3878 - accuracy: 0.8429
Epoch 297/500
225/225 [==============================] - 0s 874us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 298/500
225/225 [==============================] - 0s 882us/step - loss: 0.3876 - accuracy: 0.8426
Epoch 299/500
225/225 [==============================] - 0s 971us/step - loss: 0.3879 - accuracy: 0.8419
Epoch 300/500
225/225 [==============================] - 0s 928us/step - loss: 0.3873 - accuracy: 0.8408
Epoch 301/500
225/225 [==============================] - 0s 894us/step - loss: 0.3880 - accuracy: 0.8425
Epoch 302/500
225/225 [==============================] - 0s 942us/step - loss: 0.3876 - accuracy: 0.8429
Epoch 303/500
225/225 [==============================] - 0s 972us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 304/500
225/225 [==============================] - 0s 946us/step - loss: 0.3878 - accuracy: 0.8418
Epoch 305/500
225/225 [==============================] - 0s 932us/step - loss: 0.3876 - accuracy: 0.8414
Epoch 306/500
225/225 [==============================] - 0s 904us/step - loss: 0.3876 - accuracy: 0.8425
Epoch 307/500
225/225 [==============================] - 0s 886us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 308/500
225/225 [==============================] - 0s 885us/step - loss: 0.3876 - accuracy: 0.8431
Epoch 309/500
225/225 [==============================] - 0s 953us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 310/500
225/225 [==============================] - 0s 901us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 311/500
225/225 [==============================] - 0s 916us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 312/500
225/225 [==============================] - 0s 885us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 313/500
225/225 [==============================] - 0s 952us/step - loss: 0.3878 - accuracy: 0.8413
Epoch 314/500
225/225 [==============================] - 0s 930us/step - loss: 0.3876 - accuracy: 0.8410
Epoch 315/500
225/225 [==============================] - 0s 921us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 316/500
225/225 [==============================] - 0s 911us/step - loss: 0.3875 - accuracy: 0.8425
Epoch 317/500
225/225 [==============================] - 0s 912us/step - loss: 0.3875 - accuracy: 0.8414
Epoch 318/500
225/225 [==============================] - 0s 986us/step - loss: 0.3871 - accuracy: 0.8424
Epoch 319/500
225/225 [==============================] - 0s 907us/step - loss: 0.3876 - accuracy: 0.8426
Epoch 320/500
225/225 [==============================] - 0s 934us/step - loss: 0.3877 - accuracy: 0.8426
Epoch 321/500
225/225 [==============================] - 0s 918us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 322/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8421
Epoch 323/500
225/225 [==============================] - 0s 924us/step - loss: 0.3874 - accuracy: 0.8424
Epoch 324/500
225/225 [==============================] - 0s 858us/step - loss: 0.3880 - accuracy: 0.8413
Epoch 325/500
225/225 [==============================] - 0s 867us/step - loss: 0.3875 - accuracy: 0.8404
Epoch 326/500
225/225 [==============================] - 0s 940us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 327/500
225/225 [==============================] - 0s 898us/step - loss: 0.3874 - accuracy: 0.8428
Epoch 328/500
225/225 [==============================] - 0s 883us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 329/500
225/225 [==============================] - 0s 933us/step - loss: 0.3875 - accuracy: 0.8424
Epoch 330/500
225/225 [==============================] - 0s 844us/step - loss: 0.3876 - accuracy: 0.8424
Epoch 331/500
225/225 [==============================] - 0s 862us/step - loss: 0.3877 - accuracy: 0.8417
Epoch 332/500
225/225 [==============================] - 0s 942us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 333/500
225/225 [==============================] - 0s 887us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 334/500
225/225 [==============================] - 0s 890us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 335/500
225/225 [==============================] - 0s 873us/step - loss: 0.3878 - accuracy: 0.8428
Epoch 336/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8433
Epoch 337/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8418
Epoch 338/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8415
Epoch 339/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8422
Epoch 340/500
225/225 [==============================] - 0s 762us/step - loss: 0.3877 - accuracy: 0.8436
Epoch 341/500
225/225 [==============================] - 0s 881us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 342/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8415
Epoch 343/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8410
Epoch 344/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8419
Epoch 345/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8440
Epoch 346/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8411
Epoch 347/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8422
Epoch 348/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8424
Epoch 349/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8408: 0s - loss: 0.3661 - accuracy
Epoch 350/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8419
Epoch 351/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8406
Epoch 352/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8435
Epoch 353/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8419
Epoch 354/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8414
Epoch 355/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8415
Epoch 356/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8417
Epoch 357/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8417
Epoch 358/500
225/225 [==============================] - 0s 990us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 359/500
225/225 [==============================] - 0s 992us/step - loss: 0.3877 - accuracy: 0.8431
Epoch 360/500
225/225 [==============================] - 0s 956us/step - loss: 0.3877 - accuracy: 0.8424
Epoch 361/500
225/225 [==============================] - 0s 960us/step - loss: 0.3876 - accuracy: 0.8397
Epoch 362/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8413
Epoch 363/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8419
Epoch 364/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8421
Epoch 365/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8415
Epoch 366/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8419
Epoch 367/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8421
Epoch 368/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8408
Epoch 369/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8417
Epoch 370/500
225/225 [==============================] - 0s 963us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 371/500
225/225 [==============================] - 0s 977us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 372/500
225/225 [==============================] - 0s 986us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 373/500
225/225 [==============================] - 0s 955us/step - loss: 0.3877 - accuracy: 0.8424
Epoch 374/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8431
Epoch 375/500
225/225 [==============================] - 0s 939us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 376/500
225/225 [==============================] - 0s 867us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 377/500
225/225 [==============================] - 0s 880us/step - loss: 0.3874 - accuracy: 0.8414
Epoch 378/500
225/225 [==============================] - 0s 915us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 379/500
225/225 [==============================] - 0s 915us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 380/500
225/225 [==============================] - 0s 922us/step - loss: 0.3878 - accuracy: 0.8400
Epoch 381/500
225/225 [==============================] - 0s 907us/step - loss: 0.3874 - accuracy: 0.8410
Epoch 382/500
225/225 [==============================] - 0s 917us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 383/500
225/225 [==============================] - 0s 942us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 384/500
225/225 [==============================] - 0s 921us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 385/500
225/225 [==============================] - 0s 949us/step - loss: 0.3873 - accuracy: 0.8433
Epoch 386/500
225/225 [==============================] - 0s 947us/step - loss: 0.3874 - accuracy: 0.8403
Epoch 387/500
225/225 [==============================] - 0s 937us/step - loss: 0.3876 - accuracy: 0.8428
Epoch 388/500
225/225 [==============================] - 0s 972us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 389/500
225/225 [==============================] - 0s 883us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 390/500
225/225 [==============================] - 0s 874us/step - loss: 0.3877 - accuracy: 0.8411
Epoch 391/500
225/225 [==============================] - 0s 870us/step - loss: 0.3876 - accuracy: 0.8414
Epoch 392/500
225/225 [==============================] - 0s 959us/step - loss: 0.3877 - accuracy: 0.8414
Epoch 393/500
225/225 [==============================] - 0s 966us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 394/500
225/225 [==============================] - 0s 948us/step - loss: 0.3876 - accuracy: 0.8426
Epoch 395/500
225/225 [==============================] - 0s 881us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 396/500
225/225 [==============================] - 0s 946us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 397/500
225/225 [==============================] - 0s 956us/step - loss: 0.3874 - accuracy: 0.8424
Epoch 398/500
225/225 [==============================] - 0s 924us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 399/500
225/225 [==============================] - 0s 880us/step - loss: 0.3875 - accuracy: 0.8421
Epoch 400/500
225/225 [==============================] - 0s 895us/step - loss: 0.3876 - accuracy: 0.8425
Epoch 401/500
225/225 [==============================] - 0s 849us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 402/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3876 - accuracy: 0.8419
Epoch 403/500
225/225 [==============================] - 0s 933us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 404/500
225/225 [==============================] - 0s 909us/step - loss: 0.3877 - accuracy: 0.8428
Epoch 405/500
225/225 [==============================] - 0s 978us/step - loss: 0.3876 - accuracy: 0.8415
Epoch 406/500
225/225 [==============================] - 0s 984us/step - loss: 0.3876 - accuracy: 0.8422
Epoch 407/500
225/225 [==============================] - 0s 948us/step - loss: 0.3878 - accuracy: 0.8421
Epoch 408/500
225/225 [==============================] - 0s 925us/step - loss: 0.3876 - accuracy: 0.8425
Epoch 409/500
225/225 [==============================] - 0s 880us/step - loss: 0.3875 - accuracy: 0.8414
Epoch 410/500
225/225 [==============================] - 0s 996us/step - loss: 0.3874 - accuracy: 0.8418
Epoch 411/500
225/225 [==============================] - 0s 969us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 412/500
225/225 [==============================] - 0s 921us/step - loss: 0.3876 - accuracy: 0.8413
Epoch 413/500
225/225 [==============================] - 0s 955us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 414/500
225/225 [==============================] - 0s 935us/step - loss: 0.3876 - accuracy: 0.8422
Epoch 415/500
225/225 [==============================] - 0s 898us/step - loss: 0.3874 - accuracy: 0.8394
Epoch 416/500
225/225 [==============================] - 0s 963us/step - loss: 0.3877 - accuracy: 0.8417
Epoch 417/500
225/225 [==============================] - 0s 990us/step - loss: 0.3878 - accuracy: 0.8428
Epoch 418/500
225/225 [==============================] - 0s 957us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 419/500
225/225 [==============================] - 0s 945us/step - loss: 0.3874 - accuracy: 0.8414
Epoch 420/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8424
Epoch 421/500
225/225 [==============================] - 0s 944us/step - loss: 0.3875 - accuracy: 0.8413
Epoch 422/500
225/225 [==============================] - 0s 917us/step - loss: 0.3877 - accuracy: 0.8429
Epoch 423/500
225/225 [==============================] - 0s 940us/step - loss: 0.3877 - accuracy: 0.8422
Epoch 424/500
225/225 [==============================] - 0s 886us/step - loss: 0.3877 - accuracy: 0.8428
Epoch 425/500
225/225 [==============================] - 0s 980us/step - loss: 0.3875 - accuracy: 0.8399
Epoch 426/500
225/225 [==============================] - 0s 910us/step - loss: 0.3875 - accuracy: 0.8418
Epoch 427/500
225/225 [==============================] - 0s 927us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 428/500
225/225 [==============================] - 0s 868us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 429/500
225/225 [==============================] - 0s 920us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 430/500
225/225 [==============================] - 0s 952us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 431/500
225/225 [==============================] - 0s 931us/step - loss: 0.3874 - accuracy: 0.8419
Epoch 432/500
225/225 [==============================] - 0s 885us/step - loss: 0.3877 - accuracy: 0.8432
Epoch 433/500
225/225 [==============================] - 0s 886us/step - loss: 0.3873 - accuracy: 0.8419
Epoch 434/500
225/225 [==============================] - 0s 949us/step - loss: 0.3876 - accuracy: 0.8408
Epoch 435/500
225/225 [==============================] - 0s 889us/step - loss: 0.3877 - accuracy: 0.8429
Epoch 436/500
225/225 [==============================] - 0s 856us/step - loss: 0.3876 - accuracy: 0.8415
Epoch 437/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8422
Epoch 438/500
225/225 [==============================] - 0s 868us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 439/500
225/225 [==============================] - 0s 921us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 440/500
225/225 [==============================] - 0s 830us/step - loss: 0.3874 - accuracy: 0.8417
Epoch 441/500
225/225 [==============================] - 0s 896us/step - loss: 0.3878 - accuracy: 0.8417
Epoch 442/500
225/225 [==============================] - 0s 888us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 443/500
225/225 [==============================] - 0s 861us/step - loss: 0.3876 - accuracy: 0.8415
Epoch 444/500
225/225 [==============================] - 0s 947us/step - loss: 0.3879 - accuracy: 0.8418
Epoch 445/500
225/225 [==============================] - 0s 960us/step - loss: 0.3877 - accuracy: 0.8421
Epoch 446/500
225/225 [==============================] - 0s 892us/step - loss: 0.3875 - accuracy: 0.8432
Epoch 447/500
225/225 [==============================] - 0s 887us/step - loss: 0.3876 - accuracy: 0.8432
Epoch 448/500
225/225 [==============================] - 0s 946us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 449/500
225/225 [==============================] - 0s 976us/step - loss: 0.3876 - accuracy: 0.8397
Epoch 450/500
225/225 [==============================] - 0s 917us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 451/500
225/225 [==============================] - 0s 864us/step - loss: 0.3875 - accuracy: 0.8418
Epoch 452/500
225/225 [==============================] - 0s 870us/step - loss: 0.3874 - accuracy: 0.8410
Epoch 453/500
225/225 [==============================] - 0s 877us/step - loss: 0.3877 - accuracy: 0.8418
Epoch 454/500
225/225 [==============================] - 0s 936us/step - loss: 0.3875 - accuracy: 0.8417
Epoch 455/500
225/225 [==============================] - 0s 923us/step - loss: 0.3875 - accuracy: 0.8425
Epoch 456/500
225/225 [==============================] - 0s 880us/step - loss: 0.3875 - accuracy: 0.8415
Epoch 457/500
225/225 [==============================] - 0s 967us/step - loss: 0.3876 - accuracy: 0.8422
Epoch 458/500
225/225 [==============================] - 0s 962us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 459/500
225/225 [==============================] - 0s 954us/step - loss: 0.3875 - accuracy: 0.8425
Epoch 460/500
225/225 [==============================] - 0s 917us/step - loss: 0.3876 - accuracy: 0.8421
Epoch 461/500
225/225 [==============================] - 0s 872us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 462/500
225/225 [==============================] - 0s 920us/step - loss: 0.3873 - accuracy: 0.8419
Epoch 463/500
225/225 [==============================] - 0s 977us/step - loss: 0.3873 - accuracy: 0.8411
Epoch 464/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3872 - accuracy: 0.8424
Epoch 465/500
225/225 [==============================] - 0s 906us/step - loss: 0.3874 - accuracy: 0.8426
Epoch 466/500
225/225 [==============================] - 0s 881us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 467/500
225/225 [==============================] - 0s 869us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 468/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3877 - accuracy: 0.8433
Epoch 469/500
225/225 [==============================] - 0s 888us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 470/500
225/225 [==============================] - 0s 877us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 471/500
225/225 [==============================] - 0s 955us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 472/500
225/225 [==============================] - 0s 965us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 473/500
225/225 [==============================] - 0s 912us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 474/500
225/225 [==============================] - 0s 866us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 475/500
225/225 [==============================] - 0s 899us/step - loss: 0.3875 - accuracy: 0.8414
Epoch 476/500
225/225 [==============================] - 0s 887us/step - loss: 0.3872 - accuracy: 0.8431
Epoch 477/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8429
Epoch 478/500
225/225 [==============================] - 0s 906us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 479/500
225/225 [==============================] - 0s 899us/step - loss: 0.3873 - accuracy: 0.8417
Epoch 480/500
225/225 [==============================] - 0s 888us/step - loss: 0.3875 - accuracy: 0.84140s - loss: 0.3718 - accuracy: 0.
Epoch 481/500
225/225 [==============================] - 0s 888us/step - loss: 0.3872 - accuracy: 0.8415
Epoch 482/500
225/225 [==============================] - 0s 948us/step - loss: 0.3877 - accuracy: 0.8414
Epoch 483/500
225/225 [==============================] - 0s 908us/step - loss: 0.3873 - accuracy: 0.8415
Epoch 484/500
225/225 [==============================] - 0s 900us/step - loss: 0.3875 - accuracy: 0.8431
Epoch 485/500
225/225 [==============================] - 0s 870us/step - loss: 0.3874 - accuracy: 0.8410
Epoch 486/500
225/225 [==============================] - 0s 961us/step - loss: 0.3873 - accuracy: 0.8414
Epoch 487/500
225/225 [==============================] - 0s 948us/step - loss: 0.3874 - accuracy: 0.8415
Epoch 488/500
225/225 [==============================] - 0s 926us/step - loss: 0.3874 - accuracy: 0.8401
Epoch 489/500
225/225 [==============================] - 0s 918us/step - loss: 0.3874 - accuracy: 0.8426
Epoch 490/500
225/225 [==============================] - 0s 917us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 491/500
225/225 [==============================] - 0s 861us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 492/500
225/225 [==============================] - 0s 883us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 493/500
225/225 [==============================] - 0s 998us/step - loss: 0.3876 - accuracy: 0.8419
Epoch 494/500
225/225 [==============================] - 0s 942us/step - loss: 0.3874 - accuracy: 0.8432
Epoch 495/500
225/225 [==============================] - 0s 916us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 496/500
225/225 [==============================] - 0s 917us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 497/500
225/225 [==============================] - 0s 940us/step - loss: 0.3872 - accuracy: 0.8415
Epoch 498/500
225/225 [==============================] - 0s 842us/step - loss: 0.3880 - accuracy: 0.8422
Epoch 499/500
225/225 [==============================] - 0s 881us/step - loss: 0.3875 - accuracy: 0.8422
Epoch 500/500
225/225 [==============================] - 0s 881us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 1/500
225/225 [==============================] - 0s 905us/step - loss: 0.5838 - accuracy: 0.7989
Epoch 2/500
225/225 [==============================] - 0s 833us/step - loss: 0.4383 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 834us/step - loss: 0.4309 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 951us/step - loss: 0.4281 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 883us/step - loss: 0.4258 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 890us/step - loss: 0.4229 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 826us/step - loss: 0.4202 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 906us/step - loss: 0.4183 - accuracy: 0.8118
Epoch 9/500
225/225 [==============================] - 0s 895us/step - loss: 0.4165 - accuracy: 0.8221
Epoch 10/500
225/225 [==============================] - 0s 884us/step - loss: 0.4154 - accuracy: 0.8274
Epoch 11/500
225/225 [==============================] - 0s 863us/step - loss: 0.4139 - accuracy: 0.8301
Epoch 12/500
225/225 [==============================] - 0s 839us/step - loss: 0.4126 - accuracy: 0.8314
Epoch 13/500
225/225 [==============================] - 0s 889us/step - loss: 0.4121 - accuracy: 0.8318
Epoch 14/500
225/225 [==============================] - 0s 937us/step - loss: 0.4114 - accuracy: 0.8344
Epoch 15/500
225/225 [==============================] - 0s 830us/step - loss: 0.4103 - accuracy: 0.8340
Epoch 16/500
225/225 [==============================] - 0s 852us/step - loss: 0.4092 - accuracy: 0.8344
Epoch 17/500
225/225 [==============================] - 0s 883us/step - loss: 0.4086 - accuracy: 0.8347
Epoch 18/500
225/225 [==============================] - 0s 841us/step - loss: 0.4075 - accuracy: 0.8357
Epoch 19/500
225/225 [==============================] - 0s 945us/step - loss: 0.4067 - accuracy: 0.8353
Epoch 20/500
225/225 [==============================] - 0s 880us/step - loss: 0.4060 - accuracy: 0.8343
Epoch 21/500
225/225 [==============================] - 0s 850us/step - loss: 0.4057 - accuracy: 0.8349
Epoch 22/500
225/225 [==============================] - 0s 837us/step - loss: 0.4049 - accuracy: 0.8350
Epoch 23/500
225/225 [==============================] - 0s 930us/step - loss: 0.4045 - accuracy: 0.8365
Epoch 24/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4038 - accuracy: 0.8376
Epoch 25/500
225/225 [==============================] - 0s 907us/step - loss: 0.4033 - accuracy: 0.8361
Epoch 26/500
225/225 [==============================] - 0s 852us/step - loss: 0.4031 - accuracy: 0.8364
Epoch 27/500
225/225 [==============================] - 0s 868us/step - loss: 0.4027 - accuracy: 0.8372
Epoch 28/500
225/225 [==============================] - 0s 846us/step - loss: 0.4021 - accuracy: 0.8372
Epoch 29/500
225/225 [==============================] - 0s 919us/step - loss: 0.4018 - accuracy: 0.8382
Epoch 30/500
225/225 [==============================] - 0s 878us/step - loss: 0.4009 - accuracy: 0.8371
Epoch 31/500
225/225 [==============================] - 0s 851us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 32/500
225/225 [==============================] - 0s 872us/step - loss: 0.4004 - accuracy: 0.8369
Epoch 33/500
225/225 [==============================] - 0s 948us/step - loss: 0.4004 - accuracy: 0.8385
Epoch 34/500
225/225 [==============================] - 0s 877us/step - loss: 0.4000 - accuracy: 0.8379
Epoch 35/500
225/225 [==============================] - 0s 980us/step - loss: 0.3994 - accuracy: 0.8386
Epoch 36/500
225/225 [==============================] - 0s 881us/step - loss: 0.3995 - accuracy: 0.8378
Epoch 37/500
225/225 [==============================] - 0s 846us/step - loss: 0.3989 - accuracy: 0.8372
Epoch 38/500
225/225 [==============================] - 0s 924us/step - loss: 0.3990 - accuracy: 0.8375
Epoch 39/500
225/225 [==============================] - 0s 921us/step - loss: 0.3988 - accuracy: 0.8379
Epoch 40/500
225/225 [==============================] - 0s 890us/step - loss: 0.3987 - accuracy: 0.8382
Epoch 41/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8386
Epoch 42/500
225/225 [==============================] - 0s 850us/step - loss: 0.3984 - accuracy: 0.8375
Epoch 43/500
225/225 [==============================] - 0s 891us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 44/500
225/225 [==============================] - 0s 822us/step - loss: 0.3979 - accuracy: 0.8383
Epoch 45/500
225/225 [==============================] - 0s 945us/step - loss: 0.3977 - accuracy: 0.8372
Epoch 46/500
225/225 [==============================] - 0s 910us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 47/500
225/225 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8369
Epoch 48/500
225/225 [==============================] - 0s 964us/step - loss: 0.3971 - accuracy: 0.8385
Epoch 49/500
225/225 [==============================] - 0s 883us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 50/500
225/225 [==============================] - 0s 893us/step - loss: 0.3969 - accuracy: 0.8385
Epoch 51/500
225/225 [==============================] - 0s 895us/step - loss: 0.3970 - accuracy: 0.8378
Epoch 52/500
225/225 [==============================] - 0s 893us/step - loss: 0.3971 - accuracy: 0.8381
Epoch 53/500
225/225 [==============================] - 0s 985us/step - loss: 0.3964 - accuracy: 0.8376
Epoch 54/500
225/225 [==============================] - 0s 937us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 55/500
225/225 [==============================] - 0s 891us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 56/500
225/225 [==============================] - 0s 948us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 57/500
225/225 [==============================] - 0s 926us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 58/500
225/225 [==============================] - 0s 928us/step - loss: 0.3960 - accuracy: 0.8374
Epoch 59/500
225/225 [==============================] - 0s 928us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 60/500
225/225 [==============================] - 0s 947us/step - loss: 0.3959 - accuracy: 0.8379
Epoch 61/500
225/225 [==============================] - 0s 917us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 62/500
225/225 [==============================] - 0s 863us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 63/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8383
Epoch 64/500
225/225 [==============================] - 0s 877us/step - loss: 0.3955 - accuracy: 0.8385
Epoch 65/500
225/225 [==============================] - 0s 881us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 66/500
225/225 [==============================] - 0s 877us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 67/500
225/225 [==============================] - 0s 944us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 68/500
225/225 [==============================] - 0s 887us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 69/500
225/225 [==============================] - 0s 937us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 70/500
225/225 [==============================] - 0s 876us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 71/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8382
Epoch 72/500
225/225 [==============================] - 0s 974us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 73/500
225/225 [==============================] - 0s 946us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 74/500
225/225 [==============================] - 0s 962us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 75/500
225/225 [==============================] - 0s 963us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 76/500
225/225 [==============================] - 0s 984us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 77/500
225/225 [==============================] - 0s 905us/step - loss: 0.3947 - accuracy: 0.8372
Epoch 78/500
225/225 [==============================] - 0s 910us/step - loss: 0.3948 - accuracy: 0.8372
Epoch 79/500
225/225 [==============================] - 0s 914us/step - loss: 0.3946 - accuracy: 0.8374
Epoch 80/500
225/225 [==============================] - 0s 921us/step - loss: 0.3946 - accuracy: 0.8372
Epoch 81/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8379
Epoch 82/500
225/225 [==============================] - 0s 903us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 83/500
225/225 [==============================] - 0s 885us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 84/500
225/225 [==============================] - 0s 881us/step - loss: 0.3944 - accuracy: 0.8385
Epoch 85/500
225/225 [==============================] - 0s 869us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 86/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8381
Epoch 87/500
225/225 [==============================] - 0s 864us/step - loss: 0.3942 - accuracy: 0.8382
Epoch 88/500
225/225 [==============================] - 0s 870us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 89/500
225/225 [==============================] - 0s 845us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 90/500
225/225 [==============================] - 0s 927us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 91/500
225/225 [==============================] - 0s 940us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 92/500
225/225 [==============================] - 0s 940us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 93/500
225/225 [==============================] - 0s 947us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 94/500
225/225 [==============================] - 0s 916us/step - loss: 0.3940 - accuracy: 0.8383
Epoch 95/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8388
Epoch 96/500
225/225 [==============================] - 0s 891us/step - loss: 0.3940 - accuracy: 0.8383
Epoch 97/500
225/225 [==============================] - 0s 881us/step - loss: 0.3941 - accuracy: 0.8400
Epoch 98/500
225/225 [==============================] - 0s 880us/step - loss: 0.3940 - accuracy: 0.8396
Epoch 99/500
225/225 [==============================] - 0s 915us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 100/500
225/225 [==============================] - 0s 926us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 101/500
225/225 [==============================] - 0s 913us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 102/500
225/225 [==============================] - 0s 936us/step - loss: 0.3940 - accuracy: 0.8381
Epoch 103/500
225/225 [==============================] - 0s 971us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 104/500
225/225 [==============================] - 0s 888us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 105/500
225/225 [==============================] - 0s 944us/step - loss: 0.3939 - accuracy: 0.8363
Epoch 106/500
225/225 [==============================] - 0s 957us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 107/500
225/225 [==============================] - 0s 891us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 108/500
225/225 [==============================] - 0s 858us/step - loss: 0.3938 - accuracy: 0.8393
Epoch 109/500
225/225 [==============================] - 0s 949us/step - loss: 0.3938 - accuracy: 0.8394
Epoch 110/500
225/225 [==============================] - 0s 947us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 111/500
225/225 [==============================] - 0s 908us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 112/500
225/225 [==============================] - 0s 905us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 113/500
225/225 [==============================] - 0s 872us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 114/500
225/225 [==============================] - 0s 886us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 115/500
225/225 [==============================] - 0s 969us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 116/500
225/225 [==============================] - 0s 925us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 117/500
225/225 [==============================] - 0s 905us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 118/500
225/225 [==============================] - 0s 913us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 119/500
225/225 [==============================] - 0s 914us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 120/500
225/225 [==============================] - 0s 854us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 121/500
225/225 [==============================] - 0s 943us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 122/500
225/225 [==============================] - 0s 922us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 123/500
225/225 [==============================] - 0s 937us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 124/500
225/225 [==============================] - 0s 949us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 125/500
225/225 [==============================] - 0s 908us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 126/500
225/225 [==============================] - 0s 843us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 127/500
225/225 [==============================] - 0s 928us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 128/500
225/225 [==============================] - 0s 924us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 129/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8372
Epoch 130/500
225/225 [==============================] - 0s 934us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 131/500
225/225 [==============================] - 0s 926us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 132/500
225/225 [==============================] - 0s 918us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 133/500
225/225 [==============================] - 0s 958us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 134/500
225/225 [==============================] - 0s 981us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 135/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8382
Epoch 136/500
225/225 [==============================] - 0s 929us/step - loss: 0.3926 - accuracy: 0.8389
Epoch 137/500
225/225 [==============================] - 0s 909us/step - loss: 0.3927 - accuracy: 0.8383
Epoch 138/500
225/225 [==============================] - 0s 947us/step - loss: 0.3924 - accuracy: 0.8389
Epoch 139/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8374
Epoch 140/500
225/225 [==============================] - 0s 892us/step - loss: 0.3925 - accuracy: 0.8388
Epoch 141/500
225/225 [==============================] - 0s 878us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 142/500
225/225 [==============================] - 0s 944us/step - loss: 0.3923 - accuracy: 0.8394
Epoch 143/500
225/225 [==============================] - 0s 905us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 144/500
225/225 [==============================] - 0s 878us/step - loss: 0.3924 - accuracy: 0.8385
Epoch 145/500
225/225 [==============================] - 0s 983us/step - loss: 0.3927 - accuracy: 0.83810s - loss: 0.3872 - accuracy: 0.
Epoch 146/500
225/225 [==============================] - 0s 948us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 147/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8386
Epoch 148/500
225/225 [==============================] - 0s 993us/step - loss: 0.3921 - accuracy: 0.8390
Epoch 149/500
225/225 [==============================] - 0s 948us/step - loss: 0.3920 - accuracy: 0.8393
Epoch 150/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8385
Epoch 151/500
225/225 [==============================] - 0s 928us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 152/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8385
Epoch 153/500
225/225 [==============================] - 0s 959us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 154/500
225/225 [==============================] - 0s 955us/step - loss: 0.3919 - accuracy: 0.8388
Epoch 155/500
225/225 [==============================] - 0s 913us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 156/500
225/225 [==============================] - 0s 957us/step - loss: 0.3919 - accuracy: 0.8401
Epoch 157/500
225/225 [==============================] - 0s 971us/step - loss: 0.3923 - accuracy: 0.8388
Epoch 158/500
225/225 [==============================] - 0s 968us/step - loss: 0.3920 - accuracy: 0.8397
Epoch 159/500
225/225 [==============================] - 0s 884us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 160/500
225/225 [==============================] - 0s 865us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 161/500
225/225 [==============================] - 0s 944us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 162/500
225/225 [==============================] - 0s 901us/step - loss: 0.3922 - accuracy: 0.8393
Epoch 163/500
225/225 [==============================] - 0s 882us/step - loss: 0.3917 - accuracy: 0.8389
Epoch 164/500
225/225 [==============================] - 0s 948us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 165/500
225/225 [==============================] - 0s 916us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 166/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8404
Epoch 167/500
225/225 [==============================] - 0s 932us/step - loss: 0.3921 - accuracy: 0.8397
Epoch 168/500
225/225 [==============================] - 0s 842us/step - loss: 0.3919 - accuracy: 0.8388
Epoch 169/500
225/225 [==============================] - 0s 959us/step - loss: 0.3919 - accuracy: 0.8388
Epoch 170/500
225/225 [==============================] - 0s 948us/step - loss: 0.3922 - accuracy: 0.8403
Epoch 171/500
225/225 [==============================] - 0s 955us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 172/500
225/225 [==============================] - 0s 898us/step - loss: 0.3915 - accuracy: 0.8394
Epoch 173/500
225/225 [==============================] - 0s 862us/step - loss: 0.3920 - accuracy: 0.8407
Epoch 174/500
225/225 [==============================] - 0s 879us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 175/500
225/225 [==============================] - 0s 903us/step - loss: 0.3916 - accuracy: 0.8369
Epoch 176/500
225/225 [==============================] - 0s 926us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 177/500
225/225 [==============================] - 0s 999us/step - loss: 0.3922 - accuracy: 0.8388
Epoch 178/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8386
Epoch 179/500
225/225 [==============================] - 0s 891us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 180/500
225/225 [==============================] - 0s 928us/step - loss: 0.3918 - accuracy: 0.8388
Epoch 181/500
225/225 [==============================] - 0s 876us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 182/500
225/225 [==============================] - 0s 867us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 183/500
225/225 [==============================] - 0s 862us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 184/500
225/225 [==============================] - 0s 943us/step - loss: 0.3917 - accuracy: 0.8383
Epoch 185/500
225/225 [==============================] - 0s 958us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 186/500
225/225 [==============================] - 0s 923us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 187/500
225/225 [==============================] - 0s 917us/step - loss: 0.3917 - accuracy: 0.8386
Epoch 188/500
225/225 [==============================] - ETA: 0s - loss: 0.3917 - accuracy: 0.83 - 0s 881us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 189/500
225/225 [==============================] - 0s 912us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 190/500
225/225 [==============================] - 0s 951us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 191/500
225/225 [==============================] - 0s 922us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 192/500
225/225 [==============================] - 0s 921us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 193/500
225/225 [==============================] - 0s 925us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 194/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8399
Epoch 195/500
225/225 [==============================] - 0s 894us/step - loss: 0.3919 - accuracy: 0.8392
Epoch 196/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8389
Epoch 197/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8392
Epoch 198/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8388
Epoch 199/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8389
Epoch 200/500
225/225 [==============================] - 0s 892us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 201/500
225/225 [==============================] - 0s 914us/step - loss: 0.3918 - accuracy: 0.8386
Epoch 202/500
225/225 [==============================] - 0s 925us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 203/500
225/225 [==============================] - 0s 928us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 204/500
225/225 [==============================] - 0s 867us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 205/500
225/225 [==============================] - 0s 969us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 206/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8381
Epoch 207/500
225/225 [==============================] - 0s 986us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 208/500
225/225 [==============================] - 0s 880us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 209/500
225/225 [==============================] - 0s 896us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 210/500
225/225 [==============================] - 0s 889us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 211/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8383
Epoch 212/500
225/225 [==============================] - 0s 919us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 213/500
225/225 [==============================] - 0s 888us/step - loss: 0.3916 - accuracy: 0.8385
Epoch 214/500
225/225 [==============================] - 0s 852us/step - loss: 0.3917 - accuracy: 0.8396
Epoch 215/500
225/225 [==============================] - 0s 875us/step - loss: 0.3917 - accuracy: 0.8372
Epoch 216/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8383
Epoch 217/500
225/225 [==============================] - 0s 929us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 218/500
225/225 [==============================] - 0s 954us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 219/500
225/225 [==============================] - 0s 910us/step - loss: 0.3916 - accuracy: 0.8403
Epoch 220/500
225/225 [==============================] - 0s 866us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 221/500
225/225 [==============================] - 0s 906us/step - loss: 0.3916 - accuracy: 0.8396
Epoch 222/500
225/225 [==============================] - 0s 924us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 223/500
225/225 [==============================] - 0s 884us/step - loss: 0.3913 - accuracy: 0.8389
Epoch 224/500
225/225 [==============================] - 0s 882us/step - loss: 0.3916 - accuracy: 0.8406
Epoch 225/500
225/225 [==============================] - 0s 879us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 226/500
225/225 [==============================] - 0s 877us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 227/500
225/225 [==============================] - 0s 956us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 228/500
225/225 [==============================] - 0s 935us/step - loss: 0.3919 - accuracy: 0.8381
Epoch 229/500
225/225 [==============================] - 0s 880us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 230/500
225/225 [==============================] - 0s 972us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 231/500
225/225 [==============================] - 0s 890us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 232/500
225/225 [==============================] - 0s 868us/step - loss: 0.3917 - accuracy: 0.8392
Epoch 233/500
225/225 [==============================] - 0s 889us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 234/500
225/225 [==============================] - 0s 864us/step - loss: 0.3916 - accuracy: 0.8403
Epoch 235/500
225/225 [==============================] - 0s 915us/step - loss: 0.3913 - accuracy: 0.8403
Epoch 236/500
225/225 [==============================] - 0s 855us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 237/500
225/225 [==============================] - 0s 834us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 238/500
225/225 [==============================] - 0s 911us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 239/500
225/225 [==============================] - 0s 880us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 240/500
225/225 [==============================] - 0s 932us/step - loss: 0.3917 - accuracy: 0.8392
Epoch 241/500
225/225 [==============================] - 0s 884us/step - loss: 0.3916 - accuracy: 0.8400
Epoch 242/500
225/225 [==============================] - 0s 846us/step - loss: 0.3910 - accuracy: 0.8404
Epoch 243/500
225/225 [==============================] - 0s 903us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 244/500
225/225 [==============================] - 0s 863us/step - loss: 0.3914 - accuracy: 0.8396
Epoch 245/500
225/225 [==============================] - 0s 942us/step - loss: 0.3917 - accuracy: 0.8397
Epoch 246/500
225/225 [==============================] - 0s 947us/step - loss: 0.3915 - accuracy: 0.8381
Epoch 247/500
225/225 [==============================] - 0s 915us/step - loss: 0.3913 - accuracy: 0.8383
Epoch 248/500
225/225 [==============================] - 0s 884us/step - loss: 0.3916 - accuracy: 0.8397
Epoch 249/500
225/225 [==============================] - 0s 990us/step - loss: 0.3912 - accuracy: 0.8393
Epoch 250/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8382
Epoch 251/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8394
Epoch 252/500
225/225 [==============================] - 0s 890us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 253/500
225/225 [==============================] - 0s 991us/step - loss: 0.3914 - accuracy: 0.8376
Epoch 254/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8400
Epoch 255/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8386
Epoch 256/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8376
Epoch 257/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8393
Epoch 258/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8390
Epoch 259/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8389
Epoch 260/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8406
Epoch 261/500
225/225 [==============================] - 0s 939us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 262/500
225/225 [==============================] - 0s 914us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 263/500
225/225 [==============================] - 0s 987us/step - loss: 0.3913 - accuracy: 0.8379
Epoch 264/500
225/225 [==============================] - 0s 937us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 265/500
225/225 [==============================] - 0s 891us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 266/500
225/225 [==============================] - 0s 888us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 267/500
225/225 [==============================] - 0s 855us/step - loss: 0.3915 - accuracy: 0.8386
Epoch 268/500
225/225 [==============================] - 0s 948us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 269/500
225/225 [==============================] - 0s 915us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 270/500
225/225 [==============================] - 0s 954us/step - loss: 0.3916 - accuracy: 0.8388
Epoch 271/500
225/225 [==============================] - 0s 919us/step - loss: 0.3911 - accuracy: 0.8385
Epoch 272/500
225/225 [==============================] - 0s 889us/step - loss: 0.3912 - accuracy: 0.8368
Epoch 273/500
225/225 [==============================] - 0s 917us/step - loss: 0.3914 - accuracy: 0.8376
Epoch 274/500
225/225 [==============================] - 0s 963us/step - loss: 0.3915 - accuracy: 0.8397
Epoch 275/500
225/225 [==============================] - 0s 879us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 276/500
225/225 [==============================] - 0s 867us/step - loss: 0.3912 - accuracy: 0.8394
Epoch 277/500
225/225 [==============================] - 0s 915us/step - loss: 0.3916 - accuracy: 0.8376
Epoch 278/500
225/225 [==============================] - 0s 875us/step - loss: 0.3916 - accuracy: 0.8383
Epoch 279/500
225/225 [==============================] - 0s 927us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 280/500
225/225 [==============================] - 0s 860us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 281/500
225/225 [==============================] - 0s 866us/step - loss: 0.3912 - accuracy: 0.8374
Epoch 282/500
225/225 [==============================] - 0s 935us/step - loss: 0.3912 - accuracy: 0.8389
Epoch 283/500
225/225 [==============================] - 0s 891us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 284/500
225/225 [==============================] - 0s 847us/step - loss: 0.3915 - accuracy: 0.8407
Epoch 285/500
225/225 [==============================] - 0s 927us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 286/500
225/225 [==============================] - 0s 935us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 287/500
225/225 [==============================] - 0s 984us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 288/500
225/225 [==============================] - 0s 987us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 289/500
225/225 [==============================] - 0s 910us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 290/500
225/225 [==============================] - 0s 905us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 291/500
225/225 [==============================] - 0s 921us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 292/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8403
Epoch 293/500
225/225 [==============================] - 0s 970us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 294/500
225/225 [==============================] - 0s 908us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 295/500
225/225 [==============================] - 0s 876us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 296/500
225/225 [==============================] - 0s 888us/step - loss: 0.3914 - accuracy: 0.8379
Epoch 297/500
225/225 [==============================] - 0s 871us/step - loss: 0.3916 - accuracy: 0.8401
Epoch 298/500
225/225 [==============================] - 0s 873us/step - loss: 0.3909 - accuracy: 0.8375
Epoch 299/500
225/225 [==============================] - 0s 872us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 300/500
225/225 [==============================] - 0s 887us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 301/500
225/225 [==============================] - 0s 946us/step - loss: 0.3917 - accuracy: 0.8385
Epoch 302/500
225/225 [==============================] - 0s 912us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 303/500
225/225 [==============================] - 0s 891us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 304/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3911 - accuracy: 0.8392
Epoch 305/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8386
Epoch 306/500
225/225 [==============================] - 0s 975us/step - loss: 0.3915 - accuracy: 0.8392
Epoch 307/500
225/225 [==============================] - 0s 951us/step - loss: 0.3916 - accuracy: 0.8382
Epoch 308/500
225/225 [==============================] - 0s 979us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 309/500
225/225 [==============================] - 0s 910us/step - loss: 0.3912 - accuracy: 0.8378
Epoch 310/500
225/225 [==============================] - 0s 960us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 311/500
225/225 [==============================] - 0s 989us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 312/500
225/225 [==============================] - 0s 962us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 313/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8397
Epoch 314/500
225/225 [==============================] - 0s 946us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 315/500
225/225 [==============================] - 0s 919us/step - loss: 0.3914 - accuracy: 0.8394
Epoch 316/500
225/225 [==============================] - 0s 857us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 317/500
225/225 [==============================] - 0s 875us/step - loss: 0.3912 - accuracy: 0.8397
Epoch 318/500
225/225 [==============================] - 0s 886us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 319/500
225/225 [==============================] - 0s 884us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 320/500
225/225 [==============================] - 0s 975us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 321/500
225/225 [==============================] - 0s 884us/step - loss: 0.3916 - accuracy: 0.8385
Epoch 322/500
225/225 [==============================] - 0s 845us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 323/500
225/225 [==============================] - 0s 993us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 324/500
225/225 [==============================] - 0s 918us/step - loss: 0.3916 - accuracy: 0.8385
Epoch 325/500
225/225 [==============================] - 0s 897us/step - loss: 0.3915 - accuracy: 0.8371
Epoch 326/500
225/225 [==============================] - 0s 879us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 327/500
225/225 [==============================] - 0s 853us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 328/500
225/225 [==============================] - 0s 973us/step - loss: 0.3907 - accuracy: 0.8400
Epoch 329/500
225/225 [==============================] - 0s 912us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 330/500
225/225 [==============================] - 0s 881us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 331/500
225/225 [==============================] - 0s 956us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 332/500
225/225 [==============================] - 0s 953us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 333/500
225/225 [==============================] - 0s 942us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 334/500
225/225 [==============================] - 0s 943us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 335/500
225/225 [==============================] - 0s 885us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 336/500
225/225 [==============================] - 0s 861us/step - loss: 0.3911 - accuracy: 0.8371
Epoch 337/500
225/225 [==============================] - 0s 911us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 338/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8388
Epoch 339/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8386
Epoch 340/500
225/225 [==============================] - 0s 880us/step - loss: 0.3914 - accuracy: 0.8378
Epoch 341/500
225/225 [==============================] - 0s 849us/step - loss: 0.3915 - accuracy: 0.8396
Epoch 342/500
225/225 [==============================] - 0s 875us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 343/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8393
Epoch 344/500
225/225 [==============================] - 0s 929us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 345/500
225/225 [==============================] - 0s 893us/step - loss: 0.3916 - accuracy: 0.8390
Epoch 346/500
225/225 [==============================] - 0s 849us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 347/500
225/225 [==============================] - 0s 924us/step - loss: 0.3914 - accuracy: 0.8374
Epoch 348/500
225/225 [==============================] - 0s 934us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 349/500
225/225 [==============================] - 0s 883us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 350/500
225/225 [==============================] - 0s 920us/step - loss: 0.3912 - accuracy: 0.8389
Epoch 351/500
225/225 [==============================] - 0s 909us/step - loss: 0.3912 - accuracy: 0.8404
Epoch 352/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8382
Epoch 353/500
225/225 [==============================] - 0s 925us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 354/500
225/225 [==============================] - 0s 904us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 355/500
225/225 [==============================] - 0s 868us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 356/500
225/225 [==============================] - 0s 977us/step - loss: 0.3911 - accuracy: 0.8383
Epoch 357/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8379
Epoch 358/500
225/225 [==============================] - 0s 890us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 359/500
225/225 [==============================] - 0s 918us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 360/500
225/225 [==============================] - 0s 849us/step - loss: 0.3911 - accuracy: 0.8397
Epoch 361/500
225/225 [==============================] - 0s 891us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 362/500
225/225 [==============================] - 0s 966us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 363/500
225/225 [==============================] - 0s 906us/step - loss: 0.3907 - accuracy: 0.8379
Epoch 364/500
225/225 [==============================] - 0s 940us/step - loss: 0.3912 - accuracy: 0.8400
Epoch 365/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8378
Epoch 366/500
225/225 [==============================] - 0s 909us/step - loss: 0.3911 - accuracy: 0.8393
Epoch 367/500
225/225 [==============================] - 0s 883us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 368/500
225/225 [==============================] - ETA: 0s - loss: 0.3961 - accuracy: 0.83 - 0s 888us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 369/500
225/225 [==============================] - 0s 900us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 370/500
225/225 [==============================] - 0s 970us/step - loss: 0.3916 - accuracy: 0.8379
Epoch 371/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8396
Epoch 372/500
225/225 [==============================] - 0s 930us/step - loss: 0.3914 - accuracy: 0.8381
Epoch 373/500
225/225 [==============================] - 0s 865us/step - loss: 0.3912 - accuracy: 0.8400
Epoch 374/500
225/225 [==============================] - 0s 946us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 375/500
225/225 [==============================] - 0s 937us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 376/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8397
Epoch 377/500
225/225 [==============================] - 0s 964us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 378/500
225/225 [==============================] - 0s 923us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 379/500
225/225 [==============================] - 0s 920us/step - loss: 0.3910 - accuracy: 0.8397
Epoch 380/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8382
Epoch 381/500
225/225 [==============================] - 0s 903us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 382/500
225/225 [==============================] - 0s 935us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 383/500
225/225 [==============================] - 0s 901us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 384/500
225/225 [==============================] - 0s 934us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 385/500
225/225 [==============================] - 0s 960us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 386/500
225/225 [==============================] - 0s 947us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 387/500
225/225 [==============================] - 0s 941us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 388/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8374
Epoch 389/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8382
Epoch 390/500
225/225 [==============================] - 0s 838us/step - loss: 0.3915 - accuracy: 0.8399
Epoch 391/500
225/225 [==============================] - 0s 909us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 392/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8406
Epoch 393/500
225/225 [==============================] - 0s 983us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 394/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3912 - accuracy: 0.8383: 0s - loss: 0.3893 - ac
Epoch 395/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3911 - accuracy: 0.8376
Epoch 396/500
225/225 [==============================] - 0s 796us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 397/500
225/225 [==============================] - 0s 842us/step - loss: 0.3915 - accuracy: 0.8376
Epoch 398/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8378
Epoch 399/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8399
Epoch 400/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8408
Epoch 401/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8376
Epoch 402/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8388
Epoch 403/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8382
Epoch 404/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8401
Epoch 405/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8383
Epoch 406/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8375
Epoch 407/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8379
Epoch 408/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8399
Epoch 409/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8382
Epoch 410/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8390
Epoch 411/500
225/225 [==============================] - 0s 981us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 412/500
225/225 [==============================] - 0s 964us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 413/500
225/225 [==============================] - 0s 892us/step - loss: 0.3912 - accuracy: 0.8385
Epoch 414/500
225/225 [==============================] - 0s 936us/step - loss: 0.3912 - accuracy: 0.8381
Epoch 415/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8379
Epoch 416/500
225/225 [==============================] - 0s 967us/step - loss: 0.3911 - accuracy: 0.8400
Epoch 417/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8382
Epoch 418/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8386
Epoch 419/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8394
Epoch 420/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8378
Epoch 421/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8382
Epoch 422/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8393
Epoch 423/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8381
Epoch 424/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8381
Epoch 425/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8382
Epoch 426/500
225/225 [==============================] - 0s 956us/step - loss: 0.3915 - accuracy: 0.8381
Epoch 427/500
225/225 [==============================] - 0s 888us/step - loss: 0.3911 - accuracy: 0.8390
Epoch 428/500
225/225 [==============================] - 0s 873us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 429/500
225/225 [==============================] - 0s 951us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 430/500
225/225 [==============================] - 0s 907us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 431/500
225/225 [==============================] - 0s 857us/step - loss: 0.3913 - accuracy: 0.8378
Epoch 432/500
225/225 [==============================] - 0s 881us/step - loss: 0.3913 - accuracy: 0.8378
Epoch 433/500
225/225 [==============================] - 0s 842us/step - loss: 0.3910 - accuracy: 0.8393
Epoch 434/500
225/225 [==============================] - 0s 949us/step - loss: 0.3907 - accuracy: 0.8394
Epoch 435/500
225/225 [==============================] - 0s 956us/step - loss: 0.3912 - accuracy: 0.8396
Epoch 436/500
225/225 [==============================] - 0s 920us/step - loss: 0.3911 - accuracy: 0.8376
Epoch 437/500
225/225 [==============================] - 0s 882us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 438/500
225/225 [==============================] - 0s 867us/step - loss: 0.3914 - accuracy: 0.8379
Epoch 439/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8396
Epoch 440/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8379
Epoch 441/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8385
Epoch 442/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8392
Epoch 443/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8390
Epoch 444/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8390
Epoch 445/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8386
Epoch 446/500
225/225 [==============================] - 0s 928us/step - loss: 0.3913 - accuracy: 0.8378
Epoch 447/500
225/225 [==============================] - 0s 890us/step - loss: 0.3912 - accuracy: 0.8401
Epoch 448/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8385
Epoch 449/500
225/225 [==============================] - 0s 915us/step - loss: 0.3914 - accuracy: 0.8389
Epoch 450/500
225/225 [==============================] - 0s 907us/step - loss: 0.3911 - accuracy: 0.8393
Epoch 451/500
225/225 [==============================] - 0s 961us/step - loss: 0.3911 - accuracy: 0.8383
Epoch 452/500
225/225 [==============================] - 0s 953us/step - loss: 0.3911 - accuracy: 0.8396
Epoch 453/500
225/225 [==============================] - 0s 881us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 454/500
225/225 [==============================] - 0s 933us/step - loss: 0.3910 - accuracy: 0.8393
Epoch 455/500
225/225 [==============================] - 0s 975us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 456/500
225/225 [==============================] - 0s 934us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 457/500
225/225 [==============================] - 0s 989us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 458/500
225/225 [==============================] - 0s 921us/step - loss: 0.3912 - accuracy: 0.8396
Epoch 459/500
225/225 [==============================] - 0s 927us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 460/500
225/225 [==============================] - 0s 961us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 461/500
225/225 [==============================] - 0s 929us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 462/500
225/225 [==============================] - 0s 894us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 463/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8386
Epoch 464/500
225/225 [==============================] - 0s 907us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 465/500
225/225 [==============================] - 0s 891us/step - loss: 0.3913 - accuracy: 0.8397
Epoch 466/500
225/225 [==============================] - 0s 983us/step - loss: 0.3913 - accuracy: 0.8383
Epoch 467/500
225/225 [==============================] - 0s 926us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 468/500
225/225 [==============================] - 0s 930us/step - loss: 0.3912 - accuracy: 0.8385
Epoch 469/500
225/225 [==============================] - 0s 939us/step - loss: 0.3916 - accuracy: 0.8394
Epoch 470/500
225/225 [==============================] - 0s 958us/step - loss: 0.3913 - accuracy: 0.8394
Epoch 471/500
225/225 [==============================] - 0s 988us/step - loss: 0.3912 - accuracy: 0.8385
Epoch 472/500
225/225 [==============================] - ETA: 0s - loss: 0.3967 - accuracy: 0.83 - 0s 875us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 473/500
225/225 [==============================] - 0s 867us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 474/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8393
Epoch 475/500
225/225 [==============================] - 0s 910us/step - loss: 0.3910 - accuracy: 0.8396
Epoch 476/500
225/225 [==============================] - 0s 881us/step - loss: 0.3912 - accuracy: 0.8394
Epoch 477/500
225/225 [==============================] - 0s 913us/step - loss: 0.3911 - accuracy: 0.83890s - loss: 0.3945 - accuracy: 0.
Epoch 478/500
225/225 [==============================] - 0s 937us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 479/500
225/225 [==============================] - 0s 880us/step - loss: 0.3911 - accuracy: 0.8397
Epoch 480/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8399
Epoch 481/500
225/225 [==============================] - 0s 933us/step - loss: 0.3913 - accuracy: 0.8375
Epoch 482/500
225/225 [==============================] - 0s 872us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 483/500
225/225 [==============================] - 0s 869us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 484/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8396
Epoch 485/500
225/225 [==============================] - 0s 861us/step - loss: 0.3911 - accuracy: 0.8376
Epoch 486/500
225/225 [==============================] - 0s 885us/step - loss: 0.3913 - accuracy: 0.8399
Epoch 487/500
225/225 [==============================] - 0s 881us/step - loss: 0.3906 - accuracy: 0.8397
Epoch 488/500
225/225 [==============================] - 0s 970us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 489/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8399
Epoch 490/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8386
Epoch 491/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8392
Epoch 492/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8390: 0s - loss: 0.3971 - accuracy: 0.
Epoch 493/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8392
Epoch 494/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3906 - accuracy: 0.8382
Epoch 495/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8394
Epoch 496/500
225/225 [==============================] - 0s 926us/step - loss: 0.3911 - accuracy: 0.8382
Epoch 497/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8385
Epoch 498/500
225/225 [==============================] - 0s 961us/step - loss: 0.3910 - accuracy: 0.8390
Epoch 499/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8385
Epoch 500/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8397
Epoch 1/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5879 - accuracy: 0.7965
Epoch 2/500
225/225 [==============================] - 0s 993us/step - loss: 0.4438 - accuracy: 0.7964
Epoch 3/500
225/225 [==============================] - 0s 991us/step - loss: 0.4362 - accuracy: 0.7964
Epoch 4/500
225/225 [==============================] - 0s 933us/step - loss: 0.4336 - accuracy: 0.7964
Epoch 5/500
225/225 [==============================] - 0s 926us/step - loss: 0.4324 - accuracy: 0.7964
Epoch 6/500
225/225 [==============================] - 0s 945us/step - loss: 0.4314 - accuracy: 0.7964
Epoch 7/500
225/225 [==============================] - 0s 904us/step - loss: 0.4306 - accuracy: 0.7964
Epoch 8/500
225/225 [==============================] - 0s 877us/step - loss: 0.4298 - accuracy: 0.7964
Epoch 9/500
225/225 [==============================] - 0s 954us/step - loss: 0.4290 - accuracy: 0.7964
Epoch 10/500
225/225 [==============================] - 0s 904us/step - loss: 0.4281 - accuracy: 0.7964
Epoch 11/500
225/225 [==============================] - 0s 938us/step - loss: 0.4270 - accuracy: 0.7964
Epoch 12/500
225/225 [==============================] - 0s 889us/step - loss: 0.4255 - accuracy: 0.8004
Epoch 13/500
225/225 [==============================] - 0s 944us/step - loss: 0.4228 - accuracy: 0.8150
Epoch 14/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4204 - accuracy: 0.8181
Epoch 15/500
225/225 [==============================] - 0s 959us/step - loss: 0.4187 - accuracy: 0.8219
Epoch 16/500
225/225 [==============================] - 0s 945us/step - loss: 0.4170 - accuracy: 0.8258
Epoch 17/500
225/225 [==============================] - 0s 890us/step - loss: 0.4157 - accuracy: 0.8281
Epoch 18/500
225/225 [==============================] - 0s 913us/step - loss: 0.4144 - accuracy: 0.8292
Epoch 19/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4132 - accuracy: 0.8306
Epoch 20/500
225/225 [==============================] - 0s 899us/step - loss: 0.4125 - accuracy: 0.8307
Epoch 21/500
225/225 [==============================] - 0s 874us/step - loss: 0.4115 - accuracy: 0.8324
Epoch 22/500
225/225 [==============================] - 0s 982us/step - loss: 0.4106 - accuracy: 0.8325
Epoch 23/500
225/225 [==============================] - 0s 981us/step - loss: 0.4098 - accuracy: 0.8325
Epoch 24/500
225/225 [==============================] - 0s 928us/step - loss: 0.4093 - accuracy: 0.8336
Epoch 25/500
225/225 [==============================] - 0s 928us/step - loss: 0.4084 - accuracy: 0.8344
Epoch 26/500
225/225 [==============================] - 0s 898us/step - loss: 0.4078 - accuracy: 0.8356
Epoch 27/500
225/225 [==============================] - 0s 889us/step - loss: 0.4072 - accuracy: 0.8342
Epoch 28/500
225/225 [==============================] - 0s 946us/step - loss: 0.4068 - accuracy: 0.8360
Epoch 29/500
225/225 [==============================] - 0s 935us/step - loss: 0.4063 - accuracy: 0.8356
Epoch 30/500
225/225 [==============================] - 0s 953us/step - loss: 0.4057 - accuracy: 0.8357
Epoch 31/500
225/225 [==============================] - 0s 977us/step - loss: 0.4055 - accuracy: 0.8356
Epoch 32/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4048 - accuracy: 0.8342
Epoch 33/500
225/225 [==============================] - 0s 972us/step - loss: 0.4047 - accuracy: 0.8372
Epoch 34/500
225/225 [==============================] - 0s 910us/step - loss: 0.4044 - accuracy: 0.8358
Epoch 35/500
225/225 [==============================] - 0s 928us/step - loss: 0.4041 - accuracy: 0.8353
Epoch 36/500
225/225 [==============================] - 0s 929us/step - loss: 0.4039 - accuracy: 0.8358
Epoch 37/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4037 - accuracy: 0.8353
Epoch 38/500
225/225 [==============================] - 0s 959us/step - loss: 0.4032 - accuracy: 0.8358
Epoch 39/500
225/225 [==============================] - 0s 968us/step - loss: 0.4029 - accuracy: 0.8358
Epoch 40/500
225/225 [==============================] - 0s 922us/step - loss: 0.4027 - accuracy: 0.8360
Epoch 41/500
225/225 [==============================] - 0s 952us/step - loss: 0.4024 - accuracy: 0.8360
Epoch 42/500
225/225 [==============================] - 0s 984us/step - loss: 0.4021 - accuracy: 0.8350
Epoch 43/500
225/225 [==============================] - 0s 989us/step - loss: 0.4020 - accuracy: 0.8354
Epoch 44/500
225/225 [==============================] - 0s 981us/step - loss: 0.4016 - accuracy: 0.8353
Epoch 45/500
225/225 [==============================] - 0s 961us/step - loss: 0.4014 - accuracy: 0.8356
Epoch 46/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8356
Epoch 47/500
225/225 [==============================] - 0s 956us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 48/500
225/225 [==============================] - 0s 988us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 49/500
225/225 [==============================] - 0s 928us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 50/500
225/225 [==============================] - 0s 857us/step - loss: 0.4002 - accuracy: 0.8357
Epoch 51/500
225/225 [==============================] - 0s 968us/step - loss: 0.4003 - accuracy: 0.8357
Epoch 52/500
225/225 [==============================] - 0s 934us/step - loss: 0.4001 - accuracy: 0.8353
Epoch 53/500
225/225 [==============================] - 0s 878us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 54/500
225/225 [==============================] - 0s 876us/step - loss: 0.4001 - accuracy: 0.8349
Epoch 55/500
225/225 [==============================] - 0s 960us/step - loss: 0.3999 - accuracy: 0.8358
Epoch 56/500
225/225 [==============================] - 0s 946us/step - loss: 0.3995 - accuracy: 0.8346
Epoch 57/500
225/225 [==============================] - 0s 948us/step - loss: 0.3996 - accuracy: 0.8356
Epoch 58/500
225/225 [==============================] - 0s 875us/step - loss: 0.3994 - accuracy: 0.8356
Epoch 59/500
225/225 [==============================] - 0s 948us/step - loss: 0.3995 - accuracy: 0.8363
Epoch 60/500
225/225 [==============================] - 0s 974us/step - loss: 0.3987 - accuracy: 0.8349
Epoch 61/500
225/225 [==============================] - 0s 985us/step - loss: 0.3991 - accuracy: 0.8364
Epoch 62/500
225/225 [==============================] - 0s 912us/step - loss: 0.3989 - accuracy: 0.8351
Epoch 63/500
225/225 [==============================] - 0s 897us/step - loss: 0.3987 - accuracy: 0.8365
Epoch 64/500
225/225 [==============================] - 0s 904us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 65/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8353
Epoch 66/500
225/225 [==============================] - 0s 934us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 67/500
225/225 [==============================] - 0s 904us/step - loss: 0.3984 - accuracy: 0.8364
Epoch 68/500
225/225 [==============================] - 0s 923us/step - loss: 0.3984 - accuracy: 0.8353
Epoch 69/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8364
Epoch 70/500
225/225 [==============================] - 0s 926us/step - loss: 0.3982 - accuracy: 0.8363
Epoch 71/500
225/225 [==============================] - 0s 877us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 72/500
225/225 [==============================] - 0s 888us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 73/500
225/225 [==============================] - 0s 857us/step - loss: 0.3980 - accuracy: 0.8371
Epoch 74/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8357
Epoch 75/500
225/225 [==============================] - 0s 935us/step - loss: 0.3978 - accuracy: 0.8353
Epoch 76/500
225/225 [==============================] - 0s 903us/step - loss: 0.3978 - accuracy: 0.8363
Epoch 77/500
225/225 [==============================] - 0s 943us/step - loss: 0.3978 - accuracy: 0.8363
Epoch 78/500
225/225 [==============================] - 0s 890us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 79/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3975 - accuracy: 0.8368
Epoch 80/500
225/225 [==============================] - 0s 859us/step - loss: 0.3977 - accuracy: 0.8364
Epoch 81/500
225/225 [==============================] - 0s 858us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 82/500
225/225 [==============================] - 0s 949us/step - loss: 0.3972 - accuracy: 0.8364
Epoch 83/500
225/225 [==============================] - 0s 968us/step - loss: 0.3973 - accuracy: 0.8367
Epoch 84/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3973 - accuracy: 0.8372
Epoch 85/500
225/225 [==============================] - 0s 950us/step - loss: 0.3973 - accuracy: 0.8353
Epoch 86/500
225/225 [==============================] - 0s 929us/step - loss: 0.3973 - accuracy: 0.8365
Epoch 87/500
225/225 [==============================] - 0s 920us/step - loss: 0.3971 - accuracy: 0.8353
Epoch 88/500
225/225 [==============================] - 0s 943us/step - loss: 0.3972 - accuracy: 0.8354
Epoch 89/500
225/225 [==============================] - 0s 864us/step - loss: 0.3968 - accuracy: 0.8358
Epoch 90/500
225/225 [==============================] - 0s 942us/step - loss: 0.3972 - accuracy: 0.8357
Epoch 91/500
225/225 [==============================] - 0s 937us/step - loss: 0.3970 - accuracy: 0.8357
Epoch 92/500
225/225 [==============================] - 0s 915us/step - loss: 0.3972 - accuracy: 0.8372
Epoch 93/500
225/225 [==============================] - 0s 985us/step - loss: 0.3965 - accuracy: 0.8365
Epoch 94/500
225/225 [==============================] - 0s 929us/step - loss: 0.3971 - accuracy: 0.8368
Epoch 95/500
225/225 [==============================] - 0s 981us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 96/500
225/225 [==============================] - 0s 891us/step - loss: 0.3966 - accuracy: 0.8356
Epoch 97/500
225/225 [==============================] - 0s 970us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 98/500
225/225 [==============================] - 0s 953us/step - loss: 0.3966 - accuracy: 0.8365
Epoch 99/500
225/225 [==============================] - 0s 924us/step - loss: 0.3967 - accuracy: 0.8351
Epoch 100/500
225/225 [==============================] - 0s 930us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 101/500
225/225 [==============================] - 0s 963us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 102/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8360
Epoch 103/500
225/225 [==============================] - 0s 889us/step - loss: 0.3967 - accuracy: 0.8365
Epoch 104/500
225/225 [==============================] - 0s 945us/step - loss: 0.3966 - accuracy: 0.8361
Epoch 105/500
225/225 [==============================] - 0s 885us/step - loss: 0.3964 - accuracy: 0.8381
Epoch 106/500
225/225 [==============================] - 0s 998us/step - loss: 0.3964 - accuracy: 0.8363
Epoch 107/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8368: 0s - loss: 0.3960 - accuracy: 0.83
Epoch 108/500
225/225 [==============================] - 0s 961us/step - loss: 0.3961 - accuracy: 0.8347
Epoch 109/500
225/225 [==============================] - 0s 958us/step - loss: 0.3964 - accuracy: 0.8361
Epoch 110/500
225/225 [==============================] - 0s 931us/step - loss: 0.3964 - accuracy: 0.8351
Epoch 111/500
225/225 [==============================] - 0s 961us/step - loss: 0.3965 - accuracy: 0.8358
Epoch 112/500
225/225 [==============================] - 0s 956us/step - loss: 0.3962 - accuracy: 0.8368
Epoch 113/500
225/225 [==============================] - 0s 935us/step - loss: 0.3963 - accuracy: 0.8360
Epoch 114/500
225/225 [==============================] - 0s 885us/step - loss: 0.3966 - accuracy: 0.8340
Epoch 115/500
225/225 [==============================] - 0s 935us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 116/500
225/225 [==============================] - 0s 962us/step - loss: 0.3960 - accuracy: 0.8351
Epoch 117/500
225/225 [==============================] - 0s 982us/step - loss: 0.3962 - accuracy: 0.8364
Epoch 118/500
225/225 [==============================] - 0s 889us/step - loss: 0.3964 - accuracy: 0.8363
Epoch 119/500
225/225 [==============================] - 0s 885us/step - loss: 0.3962 - accuracy: 0.8371
Epoch 120/500
225/225 [==============================] - 0s 977us/step - loss: 0.3963 - accuracy: 0.83610s - loss: 0.3950 - accuracy: 0.
Epoch 121/500
225/225 [==============================] - 0s 902us/step - loss: 0.3962 - accuracy: 0.8364
Epoch 122/500
225/225 [==============================] - 0s 860us/step - loss: 0.3961 - accuracy: 0.8350
Epoch 123/500
225/225 [==============================] - 0s 864us/step - loss: 0.3963 - accuracy: 0.8364
Epoch 124/500
225/225 [==============================] - 0s 909us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 125/500
225/225 [==============================] - 0s 937us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 126/500
225/225 [==============================] - 0s 943us/step - loss: 0.3960 - accuracy: 0.8350
Epoch 127/500
225/225 [==============================] - 0s 884us/step - loss: 0.3962 - accuracy: 0.8350
Epoch 128/500
225/225 [==============================] - 0s 900us/step - loss: 0.3960 - accuracy: 0.8361
Epoch 129/500
225/225 [==============================] - 0s 895us/step - loss: 0.3962 - accuracy: 0.8367
Epoch 130/500
225/225 [==============================] - 0s 957us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 131/500
225/225 [==============================] - 0s 887us/step - loss: 0.3961 - accuracy: 0.8356
Epoch 132/500
225/225 [==============================] - 0s 862us/step - loss: 0.3957 - accuracy: 0.8367
Epoch 133/500
225/225 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 134/500
225/225 [==============================] - 0s 868us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 135/500
225/225 [==============================] - 0s 882us/step - loss: 0.3958 - accuracy: 0.8379
Epoch 136/500
225/225 [==============================] - 0s 866us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 137/500
225/225 [==============================] - 0s 923us/step - loss: 0.3960 - accuracy: 0.8351
Epoch 138/500
225/225 [==============================] - 0s 852us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 139/500
225/225 [==============================] - 0s 859us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 140/500
225/225 [==============================] - 0s 927us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 141/500
225/225 [==============================] - 0s 882us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 142/500
225/225 [==============================] - 0s 843us/step - loss: 0.3958 - accuracy: 0.8356
Epoch 143/500
225/225 [==============================] - 0s 912us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 144/500
225/225 [==============================] - 0s 889us/step - loss: 0.3959 - accuracy: 0.8349
Epoch 145/500
225/225 [==============================] - 0s 937us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 146/500
225/225 [==============================] - 0s 861us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 147/500
225/225 [==============================] - 0s 948us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 148/500
225/225 [==============================] - 0s 888us/step - loss: 0.3961 - accuracy: 0.8361
Epoch 149/500
225/225 [==============================] - 0s 919us/step - loss: 0.3958 - accuracy: 0.8365
Epoch 150/500
225/225 [==============================] - 0s 969us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 151/500
225/225 [==============================] - 0s 865us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 152/500
225/225 [==============================] - 0s 835us/step - loss: 0.3957 - accuracy: 0.8354
Epoch 153/500
225/225 [==============================] - 0s 919us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 154/500
225/225 [==============================] - 0s 918us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 155/500
225/225 [==============================] - 0s 969us/step - loss: 0.3957 - accuracy: 0.8363
Epoch 156/500
225/225 [==============================] - 0s 944us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 157/500
225/225 [==============================] - 0s 884us/step - loss: 0.3959 - accuracy: 0.8350
Epoch 158/500
225/225 [==============================] - 0s 851us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 159/500
225/225 [==============================] - 0s 895us/step - loss: 0.3959 - accuracy: 0.8375
Epoch 160/500
225/225 [==============================] - 0s 949us/step - loss: 0.3954 - accuracy: 0.8358
Epoch 161/500
225/225 [==============================] - 0s 896us/step - loss: 0.3956 - accuracy: 0.8357
Epoch 162/500
225/225 [==============================] - 0s 846us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 163/500
225/225 [==============================] - 0s 937us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 164/500
225/225 [==============================] - 0s 937us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 165/500
225/225 [==============================] - 0s 882us/step - loss: 0.3958 - accuracy: 0.8361
Epoch 166/500
225/225 [==============================] - 0s 922us/step - loss: 0.3953 - accuracy: 0.8353
Epoch 167/500
225/225 [==============================] - 0s 863us/step - loss: 0.3953 - accuracy: 0.8371
Epoch 168/500
225/225 [==============================] - 0s 875us/step - loss: 0.3956 - accuracy: 0.8358
Epoch 169/500
225/225 [==============================] - 0s 971us/step - loss: 0.3955 - accuracy: 0.8363
Epoch 170/500
225/225 [==============================] - 0s 928us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 171/500
225/225 [==============================] - 0s 920us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 172/500
225/225 [==============================] - 0s 893us/step - loss: 0.3955 - accuracy: 0.8369
Epoch 173/500
225/225 [==============================] - 0s 880us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 174/500
225/225 [==============================] - 0s 977us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 175/500
225/225 [==============================] - 0s 875us/step - loss: 0.3954 - accuracy: 0.8364
Epoch 176/500
225/225 [==============================] - 0s 938us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 177/500
225/225 [==============================] - 0s 905us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 178/500
225/225 [==============================] - 0s 919us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 179/500
225/225 [==============================] - 0s 961us/step - loss: 0.3959 - accuracy: 0.8358
Epoch 180/500
225/225 [==============================] - 0s 955us/step - loss: 0.3955 - accuracy: 0.8368
Epoch 181/500
225/225 [==============================] - 0s 956us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 182/500
225/225 [==============================] - 0s 938us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 183/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8367
Epoch 184/500
225/225 [==============================] - 0s 974us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 185/500
225/225 [==============================] - 0s 989us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 186/500
225/225 [==============================] - 0s 896us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 187/500
225/225 [==============================] - 0s 874us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 188/500
225/225 [==============================] - 0s 967us/step - loss: 0.3951 - accuracy: 0.8349
Epoch 189/500
225/225 [==============================] - 0s 914us/step - loss: 0.3953 - accuracy: 0.8365
Epoch 190/500
225/225 [==============================] - 0s 935us/step - loss: 0.3951 - accuracy: 0.8361
Epoch 191/500
225/225 [==============================] - 0s 926us/step - loss: 0.3955 - accuracy: 0.8367
Epoch 192/500
225/225 [==============================] - 0s 958us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 193/500
225/225 [==============================] - 0s 960us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 194/500
225/225 [==============================] - 0s 930us/step - loss: 0.3952 - accuracy: 0.8358
Epoch 195/500
225/225 [==============================] - 0s 934us/step - loss: 0.3954 - accuracy: 0.8363
Epoch 196/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3949 - accuracy: 0.8357
Epoch 197/500
225/225 [==============================] - 0s 997us/step - loss: 0.3953 - accuracy: 0.8358
Epoch 198/500
225/225 [==============================] - 0s 888us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 199/500
225/225 [==============================] - 0s 949us/step - loss: 0.3948 - accuracy: 0.8372
Epoch 200/500
225/225 [==============================] - 0s 886us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 201/500
225/225 [==============================] - 0s 919us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 202/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8368
Epoch 203/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8365
Epoch 204/500
225/225 [==============================] - 0s 928us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 205/500
225/225 [==============================] - 0s 850us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 206/500
225/225 [==============================] - 0s 924us/step - loss: 0.3952 - accuracy: 0.8353
Epoch 207/500
225/225 [==============================] - 0s 883us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 208/500
225/225 [==============================] - 0s 944us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 209/500
225/225 [==============================] - 0s 904us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 210/500
225/225 [==============================] - 0s 865us/step - loss: 0.3948 - accuracy: 0.8363
Epoch 211/500
225/225 [==============================] - 0s 994us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 212/500
225/225 [==============================] - 0s 901us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 213/500
225/225 [==============================] - 0s 901us/step - loss: 0.3947 - accuracy: 0.8374
Epoch 214/500
225/225 [==============================] - 0s 888us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 215/500
225/225 [==============================] - 0s 867us/step - loss: 0.3945 - accuracy: 0.8346
Epoch 216/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8371
Epoch 217/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8365
Epoch 218/500
225/225 [==============================] - 0s 955us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 219/500
225/225 [==============================] - 0s 961us/step - loss: 0.3944 - accuracy: 0.8365
Epoch 220/500
225/225 [==============================] - 0s 951us/step - loss: 0.3940 - accuracy: 0.8372
Epoch 221/500
225/225 [==============================] - 0s 943us/step - loss: 0.3942 - accuracy: 0.8375
Epoch 222/500
225/225 [==============================] - 0s 976us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 223/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8365
Epoch 224/500
225/225 [==============================] - 0s 969us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 225/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8388
Epoch 226/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3935 - accuracy: 0.8363
Epoch 227/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8363
Epoch 228/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3926 - accuracy: 0.8368
Epoch 229/500
225/225 [==============================] - 0s 931us/step - loss: 0.3928 - accuracy: 0.8363
Epoch 230/500
225/225 [==============================] - 0s 877us/step - loss: 0.3928 - accuracy: 0.8358
Epoch 231/500
225/225 [==============================] - 0s 861us/step - loss: 0.3927 - accuracy: 0.83640s - loss: 0.3856 - accuracy: 0.
Epoch 232/500
225/225 [==============================] - 0s 846us/step - loss: 0.3926 - accuracy: 0.8354
Epoch 233/500
225/225 [==============================] - 0s 917us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 234/500
225/225 [==============================] - 0s 910us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 235/500
225/225 [==============================] - 0s 878us/step - loss: 0.3927 - accuracy: 0.8374
Epoch 236/500
225/225 [==============================] - 0s 920us/step - loss: 0.3926 - accuracy: 0.8375
Epoch 237/500
225/225 [==============================] - 0s 891us/step - loss: 0.3925 - accuracy: 0.8371
Epoch 238/500
225/225 [==============================] - 0s 904us/step - loss: 0.3928 - accuracy: 0.8368
Epoch 239/500
225/225 [==============================] - 0s 963us/step - loss: 0.3926 - accuracy: 0.8368
Epoch 240/500
225/225 [==============================] - 0s 897us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 241/500
225/225 [==============================] - 0s 867us/step - loss: 0.3923 - accuracy: 0.8372
Epoch 242/500
225/225 [==============================] - 0s 924us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 243/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8357
Epoch 244/500
225/225 [==============================] - 0s 922us/step - loss: 0.3925 - accuracy: 0.8363
Epoch 245/500
225/225 [==============================] - 0s 913us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 246/500
225/225 [==============================] - 0s 892us/step - loss: 0.3922 - accuracy: 0.8383
Epoch 247/500
225/225 [==============================] - 0s 888us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 248/500
225/225 [==============================] - 0s 1000us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 249/500
225/225 [==============================] - 0s 979us/step - loss: 0.3922 - accuracy: 0.8363
Epoch 250/500
225/225 [==============================] - 0s 928us/step - loss: 0.3921 - accuracy: 0.8385
Epoch 251/500
225/225 [==============================] - 0s 917us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 252/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8381
Epoch 253/500
225/225 [==============================] - 0s 971us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 254/500
225/225 [==============================] - 0s 913us/step - loss: 0.3920 - accuracy: 0.8376
Epoch 255/500
225/225 [==============================] - 0s 931us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 256/500
225/225 [==============================] - 0s 858us/step - loss: 0.3924 - accuracy: 0.8375
Epoch 257/500
225/225 [==============================] - 0s 875us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 258/500
225/225 [==============================] - 0s 889us/step - loss: 0.3919 - accuracy: 0.8390
Epoch 259/500
225/225 [==============================] - 0s 868us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 260/500
225/225 [==============================] - 0s 887us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 261/500
225/225 [==============================] - 0s 923us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 262/500
225/225 [==============================] - 0s 963us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 263/500
225/225 [==============================] - 0s 967us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 264/500
225/225 [==============================] - 0s 941us/step - loss: 0.3923 - accuracy: 0.8372
Epoch 265/500
225/225 [==============================] - 0s 928us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 266/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8378
Epoch 267/500
225/225 [==============================] - 0s 941us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 268/500
225/225 [==============================] - 0s 948us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 269/500
225/225 [==============================] - 0s 898us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 270/500
225/225 [==============================] - 0s 932us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 271/500
225/225 [==============================] - 0s 938us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 272/500
225/225 [==============================] - 0s 936us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 273/500
225/225 [==============================] - 0s 934us/step - loss: 0.3920 - accuracy: 0.8357
Epoch 274/500
225/225 [==============================] - 0s 938us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 275/500
225/225 [==============================] - 0s 858us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 276/500
225/225 [==============================] - 0s 994us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 277/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8372
Epoch 278/500
225/225 [==============================] - 0s 959us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 279/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8376
Epoch 280/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8358
Epoch 281/500
225/225 [==============================] - 0s 926us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 282/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8382
Epoch 283/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8382
Epoch 284/500
225/225 [==============================] - 0s 971us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 285/500
225/225 [==============================] - 0s 895us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 286/500
225/225 [==============================] - 0s 923us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 287/500
225/225 [==============================] - 0s 856us/step - loss: 0.3917 - accuracy: 0.8365
Epoch 288/500
225/225 [==============================] - 0s 895us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 289/500
225/225 [==============================] - 0s 964us/step - loss: 0.3917 - accuracy: 0.8376
Epoch 290/500
225/225 [==============================] - 0s 920us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 291/500
225/225 [==============================] - 0s 917us/step - loss: 0.3919 - accuracy: 0.8363
Epoch 292/500
225/225 [==============================] - 0s 874us/step - loss: 0.3918 - accuracy: 0.8356
Epoch 293/500
225/225 [==============================] - 0s 967us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 294/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8367
Epoch 295/500
225/225 [==============================] - 0s 981us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 296/500
225/225 [==============================] - 0s 948us/step - loss: 0.3916 - accuracy: 0.8368
Epoch 297/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8361
Epoch 298/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8374
Epoch 299/500
225/225 [==============================] - 0s 934us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 300/500
225/225 [==============================] - 0s 927us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 301/500
225/225 [==============================] - 0s 934us/step - loss: 0.3918 - accuracy: 0.8375
Epoch 302/500
225/225 [==============================] - 0s 881us/step - loss: 0.3918 - accuracy: 0.8367
Epoch 303/500
225/225 [==============================] - 0s 933us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 304/500
225/225 [==============================] - 0s 869us/step - loss: 0.3913 - accuracy: 0.8386
Epoch 305/500
225/225 [==============================] - 0s 881us/step - loss: 0.3916 - accuracy: 0.8368
Epoch 306/500
225/225 [==============================] - 0s 892us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 307/500
225/225 [==============================] - 0s 941us/step - loss: 0.3917 - accuracy: 0.8372
Epoch 308/500
225/225 [==============================] - 0s 936us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 309/500
225/225 [==============================] - 0s 926us/step - loss: 0.3917 - accuracy: 0.8378
Epoch 310/500
225/225 [==============================] - 0s 910us/step - loss: 0.3914 - accuracy: 0.8369
Epoch 311/500
225/225 [==============================] - 0s 923us/step - loss: 0.3915 - accuracy: 0.8376
Epoch 312/500
225/225 [==============================] - 0s 971us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 313/500
225/225 [==============================] - 0s 962us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 314/500
225/225 [==============================] - 0s 943us/step - loss: 0.3917 - accuracy: 0.8361
Epoch 315/500
225/225 [==============================] - 0s 932us/step - loss: 0.3915 - accuracy: 0.8368
Epoch 316/500
225/225 [==============================] - 0s 867us/step - loss: 0.3914 - accuracy: 0.8369
Epoch 317/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8376
Epoch 318/500
225/225 [==============================] - 0s 982us/step - loss: 0.3918 - accuracy: 0.8375
Epoch 319/500
225/225 [==============================] - 0s 953us/step - loss: 0.3917 - accuracy: 0.8361
Epoch 320/500
225/225 [==============================] - 0s 950us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 321/500
225/225 [==============================] - 0s 960us/step - loss: 0.3919 - accuracy: 0.8363
Epoch 322/500
225/225 [==============================] - 0s 936us/step - loss: 0.3915 - accuracy: 0.8369
Epoch 323/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8372
Epoch 324/500
225/225 [==============================] - 0s 965us/step - loss: 0.3918 - accuracy: 0.83570s - loss: 0.3891 - accuracy: 0.83
Epoch 325/500
225/225 [==============================] - 0s 945us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 326/500
225/225 [==============================] - 0s 964us/step - loss: 0.3916 - accuracy: 0.8374
Epoch 327/500
225/225 [==============================] - 0s 946us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 328/500
225/225 [==============================] - 0s 909us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 329/500
225/225 [==============================] - 0s 943us/step - loss: 0.3913 - accuracy: 0.8374
Epoch 330/500
225/225 [==============================] - 0s 994us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 331/500
225/225 [==============================] - 0s 973us/step - loss: 0.3915 - accuracy: 0.8368
Epoch 332/500
225/225 [==============================] - 0s 957us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 333/500
225/225 [==============================] - 0s 914us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 334/500
225/225 [==============================] - 0s 905us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 335/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8383
Epoch 336/500
225/225 [==============================] - 0s 998us/step - loss: 0.3913 - accuracy: 0.8371
Epoch 337/500
225/225 [==============================] - 0s 934us/step - loss: 0.3917 - accuracy: 0.8363
Epoch 338/500
225/225 [==============================] - 0s 936us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 339/500
225/225 [==============================] - 0s 932us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 340/500
225/225 [==============================] - 0s 948us/step - loss: 0.3916 - accuracy: 0.8371
Epoch 341/500
225/225 [==============================] - 0s 942us/step - loss: 0.3919 - accuracy: 0.8360
Epoch 342/500
225/225 [==============================] - 0s 911us/step - loss: 0.3918 - accuracy: 0.8397
Epoch 343/500
225/225 [==============================] - 0s 927us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 344/500
225/225 [==============================] - 0s 961us/step - loss: 0.3918 - accuracy: 0.8365
Epoch 345/500
225/225 [==============================] - 0s 925us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 346/500
225/225 [==============================] - 0s 942us/step - loss: 0.3913 - accuracy: 0.8350
Epoch 347/500
225/225 [==============================] - 0s 935us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 348/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8374
Epoch 349/500
225/225 [==============================] - 0s 924us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 350/500
225/225 [==============================] - 0s 928us/step - loss: 0.3916 - accuracy: 0.8378
Epoch 351/500
225/225 [==============================] - 0s 878us/step - loss: 0.3912 - accuracy: 0.8372
Epoch 352/500
225/225 [==============================] - 0s 957us/step - loss: 0.3913 - accuracy: 0.8376
Epoch 353/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8381
Epoch 354/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8376
Epoch 355/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8374
Epoch 356/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8381
Epoch 357/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8374
Epoch 358/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8374
Epoch 359/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8378
Epoch 360/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8382
Epoch 361/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8382
Epoch 362/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3914 - accuracy: 0.8375
Epoch 363/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3913 - accuracy: 0.8383
Epoch 364/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8371: 0s - loss: 0.3924 - accuracy: 0.83
Epoch 365/500
225/225 [==============================] - 0s 913us/step - loss: 0.3915 - accuracy: 0.8379
Epoch 366/500
225/225 [==============================] - 0s 869us/step - loss: 0.3913 - accuracy: 0.8389
Epoch 367/500
225/225 [==============================] - 0s 871us/step - loss: 0.3916 - accuracy: 0.8368
Epoch 368/500
225/225 [==============================] - 0s 968us/step - loss: 0.3915 - accuracy: 0.8375
Epoch 369/500
225/225 [==============================] - 0s 969us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 370/500
225/225 [==============================] - 0s 903us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 371/500
225/225 [==============================] - 0s 875us/step - loss: 0.3913 - accuracy: 0.8357
Epoch 372/500
225/225 [==============================] - 0s 871us/step - loss: 0.3914 - accuracy: 0.8369
Epoch 373/500
225/225 [==============================] - 0s 896us/step - loss: 0.3915 - accuracy: 0.8374
Epoch 374/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8379
Epoch 375/500
225/225 [==============================] - 0s 924us/step - loss: 0.3915 - accuracy: 0.8371
Epoch 376/500
225/225 [==============================] - 0s 932us/step - loss: 0.3915 - accuracy: 0.8365
Epoch 377/500
225/225 [==============================] - 0s 960us/step - loss: 0.3915 - accuracy: 0.8361
Epoch 378/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8375
Epoch 379/500
225/225 [==============================] - 0s 919us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 380/500
225/225 [==============================] - 0s 861us/step - loss: 0.3918 - accuracy: 0.8368
Epoch 381/500
225/225 [==============================] - 0s 883us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 382/500
225/225 [==============================] - 0s 881us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 383/500
225/225 [==============================] - 0s 965us/step - loss: 0.3914 - accuracy: 0.8369
Epoch 384/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8372
Epoch 385/500
225/225 [==============================] - 0s 905us/step - loss: 0.3914 - accuracy: 0.8372
Epoch 386/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8388
Epoch 387/500
225/225 [==============================] - 0s 863us/step - loss: 0.3915 - accuracy: 0.8393
Epoch 388/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8385
Epoch 389/500
225/225 [==============================] - 0s 934us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 390/500
225/225 [==============================] - 0s 985us/step - loss: 0.3913 - accuracy: 0.8379
Epoch 391/500
225/225 [==============================] - 0s 899us/step - loss: 0.3914 - accuracy: 0.8363
Epoch 392/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8374
Epoch 393/500
225/225 [==============================] - 0s 962us/step - loss: 0.3917 - accuracy: 0.8368
Epoch 394/500
225/225 [==============================] - 0s 915us/step - loss: 0.3916 - accuracy: 0.8360
Epoch 395/500
225/225 [==============================] - 0s 892us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 396/500
225/225 [==============================] - 0s 925us/step - loss: 0.3913 - accuracy: 0.8364
Epoch 397/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8374
Epoch 398/500
225/225 [==============================] - 0s 937us/step - loss: 0.3915 - accuracy: 0.8365
Epoch 399/500
225/225 [==============================] - 0s 891us/step - loss: 0.3911 - accuracy: 0.8369
Epoch 400/500
225/225 [==============================] - 0s 947us/step - loss: 0.3916 - accuracy: 0.8361
Epoch 401/500
225/225 [==============================] - 0s 934us/step - loss: 0.3916 - accuracy: 0.8378
Epoch 402/500
225/225 [==============================] - 0s 959us/step - loss: 0.3912 - accuracy: 0.8381
Epoch 403/500
225/225 [==============================] - 0s 915us/step - loss: 0.3915 - accuracy: 0.8379
Epoch 404/500
225/225 [==============================] - 0s 923us/step - loss: 0.3914 - accuracy: 0.8372
Epoch 405/500
225/225 [==============================] - 0s 865us/step - loss: 0.3914 - accuracy: 0.8365
Epoch 406/500
225/225 [==============================] - 0s 949us/step - loss: 0.3909 - accuracy: 0.8375
Epoch 407/500
225/225 [==============================] - 0s 918us/step - loss: 0.3908 - accuracy: 0.8381
Epoch 408/500
225/225 [==============================] - 0s 909us/step - loss: 0.3914 - accuracy: 0.8383
Epoch 409/500
225/225 [==============================] - 0s 924us/step - loss: 0.3918 - accuracy: 0.8375
Epoch 410/500
225/225 [==============================] - 0s 908us/step - loss: 0.3912 - accuracy: 0.8378
Epoch 411/500
225/225 [==============================] - 0s 924us/step - loss: 0.3912 - accuracy: 0.8383
Epoch 412/500
225/225 [==============================] - 0s 882us/step - loss: 0.3916 - accuracy: 0.8376
Epoch 413/500
225/225 [==============================] - 0s 862us/step - loss: 0.3916 - accuracy: 0.8363
Epoch 414/500
225/225 [==============================] - 0s 890us/step - loss: 0.3914 - accuracy: 0.8358
Epoch 415/500
225/225 [==============================] - 0s 858us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 416/500
225/225 [==============================] - 0s 888us/step - loss: 0.3915 - accuracy: 0.8363
Epoch 417/500
225/225 [==============================] - 0s 884us/step - loss: 0.3910 - accuracy: 0.8357
Epoch 418/500
225/225 [==============================] - 0s 898us/step - loss: 0.3917 - accuracy: 0.8381
Epoch 419/500
225/225 [==============================] - 0s 877us/step - loss: 0.3908 - accuracy: 0.83900s - loss: 0.3903 - accuracy: 0.83
Epoch 420/500
225/225 [==============================] - 0s 871us/step - loss: 0.3912 - accuracy: 0.8372
Epoch 421/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8369
Epoch 422/500
225/225 [==============================] - 0s 939us/step - loss: 0.3912 - accuracy: 0.8363
Epoch 423/500
225/225 [==============================] - 0s 906us/step - loss: 0.3912 - accuracy: 0.8363
Epoch 424/500
225/225 [==============================] - 0s 888us/step - loss: 0.3911 - accuracy: 0.8381
Epoch 425/500
225/225 [==============================] - 0s 884us/step - loss: 0.3914 - accuracy: 0.8379
Epoch 426/500
225/225 [==============================] - 0s 934us/step - loss: 0.3911 - accuracy: 0.8360
Epoch 427/500
225/225 [==============================] - 0s 928us/step - loss: 0.3914 - accuracy: 0.8371
Epoch 428/500
225/225 [==============================] - 0s 907us/step - loss: 0.3914 - accuracy: 0.8360
Epoch 429/500
225/225 [==============================] - 0s 896us/step - loss: 0.3915 - accuracy: 0.8368
Epoch 430/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8378
Epoch 431/500
225/225 [==============================] - 0s 996us/step - loss: 0.3913 - accuracy: 0.8363
Epoch 432/500
225/225 [==============================] - 0s 890us/step - loss: 0.3915 - accuracy: 0.8365
Epoch 433/500
225/225 [==============================] - 0s 872us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 434/500
225/225 [==============================] - 0s 890us/step - loss: 0.3914 - accuracy: 0.8368
Epoch 435/500
225/225 [==============================] - 0s 946us/step - loss: 0.3916 - accuracy: 0.8383
Epoch 436/500
225/225 [==============================] - 0s 977us/step - loss: 0.3911 - accuracy: 0.8385
Epoch 437/500
225/225 [==============================] - 0s 955us/step - loss: 0.3910 - accuracy: 0.8382
Epoch 438/500
225/225 [==============================] - 0s 949us/step - loss: 0.3912 - accuracy: 0.8376
Epoch 439/500
225/225 [==============================] - 0s 939us/step - loss: 0.3914 - accuracy: 0.8358
Epoch 440/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3912 - accuracy: 0.8379
Epoch 441/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8375
Epoch 442/500
225/225 [==============================] - 0s 757us/step - loss: 0.3914 - accuracy: 0.8374
Epoch 443/500
225/225 [==============================] - 0s 960us/step - loss: 0.3911 - accuracy: 0.8378
Epoch 444/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8368
Epoch 445/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8390
Epoch 446/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3909 - accuracy: 0.8386
Epoch 447/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8365
Epoch 448/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8369
Epoch 449/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8379
Epoch 450/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8383
Epoch 451/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8378
Epoch 452/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8375
Epoch 453/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8376
Epoch 454/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8371
Epoch 455/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8378
Epoch 456/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3915 - accuracy: 0.8356
Epoch 457/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8376
Epoch 458/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8385
Epoch 459/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8379
Epoch 460/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8358
Epoch 461/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8390
Epoch 462/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8374
Epoch 463/500
225/225 [==============================] - 0s 966us/step - loss: 0.3914 - accuracy: 0.8375
Epoch 464/500
225/225 [==============================] - 0s 973us/step - loss: 0.3912 - accuracy: 0.8375
Epoch 465/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8368
Epoch 466/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8396
Epoch 467/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8372
Epoch 468/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8376
Epoch 469/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8363
Epoch 470/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3910 - accuracy: 0.8382
Epoch 471/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8379
Epoch 472/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3912 - accuracy: 0.8379
Epoch 473/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3917 - accuracy: 0.8365
Epoch 474/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8369
Epoch 475/500
225/225 [==============================] - 0s 883us/step - loss: 0.3911 - accuracy: 0.8371
Epoch 476/500
225/225 [==============================] - 0s 866us/step - loss: 0.3913 - accuracy: 0.8368
Epoch 477/500
225/225 [==============================] - 0s 906us/step - loss: 0.3918 - accuracy: 0.8393
Epoch 478/500
225/225 [==============================] - 0s 900us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 479/500
225/225 [==============================] - 0s 929us/step - loss: 0.3916 - accuracy: 0.8379
Epoch 480/500
225/225 [==============================] - 0s 916us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 481/500
225/225 [==============================] - 0s 857us/step - loss: 0.3911 - accuracy: 0.8367
Epoch 482/500
225/225 [==============================] - 0s 878us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 483/500
225/225 [==============================] - 0s 878us/step - loss: 0.3912 - accuracy: 0.8369
Epoch 484/500
225/225 [==============================] - 0s 893us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 485/500
225/225 [==============================] - 0s 943us/step - loss: 0.3911 - accuracy: 0.8381
Epoch 486/500
225/225 [==============================] - 0s 940us/step - loss: 0.3911 - accuracy: 0.8381
Epoch 487/500
225/225 [==============================] - 0s 960us/step - loss: 0.3911 - accuracy: 0.8379
Epoch 488/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8376
Epoch 489/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8378
Epoch 490/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8363
Epoch 491/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8371
Epoch 492/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8372
Epoch 493/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8374
Epoch 494/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3913 - accuracy: 0.8381
Epoch 495/500
225/225 [==============================] - 0s 912us/step - loss: 0.3907 - accuracy: 0.8368
Epoch 496/500
225/225 [==============================] - 0s 900us/step - loss: 0.3915 - accuracy: 0.8379
Epoch 497/500
225/225 [==============================] - 0s 891us/step - loss: 0.3913 - accuracy: 0.8365
Epoch 498/500
225/225 [==============================] - 0s 976us/step - loss: 0.3910 - accuracy: 0.8374
Epoch 499/500
225/225 [==============================] - 0s 929us/step - loss: 0.3911 - accuracy: 0.8357
Epoch 500/500
225/225 [==============================] - 0s 937us/step - loss: 0.3913 - accuracy: 0.8368
Epoch 1/500
225/225 [==============================] - 0s 939us/step - loss: 0.6026 - accuracy: 0.7958
Epoch 2/500
225/225 [==============================] - 0s 906us/step - loss: 0.4422 - accuracy: 0.7985
Epoch 3/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4327 - accuracy: 0.7985
Epoch 4/500
225/225 [==============================] - 0s 928us/step - loss: 0.4298 - accuracy: 0.7985
Epoch 5/500
225/225 [==============================] - 0s 972us/step - loss: 0.4282 - accuracy: 0.7985
Epoch 6/500
225/225 [==============================] - 0s 954us/step - loss: 0.4267 - accuracy: 0.7985
Epoch 7/500
225/225 [==============================] - 0s 946us/step - loss: 0.4257 - accuracy: 0.7985
Epoch 8/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4241 - accuracy: 0.7985
Epoch 9/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4226 - accuracy: 0.7985
Epoch 10/500
225/225 [==============================] - 0s 944us/step - loss: 0.4200 - accuracy: 0.7985
Epoch 11/500
225/225 [==============================] - 0s 908us/step - loss: 0.4177 - accuracy: 0.8161
Epoch 12/500
225/225 [==============================] - 0s 869us/step - loss: 0.4161 - accuracy: 0.8214
Epoch 13/500
225/225 [==============================] - 0s 887us/step - loss: 0.4141 - accuracy: 0.8260
Epoch 14/500
225/225 [==============================] - 0s 954us/step - loss: 0.4129 - accuracy: 0.8268
Epoch 15/500
225/225 [==============================] - 0s 968us/step - loss: 0.4113 - accuracy: 0.8301
Epoch 16/500
225/225 [==============================] - 0s 944us/step - loss: 0.4103 - accuracy: 0.8310
Epoch 17/500
225/225 [==============================] - 0s 903us/step - loss: 0.4098 - accuracy: 0.8324
Epoch 18/500
225/225 [==============================] - 0s 942us/step - loss: 0.4087 - accuracy: 0.8326
Epoch 19/500
225/225 [==============================] - 0s 908us/step - loss: 0.4080 - accuracy: 0.8336
Epoch 20/500
225/225 [==============================] - 0s 862us/step - loss: 0.4072 - accuracy: 0.8340
Epoch 21/500
225/225 [==============================] - 0s 877us/step - loss: 0.4065 - accuracy: 0.8346
Epoch 22/500
225/225 [==============================] - 0s 875us/step - loss: 0.4059 - accuracy: 0.8353
Epoch 23/500
225/225 [==============================] - 0s 974us/step - loss: 0.4052 - accuracy: 0.8356
Epoch 24/500
225/225 [==============================] - 0s 872us/step - loss: 0.4045 - accuracy: 0.8376
Epoch 25/500
225/225 [==============================] - 0s 939us/step - loss: 0.4042 - accuracy: 0.8353
Epoch 26/500
225/225 [==============================] - 0s 929us/step - loss: 0.4036 - accuracy: 0.8365
Epoch 27/500
225/225 [==============================] - 0s 911us/step - loss: 0.4032 - accuracy: 0.8372
Epoch 28/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4027 - accuracy: 0.8371
Epoch 29/500
225/225 [==============================] - 1s 4ms/step - loss: 0.4021 - accuracy: 0.8354: 0s - loss: 0.373
Epoch 30/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4018 - accuracy: 0.8371: 0s - loss: 0.3921 - accuracy: 
Epoch 31/500
225/225 [==============================] - 0s 782us/step - loss: 0.4015 - accuracy: 0.8379
Epoch 32/500
225/225 [==============================] - 0s 867us/step - loss: 0.4009 - accuracy: 0.8378
Epoch 33/500
225/225 [==============================] - 0s 759us/step - loss: 0.4009 - accuracy: 0.8388
Epoch 34/500
225/225 [==============================] - 0s 784us/step - loss: 0.4005 - accuracy: 0.8375
Epoch 35/500
225/225 [==============================] - 0s 780us/step - loss: 0.4001 - accuracy: 0.8382
Epoch 36/500
225/225 [==============================] - 0s 987us/step - loss: 0.3999 - accuracy: 0.8375
Epoch 37/500
225/225 [==============================] - 0s 755us/step - loss: 0.3998 - accuracy: 0.8372
Epoch 38/500
225/225 [==============================] - 0s 765us/step - loss: 0.3995 - accuracy: 0.8378
Epoch 39/500
225/225 [==============================] - 0s 892us/step - loss: 0.3993 - accuracy: 0.8385
Epoch 40/500
225/225 [==============================] - 0s 788us/step - loss: 0.3989 - accuracy: 0.8379
Epoch 41/500
225/225 [==============================] - 0s 769us/step - loss: 0.3989 - accuracy: 0.8381
Epoch 42/500
225/225 [==============================] - 0s 791us/step - loss: 0.3987 - accuracy: 0.8382
Epoch 43/500
225/225 [==============================] - 0s 775us/step - loss: 0.3985 - accuracy: 0.8379
Epoch 44/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3983 - accuracy: 0.8393
Epoch 45/500
225/225 [==============================] - 0s 777us/step - loss: 0.3982 - accuracy: 0.8375
Epoch 46/500
225/225 [==============================] - 0s 780us/step - loss: 0.3982 - accuracy: 0.8386
Epoch 47/500
225/225 [==============================] - 0s 758us/step - loss: 0.3981 - accuracy: 0.8388
Epoch 48/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3978 - accuracy: 0.8382
Epoch 49/500
225/225 [==============================] - 0s 920us/step - loss: 0.3977 - accuracy: 0.8388
Epoch 50/500
225/225 [==============================] - 0s 762us/step - loss: 0.3974 - accuracy: 0.8383
Epoch 51/500
225/225 [==============================] - 0s 783us/step - loss: 0.3975 - accuracy: 0.8383
Epoch 52/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3973 - accuracy: 0.8382
Epoch 53/500
225/225 [==============================] - 0s 796us/step - loss: 0.3971 - accuracy: 0.8392
Epoch 54/500
225/225 [==============================] - 0s 773us/step - loss: 0.3971 - accuracy: 0.8388
Epoch 55/500
225/225 [==============================] - 0s 773us/step - loss: 0.3969 - accuracy: 0.8389
Epoch 56/500
225/225 [==============================] - 0s 776us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 57/500
225/225 [==============================] - 0s 771us/step - loss: 0.3968 - accuracy: 0.8381
Epoch 58/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3966 - accuracy: 0.8381
Epoch 59/500
225/225 [==============================] - 0s 798us/step - loss: 0.3965 - accuracy: 0.8388
Epoch 60/500
225/225 [==============================] - 0s 751us/step - loss: 0.3965 - accuracy: 0.8383
Epoch 61/500
225/225 [==============================] - 0s 783us/step - loss: 0.3966 - accuracy: 0.8386
Epoch 62/500
225/225 [==============================] - 0s 765us/step - loss: 0.3964 - accuracy: 0.8388
Epoch 63/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8378
Epoch 64/500
225/225 [==============================] - 0s 753us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 65/500
225/225 [==============================] - 0s 770us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 66/500
225/225 [==============================] - 0s 793us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 67/500
225/225 [==============================] - 0s 768us/step - loss: 0.3960 - accuracy: 0.8386
Epoch 68/500
225/225 [==============================] - 0s 779us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 69/500
225/225 [==============================] - 0s 786us/step - loss: 0.3958 - accuracy: 0.8390
Epoch 70/500
225/225 [==============================] - 0s 770us/step - loss: 0.3960 - accuracy: 0.8396
Epoch 71/500
225/225 [==============================] - 0s 753us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 72/500
225/225 [==============================] - 0s 772us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 73/500
225/225 [==============================] - 0s 780us/step - loss: 0.3960 - accuracy: 0.8394
Epoch 74/500
225/225 [==============================] - 0s 805us/step - loss: 0.3956 - accuracy: 0.8385
Epoch 75/500
225/225 [==============================] - 0s 801us/step - loss: 0.3955 - accuracy: 0.8389
Epoch 76/500
225/225 [==============================] - 0s 766us/step - loss: 0.3957 - accuracy: 0.8390
Epoch 77/500
225/225 [==============================] - 0s 770us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 78/500
225/225 [==============================] - 0s 765us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 79/500
225/225 [==============================] - 0s 781us/step - loss: 0.3953 - accuracy: 0.8399
Epoch 80/500
225/225 [==============================] - 0s 819us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 81/500
225/225 [==============================] - 0s 814us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 82/500
225/225 [==============================] - 0s 761us/step - loss: 0.3952 - accuracy: 0.8392
Epoch 83/500
225/225 [==============================] - 0s 770us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 84/500
225/225 [==============================] - 0s 777us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 85/500
225/225 [==============================] - 0s 778us/step - loss: 0.3952 - accuracy: 0.8390
Epoch 86/500
225/225 [==============================] - 0s 781us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 87/500
225/225 [==============================] - 0s 771us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 88/500
225/225 [==============================] - 0s 755us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 89/500
225/225 [==============================] - 0s 771us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 90/500
225/225 [==============================] - 0s 771us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 91/500
225/225 [==============================] - 0s 911us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 92/500
225/225 [==============================] - 0s 769us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 93/500
225/225 [==============================] - 0s 821us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 94/500
225/225 [==============================] - 0s 767us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 95/500
225/225 [==============================] - 0s 777us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 96/500
225/225 [==============================] - 0s 771us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 97/500
225/225 [==============================] - 0s 792us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 98/500
225/225 [==============================] - 0s 769us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 99/500
225/225 [==============================] - 0s 754us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 100/500
225/225 [==============================] - 0s 774us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 101/500
225/225 [==============================] - 0s 753us/step - loss: 0.3944 - accuracy: 0.8397
Epoch 102/500
225/225 [==============================] - 0s 781us/step - loss: 0.3946 - accuracy: 0.8394
Epoch 103/500
225/225 [==============================] - 0s 939us/step - loss: 0.3945 - accuracy: 0.8407
Epoch 104/500
225/225 [==============================] - 0s 774us/step - loss: 0.3945 - accuracy: 0.8393
Epoch 105/500
225/225 [==============================] - 0s 757us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 106/500
225/225 [==============================] - 0s 775us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 107/500
225/225 [==============================] - 0s 774us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 108/500
225/225 [==============================] - 0s 856us/step - loss: 0.3945 - accuracy: 0.8400
Epoch 109/500
225/225 [==============================] - 0s 801us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 110/500
225/225 [==============================] - 0s 822us/step - loss: 0.3945 - accuracy: 0.8394
Epoch 111/500
225/225 [==============================] - 0s 779us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 112/500
225/225 [==============================] - 0s 764us/step - loss: 0.3944 - accuracy: 0.8401
Epoch 113/500
225/225 [==============================] - 0s 807us/step - loss: 0.3941 - accuracy: 0.8379
Epoch 114/500
225/225 [==============================] - 0s 810us/step - loss: 0.3944 - accuracy: 0.8394
Epoch 115/500
225/225 [==============================] - 0s 767us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 116/500
225/225 [==============================] - 0s 755us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 117/500
225/225 [==============================] - 0s 958us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 118/500
225/225 [==============================] - 0s 791us/step - loss: 0.3944 - accuracy: 0.8397
Epoch 119/500
225/225 [==============================] - 0s 787us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 120/500
225/225 [==============================] - 0s 762us/step - loss: 0.3942 - accuracy: 0.8392
Epoch 121/500
225/225 [==============================] - 0s 776us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 122/500
225/225 [==============================] - 0s 820us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 123/500
225/225 [==============================] - 0s 771us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 124/500
225/225 [==============================] - 0s 755us/step - loss: 0.3943 - accuracy: 0.8400
Epoch 125/500
225/225 [==============================] - 0s 781us/step - loss: 0.3942 - accuracy: 0.8392
Epoch 126/500
225/225 [==============================] - 0s 766us/step - loss: 0.3942 - accuracy: 0.8388
Epoch 127/500
225/225 [==============================] - 0s 759us/step - loss: 0.3942 - accuracy: 0.8389
Epoch 128/500
225/225 [==============================] - 0s 772us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 129/500
225/225 [==============================] - 0s 775us/step - loss: 0.3944 - accuracy: 0.8396
Epoch 130/500
225/225 [==============================] - 0s 853us/step - loss: 0.3942 - accuracy: 0.8410
Epoch 131/500
225/225 [==============================] - 0s 764us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 132/500
225/225 [==============================] - 0s 770us/step - loss: 0.3943 - accuracy: 0.8397
Epoch 133/500
225/225 [==============================] - 0s 763us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 134/500
225/225 [==============================] - 0s 768us/step - loss: 0.3940 - accuracy: 0.8399
Epoch 135/500
225/225 [==============================] - 0s 816us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 136/500
225/225 [==============================] - 0s 788us/step - loss: 0.3943 - accuracy: 0.8397
Epoch 137/500
225/225 [==============================] - 0s 791us/step - loss: 0.3940 - accuracy: 0.8401
Epoch 138/500
225/225 [==============================] - 0s 766us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 139/500
225/225 [==============================] - 0s 777us/step - loss: 0.3939 - accuracy: 0.8399
Epoch 140/500
225/225 [==============================] - 0s 775us/step - loss: 0.3943 - accuracy: 0.8400
Epoch 141/500
225/225 [==============================] - 0s 826us/step - loss: 0.3942 - accuracy: 0.8406
Epoch 142/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3941 - accuracy: 0.8407
Epoch 143/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8400
Epoch 144/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8397
Epoch 145/500
225/225 [==============================] - 0s 754us/step - loss: 0.3937 - accuracy: 0.8401
Epoch 146/500
225/225 [==============================] - 0s 781us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 147/500
225/225 [==============================] - 0s 790us/step - loss: 0.3942 - accuracy: 0.8394
Epoch 148/500
225/225 [==============================] - 0s 777us/step - loss: 0.3941 - accuracy: 0.8415
Epoch 149/500
225/225 [==============================] - 0s 761us/step - loss: 0.3939 - accuracy: 0.8404
Epoch 150/500
225/225 [==============================] - 0s 824us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 151/500
225/225 [==============================] - 0s 770us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 152/500
225/225 [==============================] - 0s 764us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 153/500
225/225 [==============================] - 0s 772us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 154/500
225/225 [==============================] - 0s 773us/step - loss: 0.3941 - accuracy: 0.8392
Epoch 155/500
225/225 [==============================] - 0s 775us/step - loss: 0.3940 - accuracy: 0.8397
Epoch 156/500
225/225 [==============================] - 0s 832us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 157/500
225/225 [==============================] - 0s 778us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 158/500
225/225 [==============================] - 0s 774us/step - loss: 0.3940 - accuracy: 0.8397
Epoch 159/500
225/225 [==============================] - 0s 767us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 160/500
225/225 [==============================] - 0s 774us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 161/500
225/225 [==============================] - 0s 766us/step - loss: 0.3938 - accuracy: 0.8401
Epoch 162/500
225/225 [==============================] - 0s 861us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 163/500
225/225 [==============================] - 0s 767us/step - loss: 0.3939 - accuracy: 0.8399
Epoch 164/500
225/225 [==============================] - 0s 769us/step - loss: 0.3937 - accuracy: 0.8399
Epoch 165/500
225/225 [==============================] - 0s 769us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 166/500
225/225 [==============================] - 0s 755us/step - loss: 0.3940 - accuracy: 0.8400
Epoch 167/500
225/225 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8401
Epoch 168/500
225/225 [==============================] - 0s 793us/step - loss: 0.3942 - accuracy: 0.8392
Epoch 169/500
225/225 [==============================] - 0s 786us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 170/500
225/225 [==============================] - 0s 751us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 171/500
225/225 [==============================] - 0s 770us/step - loss: 0.3939 - accuracy: 0.8401
Epoch 172/500
225/225 [==============================] - 0s 778us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 173/500
225/225 [==============================] - 0s 785us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 174/500
225/225 [==============================] - 0s 769us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 175/500
225/225 [==============================] - 0s 768us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 176/500
225/225 [==============================] - 0s 748us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 177/500
225/225 [==============================] - 0s 769us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 178/500
225/225 [==============================] - 0s 809us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 179/500
225/225 [==============================] - 0s 771us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 180/500
225/225 [==============================] - 0s 757us/step - loss: 0.3935 - accuracy: 0.8399
Epoch 181/500
225/225 [==============================] - 0s 764us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 182/500
225/225 [==============================] - 0s 765us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 183/500
225/225 [==============================] - 0s 760us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 184/500
225/225 [==============================] - 0s 817us/step - loss: 0.3940 - accuracy: 0.8399
Epoch 185/500
225/225 [==============================] - 0s 768us/step - loss: 0.3936 - accuracy: 0.8397
Epoch 186/500
225/225 [==============================] - 0s 763us/step - loss: 0.3937 - accuracy: 0.8403
Epoch 187/500
225/225 [==============================] - 0s 768us/step - loss: 0.3938 - accuracy: 0.8394
Epoch 188/500
225/225 [==============================] - 0s 771us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 189/500
225/225 [==============================] - 0s 769us/step - loss: 0.3939 - accuracy: 0.8399
Epoch 190/500
225/225 [==============================] - 0s 805us/step - loss: 0.3937 - accuracy: 0.8393
Epoch 191/500
225/225 [==============================] - 0s 793us/step - loss: 0.3936 - accuracy: 0.8404
Epoch 192/500
225/225 [==============================] - 0s 772us/step - loss: 0.3935 - accuracy: 0.8399
Epoch 193/500
225/225 [==============================] - 0s 756us/step - loss: 0.3940 - accuracy: 0.8403
Epoch 194/500
225/225 [==============================] - 0s 764us/step - loss: 0.3936 - accuracy: 0.8393
Epoch 195/500
225/225 [==============================] - 0s 814us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 196/500
225/225 [==============================] - 0s 774us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 197/500
225/225 [==============================] - 0s 759us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 198/500
225/225 [==============================] - 0s 783us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 199/500
225/225 [==============================] - 0s 773us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 200/500
225/225 [==============================] - 0s 757us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 201/500
225/225 [==============================] - 0s 780us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 202/500
225/225 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8385
Epoch 203/500
225/225 [==============================] - 0s 761us/step - loss: 0.3939 - accuracy: 0.8399
Epoch 204/500
225/225 [==============================] - 0s 764us/step - loss: 0.3936 - accuracy: 0.8397
Epoch 205/500
225/225 [==============================] - 0s 771us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 206/500
225/225 [==============================] - 0s 770us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 207/500
225/225 [==============================] - 0s 814us/step - loss: 0.3936 - accuracy: 0.8403
Epoch 208/500
225/225 [==============================] - 0s 767us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 209/500
225/225 [==============================] - 0s 772us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 210/500
225/225 [==============================] - 0s 751us/step - loss: 0.3938 - accuracy: 0.8392
Epoch 211/500
225/225 [==============================] - 0s 769us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 212/500
225/225 [==============================] - 0s 812us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 213/500
225/225 [==============================] - 0s 771us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 214/500
225/225 [==============================] - 0s 759us/step - loss: 0.3936 - accuracy: 0.8389
Epoch 215/500
225/225 [==============================] - 0s 772us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 216/500
225/225 [==============================] - 0s 767us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 217/500
225/225 [==============================] - 0s 758us/step - loss: 0.3936 - accuracy: 0.8400
Epoch 218/500
225/225 [==============================] - 0s 832us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 219/500
225/225 [==============================] - 0s 774us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 220/500
225/225 [==============================] - 0s 759us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 221/500
225/225 [==============================] - 0s 777us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 222/500
225/225 [==============================] - 0s 768us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 223/500
225/225 [==============================] - 0s 778us/step - loss: 0.3936 - accuracy: 0.8383
Epoch 224/500
225/225 [==============================] - 0s 796us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 225/500
225/225 [==============================] - 0s 794us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 226/500
225/225 [==============================] - 0s 793us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 227/500
225/225 [==============================] - 0s 757us/step - loss: 0.3934 - accuracy: 0.8407
Epoch 228/500
225/225 [==============================] - 0s 771us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 229/500
225/225 [==============================] - 0s 819us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 230/500
225/225 [==============================] - 0s 765us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 231/500
225/225 [==============================] - 0s 751us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 232/500
225/225 [==============================] - 0s 787us/step - loss: 0.3936 - accuracy: 0.8403
Epoch 233/500
225/225 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8403
Epoch 234/500
225/225 [==============================] - 0s 747us/step - loss: 0.3935 - accuracy: 0.8392
Epoch 235/500
225/225 [==============================] - 0s 835us/step - loss: 0.3934 - accuracy: 0.8389
Epoch 236/500
225/225 [==============================] - 0s 764us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 237/500
225/225 [==============================] - 0s 766us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 238/500
225/225 [==============================] - 0s 763us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 239/500
225/225 [==============================] - 0s 770us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 240/500
225/225 [==============================] - 0s 817us/step - loss: 0.3932 - accuracy: 0.8403
Epoch 241/500
225/225 [==============================] - 0s 761us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 242/500
225/225 [==============================] - 0s 763us/step - loss: 0.3936 - accuracy: 0.8396
Epoch 243/500
225/225 [==============================] - 0s 764us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 244/500
225/225 [==============================] - 0s 749us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 245/500
225/225 [==============================] - 0s 755us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 246/500
225/225 [==============================] - 0s 905us/step - loss: 0.3933 - accuracy: 0.8403
Epoch 247/500
225/225 [==============================] - 0s 762us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 248/500
225/225 [==============================] - 0s 813us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 249/500
225/225 [==============================] - 0s 774us/step - loss: 0.3932 - accuracy: 0.8396
Epoch 250/500
225/225 [==============================] - 0s 776us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 251/500
225/225 [==============================] - 0s 765us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 252/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8390
Epoch 253/500
225/225 [==============================] - 0s 776us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 254/500
225/225 [==============================] - 0s 768us/step - loss: 0.3937 - accuracy: 0.8401
Epoch 255/500
225/225 [==============================] - 0s 762us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 256/500
225/225 [==============================] - 0s 773us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 257/500
225/225 [==============================] - 0s 811us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 258/500
225/225 [==============================] - 0s 769us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 259/500
225/225 [==============================] - 0s 786us/step - loss: 0.3935 - accuracy: 0.8385
Epoch 260/500
225/225 [==============================] - 0s 782us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 261/500
225/225 [==============================] - 0s 766us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 262/500
225/225 [==============================] - 0s 758us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 263/500
225/225 [==============================] - 0s 807us/step - loss: 0.3933 - accuracy: 0.8392
Epoch 264/500
225/225 [==============================] - 0s 765us/step - loss: 0.3935 - accuracy: 0.8390
Epoch 265/500
225/225 [==============================] - 0s 753us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 266/500
225/225 [==============================] - 0s 771us/step - loss: 0.3928 - accuracy: 0.8389
Epoch 267/500
225/225 [==============================] - 0s 768us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 268/500
225/225 [==============================] - 0s 766us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 269/500
225/225 [==============================] - 0s 921us/step - loss: 0.3935 - accuracy: 0.8390
Epoch 270/500
225/225 [==============================] - 0s 780us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 271/500
225/225 [==============================] - 0s 789us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 272/500
225/225 [==============================] - 0s 822us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 273/500
225/225 [==============================] - 0s 753us/step - loss: 0.3930 - accuracy: 0.8404
Epoch 274/500
225/225 [==============================] - 0s 774us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 275/500
225/225 [==============================] - 0s 849us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 276/500
225/225 [==============================] - 0s 748us/step - loss: 0.3931 - accuracy: 0.8400
Epoch 277/500
225/225 [==============================] - 0s 781us/step - loss: 0.3927 - accuracy: 0.8397
Epoch 278/500
225/225 [==============================] - 0s 765us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 279/500
225/225 [==============================] - 0s 768us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 280/500
225/225 [==============================] - 0s 912us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 281/500
225/225 [==============================] - 0s 767us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 282/500
225/225 [==============================] - 0s 764us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 283/500
225/225 [==============================] - 0s 769us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 284/500
225/225 [==============================] - 0s 781us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 285/500
225/225 [==============================] - 0s 777us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 286/500
225/225 [==============================] - 0s 780us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 287/500
225/225 [==============================] - 0s 750us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 288/500
225/225 [==============================] - 0s 767us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 289/500
225/225 [==============================] - 0s 772us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 290/500
225/225 [==============================] - 0s 748us/step - loss: 0.3933 - accuracy: 0.8389
Epoch 291/500
225/225 [==============================] - 0s 816us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 292/500
225/225 [==============================] - 0s 768us/step - loss: 0.3933 - accuracy: 0.8386
Epoch 293/500
225/225 [==============================] - 0s 749us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 294/500
225/225 [==============================] - 0s 780us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 295/500
225/225 [==============================] - 0s 768us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 296/500
225/225 [==============================] - 0s 808us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 297/500
225/225 [==============================] - 0s 784us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 298/500
225/225 [==============================] - 0s 772us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 299/500
225/225 [==============================] - 0s 762us/step - loss: 0.3930 - accuracy: 0.8394
Epoch 300/500
225/225 [==============================] - 0s 800us/step - loss: 0.3928 - accuracy: 0.8396
Epoch 301/500
225/225 [==============================] - 0s 763us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 302/500
225/225 [==============================] - 0s 760us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 303/500
225/225 [==============================] - 0s 779us/step - loss: 0.3925 - accuracy: 0.8393
Epoch 304/500
225/225 [==============================] - 0s 755us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 305/500
225/225 [==============================] - 0s 760us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 306/500
225/225 [==============================] - 0s 765us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 307/500
225/225 [==============================] - 0s 769us/step - loss: 0.3926 - accuracy: 0.8383
Epoch 308/500
225/225 [==============================] - 0s 754us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 309/500
225/225 [==============================] - 0s 779us/step - loss: 0.3926 - accuracy: 0.8390
Epoch 310/500
225/225 [==============================] - 0s 754us/step - loss: 0.3927 - accuracy: 0.8390
Epoch 311/500
225/225 [==============================] - 0s 758us/step - loss: 0.3926 - accuracy: 0.8400
Epoch 312/500
225/225 [==============================] - 0s 770us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 313/500
225/225 [==============================] - 0s 766us/step - loss: 0.3925 - accuracy: 0.8383
Epoch 314/500
225/225 [==============================] - 0s 772us/step - loss: 0.3925 - accuracy: 0.8381
Epoch 315/500
225/225 [==============================] - 0s 770us/step - loss: 0.3927 - accuracy: 0.8389
Epoch 316/500
225/225 [==============================] - 0s 752us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 317/500
225/225 [==============================] - 0s 763us/step - loss: 0.3924 - accuracy: 0.8388
Epoch 318/500
225/225 [==============================] - 0s 751us/step - loss: 0.3924 - accuracy: 0.8385
Epoch 319/500
225/225 [==============================] - 0s 815us/step - loss: 0.3924 - accuracy: 0.8385
Epoch 320/500
225/225 [==============================] - 0s 770us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 321/500
225/225 [==============================] - 0s 753us/step - loss: 0.3923 - accuracy: 0.8390
Epoch 322/500
225/225 [==============================] - 0s 753us/step - loss: 0.3920 - accuracy: 0.8394
Epoch 323/500
225/225 [==============================] - 0s 814us/step - loss: 0.3922 - accuracy: 0.8386
Epoch 324/500
225/225 [==============================] - 0s 754us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 325/500
225/225 [==============================] - 0s 764us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 326/500
225/225 [==============================] - 0s 765us/step - loss: 0.3922 - accuracy: 0.8394
Epoch 327/500
225/225 [==============================] - 0s 758us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 328/500
225/225 [==============================] - 0s 756us/step - loss: 0.3918 - accuracy: 0.8385
Epoch 329/500
225/225 [==============================] - 0s 780us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 330/500
225/225 [==============================] - 0s 755us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 331/500
225/225 [==============================] - 0s 789us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 332/500
225/225 [==============================] - 0s 759us/step - loss: 0.3915 - accuracy: 0.8385
Epoch 333/500
225/225 [==============================] - 0s 759us/step - loss: 0.3915 - accuracy: 0.8392
Epoch 334/500
225/225 [==============================] - 0s 753us/step - loss: 0.3915 - accuracy: 0.8388
Epoch 335/500
225/225 [==============================] - 0s 752us/step - loss: 0.3917 - accuracy: 0.8388
Epoch 336/500
225/225 [==============================] - 0s 776us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 337/500
225/225 [==============================] - 0s 759us/step - loss: 0.3915 - accuracy: 0.8381
Epoch 338/500
225/225 [==============================] - 0s 788us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 339/500
225/225 [==============================] - 0s 754us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 340/500
225/225 [==============================] - 0s 757us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 341/500
225/225 [==============================] - 0s 753us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 342/500
225/225 [==============================] - 0s 847us/step - loss: 0.3915 - accuracy: 0.8376
Epoch 343/500
225/225 [==============================] - 0s 758us/step - loss: 0.3911 - accuracy: 0.8376
Epoch 344/500
225/225 [==============================] - 0s 754us/step - loss: 0.3914 - accuracy: 0.8390
Epoch 345/500
225/225 [==============================] - 0s 756us/step - loss: 0.3913 - accuracy: 0.8385
Epoch 346/500
225/225 [==============================] - 0s 758us/step - loss: 0.3911 - accuracy: 0.8396
Epoch 347/500
225/225 [==============================] - 0s 751us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 348/500
225/225 [==============================] - 0s 801us/step - loss: 0.3912 - accuracy: 0.8389
Epoch 349/500
225/225 [==============================] - 0s 766us/step - loss: 0.3913 - accuracy: 0.8386
Epoch 350/500
225/225 [==============================] - 0s 751us/step - loss: 0.3914 - accuracy: 0.8392
Epoch 351/500
225/225 [==============================] - 0s 754us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 352/500
225/225 [==============================] - 0s 753us/step - loss: 0.3909 - accuracy: 0.8393
Epoch 353/500
225/225 [==============================] - 0s 793us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 354/500
225/225 [==============================] - 0s 772us/step - loss: 0.3914 - accuracy: 0.8378
Epoch 355/500
225/225 [==============================] - 0s 759us/step - loss: 0.3910 - accuracy: 0.8390
Epoch 356/500
225/225 [==============================] - 0s 749us/step - loss: 0.3910 - accuracy: 0.8388
Epoch 357/500
225/225 [==============================] - 0s 769us/step - loss: 0.3912 - accuracy: 0.8393
Epoch 358/500
225/225 [==============================] - 0s 767us/step - loss: 0.3910 - accuracy: 0.8389
Epoch 359/500
225/225 [==============================] - 0s 774us/step - loss: 0.3913 - accuracy: 0.8396
Epoch 360/500
225/225 [==============================] - 0s 759us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 361/500
225/225 [==============================] - 0s 843us/step - loss: 0.3911 - accuracy: 0.8382
Epoch 362/500
225/225 [==============================] - 0s 754us/step - loss: 0.3910 - accuracy: 0.8381
Epoch 363/500
225/225 [==============================] - 0s 760us/step - loss: 0.3913 - accuracy: 0.8388
Epoch 364/500
225/225 [==============================] - 0s 761us/step - loss: 0.3911 - accuracy: 0.8385
Epoch 365/500
225/225 [==============================] - 0s 804us/step - loss: 0.3913 - accuracy: 0.8401
Epoch 366/500
225/225 [==============================] - 0s 761us/step - loss: 0.3911 - accuracy: 0.8379
Epoch 367/500
225/225 [==============================] - 0s 755us/step - loss: 0.3911 - accuracy: 0.8396
Epoch 368/500
225/225 [==============================] - 0s 754us/step - loss: 0.3907 - accuracy: 0.8385
Epoch 369/500
225/225 [==============================] - 0s 759us/step - loss: 0.3911 - accuracy: 0.8390
Epoch 370/500
225/225 [==============================] - 0s 864us/step - loss: 0.3912 - accuracy: 0.8394
Epoch 371/500
225/225 [==============================] - 0s 798us/step - loss: 0.3912 - accuracy: 0.8386
Epoch 372/500
225/225 [==============================] - 0s 790us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 373/500
225/225 [==============================] - 0s 768us/step - loss: 0.3913 - accuracy: 0.8396
Epoch 374/500
225/225 [==============================] - 0s 778us/step - loss: 0.3913 - accuracy: 0.8390
Epoch 375/500
225/225 [==============================] - 0s 769us/step - loss: 0.3910 - accuracy: 0.8388
Epoch 376/500
225/225 [==============================] - 0s 798us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 377/500
225/225 [==============================] - 0s 775us/step - loss: 0.3913 - accuracy: 0.8389
Epoch 378/500
225/225 [==============================] - 0s 757us/step - loss: 0.3912 - accuracy: 0.8379
Epoch 379/500
225/225 [==============================] - 0s 768us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 380/500
225/225 [==============================] - 0s 770us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 381/500
225/225 [==============================] - 0s 762us/step - loss: 0.3910 - accuracy: 0.8390
Epoch 382/500
225/225 [==============================] - 0s 811us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 383/500
225/225 [==============================] - 0s 775us/step - loss: 0.3910 - accuracy: 0.8383
Epoch 384/500
225/225 [==============================] - 0s 772us/step - loss: 0.3910 - accuracy: 0.8389
Epoch 385/500
225/225 [==============================] - 0s 759us/step - loss: 0.3911 - accuracy: 0.8390
Epoch 386/500
225/225 [==============================] - 0s 777us/step - loss: 0.3909 - accuracy: 0.8382
Epoch 387/500
225/225 [==============================] - 0s 812us/step - loss: 0.3908 - accuracy: 0.8386
Epoch 388/500
225/225 [==============================] - 0s 759us/step - loss: 0.3909 - accuracy: 0.8393
Epoch 389/500
225/225 [==============================] - 0s 779us/step - loss: 0.3909 - accuracy: 0.8378
Epoch 390/500
225/225 [==============================] - 0s 775us/step - loss: 0.3908 - accuracy: 0.8382
Epoch 391/500
225/225 [==============================] - 0s 758us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 392/500
225/225 [==============================] - 0s 901us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 393/500
225/225 [==============================] - 0s 789us/step - loss: 0.3908 - accuracy: 0.8375
Epoch 394/500
225/225 [==============================] - 0s 804us/step - loss: 0.3912 - accuracy: 0.8383
Epoch 395/500
225/225 [==============================] - 0s 761us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 396/500
225/225 [==============================] - 0s 770us/step - loss: 0.3911 - accuracy: 0.8389
Epoch 397/500
225/225 [==============================] - 0s 767us/step - loss: 0.3908 - accuracy: 0.8376
Epoch 398/500
225/225 [==============================] - 0s 867us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 399/500
225/225 [==============================] - 0s 935us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 400/500
225/225 [==============================] - 0s 776us/step - loss: 0.3909 - accuracy: 0.8383
Epoch 401/500
225/225 [==============================] - 0s 782us/step - loss: 0.3908 - accuracy: 0.8390
Epoch 402/500
225/225 [==============================] - 0s 766us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 403/500
225/225 [==============================] - 0s 768us/step - loss: 0.3908 - accuracy: 0.8385
Epoch 404/500
225/225 [==============================] - 0s 796us/step - loss: 0.3913 - accuracy: 0.8404
Epoch 405/500
225/225 [==============================] - 0s 771us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 406/500
225/225 [==============================] - 0s 766us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 407/500
225/225 [==============================] - 0s 767us/step - loss: 0.3907 - accuracy: 0.8386
Epoch 408/500
225/225 [==============================] - 0s 767us/step - loss: 0.3908 - accuracy: 0.8369
Epoch 409/500
225/225 [==============================] - 0s 813us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 410/500
225/225 [==============================] - 0s 760us/step - loss: 0.3907 - accuracy: 0.8382
Epoch 411/500
225/225 [==============================] - 0s 769us/step - loss: 0.3911 - accuracy: 0.8378
Epoch 412/500
225/225 [==============================] - 0s 782us/step - loss: 0.3908 - accuracy: 0.8392
Epoch 413/500
225/225 [==============================] - 0s 770us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 414/500
225/225 [==============================] - 0s 779us/step - loss: 0.3909 - accuracy: 0.8365
Epoch 415/500
225/225 [==============================] - 0s 776us/step - loss: 0.3908 - accuracy: 0.8376
Epoch 416/500
225/225 [==============================] - 0s 759us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 417/500
225/225 [==============================] - 0s 794us/step - loss: 0.3909 - accuracy: 0.8389
Epoch 418/500
225/225 [==============================] - 0s 771us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 419/500
225/225 [==============================] - 0s 773us/step - loss: 0.3911 - accuracy: 0.8390
Epoch 420/500
225/225 [==============================] - 0s 770us/step - loss: 0.3909 - accuracy: 0.8389
Epoch 421/500
225/225 [==============================] - 0s 779us/step - loss: 0.3910 - accuracy: 0.8389
Epoch 422/500
225/225 [==============================] - 0s 833us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 423/500
225/225 [==============================] - 0s 812us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 424/500
225/225 [==============================] - 0s 753us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 425/500
225/225 [==============================] - 0s 765us/step - loss: 0.3910 - accuracy: 0.8390
Epoch 426/500
225/225 [==============================] - 0s 828us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 427/500
225/225 [==============================] - 0s 757us/step - loss: 0.3909 - accuracy: 0.8383
Epoch 428/500
225/225 [==============================] - 0s 784us/step - loss: 0.3908 - accuracy: 0.8388
Epoch 429/500
225/225 [==============================] - 0s 781us/step - loss: 0.3909 - accuracy: 0.8393
Epoch 430/500
225/225 [==============================] - 0s 824us/step - loss: 0.3909 - accuracy: 0.8382
Epoch 431/500
225/225 [==============================] - 0s 777us/step - loss: 0.3909 - accuracy: 0.8378
Epoch 432/500
225/225 [==============================] - 0s 786us/step - loss: 0.3911 - accuracy: 0.8394
Epoch 433/500
225/225 [==============================] - 0s 771us/step - loss: 0.3910 - accuracy: 0.8396
Epoch 434/500
225/225 [==============================] - 0s 766us/step - loss: 0.3908 - accuracy: 0.8379
Epoch 435/500
225/225 [==============================] - 0s 771us/step - loss: 0.3906 - accuracy: 0.8381
Epoch 436/500
225/225 [==============================] - 0s 766us/step - loss: 0.3908 - accuracy: 0.8385
Epoch 437/500
225/225 [==============================] - 0s 788us/step - loss: 0.3907 - accuracy: 0.8386
Epoch 438/500
225/225 [==============================] - 0s 788us/step - loss: 0.3912 - accuracy: 0.8382
Epoch 439/500
225/225 [==============================] - 0s 782us/step - loss: 0.3908 - accuracy: 0.8396
Epoch 440/500
225/225 [==============================] - 0s 779us/step - loss: 0.3907 - accuracy: 0.8394
Epoch 441/500
225/225 [==============================] - 0s 760us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 442/500
225/225 [==============================] - 0s 770us/step - loss: 0.3908 - accuracy: 0.8379
Epoch 443/500
225/225 [==============================] - 0s 795us/step - loss: 0.3905 - accuracy: 0.8394
Epoch 444/500
225/225 [==============================] - 0s 767us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 445/500
225/225 [==============================] - 0s 778us/step - loss: 0.3909 - accuracy: 0.8376
Epoch 446/500
225/225 [==============================] - 0s 779us/step - loss: 0.3909 - accuracy: 0.8378
Epoch 447/500
225/225 [==============================] - 0s 768us/step - loss: 0.3911 - accuracy: 0.8397
Epoch 448/500
225/225 [==============================] - 0s 754us/step - loss: 0.3910 - accuracy: 0.8389
Epoch 449/500
225/225 [==============================] - 0s 798us/step - loss: 0.3907 - accuracy: 0.8381
Epoch 450/500
225/225 [==============================] - 0s 806us/step - loss: 0.3910 - accuracy: 0.8382
Epoch 451/500
225/225 [==============================] - 0s 756us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 452/500
225/225 [==============================] - 0s 768us/step - loss: 0.3905 - accuracy: 0.8392
Epoch 453/500
225/225 [==============================] - 0s 770us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 454/500
225/225 [==============================] - 0s 779us/step - loss: 0.3909 - accuracy: 0.8381
Epoch 455/500
225/225 [==============================] - 0s 765us/step - loss: 0.3907 - accuracy: 0.8386
Epoch 456/500
225/225 [==============================] - 0s 766us/step - loss: 0.3908 - accuracy: 0.8394
Epoch 457/500
225/225 [==============================] - 0s 777us/step - loss: 0.3906 - accuracy: 0.8375
Epoch 458/500
225/225 [==============================] - 0s 762us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 459/500
225/225 [==============================] - 0s 774us/step - loss: 0.3908 - accuracy: 0.8385
Epoch 460/500
225/225 [==============================] - 0s 836us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 461/500
225/225 [==============================] - 0s 757us/step - loss: 0.3906 - accuracy: 0.8378
Epoch 462/500
225/225 [==============================] - 0s 768us/step - loss: 0.3908 - accuracy: 0.8393
Epoch 463/500
225/225 [==============================] - 0s 776us/step - loss: 0.3909 - accuracy: 0.8379
Epoch 464/500
225/225 [==============================] - 0s 777us/step - loss: 0.3908 - accuracy: 0.8386
Epoch 465/500
225/225 [==============================] - 0s 752us/step - loss: 0.3909 - accuracy: 0.8381
Epoch 466/500
225/225 [==============================] - 0s 836us/step - loss: 0.3909 - accuracy: 0.8385
Epoch 467/500
225/225 [==============================] - 0s 766us/step - loss: 0.3908 - accuracy: 0.8389
Epoch 468/500
225/225 [==============================] - 0s 755us/step - loss: 0.3908 - accuracy: 0.8372
Epoch 469/500
225/225 [==============================] - 0s 779us/step - loss: 0.3910 - accuracy: 0.8378
Epoch 470/500
225/225 [==============================] - 0s 807us/step - loss: 0.3908 - accuracy: 0.8388
Epoch 471/500
225/225 [==============================] - 0s 773us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 472/500
225/225 [==============================] - 0s 772us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 473/500
225/225 [==============================] - 0s 791us/step - loss: 0.3907 - accuracy: 0.8390
Epoch 474/500
225/225 [==============================] - 0s 771us/step - loss: 0.3907 - accuracy: 0.8378
Epoch 475/500
225/225 [==============================] - 0s 764us/step - loss: 0.3911 - accuracy: 0.8388
Epoch 476/500
225/225 [==============================] - 0s 762us/step - loss: 0.3911 - accuracy: 0.8382
Epoch 477/500
225/225 [==============================] - 0s 779us/step - loss: 0.3907 - accuracy: 0.8388
Epoch 478/500
225/225 [==============================] - 0s 887us/step - loss: 0.3907 - accuracy: 0.8382
Epoch 479/500
225/225 [==============================] - 0s 762us/step - loss: 0.3906 - accuracy: 0.8381
Epoch 480/500
225/225 [==============================] - 0s 775us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 481/500
225/225 [==============================] - 0s 769us/step - loss: 0.3910 - accuracy: 0.8381
Epoch 482/500
225/225 [==============================] - 0s 766us/step - loss: 0.3906 - accuracy: 0.8389
Epoch 483/500
225/225 [==============================] - 0s 785us/step - loss: 0.3908 - accuracy: 0.8385
Epoch 484/500
225/225 [==============================] - 0s 764us/step - loss: 0.3909 - accuracy: 0.8382
Epoch 485/500
225/225 [==============================] - 0s 752us/step - loss: 0.3909 - accuracy: 0.8374
Epoch 486/500
225/225 [==============================] - 0s 767us/step - loss: 0.3905 - accuracy: 0.8381
Epoch 487/500
225/225 [==============================] - 0s 873us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 488/500
225/225 [==============================] - 0s 825us/step - loss: 0.3907 - accuracy: 0.8390
Epoch 489/500
225/225 [==============================] - 0s 753us/step - loss: 0.3910 - accuracy: 0.8372
Epoch 490/500
225/225 [==============================] - 0s 772us/step - loss: 0.3908 - accuracy: 0.8396
Epoch 491/500
225/225 [==============================] - 0s 780us/step - loss: 0.3906 - accuracy: 0.8385
Epoch 492/500
225/225 [==============================] - 0s 759us/step - loss: 0.3906 - accuracy: 0.8385
Epoch 493/500
225/225 [==============================] - 0s 772us/step - loss: 0.3907 - accuracy: 0.8389
Epoch 494/500
225/225 [==============================] - 0s 828us/step - loss: 0.3908 - accuracy: 0.8378
Epoch 495/500
225/225 [==============================] - 0s 756us/step - loss: 0.3907 - accuracy: 0.8389
Epoch 496/500
225/225 [==============================] - 0s 765us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 497/500
225/225 [==============================] - 0s 777us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 498/500
225/225 [==============================] - 0s 769us/step - loss: 0.3908 - accuracy: 0.8386
Epoch 499/500
225/225 [==============================] - 0s 789us/step - loss: 0.3907 - accuracy: 0.8388
Epoch 500/500
225/225 [==============================] - 0s 790us/step - loss: 0.3909 - accuracy: 0.8388
Epoch 1/500
225/225 [==============================] - 0s 844us/step - loss: 0.6186 - accuracy: 0.7957
Epoch 2/500
225/225 [==============================] - 0s 921us/step - loss: 0.4686 - accuracy: 0.7962
Epoch 3/500
225/225 [==============================] - 0s 879us/step - loss: 0.4371 - accuracy: 0.7962
Epoch 4/500
225/225 [==============================] - 0s 843us/step - loss: 0.4286 - accuracy: 0.7989
Epoch 5/500
225/225 [==============================] - 0s 861us/step - loss: 0.4218 - accuracy: 0.8067
Epoch 6/500
225/225 [==============================] - 0s 842us/step - loss: 0.4148 - accuracy: 0.8092
Epoch 7/500
225/225 [==============================] - 0s 875us/step - loss: 0.4067 - accuracy: 0.8125
Epoch 8/500
225/225 [==============================] - 0s 849us/step - loss: 0.3989 - accuracy: 0.8150
Epoch 9/500
225/225 [==============================] - 0s 839us/step - loss: 0.3899 - accuracy: 0.8169
Epoch 10/500
225/225 [==============================] - 0s 984us/step - loss: 0.3820 - accuracy: 0.8321
Epoch 11/500
225/225 [==============================] - 0s 856us/step - loss: 0.3750 - accuracy: 0.8399
Epoch 12/500
225/225 [==============================] - 0s 915us/step - loss: 0.3699 - accuracy: 0.8419
Epoch 13/500
225/225 [==============================] - 0s 852us/step - loss: 0.3660 - accuracy: 0.8454
Epoch 14/500
225/225 [==============================] - 0s 840us/step - loss: 0.3628 - accuracy: 0.8510
Epoch 15/500
225/225 [==============================] - 0s 864us/step - loss: 0.3597 - accuracy: 0.8521
Epoch 16/500
225/225 [==============================] - 0s 931us/step - loss: 0.3570 - accuracy: 0.8565
Epoch 17/500
225/225 [==============================] - 0s 861us/step - loss: 0.3553 - accuracy: 0.8582
Epoch 18/500
225/225 [==============================] - 0s 865us/step - loss: 0.3532 - accuracy: 0.8585
Epoch 19/500
225/225 [==============================] - 0s 847us/step - loss: 0.3519 - accuracy: 0.8597
Epoch 20/500
225/225 [==============================] - 0s 873us/step - loss: 0.3503 - accuracy: 0.8608
Epoch 21/500
225/225 [==============================] - 0s 860us/step - loss: 0.3493 - accuracy: 0.8604
Epoch 22/500
225/225 [==============================] - 0s 876us/step - loss: 0.3481 - accuracy: 0.8610
Epoch 23/500
225/225 [==============================] - 0s 894us/step - loss: 0.3474 - accuracy: 0.8624
Epoch 24/500
225/225 [==============================] - 0s 816us/step - loss: 0.3463 - accuracy: 0.8617
Epoch 25/500
225/225 [==============================] - 0s 826us/step - loss: 0.3454 - accuracy: 0.8601
Epoch 26/500
225/225 [==============================] - 0s 816us/step - loss: 0.3451 - accuracy: 0.8610
Epoch 27/500
225/225 [==============================] - 0s 840us/step - loss: 0.3441 - accuracy: 0.8597
Epoch 28/500
225/225 [==============================] - 0s 818us/step - loss: 0.3437 - accuracy: 0.8601
Epoch 29/500
225/225 [==============================] - 0s 815us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 30/500
225/225 [==============================] - 0s 806us/step - loss: 0.3425 - accuracy: 0.8606
Epoch 31/500
225/225 [==============================] - 0s 831us/step - loss: 0.3416 - accuracy: 0.8608
Epoch 32/500
225/225 [==============================] - 0s 865us/step - loss: 0.3414 - accuracy: 0.8619
Epoch 33/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3408 - accuracy: 0.8624
Epoch 34/500
225/225 [==============================] - 0s 817us/step - loss: 0.3406 - accuracy: 0.8626
Epoch 35/500
225/225 [==============================] - 0s 816us/step - loss: 0.3398 - accuracy: 0.8608
Epoch 36/500
225/225 [==============================] - 0s 824us/step - loss: 0.3397 - accuracy: 0.8624
Epoch 37/500
225/225 [==============================] - 0s 851us/step - loss: 0.3394 - accuracy: 0.8619
Epoch 38/500
225/225 [==============================] - 0s 830us/step - loss: 0.3390 - accuracy: 0.8618
Epoch 39/500
225/225 [==============================] - 0s 823us/step - loss: 0.3388 - accuracy: 0.8631
Epoch 40/500
225/225 [==============================] - 0s 818us/step - loss: 0.3379 - accuracy: 0.8631
Epoch 41/500
225/225 [==============================] - 0s 812us/step - loss: 0.3382 - accuracy: 0.8626
Epoch 42/500
225/225 [==============================] - 0s 811us/step - loss: 0.3376 - accuracy: 0.8631
Epoch 43/500
225/225 [==============================] - 0s 843us/step - loss: 0.3378 - accuracy: 0.8639
Epoch 44/500
225/225 [==============================] - 0s 819us/step - loss: 0.3375 - accuracy: 0.8622
Epoch 45/500
225/225 [==============================] - 0s 798us/step - loss: 0.3372 - accuracy: 0.8622
Epoch 46/500
225/225 [==============================] - 0s 822us/step - loss: 0.3373 - accuracy: 0.8654
Epoch 47/500
225/225 [==============================] - 0s 816us/step - loss: 0.3369 - accuracy: 0.8625
Epoch 48/500
225/225 [==============================] - 0s 848us/step - loss: 0.3367 - accuracy: 0.8644
Epoch 49/500
225/225 [==============================] - 0s 805us/step - loss: 0.3362 - accuracy: 0.8639
Epoch 50/500
225/225 [==============================] - 0s 814us/step - loss: 0.3369 - accuracy: 0.8644
Epoch 51/500
225/225 [==============================] - 0s 814us/step - loss: 0.3361 - accuracy: 0.8631
Epoch 52/500
225/225 [==============================] - 0s 811us/step - loss: 0.3363 - accuracy: 0.8635
Epoch 53/500
225/225 [==============================] - 0s 833us/step - loss: 0.3363 - accuracy: 0.8636
Epoch 54/500
225/225 [==============================] - 0s 827us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 55/500
225/225 [==============================] - 0s 850us/step - loss: 0.3362 - accuracy: 0.8639
Epoch 56/500
225/225 [==============================] - 0s 812us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 57/500
225/225 [==============================] - 0s 807us/step - loss: 0.3358 - accuracy: 0.8633
Epoch 58/500
225/225 [==============================] - 0s 811us/step - loss: 0.3357 - accuracy: 0.8633
Epoch 59/500
225/225 [==============================] - 0s 861us/step - loss: 0.3353 - accuracy: 0.8653
Epoch 60/500
225/225 [==============================] - 0s 827us/step - loss: 0.3356 - accuracy: 0.8610
Epoch 61/500
225/225 [==============================] - 0s 809us/step - loss: 0.3355 - accuracy: 0.8644
Epoch 62/500
225/225 [==============================] - 0s 811us/step - loss: 0.3354 - accuracy: 0.8649
Epoch 63/500
225/225 [==============================] - 0s 810us/step - loss: 0.3355 - accuracy: 0.8644
Epoch 64/500
225/225 [==============================] - 0s 875us/step - loss: 0.3351 - accuracy: 0.8632
Epoch 65/500
225/225 [==============================] - 0s 805us/step - loss: 0.3350 - accuracy: 0.8614
Epoch 66/500
225/225 [==============================] - 0s 806us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 67/500
225/225 [==============================] - 0s 809us/step - loss: 0.3354 - accuracy: 0.8636
Epoch 68/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8621
Epoch 69/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3350 - accuracy: 0.8632
Epoch 70/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3355 - accuracy: 0.8646
Epoch 71/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3349 - accuracy: 0.8619
Epoch 72/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8631
Epoch 73/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8640
Epoch 74/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8631
Epoch 75/500
225/225 [==============================] - 0s 997us/step - loss: 0.3345 - accuracy: 0.8614
Epoch 76/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8643
Epoch 77/500
225/225 [==============================] - 0s 994us/step - loss: 0.3347 - accuracy: 0.8636
Epoch 78/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3346 - accuracy: 0.8635
Epoch 79/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8642
Epoch 80/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3347 - accuracy: 0.8635
Epoch 81/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3345 - accuracy: 0.8629
Epoch 82/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8622
Epoch 83/500
225/225 [==============================] - 0s 961us/step - loss: 0.3348 - accuracy: 0.8617
Epoch 84/500
225/225 [==============================] - 0s 964us/step - loss: 0.3347 - accuracy: 0.8635
Epoch 85/500
225/225 [==============================] - 0s 843us/step - loss: 0.3345 - accuracy: 0.8646
Epoch 86/500
225/225 [==============================] - 0s 860us/step - loss: 0.3348 - accuracy: 0.8632
Epoch 87/500
225/225 [==============================] - 0s 888us/step - loss: 0.3344 - accuracy: 0.8636
Epoch 88/500
225/225 [==============================] - 0s 808us/step - loss: 0.3343 - accuracy: 0.8621
Epoch 89/500
225/225 [==============================] - 0s 795us/step - loss: 0.3347 - accuracy: 0.8644
Epoch 90/500
225/225 [==============================] - 0s 822us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 91/500
225/225 [==============================] - 0s 816us/step - loss: 0.3339 - accuracy: 0.8639
Epoch 92/500
225/225 [==============================] - 0s 804us/step - loss: 0.3344 - accuracy: 0.8622
Epoch 93/500
225/225 [==============================] - 0s 910us/step - loss: 0.3338 - accuracy: 0.8625
Epoch 94/500
225/225 [==============================] - 0s 946us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 95/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8610
Epoch 96/500
225/225 [==============================] - 0s 990us/step - loss: 0.3338 - accuracy: 0.8639
Epoch 97/500
225/225 [==============================] - 0s 990us/step - loss: 0.3341 - accuracy: 0.8618
Epoch 98/500
225/225 [==============================] - 0s 995us/step - loss: 0.3339 - accuracy: 0.8635
Epoch 99/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3342 - accuracy: 0.8618
Epoch 100/500
225/225 [==============================] - 0s 861us/step - loss: 0.3344 - accuracy: 0.8617
Epoch 101/500
225/225 [==============================] - 0s 948us/step - loss: 0.3343 - accuracy: 0.8624
Epoch 102/500
225/225 [==============================] - 0s 961us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 103/500
225/225 [==============================] - 0s 986us/step - loss: 0.3341 - accuracy: 0.8631
Epoch 104/500
225/225 [==============================] - 0s 875us/step - loss: 0.3342 - accuracy: 0.8633
Epoch 105/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3335 - accuracy: 0.8635
Epoch 106/500
225/225 [==============================] - 0s 832us/step - loss: 0.3339 - accuracy: 0.8632
Epoch 107/500
225/225 [==============================] - 0s 826us/step - loss: 0.3339 - accuracy: 0.8640
Epoch 108/500
225/225 [==============================] - 0s 844us/step - loss: 0.3339 - accuracy: 0.8643
Epoch 109/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3341 - accuracy: 0.8618
Epoch 110/500
225/225 [==============================] - 0s 800us/step - loss: 0.3341 - accuracy: 0.8656
Epoch 111/500
225/225 [==============================] - 0s 814us/step - loss: 0.3339 - accuracy: 0.8624
Epoch 112/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3340 - accuracy: 0.8628
Epoch 113/500
225/225 [==============================] - 0s 985us/step - loss: 0.3343 - accuracy: 0.8643
Epoch 114/500
225/225 [==============================] - 0s 811us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 115/500
225/225 [==============================] - 0s 828us/step - loss: 0.3341 - accuracy: 0.8626
Epoch 116/500
225/225 [==============================] - 0s 836us/step - loss: 0.3339 - accuracy: 0.8647
Epoch 117/500
225/225 [==============================] - 0s 862us/step - loss: 0.3339 - accuracy: 0.8625
Epoch 118/500
225/225 [==============================] - 0s 931us/step - loss: 0.3338 - accuracy: 0.8633
Epoch 119/500
225/225 [==============================] - 0s 887us/step - loss: 0.3335 - accuracy: 0.8637
Epoch 120/500
225/225 [==============================] - 0s 918us/step - loss: 0.3336 - accuracy: 0.8640
Epoch 121/500
225/225 [==============================] - 0s 869us/step - loss: 0.3337 - accuracy: 0.8624
Epoch 122/500
225/225 [==============================] - 0s 798us/step - loss: 0.3338 - accuracy: 0.8656
Epoch 123/500
225/225 [==============================] - 0s 839us/step - loss: 0.3335 - accuracy: 0.8636
Epoch 124/500
225/225 [==============================] - 0s 832us/step - loss: 0.3343 - accuracy: 0.8643
Epoch 125/500
225/225 [==============================] - 0s 808us/step - loss: 0.3334 - accuracy: 0.8629
Epoch 126/500
225/225 [==============================] - 0s 800us/step - loss: 0.3339 - accuracy: 0.8649
Epoch 127/500
225/225 [==============================] - 0s 844us/step - loss: 0.3341 - accuracy: 0.8636
Epoch 128/500
225/225 [==============================] - 0s 810us/step - loss: 0.3337 - accuracy: 0.8651
Epoch 129/500
225/225 [==============================] - 0s 808us/step - loss: 0.3338 - accuracy: 0.8650
Epoch 130/500
225/225 [==============================] - 0s 796us/step - loss: 0.3342 - accuracy: 0.8633
Epoch 131/500
225/225 [==============================] - 0s 834us/step - loss: 0.3340 - accuracy: 0.8610
Epoch 132/500
225/225 [==============================] - 0s 821us/step - loss: 0.3336 - accuracy: 0.8635
Epoch 133/500
225/225 [==============================] - 0s 830us/step - loss: 0.3339 - accuracy: 0.8643
Epoch 134/500
225/225 [==============================] - 0s 796us/step - loss: 0.3340 - accuracy: 0.8636
Epoch 135/500
225/225 [==============================] - 0s 817us/step - loss: 0.3340 - accuracy: 0.8644
Epoch 136/500
225/225 [==============================] - 0s 819us/step - loss: 0.3336 - accuracy: 0.8637
Epoch 137/500
225/225 [==============================] - 0s 827us/step - loss: 0.3337 - accuracy: 0.8637
Epoch 138/500
225/225 [==============================] - 0s 799us/step - loss: 0.3339 - accuracy: 0.8632
Epoch 139/500
225/225 [==============================] - 0s 827us/step - loss: 0.3333 - accuracy: 0.8624
Epoch 140/500
225/225 [==============================] - 0s 820us/step - loss: 0.3335 - accuracy: 0.8656
Epoch 141/500
225/225 [==============================] - 0s 792us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 142/500
225/225 [==============================] - 0s 799us/step - loss: 0.3335 - accuracy: 0.8624
Epoch 143/500
225/225 [==============================] - 0s 840us/step - loss: 0.3340 - accuracy: 0.8642
Epoch 144/500
225/225 [==============================] - 0s 810us/step - loss: 0.3334 - accuracy: 0.8651
Epoch 145/500
225/225 [==============================] - 0s 809us/step - loss: 0.3340 - accuracy: 0.8631
Epoch 146/500
225/225 [==============================] - 0s 820us/step - loss: 0.3335 - accuracy: 0.8639
Epoch 147/500
225/225 [==============================] - 0s 816us/step - loss: 0.3336 - accuracy: 0.8628
Epoch 148/500
225/225 [==============================] - 0s 838us/step - loss: 0.3337 - accuracy: 0.8632
Epoch 149/500
225/225 [==============================] - 0s 820us/step - loss: 0.3333 - accuracy: 0.8653
Epoch 150/500
225/225 [==============================] - 0s 830us/step - loss: 0.3335 - accuracy: 0.8643
Epoch 151/500
225/225 [==============================] - 0s 824us/step - loss: 0.3338 - accuracy: 0.8628
Epoch 152/500
225/225 [==============================] - 0s 808us/step - loss: 0.3337 - accuracy: 0.8644
Epoch 153/500
225/225 [==============================] - 0s 794us/step - loss: 0.3337 - accuracy: 0.8650
Epoch 154/500
225/225 [==============================] - 0s 845us/step - loss: 0.3338 - accuracy: 0.8626
Epoch 155/500
225/225 [==============================] - 0s 813us/step - loss: 0.3337 - accuracy: 0.8647
Epoch 156/500
225/225 [==============================] - 0s 813us/step - loss: 0.3336 - accuracy: 0.8650
Epoch 157/500
225/225 [==============================] - 0s 794us/step - loss: 0.3331 - accuracy: 0.8644
Epoch 158/500
225/225 [==============================] - 0s 809us/step - loss: 0.3336 - accuracy: 0.8611
Epoch 159/500
225/225 [==============================] - 0s 846us/step - loss: 0.3333 - accuracy: 0.8649
Epoch 160/500
225/225 [==============================] - 0s 806us/step - loss: 0.3338 - accuracy: 0.8629
Epoch 161/500
225/225 [==============================] - 0s 793us/step - loss: 0.3335 - accuracy: 0.8651
Epoch 162/500
225/225 [==============================] - 0s 814us/step - loss: 0.3336 - accuracy: 0.8642
Epoch 163/500
225/225 [==============================] - 0s 842us/step - loss: 0.3329 - accuracy: 0.8656
Epoch 164/500
225/225 [==============================] - 0s 939us/step - loss: 0.3337 - accuracy: 0.8640
Epoch 165/500
225/225 [==============================] - 0s 797us/step - loss: 0.3337 - accuracy: 0.8639
Epoch 166/500
225/225 [==============================] - 0s 816us/step - loss: 0.3336 - accuracy: 0.8643
Epoch 167/500
225/225 [==============================] - 0s 813us/step - loss: 0.3337 - accuracy: 0.8647
Epoch 168/500
225/225 [==============================] - 0s 808us/step - loss: 0.3334 - accuracy: 0.8637
Epoch 169/500
225/225 [==============================] - 0s 795us/step - loss: 0.3331 - accuracy: 0.8635
Epoch 170/500
225/225 [==============================] - 0s 842us/step - loss: 0.3338 - accuracy: 0.8654
Epoch 171/500
225/225 [==============================] - 0s 827us/step - loss: 0.3330 - accuracy: 0.8646
Epoch 172/500
225/225 [==============================] - 0s 808us/step - loss: 0.3334 - accuracy: 0.8635
Epoch 173/500
225/225 [==============================] - 0s 801us/step - loss: 0.3335 - accuracy: 0.8647
Epoch 174/500
225/225 [==============================] - 0s 810us/step - loss: 0.3337 - accuracy: 0.8644
Epoch 175/500
225/225 [==============================] - 0s 843us/step - loss: 0.3332 - accuracy: 0.8643
Epoch 176/500
225/225 [==============================] - 0s 827us/step - loss: 0.3332 - accuracy: 0.8629
Epoch 177/500
225/225 [==============================] - 0s 801us/step - loss: 0.3339 - accuracy: 0.8640
Epoch 178/500
225/225 [==============================] - 0s 820us/step - loss: 0.3337 - accuracy: 0.8646
Epoch 179/500
225/225 [==============================] - 0s 817us/step - loss: 0.3336 - accuracy: 0.8639
Epoch 180/500
225/225 [==============================] - 0s 805us/step - loss: 0.3335 - accuracy: 0.8628
Epoch 181/500
225/225 [==============================] - 0s 852us/step - loss: 0.3334 - accuracy: 0.8617
Epoch 182/500
225/225 [==============================] - 0s 831us/step - loss: 0.3336 - accuracy: 0.8635
Epoch 183/500
225/225 [==============================] - 0s 812us/step - loss: 0.3335 - accuracy: 0.8636
Epoch 184/500
225/225 [==============================] - 0s 824us/step - loss: 0.3333 - accuracy: 0.8637
Epoch 185/500
225/225 [==============================] - 0s 798us/step - loss: 0.3333 - accuracy: 0.8650
Epoch 186/500
225/225 [==============================] - 0s 865us/step - loss: 0.3335 - accuracy: 0.8653
Epoch 187/500
225/225 [==============================] - 0s 808us/step - loss: 0.3338 - accuracy: 0.8646
Epoch 188/500
225/225 [==============================] - 0s 813us/step - loss: 0.3337 - accuracy: 0.8637
Epoch 189/500
225/225 [==============================] - 0s 805us/step - loss: 0.3332 - accuracy: 0.8631
Epoch 190/500
225/225 [==============================] - 0s 815us/step - loss: 0.3332 - accuracy: 0.8653
Epoch 191/500
225/225 [==============================] - 0s 833us/step - loss: 0.3335 - accuracy: 0.8637
Epoch 192/500
225/225 [==============================] - 0s 820us/step - loss: 0.3334 - accuracy: 0.8628
Epoch 193/500
225/225 [==============================] - 0s 797us/step - loss: 0.3331 - accuracy: 0.8628
Epoch 194/500
225/225 [==============================] - 0s 817us/step - loss: 0.3331 - accuracy: 0.8651
Epoch 195/500
225/225 [==============================] - 0s 810us/step - loss: 0.3333 - accuracy: 0.8644
Epoch 196/500
225/225 [==============================] - 0s 792us/step - loss: 0.3330 - accuracy: 0.8629
Epoch 197/500
225/225 [==============================] - 0s 859us/step - loss: 0.3336 - accuracy: 0.8640
Epoch 198/500
225/225 [==============================] - 0s 817us/step - loss: 0.3332 - accuracy: 0.8662
Epoch 199/500
225/225 [==============================] - 0s 805us/step - loss: 0.3333 - accuracy: 0.8631
Epoch 200/500
225/225 [==============================] - 0s 802us/step - loss: 0.3332 - accuracy: 0.8642
Epoch 201/500
225/225 [==============================] - 0s 805us/step - loss: 0.3332 - accuracy: 0.8644
Epoch 202/500
225/225 [==============================] - 0s 861us/step - loss: 0.3337 - accuracy: 0.8647
Epoch 203/500
225/225 [==============================] - 0s 836us/step - loss: 0.3333 - accuracy: 0.8646
Epoch 204/500
225/225 [==============================] - 0s 797us/step - loss: 0.3335 - accuracy: 0.8631
Epoch 205/500
225/225 [==============================] - 0s 807us/step - loss: 0.3334 - accuracy: 0.8636
Epoch 206/500
225/225 [==============================] - 0s 812us/step - loss: 0.3335 - accuracy: 0.8640
Epoch 207/500
225/225 [==============================] - 0s 808us/step - loss: 0.3330 - accuracy: 0.8636
Epoch 208/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3334 - accuracy: 0.8643
Epoch 209/500
225/225 [==============================] - 0s 795us/step - loss: 0.3332 - accuracy: 0.8646
Epoch 210/500
225/225 [==============================] - 0s 832us/step - loss: 0.3326 - accuracy: 0.8658
Epoch 211/500
225/225 [==============================] - 0s 821us/step - loss: 0.3334 - accuracy: 0.8629
Epoch 212/500
225/225 [==============================] - 0s 806us/step - loss: 0.3335 - accuracy: 0.8643
Epoch 213/500
225/225 [==============================] - 0s 827us/step - loss: 0.3329 - accuracy: 0.8637
Epoch 214/500
225/225 [==============================] - 0s 806us/step - loss: 0.3330 - accuracy: 0.8644
Epoch 215/500
225/225 [==============================] - 0s 806us/step - loss: 0.3335 - accuracy: 0.8656
Epoch 216/500
225/225 [==============================] - 0s 812us/step - loss: 0.3332 - accuracy: 0.8649
Epoch 217/500
225/225 [==============================] - 0s 790us/step - loss: 0.3331 - accuracy: 0.8646
Epoch 218/500
225/225 [==============================] - 0s 822us/step - loss: 0.3336 - accuracy: 0.8621
Epoch 219/500
225/225 [==============================] - 0s 819us/step - loss: 0.3334 - accuracy: 0.8633
Epoch 220/500
225/225 [==============================] - 0s 795us/step - loss: 0.3330 - accuracy: 0.8650
Epoch 221/500
225/225 [==============================] - 0s 803us/step - loss: 0.3337 - accuracy: 0.8626
Epoch 222/500
225/225 [==============================] - 0s 807us/step - loss: 0.3329 - accuracy: 0.8637
Epoch 223/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3332 - accuracy: 0.8643
Epoch 224/500
225/225 [==============================] - 0s 876us/step - loss: 0.3335 - accuracy: 0.8629
Epoch 225/500
225/225 [==============================] - 0s 809us/step - loss: 0.3332 - accuracy: 0.8637
Epoch 226/500
225/225 [==============================] - 0s 803us/step - loss: 0.3330 - accuracy: 0.8626
Epoch 227/500
225/225 [==============================] - 0s 809us/step - loss: 0.3330 - accuracy: 0.8640
Epoch 228/500
225/225 [==============================] - 0s 795us/step - loss: 0.3331 - accuracy: 0.8656
Epoch 229/500
225/225 [==============================] - 0s 859us/step - loss: 0.3332 - accuracy: 0.8626
Epoch 230/500
225/225 [==============================] - 0s 943us/step - loss: 0.3333 - accuracy: 0.8644
Epoch 231/500
225/225 [==============================] - 0s 806us/step - loss: 0.3331 - accuracy: 0.8635
Epoch 232/500
225/225 [==============================] - 0s 813us/step - loss: 0.3329 - accuracy: 0.8651
Epoch 233/500
225/225 [==============================] - 0s 799us/step - loss: 0.3329 - accuracy: 0.8653
Epoch 234/500
225/225 [==============================] - 0s 885us/step - loss: 0.3328 - accuracy: 0.8649
Epoch 235/500
225/225 [==============================] - 0s 816us/step - loss: 0.3331 - accuracy: 0.8636
Epoch 236/500
225/225 [==============================] - 0s 849us/step - loss: 0.3328 - accuracy: 0.8643
Epoch 237/500
225/225 [==============================] - 0s 795us/step - loss: 0.3332 - accuracy: 0.8640
Epoch 238/500
225/225 [==============================] - 0s 816us/step - loss: 0.3334 - accuracy: 0.8635
Epoch 239/500
225/225 [==============================] - 0s 846us/step - loss: 0.3329 - accuracy: 0.8646
Epoch 240/500
225/225 [==============================] - 0s 823us/step - loss: 0.3329 - accuracy: 0.8647
Epoch 241/500
225/225 [==============================] - 0s 804us/step - loss: 0.3332 - accuracy: 0.8629
Epoch 242/500
225/225 [==============================] - 0s 809us/step - loss: 0.3327 - accuracy: 0.8631
Epoch 243/500
225/225 [==============================] - 0s 821us/step - loss: 0.3333 - accuracy: 0.8639
Epoch 244/500
225/225 [==============================] - 0s 822us/step - loss: 0.3330 - accuracy: 0.8626
Epoch 245/500
225/225 [==============================] - 0s 796us/step - loss: 0.3332 - accuracy: 0.8651
Epoch 246/500
225/225 [==============================] - 0s 808us/step - loss: 0.3331 - accuracy: 0.8647
Epoch 247/500
225/225 [==============================] - 0s 816us/step - loss: 0.3332 - accuracy: 0.8646
Epoch 248/500
225/225 [==============================] - 0s 818us/step - loss: 0.3329 - accuracy: 0.8657
Epoch 249/500
225/225 [==============================] - 0s 794us/step - loss: 0.3332 - accuracy: 0.8626
Epoch 250/500
225/225 [==============================] - 0s 862us/step - loss: 0.3332 - accuracy: 0.8644
Epoch 251/500
225/225 [==============================] - 0s 860us/step - loss: 0.3329 - accuracy: 0.8637
Epoch 252/500
225/225 [==============================] - 0s 834us/step - loss: 0.3327 - accuracy: 0.8635
Epoch 253/500
225/225 [==============================] - 0s 804us/step - loss: 0.3330 - accuracy: 0.8657
Epoch 254/500
225/225 [==============================] - 0s 808us/step - loss: 0.3331 - accuracy: 0.8615
Epoch 255/500
225/225 [==============================] - 0s 851us/step - loss: 0.3328 - accuracy: 0.8625
Epoch 256/500
225/225 [==============================] - 0s 823us/step - loss: 0.3331 - accuracy: 0.8639
Epoch 257/500
225/225 [==============================] - 0s 811us/step - loss: 0.3329 - accuracy: 0.8650
Epoch 258/500
225/225 [==============================] - 0s 807us/step - loss: 0.3329 - accuracy: 0.8664
Epoch 259/500
225/225 [==============================] - 0s 957us/step - loss: 0.3329 - accuracy: 0.8635
Epoch 260/500
225/225 [==============================] - 0s 822us/step - loss: 0.3329 - accuracy: 0.8644
Epoch 261/500
225/225 [==============================] - 0s 807us/step - loss: 0.3324 - accuracy: 0.8646
Epoch 262/500
225/225 [==============================] - 0s 811us/step - loss: 0.3332 - accuracy: 0.8639
Epoch 263/500
225/225 [==============================] - 0s 809us/step - loss: 0.3330 - accuracy: 0.8642
Epoch 264/500
225/225 [==============================] - 0s 815us/step - loss: 0.3330 - accuracy: 0.8651
Epoch 265/500
225/225 [==============================] - 0s 787us/step - loss: 0.3325 - accuracy: 0.8657
Epoch 266/500
225/225 [==============================] - 0s 863us/step - loss: 0.3326 - accuracy: 0.8632
Epoch 267/500
225/225 [==============================] - 0s 821us/step - loss: 0.3330 - accuracy: 0.8632
Epoch 268/500
225/225 [==============================] - 0s 814us/step - loss: 0.3331 - accuracy: 0.8635
Epoch 269/500
225/225 [==============================] - 0s 795us/step - loss: 0.3331 - accuracy: 0.8635
Epoch 270/500
225/225 [==============================] - 0s 813us/step - loss: 0.3333 - accuracy: 0.8646
Epoch 271/500
225/225 [==============================] - 0s 865us/step - loss: 0.3330 - accuracy: 0.8653
Epoch 272/500
225/225 [==============================] - 0s 823us/step - loss: 0.3328 - accuracy: 0.8644
Epoch 273/500
225/225 [==============================] - 0s 790us/step - loss: 0.3331 - accuracy: 0.8640
Epoch 274/500
225/225 [==============================] - 0s 805us/step - loss: 0.3327 - accuracy: 0.8649
Epoch 275/500
225/225 [==============================] - 0s 849us/step - loss: 0.3328 - accuracy: 0.8646
Epoch 276/500
225/225 [==============================] - 0s 813us/step - loss: 0.3327 - accuracy: 0.8635
Epoch 277/500
225/225 [==============================] - 0s 793us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 278/500
225/225 [==============================] - 0s 845us/step - loss: 0.3326 - accuracy: 0.8640
Epoch 279/500
225/225 [==============================] - 0s 810us/step - loss: 0.3325 - accuracy: 0.8639
Epoch 280/500
225/225 [==============================] - 0s 823us/step - loss: 0.3327 - accuracy: 0.8633
Epoch 281/500
225/225 [==============================] - 0s 797us/step - loss: 0.3327 - accuracy: 0.8646
Epoch 282/500
225/225 [==============================] - 0s 808us/step - loss: 0.3325 - accuracy: 0.8635
Epoch 283/500
225/225 [==============================] - 0s 877us/step - loss: 0.3327 - accuracy: 0.8640
Epoch 284/500
225/225 [==============================] - 0s 826us/step - loss: 0.3330 - accuracy: 0.8635
Epoch 285/500
225/225 [==============================] - 0s 792us/step - loss: 0.3329 - accuracy: 0.8644
Epoch 286/500
225/225 [==============================] - 0s 822us/step - loss: 0.3330 - accuracy: 0.8639
Epoch 287/500
225/225 [==============================] - 0s 848us/step - loss: 0.3330 - accuracy: 0.8624
Epoch 288/500
225/225 [==============================] - 0s 815us/step - loss: 0.3325 - accuracy: 0.8639
Epoch 289/500
225/225 [==============================] - 0s 799us/step - loss: 0.3328 - accuracy: 0.8656
Epoch 290/500
225/225 [==============================] - 0s 810us/step - loss: 0.3329 - accuracy: 0.8649
Epoch 291/500
225/225 [==============================] - 0s 821us/step - loss: 0.3332 - accuracy: 0.8646
Epoch 292/500
225/225 [==============================] - 0s 806us/step - loss: 0.3330 - accuracy: 0.8624
Epoch 293/500
225/225 [==============================] - 0s 835us/step - loss: 0.3324 - accuracy: 0.8644
Epoch 294/500
225/225 [==============================] - 0s 818us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 295/500
225/225 [==============================] - 0s 819us/step - loss: 0.3333 - accuracy: 0.8632
Epoch 296/500
225/225 [==============================] - 0s 799us/step - loss: 0.3330 - accuracy: 0.8629
Epoch 297/500
225/225 [==============================] - 0s 810us/step - loss: 0.3326 - accuracy: 0.8625
Epoch 298/500
225/225 [==============================] - 0s 838us/step - loss: 0.3327 - accuracy: 0.8626
Epoch 299/500
225/225 [==============================] - 0s 824us/step - loss: 0.3327 - accuracy: 0.8653
Epoch 300/500
225/225 [==============================] - 0s 799us/step - loss: 0.3327 - accuracy: 0.8636
Epoch 301/500
225/225 [==============================] - 0s 819us/step - loss: 0.3324 - accuracy: 0.8664
Epoch 302/500
225/225 [==============================] - 0s 824us/step - loss: 0.3325 - accuracy: 0.8657
Epoch 303/500
225/225 [==============================] - 0s 851us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 304/500
225/225 [==============================] - 0s 800us/step - loss: 0.3327 - accuracy: 0.8635
Epoch 305/500
225/225 [==============================] - 0s 821us/step - loss: 0.3328 - accuracy: 0.8653
Epoch 306/500
225/225 [==============================] - 0s 812us/step - loss: 0.3322 - accuracy: 0.8643
Epoch 307/500
225/225 [==============================] - 0s 820us/step - loss: 0.3326 - accuracy: 0.8629
Epoch 308/500
225/225 [==============================] - 0s 800us/step - loss: 0.3328 - accuracy: 0.8642
Epoch 309/500
225/225 [==============================] - 0s 850us/step - loss: 0.3326 - accuracy: 0.8625
Epoch 310/500
225/225 [==============================] - 0s 837us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 311/500
225/225 [==============================] - 0s 806us/step - loss: 0.3325 - accuracy: 0.8626
Epoch 312/500
225/225 [==============================] - 0s 792us/step - loss: 0.3321 - accuracy: 0.8643
Epoch 313/500
225/225 [==============================] - 0s 822us/step - loss: 0.3327 - accuracy: 0.8639
Epoch 314/500
225/225 [==============================] - 0s 845us/step - loss: 0.3323 - accuracy: 0.8640
Epoch 315/500
225/225 [==============================] - 0s 810us/step - loss: 0.3326 - accuracy: 0.8643
Epoch 316/500
225/225 [==============================] - 0s 803us/step - loss: 0.3325 - accuracy: 0.8644
Epoch 317/500
225/225 [==============================] - 0s 810us/step - loss: 0.3326 - accuracy: 0.8631
Epoch 318/500
225/225 [==============================] - 0s 817us/step - loss: 0.3325 - accuracy: 0.8621
Epoch 319/500
225/225 [==============================] - 0s 838us/step - loss: 0.3327 - accuracy: 0.8640
Epoch 320/500
225/225 [==============================] - 0s 801us/step - loss: 0.3326 - accuracy: 0.8654
Epoch 321/500
225/225 [==============================] - 0s 818us/step - loss: 0.3323 - accuracy: 0.8656
Epoch 322/500
225/225 [==============================] - 0s 810us/step - loss: 0.3329 - accuracy: 0.8636
Epoch 323/500
225/225 [==============================] - 0s 813us/step - loss: 0.3326 - accuracy: 0.8642
Epoch 324/500
225/225 [==============================] - 0s 798us/step - loss: 0.3326 - accuracy: 0.8640
Epoch 325/500
225/225 [==============================] - 0s 849us/step - loss: 0.3324 - accuracy: 0.8643
Epoch 326/500
225/225 [==============================] - 0s 829us/step - loss: 0.3330 - accuracy: 0.8633
Epoch 327/500
225/225 [==============================] - 0s 808us/step - loss: 0.3327 - accuracy: 0.8626
Epoch 328/500
225/225 [==============================] - 0s 798us/step - loss: 0.3327 - accuracy: 0.8625
Epoch 329/500
225/225 [==============================] - 0s 831us/step - loss: 0.3326 - accuracy: 0.8650
Epoch 330/500
225/225 [==============================] - 0s 830us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 331/500
225/225 [==============================] - 0s 838us/step - loss: 0.3327 - accuracy: 0.8651
Epoch 332/500
225/225 [==============================] - 0s 817us/step - loss: 0.3327 - accuracy: 0.8644
Epoch 333/500
225/225 [==============================] - 0s 816us/step - loss: 0.3324 - accuracy: 0.8637
Epoch 334/500
225/225 [==============================] - 0s 812us/step - loss: 0.3325 - accuracy: 0.8628
Epoch 335/500
225/225 [==============================] - 0s 843us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 336/500
225/225 [==============================] - 0s 796us/step - loss: 0.3327 - accuracy: 0.8636
Epoch 337/500
225/225 [==============================] - 0s 816us/step - loss: 0.3325 - accuracy: 0.8646
Epoch 338/500
225/225 [==============================] - 0s 818us/step - loss: 0.3326 - accuracy: 0.8637
Epoch 339/500
225/225 [==============================] - 0s 795us/step - loss: 0.3319 - accuracy: 0.8633
Epoch 340/500
225/225 [==============================] - 0s 863us/step - loss: 0.3327 - accuracy: 0.8637
Epoch 341/500
225/225 [==============================] - 0s 815us/step - loss: 0.3324 - accuracy: 0.8639
Epoch 342/500
225/225 [==============================] - 0s 808us/step - loss: 0.3323 - accuracy: 0.8626
Epoch 343/500
225/225 [==============================] - 0s 798us/step - loss: 0.3329 - accuracy: 0.8632
Epoch 344/500
225/225 [==============================] - 0s 813us/step - loss: 0.3327 - accuracy: 0.8635
Epoch 345/500
225/225 [==============================] - 0s 825us/step - loss: 0.3322 - accuracy: 0.8636
Epoch 346/500
225/225 [==============================] - 0s 926us/step - loss: 0.3325 - accuracy: 0.8646
Epoch 347/500
225/225 [==============================] - 0s 858us/step - loss: 0.3324 - accuracy: 0.8639
Epoch 348/500
225/225 [==============================] - 0s 802us/step - loss: 0.3328 - accuracy: 0.8622
Epoch 349/500
225/225 [==============================] - 0s 802us/step - loss: 0.3325 - accuracy: 0.8640
Epoch 350/500
225/225 [==============================] - 0s 938us/step - loss: 0.3323 - accuracy: 0.8640
Epoch 351/500
225/225 [==============================] - 0s 819us/step - loss: 0.3323 - accuracy: 0.8629
Epoch 352/500
225/225 [==============================] - 0s 807us/step - loss: 0.3323 - accuracy: 0.8640
Epoch 353/500
225/225 [==============================] - 0s 818us/step - loss: 0.3326 - accuracy: 0.8647
Epoch 354/500
225/225 [==============================] - 0s 822us/step - loss: 0.3323 - accuracy: 0.8658
Epoch 355/500
225/225 [==============================] - 0s 804us/step - loss: 0.3328 - accuracy: 0.8632
Epoch 356/500
225/225 [==============================] - 0s 881us/step - loss: 0.3320 - accuracy: 0.8639
Epoch 357/500
225/225 [==============================] - 0s 927us/step - loss: 0.3326 - accuracy: 0.8633
Epoch 358/500
225/225 [==============================] - 0s 816us/step - loss: 0.3325 - accuracy: 0.8642
Epoch 359/500
225/225 [==============================] - 0s 798us/step - loss: 0.3328 - accuracy: 0.8637
Epoch 360/500
225/225 [==============================] - 0s 798us/step - loss: 0.3326 - accuracy: 0.8646
Epoch 361/500
225/225 [==============================] - 0s 814us/step - loss: 0.3323 - accuracy: 0.8649
Epoch 362/500
225/225 [==============================] - 0s 829us/step - loss: 0.3321 - accuracy: 0.8637
Epoch 363/500
225/225 [==============================] - 0s 827us/step - loss: 0.3325 - accuracy: 0.8644
Epoch 364/500
225/225 [==============================] - 0s 810us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 365/500
225/225 [==============================] - 0s 886us/step - loss: 0.3325 - accuracy: 0.8631
Epoch 366/500
225/225 [==============================] - 0s 826us/step - loss: 0.3322 - accuracy: 0.8650
Epoch 367/500
225/225 [==============================] - 0s 852us/step - loss: 0.3324 - accuracy: 0.8628
Epoch 368/500
225/225 [==============================] - 0s 796us/step - loss: 0.3325 - accuracy: 0.8629
Epoch 369/500
225/225 [==============================] - 0s 833us/step - loss: 0.3322 - accuracy: 0.8632
Epoch 370/500
225/225 [==============================] - 0s 826us/step - loss: 0.3324 - accuracy: 0.8649
Epoch 371/500
225/225 [==============================] - 0s 814us/step - loss: 0.3323 - accuracy: 0.8632
Epoch 372/500
225/225 [==============================] - 0s 831us/step - loss: 0.3317 - accuracy: 0.8626
Epoch 373/500
225/225 [==============================] - 0s 810us/step - loss: 0.3320 - accuracy: 0.8642
Epoch 374/500
225/225 [==============================] - 0s 813us/step - loss: 0.3325 - accuracy: 0.8636
Epoch 375/500
225/225 [==============================] - 0s 812us/step - loss: 0.3321 - accuracy: 0.8637
Epoch 376/500
225/225 [==============================] - 0s 790us/step - loss: 0.3328 - accuracy: 0.8632
Epoch 377/500
225/225 [==============================] - 0s 810us/step - loss: 0.3325 - accuracy: 0.8636
Epoch 378/500
225/225 [==============================] - 0s 832us/step - loss: 0.3325 - accuracy: 0.8640
Epoch 379/500
225/225 [==============================] - 0s 792us/step - loss: 0.3326 - accuracy: 0.8639
Epoch 380/500
225/225 [==============================] - 0s 813us/step - loss: 0.3323 - accuracy: 0.8629
Epoch 381/500
225/225 [==============================] - 0s 856us/step - loss: 0.3319 - accuracy: 0.8654
Epoch 382/500
225/225 [==============================] - 0s 814us/step - loss: 0.3324 - accuracy: 0.8626
Epoch 383/500
225/225 [==============================] - 0s 810us/step - loss: 0.3318 - accuracy: 0.8637
Epoch 384/500
225/225 [==============================] - 0s 830us/step - loss: 0.3323 - accuracy: 0.8636
Epoch 385/500
225/225 [==============================] - 0s 811us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 386/500
225/225 [==============================] - 0s 807us/step - loss: 0.3322 - accuracy: 0.8633
Epoch 387/500
225/225 [==============================] - 0s 795us/step - loss: 0.3322 - accuracy: 0.8618
Epoch 388/500
225/225 [==============================] - 0s 810us/step - loss: 0.3325 - accuracy: 0.8653
Epoch 389/500
225/225 [==============================] - 0s 856us/step - loss: 0.3323 - accuracy: 0.8624
Epoch 390/500
225/225 [==============================] - 0s 816us/step - loss: 0.3323 - accuracy: 0.8622
Epoch 391/500
225/225 [==============================] - 0s 804us/step - loss: 0.3323 - accuracy: 0.8625
Epoch 392/500
225/225 [==============================] - 0s 818us/step - loss: 0.3319 - accuracy: 0.8646
Epoch 393/500
225/225 [==============================] - 0s 852us/step - loss: 0.3320 - accuracy: 0.8644
Epoch 394/500
225/225 [==============================] - 0s 813us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 395/500
225/225 [==============================] - 0s 792us/step - loss: 0.3322 - accuracy: 0.8647
Epoch 396/500
225/225 [==============================] - 0s 853us/step - loss: 0.3324 - accuracy: 0.8657
Epoch 397/500
225/225 [==============================] - 0s 811us/step - loss: 0.3319 - accuracy: 0.8640
Epoch 398/500
225/225 [==============================] - 0s 811us/step - loss: 0.3326 - accuracy: 0.8639
Epoch 399/500
225/225 [==============================] - 0s 869us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 400/500
225/225 [==============================] - 0s 813us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 401/500
225/225 [==============================] - 0s 809us/step - loss: 0.3326 - accuracy: 0.8632
Epoch 402/500
225/225 [==============================] - 0s 810us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 403/500
225/225 [==============================] - 0s 810us/step - loss: 0.3327 - accuracy: 0.8647
Epoch 404/500
225/225 [==============================] - 0s 836us/step - loss: 0.3322 - accuracy: 0.8639
Epoch 405/500
225/225 [==============================] - 0s 808us/step - loss: 0.3324 - accuracy: 0.8635
Epoch 406/500
225/225 [==============================] - 0s 814us/step - loss: 0.3320 - accuracy: 0.8643
Epoch 407/500
225/225 [==============================] - 0s 803us/step - loss: 0.3324 - accuracy: 0.8639
Epoch 408/500
225/225 [==============================] - 0s 815us/step - loss: 0.3322 - accuracy: 0.8657
Epoch 409/500
225/225 [==============================] - 0s 811us/step - loss: 0.3319 - accuracy: 0.8633
Epoch 410/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3324 - accuracy: 0.8658
Epoch 411/500
225/225 [==============================] - 0s 809us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 412/500
225/225 [==============================] - 0s 829us/step - loss: 0.3321 - accuracy: 0.8640
Epoch 413/500
225/225 [==============================] - 0s 810us/step - loss: 0.3317 - accuracy: 0.8642
Epoch 414/500
225/225 [==============================] - 0s 828us/step - loss: 0.3321 - accuracy: 0.8646
Epoch 415/500
225/225 [==============================] - 0s 862us/step - loss: 0.3319 - accuracy: 0.8639
Epoch 416/500
225/225 [==============================] - 0s 823us/step - loss: 0.3324 - accuracy: 0.8644
Epoch 417/500
225/225 [==============================] - 0s 807us/step - loss: 0.3317 - accuracy: 0.8639
Epoch 418/500
225/225 [==============================] - 0s 807us/step - loss: 0.3317 - accuracy: 0.8643
Epoch 419/500
225/225 [==============================] - 0s 809us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 420/500
225/225 [==============================] - 0s 833us/step - loss: 0.3322 - accuracy: 0.8642
Epoch 421/500
225/225 [==============================] - 0s 807us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 422/500
225/225 [==============================] - 0s 813us/step - loss: 0.3319 - accuracy: 0.8639
Epoch 423/500
225/225 [==============================] - 0s 818us/step - loss: 0.3322 - accuracy: 0.8635
Epoch 424/500
225/225 [==============================] - 0s 798us/step - loss: 0.3321 - accuracy: 0.8642
Epoch 425/500
225/225 [==============================] - 0s 815us/step - loss: 0.3317 - accuracy: 0.8640
Epoch 426/500
225/225 [==============================] - 0s 832us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 427/500
225/225 [==============================] - 0s 812us/step - loss: 0.3321 - accuracy: 0.8643
Epoch 428/500
225/225 [==============================] - 0s 798us/step - loss: 0.3319 - accuracy: 0.8624
Epoch 429/500
225/225 [==============================] - 0s 869us/step - loss: 0.3320 - accuracy: 0.8636
Epoch 430/500
225/225 [==============================] - 0s 889us/step - loss: 0.3324 - accuracy: 0.8626
Epoch 431/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3322 - accuracy: 0.8639
Epoch 432/500
225/225 [==============================] - 0s 886us/step - loss: 0.3322 - accuracy: 0.8640
Epoch 433/500
225/225 [==============================] - 0s 883us/step - loss: 0.3323 - accuracy: 0.8651
Epoch 434/500
225/225 [==============================] - 0s 915us/step - loss: 0.3319 - accuracy: 0.8633
Epoch 435/500
225/225 [==============================] - 0s 882us/step - loss: 0.3324 - accuracy: 0.8635
Epoch 436/500
225/225 [==============================] - 0s 925us/step - loss: 0.3319 - accuracy: 0.86290s - loss: 0.3344 - accuracy: 
Epoch 437/500
225/225 [==============================] - 0s 913us/step - loss: 0.3315 - accuracy: 0.8637
Epoch 438/500
225/225 [==============================] - 0s 884us/step - loss: 0.3323 - accuracy: 0.8642
Epoch 439/500
225/225 [==============================] - 0s 894us/step - loss: 0.3322 - accuracy: 0.8658
Epoch 440/500
225/225 [==============================] - 0s 876us/step - loss: 0.3320 - accuracy: 0.8628
Epoch 441/500
225/225 [==============================] - 0s 821us/step - loss: 0.3323 - accuracy: 0.8649
Epoch 442/500
225/225 [==============================] - 0s 803us/step - loss: 0.3322 - accuracy: 0.8640
Epoch 443/500
225/225 [==============================] - 0s 811us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 444/500
225/225 [==============================] - 0s 808us/step - loss: 0.3322 - accuracy: 0.8651
Epoch 445/500
225/225 [==============================] - 0s 807us/step - loss: 0.3321 - accuracy: 0.8651
Epoch 446/500
225/225 [==============================] - 0s 826us/step - loss: 0.3319 - accuracy: 0.8640
Epoch 447/500
225/225 [==============================] - 0s 816us/step - loss: 0.3323 - accuracy: 0.8631
Epoch 448/500
225/225 [==============================] - 0s 807us/step - loss: 0.3323 - accuracy: 0.8647
Epoch 449/500
225/225 [==============================] - 0s 817us/step - loss: 0.3320 - accuracy: 0.8653
Epoch 450/500
225/225 [==============================] - 0s 814us/step - loss: 0.3322 - accuracy: 0.8644
Epoch 451/500
225/225 [==============================] - 0s 855us/step - loss: 0.3323 - accuracy: 0.8665
Epoch 452/500
225/225 [==============================] - 0s 821us/step - loss: 0.3320 - accuracy: 0.8631
Epoch 453/500
225/225 [==============================] - 0s 808us/step - loss: 0.3320 - accuracy: 0.8644
Epoch 454/500
225/225 [==============================] - 0s 817us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 455/500
225/225 [==============================] - 0s 797us/step - loss: 0.3320 - accuracy: 0.8625
Epoch 456/500
225/225 [==============================] - 0s 811us/step - loss: 0.3322 - accuracy: 0.8647
Epoch 457/500
225/225 [==============================] - 0s 842us/step - loss: 0.3322 - accuracy: 0.8650
Epoch 458/500
225/225 [==============================] - 0s 809us/step - loss: 0.3318 - accuracy: 0.8628
Epoch 459/500
225/225 [==============================] - 0s 797us/step - loss: 0.3317 - accuracy: 0.8642
Epoch 460/500
225/225 [==============================] - 0s 830us/step - loss: 0.3318 - accuracy: 0.8656
Epoch 461/500
225/225 [==============================] - 0s 806us/step - loss: 0.3322 - accuracy: 0.8635
Epoch 462/500
225/225 [==============================] - 0s 849us/step - loss: 0.3323 - accuracy: 0.8637
Epoch 463/500
225/225 [==============================] - 0s 802us/step - loss: 0.3317 - accuracy: 0.8639
Epoch 464/500
225/225 [==============================] - 0s 809us/step - loss: 0.3321 - accuracy: 0.8657
Epoch 465/500
225/225 [==============================] - 0s 811us/step - loss: 0.3318 - accuracy: 0.8649
Epoch 466/500
225/225 [==============================] - 0s 795us/step - loss: 0.3319 - accuracy: 0.8660
Epoch 467/500
225/225 [==============================] - 0s 852us/step - loss: 0.3316 - accuracy: 0.8639
Epoch 468/500
225/225 [==============================] - 0s 836us/step - loss: 0.3322 - accuracy: 0.8639
Epoch 469/500
225/225 [==============================] - 0s 819us/step - loss: 0.3319 - accuracy: 0.8637
Epoch 470/500
225/225 [==============================] - 0s 805us/step - loss: 0.3322 - accuracy: 0.8654
Epoch 471/500
225/225 [==============================] - 0s 816us/step - loss: 0.3318 - accuracy: 0.8653
Epoch 472/500
225/225 [==============================] - 0s 805us/step - loss: 0.3320 - accuracy: 0.8647
Epoch 473/500
225/225 [==============================] - 0s 839us/step - loss: 0.3321 - accuracy: 0.8635
Epoch 474/500
225/225 [==============================] - 0s 794us/step - loss: 0.3320 - accuracy: 0.8639
Epoch 475/500
225/225 [==============================] - 0s 808us/step - loss: 0.3323 - accuracy: 0.8651
Epoch 476/500
225/225 [==============================] - 0s 817us/step - loss: 0.3322 - accuracy: 0.8653
Epoch 477/500
225/225 [==============================] - 0s 809us/step - loss: 0.3325 - accuracy: 0.8626
Epoch 478/500
225/225 [==============================] - 0s 841us/step - loss: 0.3323 - accuracy: 0.8636
Epoch 479/500
225/225 [==============================] - 0s 821us/step - loss: 0.3317 - accuracy: 0.8643
Epoch 480/500
225/225 [==============================] - 0s 806us/step - loss: 0.3321 - accuracy: 0.8637
Epoch 481/500
225/225 [==============================] - 0s 823us/step - loss: 0.3321 - accuracy: 0.8651
Epoch 482/500
225/225 [==============================] - 0s 797us/step - loss: 0.3321 - accuracy: 0.8649
Epoch 483/500
225/225 [==============================] - 0s 837us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 484/500
225/225 [==============================] - 0s 834us/step - loss: 0.3323 - accuracy: 0.8639
Epoch 485/500
225/225 [==============================] - 0s 863us/step - loss: 0.3318 - accuracy: 0.8644
Epoch 486/500
225/225 [==============================] - 0s 870us/step - loss: 0.3318 - accuracy: 0.8649
Epoch 487/500
225/225 [==============================] - 0s 997us/step - loss: 0.3319 - accuracy: 0.8644
Epoch 488/500
225/225 [==============================] - 0s 917us/step - loss: 0.3320 - accuracy: 0.8629
Epoch 489/500
225/225 [==============================] - 0s 860us/step - loss: 0.3322 - accuracy: 0.8636
Epoch 490/500
225/225 [==============================] - 0s 847us/step - loss: 0.3319 - accuracy: 0.8643
Epoch 491/500
225/225 [==============================] - 0s 884us/step - loss: 0.3323 - accuracy: 0.8642
Epoch 492/500
225/225 [==============================] - 0s 851us/step - loss: 0.3319 - accuracy: 0.8624
Epoch 493/500
225/225 [==============================] - 0s 918us/step - loss: 0.3318 - accuracy: 0.8657
Epoch 494/500
225/225 [==============================] - 0s 855us/step - loss: 0.3318 - accuracy: 0.8631
Epoch 495/500
225/225 [==============================] - 0s 817us/step - loss: 0.3325 - accuracy: 0.8631
Epoch 496/500
225/225 [==============================] - 0s 803us/step - loss: 0.3315 - accuracy: 0.8660
Epoch 497/500
225/225 [==============================] - 0s 830us/step - loss: 0.3322 - accuracy: 0.8646
Epoch 498/500
225/225 [==============================] - 0s 928us/step - loss: 0.3322 - accuracy: 0.8651
Epoch 499/500
225/225 [==============================] - 0s 846us/step - loss: 0.3318 - accuracy: 0.8653
Epoch 500/500
225/225 [==============================] - 0s 803us/step - loss: 0.3322 - accuracy: 0.8632
Epoch 1/500
225/225 [==============================] - 0s 858us/step - loss: 0.6491 - accuracy: 0.7953
Epoch 2/500
225/225 [==============================] - 0s 864us/step - loss: 0.5323 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 857us/step - loss: 0.4531 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 935us/step - loss: 0.4362 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 851us/step - loss: 0.4307 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 854us/step - loss: 0.4278 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 977us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 856us/step - loss: 0.4231 - accuracy: 0.7986
Epoch 9/500
225/225 [==============================] - 0s 864us/step - loss: 0.4212 - accuracy: 0.7986
Epoch 10/500
225/225 [==============================] - 0s 836us/step - loss: 0.4192 - accuracy: 0.7986
Epoch 11/500
225/225 [==============================] - 0s 866us/step - loss: 0.4169 - accuracy: 0.7986
Epoch 12/500
225/225 [==============================] - 0s 862us/step - loss: 0.4146 - accuracy: 0.7986
Epoch 13/500
225/225 [==============================] - 0s 850us/step - loss: 0.4121 - accuracy: 0.7986
Epoch 14/500
225/225 [==============================] - 0s 849us/step - loss: 0.4092 - accuracy: 0.8119
Epoch 15/500
225/225 [==============================] - 0s 846us/step - loss: 0.4057 - accuracy: 0.8264
Epoch 16/500
225/225 [==============================] - 0s 917us/step - loss: 0.4019 - accuracy: 0.8289
Epoch 17/500
225/225 [==============================] - 0s 881us/step - loss: 0.3986 - accuracy: 0.8301
Epoch 18/500
225/225 [==============================] - 0s 855us/step - loss: 0.3948 - accuracy: 0.8321
Epoch 19/500
225/225 [==============================] - 0s 851us/step - loss: 0.3914 - accuracy: 0.8321
Epoch 20/500
225/225 [==============================] - 0s 838us/step - loss: 0.3883 - accuracy: 0.8318
Epoch 21/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8371
Epoch 22/500
225/225 [==============================] - 0s 804us/step - loss: 0.3828 - accuracy: 0.8428
Epoch 23/500
225/225 [==============================] - 0s 814us/step - loss: 0.3803 - accuracy: 0.8433
Epoch 24/500
225/225 [==============================] - 0s 790us/step - loss: 0.3778 - accuracy: 0.8465
Epoch 25/500
225/225 [==============================] - 0s 935us/step - loss: 0.3757 - accuracy: 0.8469
Epoch 26/500
225/225 [==============================] - 0s 912us/step - loss: 0.3739 - accuracy: 0.8449
Epoch 27/500
225/225 [==============================] - 0s 825us/step - loss: 0.3721 - accuracy: 0.8486
Epoch 28/500
225/225 [==============================] - 0s 809us/step - loss: 0.3705 - accuracy: 0.8504
Epoch 29/500
225/225 [==============================] - 0s 794us/step - loss: 0.3693 - accuracy: 0.8503
Epoch 30/500
225/225 [==============================] - 0s 906us/step - loss: 0.3675 - accuracy: 0.8506
Epoch 31/500
225/225 [==============================] - 0s 806us/step - loss: 0.3667 - accuracy: 0.8518
Epoch 32/500
225/225 [==============================] - 0s 810us/step - loss: 0.3655 - accuracy: 0.8514
Epoch 33/500
225/225 [==============================] - 0s 888us/step - loss: 0.3639 - accuracy: 0.8537
Epoch 34/500
225/225 [==============================] - 0s 885us/step - loss: 0.3634 - accuracy: 0.8536
Epoch 35/500
225/225 [==============================] - 0s 807us/step - loss: 0.3623 - accuracy: 0.8543
Epoch 36/500
225/225 [==============================] - 0s 789us/step - loss: 0.3610 - accuracy: 0.8539
Epoch 37/500
225/225 [==============================] - 0s 924us/step - loss: 0.3603 - accuracy: 0.85540s - loss: 0.3595 - accuracy: 0.85
Epoch 38/500
225/225 [==============================] - 0s 815us/step - loss: 0.3597 - accuracy: 0.8562
Epoch 39/500
225/225 [==============================] - 0s 801us/step - loss: 0.3588 - accuracy: 0.8565
Epoch 40/500
225/225 [==============================] - 0s 819us/step - loss: 0.3579 - accuracy: 0.8571
Epoch 41/500
225/225 [==============================] - 0s 812us/step - loss: 0.3574 - accuracy: 0.8562
Epoch 42/500
225/225 [==============================] - 0s 798us/step - loss: 0.3569 - accuracy: 0.8560
Epoch 43/500
225/225 [==============================] - 0s 816us/step - loss: 0.3563 - accuracy: 0.8561
Epoch 44/500
225/225 [==============================] - 0s 824us/step - loss: 0.3561 - accuracy: 0.8568
Epoch 45/500
225/225 [==============================] - 0s 799us/step - loss: 0.3553 - accuracy: 0.8592
Epoch 46/500
225/225 [==============================] - 0s 815us/step - loss: 0.3546 - accuracy: 0.8575
Epoch 47/500
225/225 [==============================] - 0s 835us/step - loss: 0.3547 - accuracy: 0.8568
Epoch 48/500
225/225 [==============================] - 0s 802us/step - loss: 0.3542 - accuracy: 0.8590
Epoch 49/500
225/225 [==============================] - 0s 932us/step - loss: 0.3538 - accuracy: 0.8578
Epoch 50/500
225/225 [==============================] - 0s 845us/step - loss: 0.3537 - accuracy: 0.8586
Epoch 51/500
225/225 [==============================] - 0s 846us/step - loss: 0.3527 - accuracy: 0.8585
Epoch 52/500
225/225 [==============================] - 0s 821us/step - loss: 0.3527 - accuracy: 0.8596
Epoch 53/500
225/225 [==============================] - 0s 793us/step - loss: 0.3525 - accuracy: 0.8589
Epoch 54/500
225/225 [==============================] - 0s 797us/step - loss: 0.3521 - accuracy: 0.8603
Epoch 55/500
225/225 [==============================] - 0s 818us/step - loss: 0.3519 - accuracy: 0.8596
Epoch 56/500
225/225 [==============================] - 0s 813us/step - loss: 0.3520 - accuracy: 0.8594
Epoch 57/500
225/225 [==============================] - 0s 807us/step - loss: 0.3517 - accuracy: 0.8596
Epoch 58/500
225/225 [==============================] - 0s 825us/step - loss: 0.3513 - accuracy: 0.8604
Epoch 59/500
225/225 [==============================] - 0s 823us/step - loss: 0.3508 - accuracy: 0.8608
Epoch 60/500
225/225 [==============================] - 0s 806us/step - loss: 0.3507 - accuracy: 0.8601
Epoch 61/500
225/225 [==============================] - 0s 798us/step - loss: 0.3501 - accuracy: 0.8579
Epoch 62/500
225/225 [==============================] - 0s 805us/step - loss: 0.3504 - accuracy: 0.8608
Epoch 63/500
225/225 [==============================] - 0s 828us/step - loss: 0.3500 - accuracy: 0.8604
Epoch 64/500
225/225 [==============================] - 0s 802us/step - loss: 0.3498 - accuracy: 0.8596
Epoch 65/500
225/225 [==============================] - 0s 822us/step - loss: 0.3497 - accuracy: 0.8603
Epoch 66/500
225/225 [==============================] - 0s 798us/step - loss: 0.3494 - accuracy: 0.8581
Epoch 67/500
225/225 [==============================] - 0s 807us/step - loss: 0.3491 - accuracy: 0.8608
Epoch 68/500
225/225 [==============================] - 0s 798us/step - loss: 0.3486 - accuracy: 0.8628
Epoch 69/500
225/225 [==============================] - 0s 826us/step - loss: 0.3489 - accuracy: 0.8596
Epoch 70/500
225/225 [==============================] - 0s 809us/step - loss: 0.3487 - accuracy: 0.8604
Epoch 71/500
225/225 [==============================] - 0s 799us/step - loss: 0.3485 - accuracy: 0.8628
Epoch 72/500
225/225 [==============================] - 0s 801us/step - loss: 0.3480 - accuracy: 0.8624
Epoch 73/500
225/225 [==============================] - 0s 802us/step - loss: 0.3480 - accuracy: 0.8600
Epoch 74/500
225/225 [==============================] - 0s 823us/step - loss: 0.3485 - accuracy: 0.8619
Epoch 75/500
225/225 [==============================] - 0s 799us/step - loss: 0.3482 - accuracy: 0.8601
Epoch 76/500
225/225 [==============================] - 0s 808us/step - loss: 0.3481 - accuracy: 0.8608
Epoch 77/500
225/225 [==============================] - 0s 809us/step - loss: 0.3477 - accuracy: 0.8612
Epoch 78/500
225/225 [==============================] - 0s 801us/step - loss: 0.3477 - accuracy: 0.8607
Epoch 79/500
225/225 [==============================] - 0s 816us/step - loss: 0.3476 - accuracy: 0.8617
Epoch 80/500
225/225 [==============================] - 0s 800us/step - loss: 0.3473 - accuracy: 0.8617
Epoch 81/500
225/225 [==============================] - 0s 819us/step - loss: 0.3472 - accuracy: 0.8606
Epoch 82/500
225/225 [==============================] - 0s 804us/step - loss: 0.3469 - accuracy: 0.8608
Epoch 83/500
225/225 [==============================] - 0s 801us/step - loss: 0.3475 - accuracy: 0.8625
Epoch 84/500
225/225 [==============================] - 0s 806us/step - loss: 0.3470 - accuracy: 0.8628
Epoch 85/500
225/225 [==============================] - 0s 854us/step - loss: 0.3467 - accuracy: 0.8615
Epoch 86/500
225/225 [==============================] - 0s 805us/step - loss: 0.3470 - accuracy: 0.8615
Epoch 87/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3468 - accuracy: 0.8622
Epoch 88/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3466 - accuracy: 0.8601
Epoch 89/500
225/225 [==============================] - 0s 812us/step - loss: 0.3469 - accuracy: 0.8614
Epoch 90/500
225/225 [==============================] - 0s 809us/step - loss: 0.3461 - accuracy: 0.8612
Epoch 91/500
225/225 [==============================] - 0s 829us/step - loss: 0.3467 - accuracy: 0.8615
Epoch 92/500
225/225 [==============================] - 0s 823us/step - loss: 0.3465 - accuracy: 0.8622
Epoch 93/500
225/225 [==============================] - 0s 802us/step - loss: 0.3462 - accuracy: 0.8608
Epoch 94/500
225/225 [==============================] - 0s 807us/step - loss: 0.3457 - accuracy: 0.8635
Epoch 95/500
225/225 [==============================] - 0s 798us/step - loss: 0.3464 - accuracy: 0.8608
Epoch 96/500
225/225 [==============================] - 0s 838us/step - loss: 0.3459 - accuracy: 0.8619
Epoch 97/500
225/225 [==============================] - 0s 931us/step - loss: 0.3461 - accuracy: 0.8606
Epoch 98/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3457 - accuracy: 0.8628
Epoch 99/500
225/225 [==============================] - 0s 851us/step - loss: 0.3460 - accuracy: 0.8643
Epoch 100/500
225/225 [==============================] - 0s 834us/step - loss: 0.3459 - accuracy: 0.8632
Epoch 101/500
225/225 [==============================] - 0s 822us/step - loss: 0.3455 - accuracy: 0.8622
Epoch 102/500
225/225 [==============================] - 0s 833us/step - loss: 0.3462 - accuracy: 0.8619
Epoch 103/500
225/225 [==============================] - 0s 809us/step - loss: 0.3458 - accuracy: 0.8621
Epoch 104/500
225/225 [==============================] - 0s 822us/step - loss: 0.3448 - accuracy: 0.8593
Epoch 105/500
225/225 [==============================] - 0s 812us/step - loss: 0.3456 - accuracy: 0.8618
Epoch 106/500
225/225 [==============================] - 0s 840us/step - loss: 0.3459 - accuracy: 0.8617
Epoch 107/500
225/225 [==============================] - 0s 809us/step - loss: 0.3451 - accuracy: 0.8610
Epoch 108/500
225/225 [==============================] - 0s 814us/step - loss: 0.3452 - accuracy: 0.8622
Epoch 109/500
225/225 [==============================] - 0s 812us/step - loss: 0.3456 - accuracy: 0.8622
Epoch 110/500
225/225 [==============================] - 0s 832us/step - loss: 0.3456 - accuracy: 0.8629
Epoch 111/500
225/225 [==============================] - 0s 803us/step - loss: 0.3455 - accuracy: 0.8639
Epoch 112/500
225/225 [==============================] - 0s 864us/step - loss: 0.3450 - accuracy: 0.8635
Epoch 113/500
225/225 [==============================] - 0s 919us/step - loss: 0.3456 - accuracy: 0.8633
Epoch 114/500
225/225 [==============================] - 0s 989us/step - loss: 0.3454 - accuracy: 0.8629
Epoch 115/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3446 - accuracy: 0.8632
Epoch 116/500
225/225 [==============================] - 0s 906us/step - loss: 0.3452 - accuracy: 0.8629
Epoch 117/500
225/225 [==============================] - 0s 804us/step - loss: 0.3450 - accuracy: 0.8632
Epoch 118/500
225/225 [==============================] - 0s 817us/step - loss: 0.3445 - accuracy: 0.8628
Epoch 119/500
225/225 [==============================] - 0s 814us/step - loss: 0.3446 - accuracy: 0.8625
Epoch 120/500
225/225 [==============================] - 0s 837us/step - loss: 0.3446 - accuracy: 0.8629
Epoch 121/500
225/225 [==============================] - 0s 803us/step - loss: 0.3449 - accuracy: 0.8625
Epoch 122/500
225/225 [==============================] - 0s 835us/step - loss: 0.3438 - accuracy: 0.8633
Epoch 123/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3443 - accuracy: 0.8629
Epoch 124/500
225/225 [==============================] - 0s 810us/step - loss: 0.3440 - accuracy: 0.8635
Epoch 125/500
225/225 [==============================] - 0s 834us/step - loss: 0.3443 - accuracy: 0.8633
Epoch 126/500
225/225 [==============================] - 0s 812us/step - loss: 0.3440 - accuracy: 0.8617
Epoch 127/500
225/225 [==============================] - 0s 826us/step - loss: 0.3440 - accuracy: 0.8614
Epoch 128/500
225/225 [==============================] - 0s 826us/step - loss: 0.3443 - accuracy: 0.8628
Epoch 129/500
225/225 [==============================] - 0s 816us/step - loss: 0.3438 - accuracy: 0.8649
Epoch 130/500
225/225 [==============================] - 0s 796us/step - loss: 0.3441 - accuracy: 0.8631
Epoch 131/500
225/225 [==============================] - 0s 825us/step - loss: 0.3438 - accuracy: 0.8633
Epoch 132/500
225/225 [==============================] - 0s 808us/step - loss: 0.3441 - accuracy: 0.8639
Epoch 133/500
225/225 [==============================] - 0s 815us/step - loss: 0.3438 - accuracy: 0.8646
Epoch 134/500
225/225 [==============================] - 0s 795us/step - loss: 0.3438 - accuracy: 0.8637
Epoch 135/500
225/225 [==============================] - 0s 822us/step - loss: 0.3441 - accuracy: 0.8633
Epoch 136/500
225/225 [==============================] - 0s 836us/step - loss: 0.3438 - accuracy: 0.8636
Epoch 137/500
225/225 [==============================] - 0s 819us/step - loss: 0.3436 - accuracy: 0.8632
Epoch 138/500
225/225 [==============================] - 0s 791us/step - loss: 0.3437 - accuracy: 0.8639
Epoch 139/500
225/225 [==============================] - 0s 823us/step - loss: 0.3435 - accuracy: 0.8625
Epoch 140/500
225/225 [==============================] - 0s 827us/step - loss: 0.3439 - accuracy: 0.8622
Epoch 141/500
225/225 [==============================] - 0s 837us/step - loss: 0.3432 - accuracy: 0.8619
Epoch 142/500
225/225 [==============================] - 0s 791us/step - loss: 0.3438 - accuracy: 0.8618
Epoch 143/500
225/225 [==============================] - 0s 837us/step - loss: 0.3436 - accuracy: 0.8650
Epoch 144/500
225/225 [==============================] - 0s 820us/step - loss: 0.3437 - accuracy: 0.8622
Epoch 145/500
225/225 [==============================] - 0s 816us/step - loss: 0.3439 - accuracy: 0.8633
Epoch 146/500
225/225 [==============================] - 0s 792us/step - loss: 0.3435 - accuracy: 0.8631
Epoch 147/500
225/225 [==============================] - 0s 852us/step - loss: 0.3431 - accuracy: 0.8621
Epoch 148/500
225/225 [==============================] - 0s 811us/step - loss: 0.3437 - accuracy: 0.8636
Epoch 149/500
225/225 [==============================] - 0s 817us/step - loss: 0.3434 - accuracy: 0.8625
Epoch 150/500
225/225 [==============================] - 0s 796us/step - loss: 0.3433 - accuracy: 0.8632
Epoch 151/500
225/225 [==============================] - 0s 804us/step - loss: 0.3431 - accuracy: 0.8636
Epoch 152/500
225/225 [==============================] - 0s 855us/step - loss: 0.3434 - accuracy: 0.8622
Epoch 153/500
225/225 [==============================] - 0s 830us/step - loss: 0.3435 - accuracy: 0.8621
Epoch 154/500
225/225 [==============================] - 0s 887us/step - loss: 0.3436 - accuracy: 0.8626
Epoch 155/500
225/225 [==============================] - 0s 858us/step - loss: 0.3431 - accuracy: 0.8610
Epoch 156/500
225/225 [==============================] - 0s 881us/step - loss: 0.3433 - accuracy: 0.8644
Epoch 157/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3434 - accuracy: 0.8624
Epoch 158/500
225/225 [==============================] - 0s 859us/step - loss: 0.3433 - accuracy: 0.8637
Epoch 159/500
225/225 [==============================] - 0s 847us/step - loss: 0.3435 - accuracy: 0.8631
Epoch 160/500
225/225 [==============================] - 0s 927us/step - loss: 0.3434 - accuracy: 0.8617
Epoch 161/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3429 - accuracy: 0.8635
Epoch 162/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3426 - accuracy: 0.8614
Epoch 163/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3431 - accuracy: 0.8643
Epoch 164/500
225/225 [==============================] - 0s 948us/step - loss: 0.3427 - accuracy: 0.8619
Epoch 165/500
225/225 [==============================] - 0s 819us/step - loss: 0.3424 - accuracy: 0.8636
Epoch 166/500
225/225 [==============================] - 0s 880us/step - loss: 0.3436 - accuracy: 0.8615
Epoch 167/500
225/225 [==============================] - 0s 953us/step - loss: 0.3427 - accuracy: 0.8619
Epoch 168/500
225/225 [==============================] - 0s 829us/step - loss: 0.3432 - accuracy: 0.8632
Epoch 169/500
225/225 [==============================] - 0s 805us/step - loss: 0.3430 - accuracy: 0.8618
Epoch 170/500
225/225 [==============================] - 0s 844us/step - loss: 0.3428 - accuracy: 0.8642
Epoch 171/500
225/225 [==============================] - 0s 827us/step - loss: 0.3432 - accuracy: 0.8606
Epoch 172/500
225/225 [==============================] - 0s 836us/step - loss: 0.3432 - accuracy: 0.8640
Epoch 173/500
225/225 [==============================] - 0s 793us/step - loss: 0.3429 - accuracy: 0.8622
Epoch 174/500
225/225 [==============================] - 0s 820us/step - loss: 0.3427 - accuracy: 0.8631
Epoch 175/500
225/225 [==============================] - 0s 818us/step - loss: 0.3425 - accuracy: 0.8637
Epoch 176/500
225/225 [==============================] - 0s 836us/step - loss: 0.3430 - accuracy: 0.8632
Epoch 177/500
225/225 [==============================] - 0s 824us/step - loss: 0.3428 - accuracy: 0.8632
Epoch 178/500
225/225 [==============================] - 0s 815us/step - loss: 0.3427 - accuracy: 0.8628
Epoch 179/500
225/225 [==============================] - 0s 808us/step - loss: 0.3425 - accuracy: 0.8610
Epoch 180/500
225/225 [==============================] - 0s 824us/step - loss: 0.3428 - accuracy: 0.8629
Epoch 181/500
225/225 [==============================] - 0s 814us/step - loss: 0.3429 - accuracy: 0.8631
Epoch 182/500
225/225 [==============================] - 0s 838us/step - loss: 0.3430 - accuracy: 0.8631
Epoch 183/500
225/225 [==============================] - 0s 812us/step - loss: 0.3431 - accuracy: 0.8629
Epoch 184/500
225/225 [==============================] - 0s 803us/step - loss: 0.3429 - accuracy: 0.8622
Epoch 185/500
225/225 [==============================] - 0s 891us/step - loss: 0.3430 - accuracy: 0.8628
Epoch 186/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3430 - accuracy: 0.8625
Epoch 187/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3422 - accuracy: 0.8612
Epoch 188/500
225/225 [==============================] - 0s 813us/step - loss: 0.3428 - accuracy: 0.8632
Epoch 189/500
225/225 [==============================] - 0s 917us/step - loss: 0.3426 - accuracy: 0.8618
Epoch 190/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3425 - accuracy: 0.8625
Epoch 191/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3425 - accuracy: 0.8615
Epoch 192/500
225/225 [==============================] - 0s 892us/step - loss: 0.3428 - accuracy: 0.8635
Epoch 193/500
225/225 [==============================] - 0s 965us/step - loss: 0.3427 - accuracy: 0.8615
Epoch 194/500
225/225 [==============================] - 0s 901us/step - loss: 0.3428 - accuracy: 0.8611
Epoch 195/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3425 - accuracy: 0.8610
Epoch 196/500
225/225 [==============================] - 0s 816us/step - loss: 0.3419 - accuracy: 0.8608
Epoch 197/500
225/225 [==============================] - 0s 900us/step - loss: 0.3423 - accuracy: 0.8631
Epoch 198/500
225/225 [==============================] - 0s 846us/step - loss: 0.3425 - accuracy: 0.8617
Epoch 199/500
225/225 [==============================] - 0s 838us/step - loss: 0.3423 - accuracy: 0.8632
Epoch 200/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3422 - accuracy: 0.8622
Epoch 201/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3421 - accuracy: 0.8643
Epoch 202/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3426 - accuracy: 0.8631
Epoch 203/500
225/225 [==============================] - 0s 879us/step - loss: 0.3426 - accuracy: 0.8614
Epoch 204/500
225/225 [==============================] - 0s 939us/step - loss: 0.3426 - accuracy: 0.8628
Epoch 205/500
225/225 [==============================] - 0s 871us/step - loss: 0.3418 - accuracy: 0.8628
Epoch 206/500
225/225 [==============================] - 0s 826us/step - loss: 0.3421 - accuracy: 0.8636
Epoch 207/500
225/225 [==============================] - 0s 855us/step - loss: 0.3423 - accuracy: 0.8622
Epoch 208/500
225/225 [==============================] - 0s 820us/step - loss: 0.3423 - accuracy: 0.8631
Epoch 209/500
225/225 [==============================] - 0s 809us/step - loss: 0.3420 - accuracy: 0.8632
Epoch 210/500
225/225 [==============================] - 0s 824us/step - loss: 0.3419 - accuracy: 0.8628
Epoch 211/500
225/225 [==============================] - 0s 849us/step - loss: 0.3424 - accuracy: 0.8615
Epoch 212/500
225/225 [==============================] - 0s 832us/step - loss: 0.3416 - accuracy: 0.8626
Epoch 213/500
225/225 [==============================] - 0s 870us/step - loss: 0.3425 - accuracy: 0.8628
Epoch 214/500
225/225 [==============================] - 0s 889us/step - loss: 0.3420 - accuracy: 0.8608
Epoch 215/500
225/225 [==============================] - 0s 947us/step - loss: 0.3423 - accuracy: 0.8617
Epoch 216/500
225/225 [==============================] - 0s 868us/step - loss: 0.3419 - accuracy: 0.8610
Epoch 217/500
225/225 [==============================] - 0s 978us/step - loss: 0.3422 - accuracy: 0.8624
Epoch 218/500
225/225 [==============================] - 0s 860us/step - loss: 0.3414 - accuracy: 0.8639
Epoch 219/500
225/225 [==============================] - 0s 823us/step - loss: 0.3421 - accuracy: 0.8625
Epoch 220/500
225/225 [==============================] - 0s 866us/step - loss: 0.3418 - accuracy: 0.8607
Epoch 221/500
225/225 [==============================] - 0s 802us/step - loss: 0.3418 - accuracy: 0.8626
Epoch 222/500
225/225 [==============================] - 0s 812us/step - loss: 0.3419 - accuracy: 0.8618
Epoch 223/500
225/225 [==============================] - 0s 824us/step - loss: 0.3418 - accuracy: 0.8637
Epoch 224/500
225/225 [==============================] - 0s 810us/step - loss: 0.3418 - accuracy: 0.8637
Epoch 225/500
225/225 [==============================] - 0s 800us/step - loss: 0.3420 - accuracy: 0.8626
Epoch 226/500
225/225 [==============================] - 0s 812us/step - loss: 0.3411 - accuracy: 0.8633
Epoch 227/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3416 - accuracy: 0.8628
Epoch 228/500
225/225 [==============================] - 0s 825us/step - loss: 0.3415 - accuracy: 0.8625
Epoch 229/500
225/225 [==============================] - 0s 844us/step - loss: 0.3418 - accuracy: 0.8631
Epoch 230/500
225/225 [==============================] - 0s 805us/step - loss: 0.3415 - accuracy: 0.8637
Epoch 231/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3418 - accuracy: 0.8608: 0s - loss: 0.3469 - accura
Epoch 232/500
225/225 [==============================] - 0s 911us/step - loss: 0.3420 - accuracy: 0.8631
Epoch 233/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3405 - accuracy: 0.8629
Epoch 234/500
225/225 [==============================] - 0s 955us/step - loss: 0.3417 - accuracy: 0.8618
Epoch 235/500
225/225 [==============================] - 0s 861us/step - loss: 0.3413 - accuracy: 0.8635
Epoch 236/500
225/225 [==============================] - 0s 851us/step - loss: 0.3415 - accuracy: 0.8646
Epoch 237/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3417 - accuracy: 0.8632
Epoch 238/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3415 - accuracy: 0.8607
Epoch 239/500
225/225 [==============================] - 0s 928us/step - loss: 0.3417 - accuracy: 0.8626
Epoch 240/500
225/225 [==============================] - 0s 896us/step - loss: 0.3415 - accuracy: 0.8635
Epoch 241/500
225/225 [==============================] - 0s 896us/step - loss: 0.3417 - accuracy: 0.8646
Epoch 242/500
225/225 [==============================] - 0s 925us/step - loss: 0.3417 - accuracy: 0.8629
Epoch 243/500
225/225 [==============================] - 0s 825us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 244/500
225/225 [==============================] - 0s 811us/step - loss: 0.3417 - accuracy: 0.8633
Epoch 245/500
225/225 [==============================] - 0s 799us/step - loss: 0.3418 - accuracy: 0.8632
Epoch 246/500
225/225 [==============================] - 0s 877us/step - loss: 0.3416 - accuracy: 0.8632
Epoch 247/500
225/225 [==============================] - 0s 834us/step - loss: 0.3417 - accuracy: 0.8617
Epoch 248/500
225/225 [==============================] - 0s 851us/step - loss: 0.3416 - accuracy: 0.8639
Epoch 249/500
225/225 [==============================] - 0s 970us/step - loss: 0.3413 - accuracy: 0.8622
Epoch 250/500
225/225 [==============================] - 0s 800us/step - loss: 0.3416 - accuracy: 0.8612
Epoch 251/500
225/225 [==============================] - 0s 822us/step - loss: 0.3414 - accuracy: 0.8628
Epoch 252/500
225/225 [==============================] - 0s 819us/step - loss: 0.3413 - accuracy: 0.8606
Epoch 253/500
225/225 [==============================] - 0s 796us/step - loss: 0.3409 - accuracy: 0.8625
Epoch 254/500
225/225 [==============================] - 0s 812us/step - loss: 0.3415 - accuracy: 0.8622
Epoch 255/500
225/225 [==============================] - 0s 819us/step - loss: 0.3408 - accuracy: 0.8628
Epoch 256/500
225/225 [==============================] - 0s 815us/step - loss: 0.3409 - accuracy: 0.8629
Epoch 257/500
225/225 [==============================] - 0s 827us/step - loss: 0.3411 - accuracy: 0.8618
Epoch 258/500
225/225 [==============================] - 0s 813us/step - loss: 0.3412 - accuracy: 0.8625
Epoch 259/500
225/225 [==============================] - 0s 844us/step - loss: 0.3408 - accuracy: 0.8629
Epoch 260/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3409 - accuracy: 0.8618
Epoch 261/500
225/225 [==============================] - 0s 814us/step - loss: 0.3410 - accuracy: 0.8612
Epoch 262/500
225/225 [==============================] - 0s 855us/step - loss: 0.3413 - accuracy: 0.8622
Epoch 263/500
225/225 [==============================] - 0s 818us/step - loss: 0.3414 - accuracy: 0.8604
Epoch 264/500
225/225 [==============================] - 0s 819us/step - loss: 0.3412 - accuracy: 0.8626
Epoch 265/500
225/225 [==============================] - 0s 825us/step - loss: 0.3410 - accuracy: 0.8618
Epoch 266/500
225/225 [==============================] - 0s 799us/step - loss: 0.3411 - accuracy: 0.8622
Epoch 267/500
225/225 [==============================] - 0s 836us/step - loss: 0.3413 - accuracy: 0.8636
Epoch 268/500
225/225 [==============================] - 0s 835us/step - loss: 0.3410 - accuracy: 0.8618
Epoch 269/500
225/225 [==============================] - 0s 811us/step - loss: 0.3410 - accuracy: 0.8618
Epoch 270/500
225/225 [==============================] - 0s 793us/step - loss: 0.3410 - accuracy: 0.8635
Epoch 271/500
225/225 [==============================] - 0s 813us/step - loss: 0.3408 - accuracy: 0.8621
Epoch 272/500
225/225 [==============================] - 0s 859us/step - loss: 0.3415 - accuracy: 0.8632
Epoch 273/500
225/225 [==============================] - 0s 832us/step - loss: 0.3403 - accuracy: 0.8603
Epoch 274/500
225/225 [==============================] - 0s 830us/step - loss: 0.3412 - accuracy: 0.8643
Epoch 275/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3412 - accuracy: 0.8600
Epoch 276/500
225/225 [==============================] - 0s 853us/step - loss: 0.3406 - accuracy: 0.8610
Epoch 277/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3410 - accuracy: 0.8617
Epoch 278/500
225/225 [==============================] - 0s 872us/step - loss: 0.3407 - accuracy: 0.8628
Epoch 279/500
225/225 [==============================] - 0s 819us/step - loss: 0.3407 - accuracy: 0.8626
Epoch 280/500
225/225 [==============================] - 0s 839us/step - loss: 0.3410 - accuracy: 0.8619
Epoch 281/500
225/225 [==============================] - 0s 819us/step - loss: 0.3410 - accuracy: 0.8607
Epoch 282/500
225/225 [==============================] - 0s 824us/step - loss: 0.3412 - accuracy: 0.8628
Epoch 283/500
225/225 [==============================] - 0s 808us/step - loss: 0.3406 - accuracy: 0.8625
Epoch 284/500
225/225 [==============================] - 0s 819us/step - loss: 0.3408 - accuracy: 0.8622
Epoch 285/500
225/225 [==============================] - 0s 812us/step - loss: 0.3410 - accuracy: 0.8635
Epoch 286/500
225/225 [==============================] - 0s 786us/step - loss: 0.3405 - accuracy: 0.8637
Epoch 287/500
225/225 [==============================] - 0s 851us/step - loss: 0.3409 - accuracy: 0.8606
Epoch 288/500
225/225 [==============================] - 0s 832us/step - loss: 0.3408 - accuracy: 0.8644
Epoch 289/500
225/225 [==============================] - 0s 812us/step - loss: 0.3408 - accuracy: 0.8626
Epoch 290/500
225/225 [==============================] - 0s 811us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 291/500
225/225 [==============================] - 0s 809us/step - loss: 0.3413 - accuracy: 0.8618
Epoch 292/500
225/225 [==============================] - 0s 817us/step - loss: 0.3411 - accuracy: 0.8621
Epoch 293/500
225/225 [==============================] - 0s 843us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 294/500
225/225 [==============================] - 0s 795us/step - loss: 0.3410 - accuracy: 0.8636
Epoch 295/500
225/225 [==============================] - 0s 812us/step - loss: 0.3408 - accuracy: 0.8628
Epoch 296/500
225/225 [==============================] - 0s 813us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 297/500
225/225 [==============================] - 0s 795us/step - loss: 0.3408 - accuracy: 0.8637
Epoch 298/500
225/225 [==============================] - 0s 843us/step - loss: 0.3406 - accuracy: 0.8624
Epoch 299/500
225/225 [==============================] - 0s 824us/step - loss: 0.3407 - accuracy: 0.8636
Epoch 300/500
225/225 [==============================] - 0s 812us/step - loss: 0.3402 - accuracy: 0.8639
Epoch 301/500
225/225 [==============================] - 0s 798us/step - loss: 0.3410 - accuracy: 0.8622
Epoch 302/500
225/225 [==============================] - 0s 828us/step - loss: 0.3405 - accuracy: 0.8639
Epoch 303/500
225/225 [==============================] - 0s 867us/step - loss: 0.3405 - accuracy: 0.8635
Epoch 304/500
225/225 [==============================] - 0s 813us/step - loss: 0.3409 - accuracy: 0.8636
Epoch 305/500
225/225 [==============================] - 0s 791us/step - loss: 0.3408 - accuracy: 0.8632
Epoch 306/500
225/225 [==============================] - 0s 817us/step - loss: 0.3407 - accuracy: 0.8619
Epoch 307/500
225/225 [==============================] - 0s 812us/step - loss: 0.3407 - accuracy: 0.8656
Epoch 308/500
225/225 [==============================] - 0s 804us/step - loss: 0.3407 - accuracy: 0.8624
Epoch 309/500
225/225 [==============================] - 0s 831us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 310/500
225/225 [==============================] - 0s 825us/step - loss: 0.3401 - accuracy: 0.8647
Epoch 311/500
225/225 [==============================] - 0s 815us/step - loss: 0.3412 - accuracy: 0.8625
Epoch 312/500
225/225 [==============================] - 0s 805us/step - loss: 0.3408 - accuracy: 0.8621
Epoch 313/500
225/225 [==============================] - 0s 792us/step - loss: 0.3406 - accuracy: 0.8632
Epoch 314/500
225/225 [==============================] - 0s 851us/step - loss: 0.3409 - accuracy: 0.8629
Epoch 315/500
225/225 [==============================] - 0s 807us/step - loss: 0.3408 - accuracy: 0.8635
Epoch 316/500
225/225 [==============================] - 0s 809us/step - loss: 0.3408 - accuracy: 0.8626
Epoch 317/500
225/225 [==============================] - 0s 945us/step - loss: 0.3399 - accuracy: 0.8637
Epoch 318/500
225/225 [==============================] - 0s 808us/step - loss: 0.3406 - accuracy: 0.8629
Epoch 319/500
225/225 [==============================] - 0s 886us/step - loss: 0.3405 - accuracy: 0.8631
Epoch 320/500
225/225 [==============================] - 0s 806us/step - loss: 0.3408 - accuracy: 0.8622
Epoch 321/500
225/225 [==============================] - 0s 804us/step - loss: 0.3406 - accuracy: 0.8632
Epoch 322/500
225/225 [==============================] - 0s 796us/step - loss: 0.3408 - accuracy: 0.8624
Epoch 323/500
225/225 [==============================] - 0s 920us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 324/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3406 - accuracy: 0.8618
Epoch 325/500
225/225 [==============================] - 0s 809us/step - loss: 0.3408 - accuracy: 0.8635
Epoch 326/500
225/225 [==============================] - 0s 808us/step - loss: 0.3405 - accuracy: 0.8646
Epoch 327/500
225/225 [==============================] - 0s 827us/step - loss: 0.3408 - accuracy: 0.8649
Epoch 328/500
225/225 [==============================] - 0s 807us/step - loss: 0.3407 - accuracy: 0.8619
Epoch 329/500
225/225 [==============================] - 0s 804us/step - loss: 0.3400 - accuracy: 0.8635
Epoch 330/500
225/225 [==============================] - 0s 838us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 331/500
225/225 [==============================] - 0s 808us/step - loss: 0.3408 - accuracy: 0.8619
Epoch 332/500
225/225 [==============================] - 0s 816us/step - loss: 0.3404 - accuracy: 0.8633
Epoch 333/500
225/225 [==============================] - 0s 797us/step - loss: 0.3409 - accuracy: 0.8626
Epoch 334/500
225/225 [==============================] - 0s 801us/step - loss: 0.3403 - accuracy: 0.8631
Epoch 335/500
225/225 [==============================] - 0s 835us/step - loss: 0.3403 - accuracy: 0.8640
Epoch 336/500
225/225 [==============================] - 0s 801us/step - loss: 0.3410 - accuracy: 0.8633
Epoch 337/500
225/225 [==============================] - 0s 792us/step - loss: 0.3405 - accuracy: 0.8629
Epoch 338/500
225/225 [==============================] - 0s 808us/step - loss: 0.3405 - accuracy: 0.8639
Epoch 339/500
225/225 [==============================] - 0s 813us/step - loss: 0.3397 - accuracy: 0.8639
Epoch 340/500
225/225 [==============================] - 0s 852us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 341/500
225/225 [==============================] - 0s 799us/step - loss: 0.3402 - accuracy: 0.8656
Epoch 342/500
225/225 [==============================] - 0s 890us/step - loss: 0.3407 - accuracy: 0.8618
Epoch 343/500
225/225 [==============================] - 0s 840us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 344/500
225/225 [==============================] - 0s 804us/step - loss: 0.3404 - accuracy: 0.8635
Epoch 345/500
225/225 [==============================] - 0s 838us/step - loss: 0.3401 - accuracy: 0.8617
Epoch 346/500
225/225 [==============================] - 0s 817us/step - loss: 0.3409 - accuracy: 0.8621
Epoch 347/500
225/225 [==============================] - 0s 832us/step - loss: 0.3405 - accuracy: 0.8632
Epoch 348/500
225/225 [==============================] - 0s 811us/step - loss: 0.3402 - accuracy: 0.8647
Epoch 349/500
225/225 [==============================] - 0s 804us/step - loss: 0.3404 - accuracy: 0.8618
Epoch 350/500
225/225 [==============================] - 0s 808us/step - loss: 0.3404 - accuracy: 0.8619
Epoch 351/500
225/225 [==============================] - 0s 850us/step - loss: 0.3406 - accuracy: 0.8635
Epoch 352/500
225/225 [==============================] - 0s 803us/step - loss: 0.3408 - accuracy: 0.8619
Epoch 353/500
225/225 [==============================] - 0s 938us/step - loss: 0.3408 - accuracy: 0.8635
Epoch 354/500
225/225 [==============================] - 0s 864us/step - loss: 0.3405 - accuracy: 0.8646
Epoch 355/500
225/225 [==============================] - 0s 822us/step - loss: 0.3402 - accuracy: 0.8639
Epoch 356/500
225/225 [==============================] - 0s 865us/step - loss: 0.3406 - accuracy: 0.8639
Epoch 357/500
225/225 [==============================] - 0s 805us/step - loss: 0.3399 - accuracy: 0.8619
Epoch 358/500
225/225 [==============================] - 0s 797us/step - loss: 0.3405 - accuracy: 0.8626
Epoch 359/500
225/225 [==============================] - 0s 815us/step - loss: 0.3408 - accuracy: 0.8632
Epoch 360/500
225/225 [==============================] - 0s 802us/step - loss: 0.3405 - accuracy: 0.8626
Epoch 361/500
225/225 [==============================] - 0s 813us/step - loss: 0.3406 - accuracy: 0.8625
Epoch 362/500
225/225 [==============================] - 0s 813us/step - loss: 0.3401 - accuracy: 0.8621
Epoch 363/500
225/225 [==============================] - 0s 803us/step - loss: 0.3401 - accuracy: 0.8632
Epoch 364/500
225/225 [==============================] - 0s 807us/step - loss: 0.3400 - accuracy: 0.8628
Epoch 365/500
225/225 [==============================] - 0s 800us/step - loss: 0.3406 - accuracy: 0.8639
Epoch 366/500
225/225 [==============================] - 0s 803us/step - loss: 0.3400 - accuracy: 0.8644
Epoch 367/500
225/225 [==============================] - 0s 870us/step - loss: 0.3406 - accuracy: 0.8637
Epoch 368/500
225/225 [==============================] - 0s 813us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 369/500
225/225 [==============================] - 0s 811us/step - loss: 0.3403 - accuracy: 0.8636
Epoch 370/500
225/225 [==============================] - 0s 810us/step - loss: 0.3401 - accuracy: 0.8615
Epoch 371/500
225/225 [==============================] - 0s 815us/step - loss: 0.3406 - accuracy: 0.8626
Epoch 372/500
225/225 [==============================] - 0s 855us/step - loss: 0.3404 - accuracy: 0.8615
Epoch 373/500
225/225 [==============================] - 0s 793us/step - loss: 0.3406 - accuracy: 0.8599
Epoch 374/500
225/225 [==============================] - 0s 813us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 375/500
225/225 [==============================] - 0s 803us/step - loss: 0.3404 - accuracy: 0.8637
Epoch 376/500
225/225 [==============================] - 0s 812us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 377/500
225/225 [==============================] - 0s 831us/step - loss: 0.3404 - accuracy: 0.8635
Epoch 378/500
225/225 [==============================] - 0s 811us/step - loss: 0.3404 - accuracy: 0.8610
Epoch 379/500
225/225 [==============================] - 0s 801us/step - loss: 0.3403 - accuracy: 0.8615
Epoch 380/500
225/225 [==============================] - 0s 805us/step - loss: 0.3402 - accuracy: 0.8618
Epoch 381/500
225/225 [==============================] - 0s 798us/step - loss: 0.3401 - accuracy: 0.8631
Epoch 382/500
225/225 [==============================] - 0s 807us/step - loss: 0.3399 - accuracy: 0.8637
Epoch 383/500
225/225 [==============================] - 0s 826us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 384/500
225/225 [==============================] - 0s 799us/step - loss: 0.3396 - accuracy: 0.8646
Epoch 385/500
225/225 [==============================] - 0s 805us/step - loss: 0.3407 - accuracy: 0.8636
Epoch 386/500
225/225 [==============================] - 0s 802us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 387/500
225/225 [==============================] - 0s 820us/step - loss: 0.3405 - accuracy: 0.8647
Epoch 388/500
225/225 [==============================] - 0s 790us/step - loss: 0.3404 - accuracy: 0.8639
Epoch 389/500
225/225 [==============================] - 0s 877us/step - loss: 0.3401 - accuracy: 0.8606
Epoch 390/500
225/225 [==============================] - 0s 816us/step - loss: 0.3402 - accuracy: 0.8611
Epoch 391/500
225/225 [==============================] - 0s 808us/step - loss: 0.3404 - accuracy: 0.8614
Epoch 392/500
225/225 [==============================] - 0s 842us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 393/500
225/225 [==============================] - 0s 807us/step - loss: 0.3401 - accuracy: 0.8618
Epoch 394/500
225/225 [==============================] - 0s 806us/step - loss: 0.3405 - accuracy: 0.8615
Epoch 395/500
225/225 [==============================] - 0s 832us/step - loss: 0.3403 - accuracy: 0.8622
Epoch 396/500
225/225 [==============================] - 0s 794us/step - loss: 0.3404 - accuracy: 0.8647
Epoch 397/500
225/225 [==============================] - 0s 814us/step - loss: 0.3400 - accuracy: 0.8615
Epoch 398/500
225/225 [==============================] - 0s 826us/step - loss: 0.3406 - accuracy: 0.8635
Epoch 399/500
225/225 [==============================] - 0s 827us/step - loss: 0.3400 - accuracy: 0.8631
Epoch 400/500
225/225 [==============================] - 0s 814us/step - loss: 0.3406 - accuracy: 0.8642
Epoch 401/500
225/225 [==============================] - 0s 822us/step - loss: 0.3403 - accuracy: 0.8640
Epoch 402/500
225/225 [==============================] - 0s 808us/step - loss: 0.3401 - accuracy: 0.8626
Epoch 403/500
225/225 [==============================] - 0s 813us/step - loss: 0.3407 - accuracy: 0.8637
Epoch 404/500
225/225 [==============================] - 0s 798us/step - loss: 0.3402 - accuracy: 0.8626
Epoch 405/500
225/225 [==============================] - 0s 830us/step - loss: 0.3405 - accuracy: 0.8628
Epoch 406/500
225/225 [==============================] - 0s 817us/step - loss: 0.3402 - accuracy: 0.8644
Epoch 407/500
225/225 [==============================] - 0s 806us/step - loss: 0.3404 - accuracy: 0.8617
Epoch 408/500
225/225 [==============================] - 0s 798us/step - loss: 0.3404 - accuracy: 0.8615
Epoch 409/500
225/225 [==============================] - 0s 810us/step - loss: 0.3401 - accuracy: 0.8635
Epoch 410/500
225/225 [==============================] - 0s 822us/step - loss: 0.3404 - accuracy: 0.8625
Epoch 411/500
225/225 [==============================] - 0s 805us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 412/500
225/225 [==============================] - 0s 795us/step - loss: 0.3400 - accuracy: 0.8640
Epoch 413/500
225/225 [==============================] - 0s 802us/step - loss: 0.3402 - accuracy: 0.8622
Epoch 414/500
225/225 [==============================] - 0s 814us/step - loss: 0.3402 - accuracy: 0.8639
Epoch 415/500
225/225 [==============================] - 0s 848us/step - loss: 0.3398 - accuracy: 0.8643
Epoch 416/500
225/225 [==============================] - 0s 813us/step - loss: 0.3401 - accuracy: 0.8644
Epoch 417/500
225/225 [==============================] - 0s 806us/step - loss: 0.3400 - accuracy: 0.8629
Epoch 418/500
225/225 [==============================] - 0s 808us/step - loss: 0.3404 - accuracy: 0.8644
Epoch 419/500
225/225 [==============================] - 0s 802us/step - loss: 0.3403 - accuracy: 0.8636
Epoch 420/500
225/225 [==============================] - 0s 805us/step - loss: 0.3401 - accuracy: 0.8635
Epoch 421/500
225/225 [==============================] - 0s 847us/step - loss: 0.3398 - accuracy: 0.8631
Epoch 422/500
225/225 [==============================] - 0s 808us/step - loss: 0.3403 - accuracy: 0.8639
Epoch 423/500
225/225 [==============================] - 0s 801us/step - loss: 0.3402 - accuracy: 0.8632
Epoch 424/500
225/225 [==============================] - 0s 802us/step - loss: 0.3401 - accuracy: 0.8622
Epoch 425/500
225/225 [==============================] - 0s 814us/step - loss: 0.3398 - accuracy: 0.8628
Epoch 426/500
225/225 [==============================] - 0s 823us/step - loss: 0.3403 - accuracy: 0.8622
Epoch 427/500
225/225 [==============================] - 0s 818us/step - loss: 0.3402 - accuracy: 0.8640
Epoch 428/500
225/225 [==============================] - 0s 808us/step - loss: 0.3394 - accuracy: 0.8636
Epoch 429/500
225/225 [==============================] - 0s 803us/step - loss: 0.3399 - accuracy: 0.8624
Epoch 430/500
225/225 [==============================] - 0s 822us/step - loss: 0.3401 - accuracy: 0.8644
Epoch 431/500
225/225 [==============================] - 0s 848us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 432/500
225/225 [==============================] - 0s 804us/step - loss: 0.3396 - accuracy: 0.8621
Epoch 433/500
225/225 [==============================] - 0s 814us/step - loss: 0.3405 - accuracy: 0.8632
Epoch 434/500
225/225 [==============================] - 0s 807us/step - loss: 0.3399 - accuracy: 0.8635
Epoch 435/500
225/225 [==============================] - 0s 795us/step - loss: 0.3398 - accuracy: 0.8642
Epoch 436/500
225/225 [==============================] - 0s 813us/step - loss: 0.3398 - accuracy: 0.8621
Epoch 437/500
225/225 [==============================] - 0s 851us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 438/500
225/225 [==============================] - 0s 797us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 439/500
225/225 [==============================] - 0s 794us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 440/500
225/225 [==============================] - 0s 804us/step - loss: 0.3399 - accuracy: 0.8629
Epoch 441/500
225/225 [==============================] - 0s 813us/step - loss: 0.3403 - accuracy: 0.8619
Epoch 442/500
225/225 [==============================] - 0s 827us/step - loss: 0.3402 - accuracy: 0.8636
Epoch 443/500
225/225 [==============================] - 0s 803us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 444/500
225/225 [==============================] - 0s 812us/step - loss: 0.3400 - accuracy: 0.8633
Epoch 445/500
225/225 [==============================] - 0s 807us/step - loss: 0.3396 - accuracy: 0.8631
Epoch 446/500
225/225 [==============================] - 0s 800us/step - loss: 0.3401 - accuracy: 0.8622
Epoch 447/500
225/225 [==============================] - 0s 803us/step - loss: 0.3399 - accuracy: 0.8642
Epoch 448/500
225/225 [==============================] - 0s 846us/step - loss: 0.3399 - accuracy: 0.8601
Epoch 449/500
225/225 [==============================] - 0s 829us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 450/500
225/225 [==============================] - 0s 804us/step - loss: 0.3401 - accuracy: 0.8625
Epoch 451/500
225/225 [==============================] - 0s 802us/step - loss: 0.3403 - accuracy: 0.8643
Epoch 452/500
225/225 [==============================] - 0s 814us/step - loss: 0.3393 - accuracy: 0.8658
Epoch 453/500
225/225 [==============================] - 0s 878us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 454/500
225/225 [==============================] - 0s 793us/step - loss: 0.3401 - accuracy: 0.8631
Epoch 455/500
225/225 [==============================] - 0s 940us/step - loss: 0.3401 - accuracy: 0.8633
Epoch 456/500
225/225 [==============================] - 0s 804us/step - loss: 0.3399 - accuracy: 0.8639
Epoch 457/500
225/225 [==============================] - 0s 815us/step - loss: 0.3402 - accuracy: 0.8617
Epoch 458/500
225/225 [==============================] - 0s 809us/step - loss: 0.3404 - accuracy: 0.8637
Epoch 459/500
225/225 [==============================] - 0s 806us/step - loss: 0.3405 - accuracy: 0.8635
Epoch 460/500
225/225 [==============================] - 0s 814us/step - loss: 0.3401 - accuracy: 0.8635
Epoch 461/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3400 - accuracy: 0.8622
Epoch 462/500
225/225 [==============================] - 0s 833us/step - loss: 0.3397 - accuracy: 0.8644
Epoch 463/500
225/225 [==============================] - 0s 810us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 464/500
225/225 [==============================] - 0s 888us/step - loss: 0.3401 - accuracy: 0.8643
Epoch 465/500
225/225 [==============================] - 0s 881us/step - loss: 0.3401 - accuracy: 0.8640
Epoch 466/500
225/225 [==============================] - 0s 918us/step - loss: 0.3401 - accuracy: 0.8646
Epoch 467/500
225/225 [==============================] - 0s 837us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 468/500
225/225 [==============================] - 0s 942us/step - loss: 0.3403 - accuracy: 0.8631
Epoch 469/500
225/225 [==============================] - 0s 850us/step - loss: 0.3397 - accuracy: 0.8633
Epoch 470/500
225/225 [==============================] - 0s 810us/step - loss: 0.3400 - accuracy: 0.8610
Epoch 471/500
225/225 [==============================] - 0s 796us/step - loss: 0.3404 - accuracy: 0.8637
Epoch 472/500
225/225 [==============================] - 0s 818us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 473/500
225/225 [==============================] - 0s 820us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 474/500
225/225 [==============================] - 0s 834us/step - loss: 0.3401 - accuracy: 0.8619
Epoch 475/500
225/225 [==============================] - 0s 796us/step - loss: 0.3400 - accuracy: 0.8639
Epoch 476/500
225/225 [==============================] - 0s 808us/step - loss: 0.3401 - accuracy: 0.8614
Epoch 477/500
225/225 [==============================] - 0s 809us/step - loss: 0.3403 - accuracy: 0.8644
Epoch 478/500
225/225 [==============================] - 0s 812us/step - loss: 0.3400 - accuracy: 0.8643
Epoch 479/500
225/225 [==============================] - 0s 830us/step - loss: 0.3399 - accuracy: 0.8642
Epoch 480/500
225/225 [==============================] - 0s 828us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 481/500
225/225 [==============================] - 0s 817us/step - loss: 0.3399 - accuracy: 0.8637
Epoch 482/500
225/225 [==============================] - 0s 807us/step - loss: 0.3400 - accuracy: 0.8643
Epoch 483/500
225/225 [==============================] - 0s 952us/step - loss: 0.3399 - accuracy: 0.8622
Epoch 484/500
225/225 [==============================] - 0s 831us/step - loss: 0.3399 - accuracy: 0.8644
Epoch 485/500
225/225 [==============================] - 0s 812us/step - loss: 0.3400 - accuracy: 0.8636
Epoch 486/500
225/225 [==============================] - 0s 829us/step - loss: 0.3399 - accuracy: 0.8600
Epoch 487/500
225/225 [==============================] - 0s 807us/step - loss: 0.3400 - accuracy: 0.8639
Epoch 488/500
225/225 [==============================] - 0s 801us/step - loss: 0.3401 - accuracy: 0.8646
Epoch 489/500
225/225 [==============================] - 0s 822us/step - loss: 0.3398 - accuracy: 0.8607
Epoch 490/500
225/225 [==============================] - 0s 859us/step - loss: 0.3399 - accuracy: 0.8640
Epoch 491/500
225/225 [==============================] - 0s 810us/step - loss: 0.3398 - accuracy: 0.8633
Epoch 492/500
225/225 [==============================] - 0s 786us/step - loss: 0.3398 - accuracy: 0.8639
Epoch 493/500
225/225 [==============================] - 0s 807us/step - loss: 0.3398 - accuracy: 0.8633
Epoch 494/500
225/225 [==============================] - 0s 812us/step - loss: 0.3401 - accuracy: 0.8635
Epoch 495/500
225/225 [==============================] - 0s 841us/step - loss: 0.3400 - accuracy: 0.8629
Epoch 496/500
225/225 [==============================] - 0s 817us/step - loss: 0.3399 - accuracy: 0.8644
Epoch 497/500
225/225 [==============================] - 0s 813us/step - loss: 0.3400 - accuracy: 0.8636
Epoch 498/500
225/225 [==============================] - 0s 808us/step - loss: 0.3401 - accuracy: 0.8628
Epoch 499/500
225/225 [==============================] - 0s 821us/step - loss: 0.3398 - accuracy: 0.8635
Epoch 500/500
225/225 [==============================] - 0s 815us/step - loss: 0.3401 - accuracy: 0.8628
Epoch 1/500
225/225 [==============================] - 0s 840us/step - loss: 0.6185 - accuracy: 0.7957
Epoch 2/500
225/225 [==============================] - 0s 843us/step - loss: 0.4655 - accuracy: 0.7978
Epoch 3/500
225/225 [==============================] - 0s 839us/step - loss: 0.4389 - accuracy: 0.7978
Epoch 4/500
225/225 [==============================] - 0s 925us/step - loss: 0.4337 - accuracy: 0.7978
Epoch 5/500
225/225 [==============================] - 0s 858us/step - loss: 0.4312 - accuracy: 0.7978
Epoch 6/500
225/225 [==============================] - 0s 857us/step - loss: 0.4299 - accuracy: 0.7978
Epoch 7/500
225/225 [==============================] - 0s 917us/step - loss: 0.4290 - accuracy: 0.7978
Epoch 8/500
225/225 [==============================] - 0s 834us/step - loss: 0.4284 - accuracy: 0.7978
Epoch 9/500
225/225 [==============================] - 0s 857us/step - loss: 0.4277 - accuracy: 0.7978
Epoch 10/500
225/225 [==============================] - 0s 896us/step - loss: 0.4271 - accuracy: 0.7978
Epoch 11/500
225/225 [==============================] - 0s 843us/step - loss: 0.4267 - accuracy: 0.7978
Epoch 12/500
225/225 [==============================] - 0s 803us/step - loss: 0.4260 - accuracy: 0.7978
Epoch 13/500
225/225 [==============================] - 0s 808us/step - loss: 0.4250 - accuracy: 0.7978
Epoch 14/500
225/225 [==============================] - 0s 825us/step - loss: 0.4236 - accuracy: 0.8025
Epoch 15/500
225/225 [==============================] - 0s 819us/step - loss: 0.4221 - accuracy: 0.8210
Epoch 16/500
225/225 [==============================] - 0s 799us/step - loss: 0.4205 - accuracy: 0.8228
Epoch 17/500
225/225 [==============================] - 0s 828us/step - loss: 0.4188 - accuracy: 0.8258
Epoch 18/500
225/225 [==============================] - 0s 828us/step - loss: 0.4175 - accuracy: 0.8265
Epoch 19/500
225/225 [==============================] - 0s 831us/step - loss: 0.4161 - accuracy: 0.8276
Epoch 20/500
225/225 [==============================] - 0s 793us/step - loss: 0.4152 - accuracy: 0.8286
Epoch 21/500
225/225 [==============================] - 0s 811us/step - loss: 0.4138 - accuracy: 0.8299
Epoch 22/500
225/225 [==============================] - 0s 810us/step - loss: 0.4130 - accuracy: 0.8311
Epoch 23/500
225/225 [==============================] - 0s 807us/step - loss: 0.4118 - accuracy: 0.8321
Epoch 24/500
225/225 [==============================] - 0s 825us/step - loss: 0.4114 - accuracy: 0.8319
Epoch 25/500
225/225 [==============================] - 0s 811us/step - loss: 0.4107 - accuracy: 0.8333
Epoch 26/500
225/225 [==============================] - 0s 842us/step - loss: 0.4098 - accuracy: 0.8339
Epoch 27/500
225/225 [==============================] - 0s 810us/step - loss: 0.4094 - accuracy: 0.8343
Epoch 28/500
225/225 [==============================] - 0s 799us/step - loss: 0.4088 - accuracy: 0.8346
Epoch 29/500
225/225 [==============================] - 0s 844us/step - loss: 0.4081 - accuracy: 0.8351
Epoch 30/500
225/225 [==============================] - 0s 809us/step - loss: 0.4079 - accuracy: 0.8351
Epoch 31/500
225/225 [==============================] - 0s 820us/step - loss: 0.4072 - accuracy: 0.8339
Epoch 32/500
225/225 [==============================] - 0s 804us/step - loss: 0.4067 - accuracy: 0.8338
Epoch 33/500
225/225 [==============================] - 0s 816us/step - loss: 0.4063 - accuracy: 0.8356
Epoch 34/500
225/225 [==============================] - 0s 821us/step - loss: 0.4061 - accuracy: 0.8356
Epoch 35/500
225/225 [==============================] - 0s 832us/step - loss: 0.4054 - accuracy: 0.8350
Epoch 36/500
225/225 [==============================] - 0s 791us/step - loss: 0.4051 - accuracy: 0.8363
Epoch 37/500
225/225 [==============================] - 0s 825us/step - loss: 0.4046 - accuracy: 0.8371
Epoch 38/500
225/225 [==============================] - 0s 841us/step - loss: 0.4041 - accuracy: 0.8363
Epoch 39/500
225/225 [==============================] - 0s 810us/step - loss: 0.4038 - accuracy: 0.8369
Epoch 40/500
225/225 [==============================] - 0s 841us/step - loss: 0.4033 - accuracy: 0.8368
Epoch 41/500
225/225 [==============================] - 0s 811us/step - loss: 0.4031 - accuracy: 0.8354
Epoch 42/500
225/225 [==============================] - 0s 807us/step - loss: 0.4026 - accuracy: 0.8364
Epoch 43/500
225/225 [==============================] - 0s 825us/step - loss: 0.4024 - accuracy: 0.8360
Epoch 44/500
225/225 [==============================] - 0s 803us/step - loss: 0.4019 - accuracy: 0.8364
Epoch 45/500
225/225 [==============================] - 0s 852us/step - loss: 0.4017 - accuracy: 0.8371
Epoch 46/500
225/225 [==============================] - 0s 836us/step - loss: 0.4014 - accuracy: 0.8363
Epoch 47/500
225/225 [==============================] - 0s 862us/step - loss: 0.4009 - accuracy: 0.8365
Epoch 48/500
225/225 [==============================] - 0s 802us/step - loss: 0.4010 - accuracy: 0.8368
Epoch 49/500
225/225 [==============================] - 0s 871us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 50/500
225/225 [==============================] - 0s 815us/step - loss: 0.4003 - accuracy: 0.8374
Epoch 51/500
225/225 [==============================] - 0s 807us/step - loss: 0.4000 - accuracy: 0.8369
Epoch 52/500
225/225 [==============================] - 0s 824us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 53/500
225/225 [==============================] - 0s 816us/step - loss: 0.3997 - accuracy: 0.8379
Epoch 54/500
225/225 [==============================] - 0s 802us/step - loss: 0.3997 - accuracy: 0.8389
Epoch 55/500
225/225 [==============================] - 0s 797us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 56/500
225/225 [==============================] - 0s 795us/step - loss: 0.3992 - accuracy: 0.8381
Epoch 57/500
225/225 [==============================] - 0s 857us/step - loss: 0.3990 - accuracy: 0.8389
Epoch 58/500
225/225 [==============================] - 0s 811us/step - loss: 0.3987 - accuracy: 0.8378
Epoch 59/500
225/225 [==============================] - 0s 824us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 60/500
225/225 [==============================] - 0s 818us/step - loss: 0.3986 - accuracy: 0.8376
Epoch 61/500
225/225 [==============================] - 0s 814us/step - loss: 0.3984 - accuracy: 0.8378
Epoch 62/500
225/225 [==============================] - 0s 812us/step - loss: 0.3981 - accuracy: 0.8386
Epoch 63/500
225/225 [==============================] - 0s 810us/step - loss: 0.3983 - accuracy: 0.8376
Epoch 64/500
225/225 [==============================] - 0s 798us/step - loss: 0.3980 - accuracy: 0.8375
Epoch 65/500
225/225 [==============================] - 0s 817us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 66/500
225/225 [==============================] - 0s 813us/step - loss: 0.3978 - accuracy: 0.8383
Epoch 67/500
225/225 [==============================] - 0s 889us/step - loss: 0.3979 - accuracy: 0.8390
Epoch 68/500
225/225 [==============================] - 0s 795us/step - loss: 0.3977 - accuracy: 0.8382
Epoch 69/500
225/225 [==============================] - 0s 811us/step - loss: 0.3976 - accuracy: 0.8372
Epoch 70/500
225/225 [==============================] - 0s 802us/step - loss: 0.3973 - accuracy: 0.8374
Epoch 71/500
225/225 [==============================] - 0s 833us/step - loss: 0.3977 - accuracy: 0.8385
Epoch 72/500
225/225 [==============================] - 0s 898us/step - loss: 0.3976 - accuracy: 0.8392
Epoch 73/500
225/225 [==============================] - 0s 804us/step - loss: 0.3973 - accuracy: 0.8382
Epoch 74/500
225/225 [==============================] - 0s 812us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 75/500
225/225 [==============================] - 0s 806us/step - loss: 0.3972 - accuracy: 0.8389
Epoch 76/500
225/225 [==============================] - 0s 822us/step - loss: 0.3971 - accuracy: 0.8386
Epoch 77/500
225/225 [==============================] - 0s 815us/step - loss: 0.3973 - accuracy: 0.8383
Epoch 78/500
225/225 [==============================] - 0s 819us/step - loss: 0.3970 - accuracy: 0.8365
Epoch 79/500
225/225 [==============================] - 0s 796us/step - loss: 0.3972 - accuracy: 0.8397
Epoch 80/500
225/225 [==============================] - 0s 809us/step - loss: 0.3968 - accuracy: 0.8376
Epoch 81/500
225/225 [==============================] - 0s 828us/step - loss: 0.3971 - accuracy: 0.8375
Epoch 82/500
225/225 [==============================] - 0s 826us/step - loss: 0.3967 - accuracy: 0.8392
Epoch 83/500
225/225 [==============================] - 0s 812us/step - loss: 0.3969 - accuracy: 0.8386
Epoch 84/500
225/225 [==============================] - 0s 847us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 85/500
225/225 [==============================] - 0s 807us/step - loss: 0.3965 - accuracy: 0.8386
Epoch 86/500
225/225 [==============================] - 0s 810us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 87/500
225/225 [==============================] - 0s 907us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 88/500
225/225 [==============================] - 0s 847us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 89/500
225/225 [==============================] - 0s 802us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 90/500
225/225 [==============================] - 0s 807us/step - loss: 0.3965 - accuracy: 0.8379
Epoch 91/500
225/225 [==============================] - 0s 802us/step - loss: 0.3966 - accuracy: 0.8372
Epoch 92/500
225/225 [==============================] - 0s 842us/step - loss: 0.3964 - accuracy: 0.8393
Epoch 93/500
225/225 [==============================] - 0s 842us/step - loss: 0.3965 - accuracy: 0.8393
Epoch 94/500
225/225 [==============================] - 0s 816us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 95/500
225/225 [==============================] - 0s 792us/step - loss: 0.3963 - accuracy: 0.8390
Epoch 96/500
225/225 [==============================] - 0s 819us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 97/500
225/225 [==============================] - 0s 809us/step - loss: 0.3963 - accuracy: 0.8396
Epoch 98/500
225/225 [==============================] - 0s 830us/step - loss: 0.3957 - accuracy: 0.8399
Epoch 99/500
225/225 [==============================] - 0s 822us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 100/500
225/225 [==============================] - 0s 812us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 101/500
225/225 [==============================] - 0s 814us/step - loss: 0.3958 - accuracy: 0.8376
Epoch 102/500
225/225 [==============================] - 0s 824us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 103/500
225/225 [==============================] - 0s 804us/step - loss: 0.3961 - accuracy: 0.8383
Epoch 104/500
225/225 [==============================] - 0s 850us/step - loss: 0.3959 - accuracy: 0.8399
Epoch 105/500
225/225 [==============================] - 0s 840us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 106/500
225/225 [==============================] - 0s 833us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 107/500
225/225 [==============================] - 0s 807us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 108/500
225/225 [==============================] - 0s 812us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 109/500
225/225 [==============================] - 0s 837us/step - loss: 0.3960 - accuracy: 0.8399
Epoch 110/500
225/225 [==============================] - 0s 826us/step - loss: 0.3959 - accuracy: 0.8396
Epoch 111/500
225/225 [==============================] - 0s 790us/step - loss: 0.3957 - accuracy: 0.8376
Epoch 112/500
225/225 [==============================] - 0s 816us/step - loss: 0.3959 - accuracy: 0.8393
Epoch 113/500
225/225 [==============================] - 0s 830us/step - loss: 0.3957 - accuracy: 0.8382
Epoch 114/500
225/225 [==============================] - 0s 807us/step - loss: 0.3958 - accuracy: 0.8390
Epoch 115/500
225/225 [==============================] - 0s 855us/step - loss: 0.3957 - accuracy: 0.8389
Epoch 116/500
225/225 [==============================] - 0s 830us/step - loss: 0.3955 - accuracy: 0.8400
Epoch 117/500
225/225 [==============================] - 0s 817us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 118/500
225/225 [==============================] - 0s 817us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 119/500
225/225 [==============================] - 0s 810us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 120/500
225/225 [==============================] - 0s 861us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 121/500
225/225 [==============================] - 0s 818us/step - loss: 0.3954 - accuracy: 0.8392
Epoch 122/500
225/225 [==============================] - 0s 811us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 123/500
225/225 [==============================] - 0s 795us/step - loss: 0.3955 - accuracy: 0.8392
Epoch 124/500
225/225 [==============================] - 0s 818us/step - loss: 0.3954 - accuracy: 0.8400
Epoch 125/500
225/225 [==============================] - 0s 846us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 126/500
225/225 [==============================] - 0s 828us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 127/500
225/225 [==============================] - 0s 797us/step - loss: 0.3956 - accuracy: 0.8378
Epoch 128/500
225/225 [==============================] - 0s 814us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 129/500
225/225 [==============================] - 0s 817us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 130/500
225/225 [==============================] - 0s 804us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 131/500
225/225 [==============================] - 0s 851us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 132/500
225/225 [==============================] - 0s 819us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 133/500
225/225 [==============================] - 0s 822us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 134/500
225/225 [==============================] - 0s 813us/step - loss: 0.3953 - accuracy: 0.8393
Epoch 135/500
225/225 [==============================] - 0s 803us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 136/500
225/225 [==============================] - 0s 834us/step - loss: 0.3953 - accuracy: 0.8393
Epoch 137/500
225/225 [==============================] - 0s 845us/step - loss: 0.3952 - accuracy: 0.8404
Epoch 138/500
225/225 [==============================] - 0s 804us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 139/500
225/225 [==============================] - 0s 799us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 140/500
225/225 [==============================] - 0s 815us/step - loss: 0.3954 - accuracy: 0.8394
Epoch 141/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8385
Epoch 142/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8392
Epoch 143/500
225/225 [==============================] - 0s 818us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 144/500
225/225 [==============================] - 0s 833us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 145/500
225/225 [==============================] - 0s 810us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 146/500
225/225 [==============================] - 0s 925us/step - loss: 0.3951 - accuracy: 0.8396
Epoch 147/500
225/225 [==============================] - 0s 845us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 148/500
225/225 [==============================] - 0s 824us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 149/500
225/225 [==============================] - 0s 806us/step - loss: 0.3949 - accuracy: 0.8399
Epoch 150/500
225/225 [==============================] - 0s 827us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 151/500
225/225 [==============================] - 0s 835us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 152/500
225/225 [==============================] - 0s 826us/step - loss: 0.3950 - accuracy: 0.8397
Epoch 153/500
225/225 [==============================] - 0s 805us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 154/500
225/225 [==============================] - 0s 817us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 155/500
225/225 [==============================] - 0s 873us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 156/500
225/225 [==============================] - 0s 823us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 157/500
225/225 [==============================] - 0s 803us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 158/500
225/225 [==============================] - 0s 873us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 159/500
225/225 [==============================] - 0s 799us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 160/500
225/225 [==============================] - 0s 822us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 161/500
225/225 [==============================] - 0s 805us/step - loss: 0.3946 - accuracy: 0.8399
Epoch 162/500
225/225 [==============================] - 0s 835us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 163/500
225/225 [==============================] - 0s 861us/step - loss: 0.3947 - accuracy: 0.8389
Epoch 164/500
225/225 [==============================] - 0s 819us/step - loss: 0.3946 - accuracy: 0.8394
Epoch 165/500
225/225 [==============================] - 0s 814us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 166/500
225/225 [==============================] - 0s 817us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 167/500
225/225 [==============================] - 0s 853us/step - loss: 0.3946 - accuracy: 0.8400
Epoch 168/500
225/225 [==============================] - 0s 827us/step - loss: 0.3944 - accuracy: 0.8393
Epoch 169/500
225/225 [==============================] - 0s 844us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 170/500
225/225 [==============================] - 0s 824us/step - loss: 0.3942 - accuracy: 0.8393
Epoch 171/500
225/225 [==============================] - 0s 834us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 172/500
225/225 [==============================] - 0s 848us/step - loss: 0.3943 - accuracy: 0.8397
Epoch 173/500
225/225 [==============================] - 0s 965us/step - loss: 0.3940 - accuracy: 0.8390
Epoch 174/500
225/225 [==============================] - 0s 804us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 175/500
225/225 [==============================] - 0s 818us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 176/500
225/225 [==============================] - 0s 824us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 177/500
225/225 [==============================] - 0s 868us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 178/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3940 - accuracy: 0.8389
Epoch 179/500
225/225 [==============================] - 0s 803us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 180/500
225/225 [==============================] - 0s 819us/step - loss: 0.3935 - accuracy: 0.8383
Epoch 181/500
225/225 [==============================] - 0s 822us/step - loss: 0.3933 - accuracy: 0.8400
Epoch 182/500
225/225 [==============================] - 0s 804us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 183/500
225/225 [==============================] - 0s 851us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 184/500
225/225 [==============================] - 0s 833us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 185/500
225/225 [==============================] - 0s 820us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 186/500
225/225 [==============================] - 0s 817us/step - loss: 0.3932 - accuracy: 0.8383
Epoch 187/500
225/225 [==============================] - 0s 811us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 188/500
225/225 [==============================] - 0s 853us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 189/500
225/225 [==============================] - 0s 854us/step - loss: 0.3932 - accuracy: 0.8372
Epoch 190/500
225/225 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 191/500
225/225 [==============================] - 0s 809us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 192/500
225/225 [==============================] - 0s 830us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 193/500
225/225 [==============================] - 0s 857us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 194/500
225/225 [==============================] - 0s 828us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 195/500
225/225 [==============================] - 0s 809us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 196/500
225/225 [==============================] - 0s 820us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 197/500
225/225 [==============================] - 0s 827us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 198/500
225/225 [==============================] - 0s 840us/step - loss: 0.3932 - accuracy: 0.8390
Epoch 199/500
225/225 [==============================] - 0s 800us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 200/500
225/225 [==============================] - 0s 822us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 201/500
225/225 [==============================] - 0s 809us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 202/500
225/225 [==============================] - 0s 820us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 203/500
225/225 [==============================] - 0s 798us/step - loss: 0.3931 - accuracy: 0.8392
Epoch 204/500
225/225 [==============================] - 0s 877us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 205/500
225/225 [==============================] - 0s 843us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 206/500
225/225 [==============================] - 0s 805us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 207/500
225/225 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 208/500
225/225 [==============================] - 0s 957us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 209/500
225/225 [==============================] - 0s 811us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 210/500
225/225 [==============================] - 0s 828us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 211/500
225/225 [==============================] - 0s 823us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 212/500
225/225 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8389
Epoch 213/500
225/225 [==============================] - 0s 825us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 214/500
225/225 [==============================] - 0s 833us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 215/500
225/225 [==============================] - 0s 858us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 216/500
225/225 [==============================] - 0s 888us/step - loss: 0.3930 - accuracy: 0.8396
Epoch 217/500
225/225 [==============================] - 0s 843us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 218/500
225/225 [==============================] - 0s 878us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 219/500
225/225 [==============================] - 0s 830us/step - loss: 0.3930 - accuracy: 0.8390
Epoch 220/500
225/225 [==============================] - 0s 862us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 221/500
225/225 [==============================] - 0s 817us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 222/500
225/225 [==============================] - 0s 819us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 223/500
225/225 [==============================] - 0s 815us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 224/500
225/225 [==============================] - 0s 824us/step - loss: 0.3929 - accuracy: 0.8394
Epoch 225/500
225/225 [==============================] - 0s 838us/step - loss: 0.3931 - accuracy: 0.8379
Epoch 226/500
225/225 [==============================] - 0s 812us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 227/500
225/225 [==============================] - 0s 806us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 228/500
225/225 [==============================] - 0s 811us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 229/500
225/225 [==============================] - 0s 824us/step - loss: 0.3928 - accuracy: 0.8374
Epoch 230/500
225/225 [==============================] - 0s 912us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 231/500
225/225 [==============================] - 0s 799us/step - loss: 0.3929 - accuracy: 0.8381
Epoch 232/500
225/225 [==============================] - 0s 816us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 233/500
225/225 [==============================] - 0s 815us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 234/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3927 - accuracy: 0.8375
Epoch 235/500
225/225 [==============================] - 0s 858us/step - loss: 0.3930 - accuracy: 0.8381
Epoch 236/500
225/225 [==============================] - 0s 802us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 237/500
225/225 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 238/500
225/225 [==============================] - 0s 810us/step - loss: 0.3928 - accuracy: 0.8386
Epoch 239/500
225/225 [==============================] - 0s 822us/step - loss: 0.3926 - accuracy: 0.8394
Epoch 240/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8385
Epoch 241/500
225/225 [==============================] - 0s 816us/step - loss: 0.3927 - accuracy: 0.8393
Epoch 242/500
225/225 [==============================] - 0s 843us/step - loss: 0.3928 - accuracy: 0.8381
Epoch 243/500
225/225 [==============================] - 0s 810us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 244/500
225/225 [==============================] - 0s 806us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 245/500
225/225 [==============================] - 0s 823us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 246/500
225/225 [==============================] - 0s 836us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 247/500
225/225 [==============================] - 0s 824us/step - loss: 0.3926 - accuracy: 0.8390
Epoch 248/500
225/225 [==============================] - 0s 807us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 249/500
225/225 [==============================] - 0s 813us/step - loss: 0.3927 - accuracy: 0.8379
Epoch 250/500
225/225 [==============================] - 0s 827us/step - loss: 0.3925 - accuracy: 0.8371
Epoch 251/500
225/225 [==============================] - 0s 847us/step - loss: 0.3928 - accuracy: 0.8374
Epoch 252/500
225/225 [==============================] - 0s 809us/step - loss: 0.3925 - accuracy: 0.8368
Epoch 253/500
225/225 [==============================] - 0s 828us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 254/500
225/225 [==============================] - 0s 818us/step - loss: 0.3923 - accuracy: 0.8367
Epoch 255/500
225/225 [==============================] - 0s 826us/step - loss: 0.3926 - accuracy: 0.8369
Epoch 256/500
225/225 [==============================] - 0s 861us/step - loss: 0.3925 - accuracy: 0.8386
Epoch 257/500
225/225 [==============================] - 0s 807us/step - loss: 0.3928 - accuracy: 0.8375
Epoch 258/500
225/225 [==============================] - 0s 815us/step - loss: 0.3925 - accuracy: 0.8374
Epoch 259/500
225/225 [==============================] - 0s 816us/step - loss: 0.3925 - accuracy: 0.8364
Epoch 260/500
225/225 [==============================] - 0s 809us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 261/500
225/225 [==============================] - 0s 805us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 262/500
225/225 [==============================] - 0s 834us/step - loss: 0.3923 - accuracy: 0.8375
Epoch 263/500
225/225 [==============================] - 0s 834us/step - loss: 0.3925 - accuracy: 0.8382
Epoch 264/500
225/225 [==============================] - 0s 814us/step - loss: 0.3922 - accuracy: 0.8363
Epoch 265/500
225/225 [==============================] - 0s 802us/step - loss: 0.3921 - accuracy: 0.8386
Epoch 266/500
225/225 [==============================] - 0s 813us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 267/500
225/225 [==============================] - 0s 853us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 268/500
225/225 [==============================] - 0s 807us/step - loss: 0.3923 - accuracy: 0.8365
Epoch 269/500
225/225 [==============================] - 0s 807us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 270/500
225/225 [==============================] - 0s 808us/step - loss: 0.3920 - accuracy: 0.8386
Epoch 271/500
225/225 [==============================] - 0s 804us/step - loss: 0.3920 - accuracy: 0.8386
Epoch 272/500
225/225 [==============================] - 0s 852us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 273/500
225/225 [==============================] - 0s 811us/step - loss: 0.3918 - accuracy: 0.8389
Epoch 274/500
225/225 [==============================] - 0s 805us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 275/500
225/225 [==============================] - 0s 810us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 276/500
225/225 [==============================] - 0s 803us/step - loss: 0.3918 - accuracy: 0.8368
Epoch 277/500
225/225 [==============================] - 0s 800us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 278/500
225/225 [==============================] - 0s 830us/step - loss: 0.3916 - accuracy: 0.8371
Epoch 279/500
225/225 [==============================] - 0s 807us/step - loss: 0.3917 - accuracy: 0.8385
Epoch 280/500
225/225 [==============================] - 0s 812us/step - loss: 0.3916 - accuracy: 0.8371
Epoch 281/500
225/225 [==============================] - 0s 797us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 282/500
225/225 [==============================] - 0s 805us/step - loss: 0.3913 - accuracy: 0.8383
Epoch 283/500
225/225 [==============================] - 0s 847us/step - loss: 0.3915 - accuracy: 0.8369
Epoch 284/500
225/225 [==============================] - 0s 797us/step - loss: 0.3910 - accuracy: 0.8393
Epoch 285/500
225/225 [==============================] - 0s 807us/step - loss: 0.3913 - accuracy: 0.8372
Epoch 286/500
225/225 [==============================] - 0s 816us/step - loss: 0.3913 - accuracy: 0.8381
Epoch 287/500
225/225 [==============================] - 0s 810us/step - loss: 0.3914 - accuracy: 0.8385
Epoch 288/500
225/225 [==============================] - 0s 816us/step - loss: 0.3911 - accuracy: 0.8372
Epoch 289/500
225/225 [==============================] - 0s 850us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 290/500
225/225 [==============================] - 0s 806us/step - loss: 0.3909 - accuracy: 0.8374
Epoch 291/500
225/225 [==============================] - 0s 812us/step - loss: 0.3908 - accuracy: 0.8383
Epoch 292/500
225/225 [==============================] - 0s 862us/step - loss: 0.3911 - accuracy: 0.8385
Epoch 293/500
225/225 [==============================] - 0s 803us/step - loss: 0.3911 - accuracy: 0.8368
Epoch 294/500
225/225 [==============================] - 0s 813us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 295/500
225/225 [==============================] - 0s 807us/step - loss: 0.3910 - accuracy: 0.8371
Epoch 296/500
225/225 [==============================] - 0s 811us/step - loss: 0.3911 - accuracy: 0.8375
Epoch 297/500
225/225 [==============================] - 0s 804us/step - loss: 0.3908 - accuracy: 0.8378
Epoch 298/500
225/225 [==============================] - 0s 802us/step - loss: 0.3908 - accuracy: 0.8381
Epoch 299/500
225/225 [==============================] - 0s 811us/step - loss: 0.3908 - accuracy: 0.8382
Epoch 300/500
225/225 [==============================] - 0s 857us/step - loss: 0.3905 - accuracy: 0.8375
Epoch 301/500
225/225 [==============================] - 0s 814us/step - loss: 0.3908 - accuracy: 0.8381
Epoch 302/500
225/225 [==============================] - 0s 812us/step - loss: 0.3908 - accuracy: 0.8382
Epoch 303/500
225/225 [==============================] - 0s 801us/step - loss: 0.3905 - accuracy: 0.8381
Epoch 304/500
225/225 [==============================] - 0s 850us/step - loss: 0.3905 - accuracy: 0.8371
Epoch 305/500
225/225 [==============================] - 0s 808us/step - loss: 0.3905 - accuracy: 0.8388
Epoch 306/500
225/225 [==============================] - 0s 869us/step - loss: 0.3906 - accuracy: 0.8375
Epoch 307/500
225/225 [==============================] - 0s 892us/step - loss: 0.3906 - accuracy: 0.8381
Epoch 308/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3906 - accuracy: 0.8371
Epoch 309/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3903 - accuracy: 0.8385
Epoch 310/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8369
Epoch 311/500
225/225 [==============================] - 0s 940us/step - loss: 0.3906 - accuracy: 0.8386
Epoch 312/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8372
Epoch 313/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3902 - accuracy: 0.8393
Epoch 314/500
225/225 [==============================] - 0s 944us/step - loss: 0.3901 - accuracy: 0.8383
Epoch 315/500
225/225 [==============================] - 0s 891us/step - loss: 0.3901 - accuracy: 0.8378
Epoch 316/500
225/225 [==============================] - 0s 994us/step - loss: 0.3903 - accuracy: 0.8385
Epoch 317/500
225/225 [==============================] - 0s 942us/step - loss: 0.3903 - accuracy: 0.8385
Epoch 318/500
225/225 [==============================] - 0s 970us/step - loss: 0.3899 - accuracy: 0.8376
Epoch 319/500
225/225 [==============================] - 0s 934us/step - loss: 0.3902 - accuracy: 0.8368
Epoch 320/500
225/225 [==============================] - 0s 979us/step - loss: 0.3898 - accuracy: 0.8381
Epoch 321/500
225/225 [==============================] - 0s 843us/step - loss: 0.3901 - accuracy: 0.8386
Epoch 322/500
225/225 [==============================] - 0s 916us/step - loss: 0.3902 - accuracy: 0.8376
Epoch 323/500
225/225 [==============================] - 0s 888us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 324/500
225/225 [==============================] - 0s 909us/step - loss: 0.3901 - accuracy: 0.8383
Epoch 325/500
225/225 [==============================] - 0s 883us/step - loss: 0.3899 - accuracy: 0.8385
Epoch 326/500
225/225 [==============================] - 0s 824us/step - loss: 0.3900 - accuracy: 0.8376
Epoch 327/500
225/225 [==============================] - 0s 819us/step - loss: 0.3898 - accuracy: 0.8382
Epoch 328/500
225/225 [==============================] - 0s 831us/step - loss: 0.3900 - accuracy: 0.8396
Epoch 329/500
225/225 [==============================] - 0s 825us/step - loss: 0.3898 - accuracy: 0.8382
Epoch 330/500
225/225 [==============================] - 0s 812us/step - loss: 0.3896 - accuracy: 0.8383
Epoch 331/500
225/225 [==============================] - 0s 818us/step - loss: 0.3898 - accuracy: 0.8376
Epoch 332/500
225/225 [==============================] - 0s 836us/step - loss: 0.3900 - accuracy: 0.8386
Epoch 333/500
225/225 [==============================] - 0s 949us/step - loss: 0.3899 - accuracy: 0.8382
Epoch 334/500
225/225 [==============================] - 0s 825us/step - loss: 0.3898 - accuracy: 0.8392
Epoch 335/500
225/225 [==============================] - 0s 838us/step - loss: 0.3898 - accuracy: 0.8381
Epoch 336/500
225/225 [==============================] - 0s 940us/step - loss: 0.3898 - accuracy: 0.8379
Epoch 337/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3899 - accuracy: 0.8386
Epoch 338/500
225/225 [==============================] - 0s 919us/step - loss: 0.3898 - accuracy: 0.8378
Epoch 339/500
225/225 [==============================] - 0s 923us/step - loss: 0.3899 - accuracy: 0.8383
Epoch 340/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3897 - accuracy: 0.8390
Epoch 341/500
225/225 [==============================] - 0s 883us/step - loss: 0.3898 - accuracy: 0.8392
Epoch 342/500
225/225 [==============================] - 0s 846us/step - loss: 0.3897 - accuracy: 0.8397
Epoch 343/500
225/225 [==============================] - 0s 821us/step - loss: 0.3897 - accuracy: 0.8379
Epoch 344/500
225/225 [==============================] - 0s 820us/step - loss: 0.3897 - accuracy: 0.8394
Epoch 345/500
225/225 [==============================] - 0s 818us/step - loss: 0.3896 - accuracy: 0.8385
Epoch 346/500
225/225 [==============================] - 0s 794us/step - loss: 0.3897 - accuracy: 0.8388
Epoch 347/500
225/225 [==============================] - 0s 833us/step - loss: 0.3896 - accuracy: 0.8390
Epoch 348/500
225/225 [==============================] - 0s 842us/step - loss: 0.3897 - accuracy: 0.8385
Epoch 349/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8389
Epoch 350/500
225/225 [==============================] - 0s 993us/step - loss: 0.3897 - accuracy: 0.8390
Epoch 351/500
225/225 [==============================] - 0s 822us/step - loss: 0.3894 - accuracy: 0.8397
Epoch 352/500
225/225 [==============================] - 0s 817us/step - loss: 0.3897 - accuracy: 0.8392
Epoch 353/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3893 - accuracy: 0.8401
Epoch 354/500
225/225 [==============================] - 0s 811us/step - loss: 0.3894 - accuracy: 0.8381
Epoch 355/500
225/225 [==============================] - 0s 826us/step - loss: 0.3890 - accuracy: 0.8389
Epoch 356/500
225/225 [==============================] - 0s 841us/step - loss: 0.3892 - accuracy: 0.8386
Epoch 357/500
225/225 [==============================] - 0s 825us/step - loss: 0.3895 - accuracy: 0.8393
Epoch 358/500
225/225 [==============================] - 0s 806us/step - loss: 0.3892 - accuracy: 0.8376
Epoch 359/500
225/225 [==============================] - 0s 865us/step - loss: 0.3893 - accuracy: 0.8399
Epoch 360/500
225/225 [==============================] - 0s 824us/step - loss: 0.3893 - accuracy: 0.8392
Epoch 361/500
225/225 [==============================] - 0s 882us/step - loss: 0.3891 - accuracy: 0.8397
Epoch 362/500
225/225 [==============================] - 0s 942us/step - loss: 0.3892 - accuracy: 0.8386
Epoch 363/500
225/225 [==============================] - 0s 888us/step - loss: 0.3894 - accuracy: 0.8389
Epoch 364/500
225/225 [==============================] - 0s 885us/step - loss: 0.3893 - accuracy: 0.8390
Epoch 365/500
225/225 [==============================] - 0s 880us/step - loss: 0.3892 - accuracy: 0.8388
Epoch 366/500
225/225 [==============================] - 0s 853us/step - loss: 0.3893 - accuracy: 0.8397
Epoch 367/500
225/225 [==============================] - 0s 855us/step - loss: 0.3893 - accuracy: 0.8401
Epoch 368/500
225/225 [==============================] - 0s 798us/step - loss: 0.3891 - accuracy: 0.8392
Epoch 369/500
225/225 [==============================] - 0s 823us/step - loss: 0.3891 - accuracy: 0.8400
Epoch 370/500
225/225 [==============================] - 0s 806us/step - loss: 0.3883 - accuracy: 0.8386
Epoch 371/500
225/225 [==============================] - 0s 815us/step - loss: 0.3888 - accuracy: 0.8393
Epoch 372/500
225/225 [==============================] - 0s 826us/step - loss: 0.3890 - accuracy: 0.8388
Epoch 373/500
225/225 [==============================] - 0s 818us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 374/500
225/225 [==============================] - 0s 818us/step - loss: 0.3891 - accuracy: 0.8386
Epoch 375/500
225/225 [==============================] - 0s 809us/step - loss: 0.3890 - accuracy: 0.8397
Epoch 376/500
225/225 [==============================] - 0s 820us/step - loss: 0.3889 - accuracy: 0.8394
Epoch 377/500
225/225 [==============================] - 0s 840us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 378/500
225/225 [==============================] - 0s 815us/step - loss: 0.3888 - accuracy: 0.8394
Epoch 379/500
225/225 [==============================] - 0s 805us/step - loss: 0.3890 - accuracy: 0.8383
Epoch 380/500
225/225 [==============================] - 0s 818us/step - loss: 0.3884 - accuracy: 0.8403
Epoch 381/500
225/225 [==============================] - 0s 835us/step - loss: 0.3890 - accuracy: 0.8399
Epoch 382/500
225/225 [==============================] - 0s 847us/step - loss: 0.3888 - accuracy: 0.8404
Epoch 383/500
225/225 [==============================] - 0s 804us/step - loss: 0.3887 - accuracy: 0.8379
Epoch 384/500
225/225 [==============================] - 0s 812us/step - loss: 0.3889 - accuracy: 0.8396
Epoch 385/500
225/225 [==============================] - 0s 810us/step - loss: 0.3888 - accuracy: 0.8385
Epoch 386/500
225/225 [==============================] - 0s 835us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 387/500
225/225 [==============================] - 0s 872us/step - loss: 0.3886 - accuracy: 0.8392
Epoch 388/500
225/225 [==============================] - 0s 798us/step - loss: 0.3888 - accuracy: 0.8392
Epoch 389/500
225/225 [==============================] - 0s 820us/step - loss: 0.3884 - accuracy: 0.8388
Epoch 390/500
225/225 [==============================] - 0s 814us/step - loss: 0.3889 - accuracy: 0.8393
Epoch 391/500
225/225 [==============================] - 0s 817us/step - loss: 0.3885 - accuracy: 0.8368
Epoch 392/500
225/225 [==============================] - 0s 832us/step - loss: 0.3888 - accuracy: 0.8396
Epoch 393/500
225/225 [==============================] - 0s 817us/step - loss: 0.3888 - accuracy: 0.8401
Epoch 394/500
225/225 [==============================] - 0s 844us/step - loss: 0.3885 - accuracy: 0.8385
Epoch 395/500
225/225 [==============================] - 0s 792us/step - loss: 0.3885 - accuracy: 0.8382
Epoch 396/500
225/225 [==============================] - 0s 809us/step - loss: 0.3886 - accuracy: 0.8393
Epoch 397/500
225/225 [==============================] - 0s 814us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 398/500
225/225 [==============================] - 0s 830us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 399/500
225/225 [==============================] - 0s 806us/step - loss: 0.3888 - accuracy: 0.8393
Epoch 400/500
225/225 [==============================] - 0s 813us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 401/500
225/225 [==============================] - 0s 813us/step - loss: 0.3884 - accuracy: 0.8383
Epoch 402/500
225/225 [==============================] - 0s 824us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 403/500
225/225 [==============================] - 0s 831us/step - loss: 0.3886 - accuracy: 0.8389
Epoch 404/500
225/225 [==============================] - 0s 810us/step - loss: 0.3885 - accuracy: 0.8390
Epoch 405/500
225/225 [==============================] - 0s 820us/step - loss: 0.3887 - accuracy: 0.8386
Epoch 406/500
225/225 [==============================] - 0s 813us/step - loss: 0.3886 - accuracy: 0.8374
Epoch 407/500
225/225 [==============================] - 0s 805us/step - loss: 0.3886 - accuracy: 0.8382
Epoch 408/500
225/225 [==============================] - 0s 860us/step - loss: 0.3885 - accuracy: 0.8393
Epoch 409/500
225/225 [==============================] - 0s 816us/step - loss: 0.3883 - accuracy: 0.8390
Epoch 410/500
225/225 [==============================] - 0s 826us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 411/500
225/225 [==============================] - 0s 799us/step - loss: 0.3883 - accuracy: 0.8403
Epoch 412/500
225/225 [==============================] - 0s 817us/step - loss: 0.3884 - accuracy: 0.8390
Epoch 413/500
225/225 [==============================] - 0s 823us/step - loss: 0.3885 - accuracy: 0.8385
Epoch 414/500
225/225 [==============================] - 0s 907us/step - loss: 0.3884 - accuracy: 0.8388
Epoch 415/500
225/225 [==============================] - 0s 839us/step - loss: 0.3883 - accuracy: 0.8385
Epoch 416/500
225/225 [==============================] - 0s 798us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 417/500
225/225 [==============================] - 0s 814us/step - loss: 0.3881 - accuracy: 0.8396
Epoch 418/500
225/225 [==============================] - 0s 820us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 419/500
225/225 [==============================] - 0s 811us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 420/500
225/225 [==============================] - 0s 815us/step - loss: 0.3885 - accuracy: 0.8389
Epoch 421/500
225/225 [==============================] - 0s 841us/step - loss: 0.3884 - accuracy: 0.8399
Epoch 422/500
225/225 [==============================] - 0s 814us/step - loss: 0.3884 - accuracy: 0.8390
Epoch 423/500
225/225 [==============================] - 0s 810us/step - loss: 0.3886 - accuracy: 0.8400
Epoch 424/500
225/225 [==============================] - 0s 811us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 425/500
225/225 [==============================] - 0s 814us/step - loss: 0.3883 - accuracy: 0.8393
Epoch 426/500
225/225 [==============================] - 0s 831us/step - loss: 0.3883 - accuracy: 0.8396
Epoch 427/500
225/225 [==============================] - 0s 800us/step - loss: 0.3885 - accuracy: 0.8388
Epoch 428/500
225/225 [==============================] - 0s 932us/step - loss: 0.3880 - accuracy: 0.8401
Epoch 429/500
225/225 [==============================] - 0s 826us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 430/500
225/225 [==============================] - 0s 865us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 431/500
225/225 [==============================] - 0s 810us/step - loss: 0.3880 - accuracy: 0.8397
Epoch 432/500
225/225 [==============================] - 0s 824us/step - loss: 0.3885 - accuracy: 0.8394
Epoch 433/500
225/225 [==============================] - 0s 817us/step - loss: 0.3884 - accuracy: 0.8389
Epoch 434/500
225/225 [==============================] - 0s 828us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 435/500
225/225 [==============================] - 0s 844us/step - loss: 0.3884 - accuracy: 0.8396
Epoch 436/500
225/225 [==============================] - 0s 809us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 437/500
225/225 [==============================] - 0s 824us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 438/500
225/225 [==============================] - 0s 815us/step - loss: 0.3882 - accuracy: 0.8408
Epoch 439/500
225/225 [==============================] - 0s 804us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 440/500
225/225 [==============================] - 0s 817us/step - loss: 0.3884 - accuracy: 0.8403
Epoch 441/500
225/225 [==============================] - 0s 848us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 442/500
225/225 [==============================] - 0s 825us/step - loss: 0.3883 - accuracy: 0.8386
Epoch 443/500
225/225 [==============================] - 0s 796us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 444/500
225/225 [==============================] - 0s 817us/step - loss: 0.3883 - accuracy: 0.8386
Epoch 445/500
225/225 [==============================] - 0s 814us/step - loss: 0.3885 - accuracy: 0.8397
Epoch 446/500
225/225 [==============================] - 0s 860us/step - loss: 0.3884 - accuracy: 0.8389
Epoch 447/500
225/225 [==============================] - 0s 836us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 448/500
225/225 [==============================] - 0s 815us/step - loss: 0.3881 - accuracy: 0.8392
Epoch 449/500
225/225 [==============================] - 0s 820us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 450/500
225/225 [==============================] - 0s 823us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 451/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8406
Epoch 452/500
225/225 [==============================] - 0s 824us/step - loss: 0.3885 - accuracy: 0.8382
Epoch 453/500
225/225 [==============================] - 0s 816us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 454/500
225/225 [==============================] - 0s 811us/step - loss: 0.3882 - accuracy: 0.8390
Epoch 455/500
225/225 [==============================] - 0s 834us/step - loss: 0.3882 - accuracy: 0.8400
Epoch 456/500
225/225 [==============================] - 0s 836us/step - loss: 0.3885 - accuracy: 0.8375
Epoch 457/500
225/225 [==============================] - 0s 818us/step - loss: 0.3883 - accuracy: 0.8379
Epoch 458/500
225/225 [==============================] - 0s 824us/step - loss: 0.3883 - accuracy: 0.8389
Epoch 459/500
225/225 [==============================] - 0s 814us/step - loss: 0.3882 - accuracy: 0.8394
Epoch 460/500
225/225 [==============================] - 0s 940us/step - loss: 0.3885 - accuracy: 0.8393
Epoch 461/500
225/225 [==============================] - 0s 827us/step - loss: 0.3882 - accuracy: 0.8393
Epoch 462/500
225/225 [==============================] - 0s 827us/step - loss: 0.3878 - accuracy: 0.8397
Epoch 463/500
225/225 [==============================] - 0s 832us/step - loss: 0.3881 - accuracy: 0.8389
Epoch 464/500
225/225 [==============================] - 0s 802us/step - loss: 0.3883 - accuracy: 0.8396
Epoch 465/500
225/225 [==============================] - 0s 818us/step - loss: 0.3882 - accuracy: 0.8399
Epoch 466/500
225/225 [==============================] - 0s 823us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 467/500
225/225 [==============================] - 0s 838us/step - loss: 0.3883 - accuracy: 0.8406
Epoch 468/500
225/225 [==============================] - 0s 838us/step - loss: 0.3878 - accuracy: 0.8403
Epoch 469/500
225/225 [==============================] - 0s 815us/step - loss: 0.3882 - accuracy: 0.8403
Epoch 470/500
225/225 [==============================] - 0s 817us/step - loss: 0.3882 - accuracy: 0.8403
Epoch 471/500
225/225 [==============================] - 0s 826us/step - loss: 0.3882 - accuracy: 0.8393
Epoch 472/500
225/225 [==============================] - 0s 853us/step - loss: 0.3883 - accuracy: 0.8393
Epoch 473/500
225/225 [==============================] - 0s 804us/step - loss: 0.3882 - accuracy: 0.8399
Epoch 474/500
225/225 [==============================] - 0s 836us/step - loss: 0.3884 - accuracy: 0.8408
Epoch 475/500
225/225 [==============================] - 0s 821us/step - loss: 0.3882 - accuracy: 0.8407
Epoch 476/500
225/225 [==============================] - 0s 823us/step - loss: 0.3882 - accuracy: 0.8394
Epoch 477/500
225/225 [==============================] - 0s 850us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 478/500
225/225 [==============================] - 0s 821us/step - loss: 0.3881 - accuracy: 0.8396
Epoch 479/500
225/225 [==============================] - 0s 862us/step - loss: 0.3881 - accuracy: 0.8390
Epoch 480/500
225/225 [==============================] - 0s 832us/step - loss: 0.3881 - accuracy: 0.8400
Epoch 481/500
225/225 [==============================] - 0s 804us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 482/500
225/225 [==============================] - 0s 827us/step - loss: 0.3884 - accuracy: 0.8390
Epoch 483/500
225/225 [==============================] - 0s 870us/step - loss: 0.3879 - accuracy: 0.8399
Epoch 484/500
225/225 [==============================] - 0s 838us/step - loss: 0.3884 - accuracy: 0.8393
Epoch 485/500
225/225 [==============================] - 0s 805us/step - loss: 0.3883 - accuracy: 0.8393
Epoch 486/500
225/225 [==============================] - 0s 820us/step - loss: 0.3883 - accuracy: 0.8407
Epoch 487/500
225/225 [==============================] - 0s 833us/step - loss: 0.3879 - accuracy: 0.8397
Epoch 488/500
225/225 [==============================] - 0s 857us/step - loss: 0.3883 - accuracy: 0.8400
Epoch 489/500
225/225 [==============================] - 0s 805us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 490/500
225/225 [==============================] - 0s 832us/step - loss: 0.3880 - accuracy: 0.8407
Epoch 491/500
225/225 [==============================] - 0s 818us/step - loss: 0.3881 - accuracy: 0.8390
Epoch 492/500
225/225 [==============================] - 0s 819us/step - loss: 0.3884 - accuracy: 0.8403
Epoch 493/500
225/225 [==============================] - 0s 821us/step - loss: 0.3882 - accuracy: 0.8406
Epoch 494/500
225/225 [==============================] - 0s 824us/step - loss: 0.3882 - accuracy: 0.8396
Epoch 495/500
225/225 [==============================] - 0s 831us/step - loss: 0.3882 - accuracy: 0.8400
Epoch 496/500
225/225 [==============================] - 0s 831us/step - loss: 0.3880 - accuracy: 0.8396
Epoch 497/500
225/225 [==============================] - 0s 808us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 498/500
225/225 [==============================] - 0s 846us/step - loss: 0.3882 - accuracy: 0.8389
Epoch 499/500
225/225 [==============================] - 0s 819us/step - loss: 0.3882 - accuracy: 0.8403
Epoch 500/500
225/225 [==============================] - 0s 849us/step - loss: 0.3881 - accuracy: 0.8399
Epoch 1/500
225/225 [==============================] - 0s 884us/step - loss: 0.6387 - accuracy: 0.7914
Epoch 2/500
225/225 [==============================] - 0s 861us/step - loss: 0.4939 - accuracy: 0.7940
Epoch 3/500
225/225 [==============================] - 0s 853us/step - loss: 0.4432 - accuracy: 0.7940
Epoch 4/500
225/225 [==============================] - 0s 842us/step - loss: 0.4359 - accuracy: 0.7940
Epoch 5/500
225/225 [==============================] - 0s 840us/step - loss: 0.4334 - accuracy: 0.7940
Epoch 6/500
225/225 [==============================] - 0s 910us/step - loss: 0.4317 - accuracy: 0.7940
Epoch 7/500
225/225 [==============================] - 0s 840us/step - loss: 0.4304 - accuracy: 0.7940
Epoch 8/500
225/225 [==============================] - 0s 856us/step - loss: 0.4291 - accuracy: 0.7940
Epoch 9/500
225/225 [==============================] - 0s 840us/step - loss: 0.4278 - accuracy: 0.7940
Epoch 10/500
225/225 [==============================] - 0s 840us/step - loss: 0.4266 - accuracy: 0.7940
Epoch 11/500
225/225 [==============================] - 0s 875us/step - loss: 0.4255 - accuracy: 0.7940
Epoch 12/500
225/225 [==============================] - 0s 871us/step - loss: 0.4245 - accuracy: 0.8057
Epoch 13/500
225/225 [==============================] - 0s 861us/step - loss: 0.4236 - accuracy: 0.8213
Epoch 14/500
225/225 [==============================] - 0s 842us/step - loss: 0.4224 - accuracy: 0.8228
Epoch 15/500
225/225 [==============================] - 0s 878us/step - loss: 0.4219 - accuracy: 0.8257
Epoch 16/500
225/225 [==============================] - 0s 851us/step - loss: 0.4211 - accuracy: 0.8258
Epoch 17/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4202 - accuracy: 0.8271
Epoch 18/500
225/225 [==============================] - 0s 819us/step - loss: 0.4194 - accuracy: 0.8264
Epoch 19/500
225/225 [==============================] - 0s 794us/step - loss: 0.4187 - accuracy: 0.8264
Epoch 20/500
225/225 [==============================] - 0s 797us/step - loss: 0.4175 - accuracy: 0.8281
Epoch 21/500
225/225 [==============================] - 0s 811us/step - loss: 0.4171 - accuracy: 0.8289
Epoch 22/500
225/225 [==============================] - 0s 938us/step - loss: 0.4165 - accuracy: 0.8286
Epoch 23/500
225/225 [==============================] - 0s 818us/step - loss: 0.4159 - accuracy: 0.8296
Epoch 24/500
225/225 [==============================] - 0s 811us/step - loss: 0.4152 - accuracy: 0.8297
Epoch 25/500
225/225 [==============================] - 0s 808us/step - loss: 0.4145 - accuracy: 0.8294
Epoch 26/500
225/225 [==============================] - 0s 821us/step - loss: 0.4139 - accuracy: 0.8308
Epoch 27/500
225/225 [==============================] - 0s 802us/step - loss: 0.4133 - accuracy: 0.8301
Epoch 28/500
225/225 [==============================] - 0s 789us/step - loss: 0.4125 - accuracy: 0.8304
Epoch 29/500
225/225 [==============================] - 0s 818us/step - loss: 0.4119 - accuracy: 0.8311
Epoch 30/500
225/225 [==============================] - 0s 810us/step - loss: 0.4113 - accuracy: 0.8306
Epoch 31/500
225/225 [==============================] - 0s 807us/step - loss: 0.4106 - accuracy: 0.8308
Epoch 32/500
225/225 [==============================] - 0s 811us/step - loss: 0.4099 - accuracy: 0.8304
Epoch 33/500
225/225 [==============================] - 0s 804us/step - loss: 0.4092 - accuracy: 0.8313
Epoch 34/500
225/225 [==============================] - 0s 819us/step - loss: 0.4085 - accuracy: 0.8325
Epoch 35/500
225/225 [==============================] - 0s 798us/step - loss: 0.4079 - accuracy: 0.8318
Epoch 36/500
225/225 [==============================] - 0s 787us/step - loss: 0.4074 - accuracy: 0.8325
Epoch 37/500
225/225 [==============================] - 0s 839us/step - loss: 0.4066 - accuracy: 0.8317
Epoch 38/500
225/225 [==============================] - 0s 812us/step - loss: 0.4061 - accuracy: 0.8310
Epoch 39/500
225/225 [==============================] - 0s 793us/step - loss: 0.4061 - accuracy: 0.8313
Epoch 40/500
225/225 [==============================] - 0s 820us/step - loss: 0.4056 - accuracy: 0.8310
Epoch 41/500
225/225 [==============================] - 0s 812us/step - loss: 0.4051 - accuracy: 0.8317
Epoch 42/500
225/225 [==============================] - 0s 811us/step - loss: 0.4047 - accuracy: 0.8311
Epoch 43/500
225/225 [==============================] - 0s 817us/step - loss: 0.4042 - accuracy: 0.8315
Epoch 44/500
225/225 [==============================] - 0s 811us/step - loss: 0.4036 - accuracy: 0.8329
Epoch 45/500
225/225 [==============================] - 0s 803us/step - loss: 0.4033 - accuracy: 0.8322
Epoch 46/500
225/225 [==============================] - 0s 804us/step - loss: 0.4034 - accuracy: 0.8317
Epoch 47/500
225/225 [==============================] - 0s 791us/step - loss: 0.4028 - accuracy: 0.8325
Epoch 48/500
225/225 [==============================] - 0s 830us/step - loss: 0.4027 - accuracy: 0.8332
Epoch 49/500
225/225 [==============================] - 0s 814us/step - loss: 0.4024 - accuracy: 0.8322
Epoch 50/500
225/225 [==============================] - 0s 867us/step - loss: 0.4019 - accuracy: 0.8335
Epoch 51/500
225/225 [==============================] - 0s 797us/step - loss: 0.4015 - accuracy: 0.8328
Epoch 52/500
225/225 [==============================] - 0s 795us/step - loss: 0.4014 - accuracy: 0.8339
Epoch 53/500
225/225 [==============================] - 0s 797us/step - loss: 0.4013 - accuracy: 0.8339
Epoch 54/500
225/225 [==============================] - 0s 832us/step - loss: 0.4010 - accuracy: 0.8319
Epoch 55/500
225/225 [==============================] - 0s 801us/step - loss: 0.4005 - accuracy: 0.8339
Epoch 56/500
225/225 [==============================] - 0s 810us/step - loss: 0.4005 - accuracy: 0.8332
Epoch 57/500
225/225 [==============================] - 0s 808us/step - loss: 0.4003 - accuracy: 0.8333
Epoch 58/500
225/225 [==============================] - 0s 789us/step - loss: 0.4000 - accuracy: 0.8333
Epoch 59/500
225/225 [==============================] - 0s 848us/step - loss: 0.4000 - accuracy: 0.8322
Epoch 60/500
225/225 [==============================] - 0s 798us/step - loss: 0.3998 - accuracy: 0.8322
Epoch 61/500
225/225 [==============================] - 0s 803us/step - loss: 0.3997 - accuracy: 0.8322
Epoch 62/500
225/225 [==============================] - 0s 790us/step - loss: 0.3991 - accuracy: 0.8329
Epoch 63/500
225/225 [==============================] - 0s 800us/step - loss: 0.3991 - accuracy: 0.8326
Epoch 64/500
225/225 [==============================] - 0s 798us/step - loss: 0.3990 - accuracy: 0.8326
Epoch 65/500
225/225 [==============================] - 0s 859us/step - loss: 0.3987 - accuracy: 0.8331
Epoch 66/500
225/225 [==============================] - 0s 790us/step - loss: 0.3990 - accuracy: 0.8328
Epoch 67/500
225/225 [==============================] - 0s 810us/step - loss: 0.3984 - accuracy: 0.8346
Epoch 68/500
225/225 [==============================] - 0s 796us/step - loss: 0.3980 - accuracy: 0.8313
Epoch 69/500
225/225 [==============================] - 0s 791us/step - loss: 0.3986 - accuracy: 0.8328
Epoch 70/500
225/225 [==============================] - 0s 845us/step - loss: 0.3981 - accuracy: 0.8324
Epoch 71/500
225/225 [==============================] - 0s 826us/step - loss: 0.3976 - accuracy: 0.8328
Epoch 72/500
225/225 [==============================] - 0s 809us/step - loss: 0.3981 - accuracy: 0.8329
Epoch 73/500
225/225 [==============================] - 0s 790us/step - loss: 0.3977 - accuracy: 0.8339
Epoch 74/500
225/225 [==============================] - 0s 804us/step - loss: 0.3977 - accuracy: 0.8340
Epoch 75/500
225/225 [==============================] - 0s 833us/step - loss: 0.3975 - accuracy: 0.8332
Epoch 76/500
225/225 [==============================] - 0s 806us/step - loss: 0.3976 - accuracy: 0.8328
Epoch 77/500
225/225 [==============================] - 0s 794us/step - loss: 0.3973 - accuracy: 0.8326
Epoch 78/500
225/225 [==============================] - 0s 809us/step - loss: 0.3968 - accuracy: 0.8335
Epoch 79/500
225/225 [==============================] - 0s 807us/step - loss: 0.3970 - accuracy: 0.8336
Epoch 80/500
225/225 [==============================] - 0s 803us/step - loss: 0.3965 - accuracy: 0.8314
Epoch 81/500
225/225 [==============================] - 0s 811us/step - loss: 0.3970 - accuracy: 0.8322
Epoch 82/500
225/225 [==============================] - 0s 808us/step - loss: 0.3967 - accuracy: 0.8342
Epoch 83/500
225/225 [==============================] - 0s 807us/step - loss: 0.3964 - accuracy: 0.8338
Epoch 84/500
225/225 [==============================] - 0s 808us/step - loss: 0.3965 - accuracy: 0.8344
Epoch 85/500
225/225 [==============================] - 0s 795us/step - loss: 0.3965 - accuracy: 0.8324
Epoch 86/500
225/225 [==============================] - 0s 849us/step - loss: 0.3965 - accuracy: 0.8317
Epoch 87/500
225/225 [==============================] - 0s 812us/step - loss: 0.3963 - accuracy: 0.8333
Epoch 88/500
225/225 [==============================] - 0s 795us/step - loss: 0.3960 - accuracy: 0.8331
Epoch 89/500
225/225 [==============================] - 0s 807us/step - loss: 0.3963 - accuracy: 0.8332
Epoch 90/500
225/225 [==============================] - 0s 804us/step - loss: 0.3959 - accuracy: 0.8335
Epoch 91/500
225/225 [==============================] - 0s 811us/step - loss: 0.3963 - accuracy: 0.8336
Epoch 92/500
225/225 [==============================] - 0s 853us/step - loss: 0.3962 - accuracy: 0.8336
Epoch 93/500
225/225 [==============================] - 0s 810us/step - loss: 0.3959 - accuracy: 0.8326
Epoch 94/500
225/225 [==============================] - 0s 800us/step - loss: 0.3961 - accuracy: 0.8332
Epoch 95/500
225/225 [==============================] - 0s 813us/step - loss: 0.3959 - accuracy: 0.8325
Epoch 96/500
225/225 [==============================] - 0s 796us/step - loss: 0.3956 - accuracy: 0.8333
Epoch 97/500
225/225 [==============================] - 0s 852us/step - loss: 0.3950 - accuracy: 0.8331
Epoch 98/500
225/225 [==============================] - 0s 825us/step - loss: 0.3960 - accuracy: 0.8343
Epoch 99/500
225/225 [==============================] - 0s 803us/step - loss: 0.3957 - accuracy: 0.8331
Epoch 100/500
225/225 [==============================] - 0s 801us/step - loss: 0.3953 - accuracy: 0.8335
Epoch 101/500
225/225 [==============================] - 0s 807us/step - loss: 0.3955 - accuracy: 0.8335
Epoch 102/500
225/225 [==============================] - 0s 842us/step - loss: 0.3953 - accuracy: 0.8343
Epoch 103/500
225/225 [==============================] - 0s 814us/step - loss: 0.3946 - accuracy: 0.8322
Epoch 104/500
225/225 [==============================] - 0s 818us/step - loss: 0.3948 - accuracy: 0.8331
Epoch 105/500
225/225 [==============================] - 0s 808us/step - loss: 0.3946 - accuracy: 0.8333
Epoch 106/500
225/225 [==============================] - 0s 811us/step - loss: 0.3945 - accuracy: 0.8313
Epoch 107/500
225/225 [==============================] - 0s 805us/step - loss: 0.3941 - accuracy: 0.8347
Epoch 108/500
225/225 [==============================] - 0s 818us/step - loss: 0.3940 - accuracy: 0.8322
Epoch 109/500
225/225 [==============================] - 0s 846us/step - loss: 0.3936 - accuracy: 0.8333
Epoch 110/500
225/225 [==============================] - 0s 833us/step - loss: 0.3933 - accuracy: 0.8333
Epoch 111/500
225/225 [==============================] - 0s 810us/step - loss: 0.3934 - accuracy: 0.8335
Epoch 112/500
225/225 [==============================] - 0s 798us/step - loss: 0.3931 - accuracy: 0.8332
Epoch 113/500
225/225 [==============================] - 0s 838us/step - loss: 0.3928 - accuracy: 0.8325
Epoch 114/500
225/225 [==============================] - 0s 816us/step - loss: 0.3924 - accuracy: 0.8344
Epoch 115/500
225/225 [==============================] - 0s 813us/step - loss: 0.3920 - accuracy: 0.8340
Epoch 116/500
225/225 [==============================] - 0s 800us/step - loss: 0.3918 - accuracy: 0.8336
Epoch 117/500
225/225 [==============================] - 0s 814us/step - loss: 0.3915 - accuracy: 0.8360
Epoch 118/500
225/225 [==============================] - 0s 866us/step - loss: 0.3915 - accuracy: 0.8349
Epoch 119/500
225/225 [==============================] - 0s 817us/step - loss: 0.3913 - accuracy: 0.8342
Epoch 120/500
225/225 [==============================] - 0s 797us/step - loss: 0.3908 - accuracy: 0.8363
Epoch 121/500
225/225 [==============================] - 0s 813us/step - loss: 0.3905 - accuracy: 0.8342
Epoch 122/500
225/225 [==============================] - 0s 817us/step - loss: 0.3904 - accuracy: 0.8367
Epoch 123/500
225/225 [==============================] - 0s 794us/step - loss: 0.3899 - accuracy: 0.8354
Epoch 124/500
225/225 [==============================] - 0s 848us/step - loss: 0.3900 - accuracy: 0.8349
Epoch 125/500
225/225 [==============================] - 0s 834us/step - loss: 0.3895 - accuracy: 0.8361
Epoch 126/500
225/225 [==============================] - 0s 815us/step - loss: 0.3895 - accuracy: 0.8365
Epoch 127/500
225/225 [==============================] - 0s 802us/step - loss: 0.3892 - accuracy: 0.8371
Epoch 128/500
225/225 [==============================] - 0s 814us/step - loss: 0.3889 - accuracy: 0.8356
Epoch 129/500
225/225 [==============================] - 0s 844us/step - loss: 0.3882 - accuracy: 0.8358
Epoch 130/500
225/225 [==============================] - 0s 827us/step - loss: 0.3880 - accuracy: 0.8363
Epoch 131/500
225/225 [==============================] - 0s 793us/step - loss: 0.3880 - accuracy: 0.8363
Epoch 132/500
225/225 [==============================] - 0s 811us/step - loss: 0.3877 - accuracy: 0.8372
Epoch 133/500
225/225 [==============================] - 0s 820us/step - loss: 0.3870 - accuracy: 0.8361
Epoch 134/500
225/225 [==============================] - 0s 805us/step - loss: 0.3875 - accuracy: 0.8372
Epoch 135/500
225/225 [==============================] - 0s 817us/step - loss: 0.3864 - accuracy: 0.8388
Epoch 136/500
225/225 [==============================] - 0s 815us/step - loss: 0.3865 - accuracy: 0.8385
Epoch 137/500
225/225 [==============================] - 0s 831us/step - loss: 0.3860 - accuracy: 0.8376
Epoch 138/500
225/225 [==============================] - 0s 818us/step - loss: 0.3864 - accuracy: 0.8375
Epoch 139/500
225/225 [==============================] - 0s 790us/step - loss: 0.3856 - accuracy: 0.8367
Epoch 140/500
225/225 [==============================] - 0s 843us/step - loss: 0.3857 - accuracy: 0.8372
Epoch 141/500
225/225 [==============================] - 0s 813us/step - loss: 0.3853 - accuracy: 0.8376
Epoch 142/500
225/225 [==============================] - 0s 813us/step - loss: 0.3850 - accuracy: 0.8357
Epoch 143/500
225/225 [==============================] - 0s 791us/step - loss: 0.3848 - accuracy: 0.8371
Epoch 144/500
225/225 [==============================] - 0s 821us/step - loss: 0.3845 - accuracy: 0.8371
Epoch 145/500
225/225 [==============================] - 0s 872us/step - loss: 0.3843 - accuracy: 0.8383
Epoch 146/500
225/225 [==============================] - 0s 821us/step - loss: 0.3839 - accuracy: 0.8383
Epoch 147/500
225/225 [==============================] - 0s 796us/step - loss: 0.3836 - accuracy: 0.8399
Epoch 148/500
225/225 [==============================] - 0s 811us/step - loss: 0.3836 - accuracy: 0.8386
Epoch 149/500
225/225 [==============================] - 0s 808us/step - loss: 0.3835 - accuracy: 0.8382
Epoch 150/500
225/225 [==============================] - 0s 801us/step - loss: 0.3830 - accuracy: 0.8386
Epoch 151/500
225/225 [==============================] - 0s 847us/step - loss: 0.3828 - accuracy: 0.8386
Epoch 152/500
225/225 [==============================] - 0s 823us/step - loss: 0.3825 - accuracy: 0.8408
Epoch 153/500
225/225 [==============================] - 0s 811us/step - loss: 0.3825 - accuracy: 0.8371
Epoch 154/500
225/225 [==============================] - 0s 808us/step - loss: 0.3821 - accuracy: 0.8396
Epoch 155/500
225/225 [==============================] - 0s 798us/step - loss: 0.3820 - accuracy: 0.8388
Epoch 156/500
225/225 [==============================] - 0s 843us/step - loss: 0.3817 - accuracy: 0.8396
Epoch 157/500
225/225 [==============================] - 0s 835us/step - loss: 0.3815 - accuracy: 0.8383
Epoch 158/500
225/225 [==============================] - 0s 809us/step - loss: 0.3815 - accuracy: 0.8410
Epoch 159/500
225/225 [==============================] - 0s 794us/step - loss: 0.3808 - accuracy: 0.8400
Epoch 160/500
225/225 [==============================] - 0s 811us/step - loss: 0.3808 - accuracy: 0.8408
Epoch 161/500
225/225 [==============================] - 0s 828us/step - loss: 0.3807 - accuracy: 0.8403
Epoch 162/500
225/225 [==============================] - 0s 795us/step - loss: 0.3806 - accuracy: 0.8419
Epoch 163/500
225/225 [==============================] - 0s 816us/step - loss: 0.3807 - accuracy: 0.8394
Epoch 164/500
225/225 [==============================] - 0s 807us/step - loss: 0.3802 - accuracy: 0.8425
Epoch 165/500
225/225 [==============================] - 0s 811us/step - loss: 0.3799 - accuracy: 0.8407
Epoch 166/500
225/225 [==============================] - 0s 792us/step - loss: 0.3798 - accuracy: 0.8407
Epoch 167/500
225/225 [==============================] - 0s 857us/step - loss: 0.3796 - accuracy: 0.8396
Epoch 168/500
225/225 [==============================] - 0s 806us/step - loss: 0.3796 - accuracy: 0.8401
Epoch 169/500
225/225 [==============================] - 0s 807us/step - loss: 0.3797 - accuracy: 0.8421
Epoch 170/500
225/225 [==============================] - 0s 791us/step - loss: 0.3796 - accuracy: 0.8415
Epoch 171/500
225/225 [==============================] - 0s 807us/step - loss: 0.3791 - accuracy: 0.8415
Epoch 172/500
225/225 [==============================] - 0s 844us/step - loss: 0.3794 - accuracy: 0.8418
Epoch 173/500
225/225 [==============================] - 0s 816us/step - loss: 0.3792 - accuracy: 0.8406
Epoch 174/500
225/225 [==============================] - 0s 795us/step - loss: 0.3790 - accuracy: 0.8411
Epoch 175/500
225/225 [==============================] - 0s 805us/step - loss: 0.3786 - accuracy: 0.8425
Epoch 176/500
225/225 [==============================] - 0s 837us/step - loss: 0.3789 - accuracy: 0.8428
Epoch 177/500
225/225 [==============================] - 0s 804us/step - loss: 0.3787 - accuracy: 0.8418
Epoch 178/500
225/225 [==============================] - 0s 791us/step - loss: 0.3789 - accuracy: 0.8424
Epoch 179/500
225/225 [==============================] - 0s 836us/step - loss: 0.3787 - accuracy: 0.8415
Epoch 180/500
225/225 [==============================] - 0s 802us/step - loss: 0.3786 - accuracy: 0.8425
Epoch 181/500
225/225 [==============================] - 0s 793us/step - loss: 0.3784 - accuracy: 0.8424
Epoch 182/500
225/225 [==============================] - 0s 795us/step - loss: 0.3785 - accuracy: 0.8426
Epoch 183/500
225/225 [==============================] - 0s 912us/step - loss: 0.3781 - accuracy: 0.8421
Epoch 184/500
225/225 [==============================] - 0s 847us/step - loss: 0.3776 - accuracy: 0.8438
Epoch 185/500
225/225 [==============================] - 0s 798us/step - loss: 0.3780 - accuracy: 0.8424
Epoch 186/500
225/225 [==============================] - 0s 800us/step - loss: 0.3775 - accuracy: 0.8424
Epoch 187/500
225/225 [==============================] - 0s 811us/step - loss: 0.3782 - accuracy: 0.8414
Epoch 188/500
225/225 [==============================] - 0s 841us/step - loss: 0.3776 - accuracy: 0.8424
Epoch 189/500
225/225 [==============================] - 0s 806us/step - loss: 0.3779 - accuracy: 0.8424
Epoch 190/500
225/225 [==============================] - 0s 817us/step - loss: 0.3776 - accuracy: 0.8425
Epoch 191/500
225/225 [==============================] - 0s 808us/step - loss: 0.3777 - accuracy: 0.8432
Epoch 192/500
225/225 [==============================] - 0s 812us/step - loss: 0.3777 - accuracy: 0.8428
Epoch 193/500
225/225 [==============================] - 0s 800us/step - loss: 0.3774 - accuracy: 0.8414
Epoch 194/500
225/225 [==============================] - 0s 847us/step - loss: 0.3773 - accuracy: 0.8421
Epoch 195/500
225/225 [==============================] - 0s 817us/step - loss: 0.3774 - accuracy: 0.8433
Epoch 196/500
225/225 [==============================] - 0s 809us/step - loss: 0.3767 - accuracy: 0.8404
Epoch 197/500
225/225 [==============================] - 0s 795us/step - loss: 0.3775 - accuracy: 0.8417
Epoch 198/500
225/225 [==============================] - 0s 859us/step - loss: 0.3771 - accuracy: 0.8426
Epoch 199/500
225/225 [==============================] - 0s 807us/step - loss: 0.3773 - accuracy: 0.8419
Epoch 200/500
225/225 [==============================] - 0s 807us/step - loss: 0.3775 - accuracy: 0.8424
Epoch 201/500
225/225 [==============================] - 0s 798us/step - loss: 0.3768 - accuracy: 0.8418
Epoch 202/500
225/225 [==============================] - 0s 999us/step - loss: 0.3771 - accuracy: 0.8418
Epoch 203/500
225/225 [==============================] - 0s 832us/step - loss: 0.3773 - accuracy: 0.8406
Epoch 204/500
225/225 [==============================] - 0s 810us/step - loss: 0.3767 - accuracy: 0.8418
Epoch 205/500
225/225 [==============================] - 0s 843us/step - loss: 0.3774 - accuracy: 0.8417
Epoch 206/500
225/225 [==============================] - 0s 808us/step - loss: 0.3771 - accuracy: 0.8432
Epoch 207/500
225/225 [==============================] - 0s 824us/step - loss: 0.3771 - accuracy: 0.8422
Epoch 208/500
225/225 [==============================] - 0s 935us/step - loss: 0.3771 - accuracy: 0.8436
Epoch 209/500
225/225 [==============================] - 0s 829us/step - loss: 0.3768 - accuracy: 0.8432
Epoch 210/500
225/225 [==============================] - 0s 788us/step - loss: 0.3769 - accuracy: 0.8406
Epoch 211/500
225/225 [==============================] - 0s 833us/step - loss: 0.3771 - accuracy: 0.8433
Epoch 212/500
225/225 [==============================] - 0s 808us/step - loss: 0.3768 - accuracy: 0.8436
Epoch 213/500
225/225 [==============================] - 0s 791us/step - loss: 0.3769 - accuracy: 0.8433
Epoch 214/500
225/225 [==============================] - 0s 800us/step - loss: 0.3769 - accuracy: 0.8415
Epoch 215/500
225/225 [==============================] - 0s 928us/step - loss: 0.3769 - accuracy: 0.8417
Epoch 216/500
225/225 [==============================] - 0s 817us/step - loss: 0.3768 - accuracy: 0.8422
Epoch 217/500
225/225 [==============================] - 0s 809us/step - loss: 0.3767 - accuracy: 0.8419
Epoch 218/500
225/225 [==============================] - 0s 803us/step - loss: 0.3767 - accuracy: 0.8406
Epoch 219/500
225/225 [==============================] - 0s 863us/step - loss: 0.3772 - accuracy: 0.8421
Epoch 220/500
225/225 [==============================] - 0s 817us/step - loss: 0.3769 - accuracy: 0.8414
Epoch 221/500
225/225 [==============================] - 0s 805us/step - loss: 0.3769 - accuracy: 0.8438
Epoch 222/500
225/225 [==============================] - 0s 797us/step - loss: 0.3769 - accuracy: 0.8407
Epoch 223/500
225/225 [==============================] - 0s 809us/step - loss: 0.3768 - accuracy: 0.8410
Epoch 224/500
225/225 [==============================] - 0s 794us/step - loss: 0.3767 - accuracy: 0.8438
Epoch 225/500
225/225 [==============================] - 0s 800us/step - loss: 0.3769 - accuracy: 0.8421
Epoch 226/500
225/225 [==============================] - 0s 833us/step - loss: 0.3767 - accuracy: 0.8424
Epoch 227/500
225/225 [==============================] - 0s 815us/step - loss: 0.3765 - accuracy: 0.8438
Epoch 228/500
225/225 [==============================] - 0s 803us/step - loss: 0.3769 - accuracy: 0.8425
Epoch 229/500
225/225 [==============================] - 0s 799us/step - loss: 0.3767 - accuracy: 0.8422
Epoch 230/500
225/225 [==============================] - 0s 810us/step - loss: 0.3766 - accuracy: 0.8414
Epoch 231/500
225/225 [==============================] - 0s 840us/step - loss: 0.3766 - accuracy: 0.8428
Epoch 232/500
225/225 [==============================] - 0s 829us/step - loss: 0.3762 - accuracy: 0.8419
Epoch 233/500
225/225 [==============================] - 0s 801us/step - loss: 0.3765 - accuracy: 0.8418
Epoch 234/500
225/225 [==============================] - 0s 804us/step - loss: 0.3764 - accuracy: 0.8403
Epoch 235/500
225/225 [==============================] - 0s 808us/step - loss: 0.3769 - accuracy: 0.8415
Epoch 236/500
225/225 [==============================] - 0s 850us/step - loss: 0.3762 - accuracy: 0.8425
Epoch 237/500
225/225 [==============================] - 0s 795us/step - loss: 0.3763 - accuracy: 0.8439
Epoch 238/500
225/225 [==============================] - 0s 808us/step - loss: 0.3767 - accuracy: 0.8417
Epoch 239/500
225/225 [==============================] - 0s 811us/step - loss: 0.3764 - accuracy: 0.8431
Epoch 240/500
225/225 [==============================] - 0s 806us/step - loss: 0.3767 - accuracy: 0.8408
Epoch 241/500
225/225 [==============================] - 0s 791us/step - loss: 0.3763 - accuracy: 0.8431
Epoch 242/500
225/225 [==============================] - 0s 849us/step - loss: 0.3766 - accuracy: 0.8418
Epoch 243/500
225/225 [==============================] - 0s 903us/step - loss: 0.3764 - accuracy: 0.8421
Epoch 244/500
225/225 [==============================] - 0s 828us/step - loss: 0.3766 - accuracy: 0.8414
Epoch 245/500
225/225 [==============================] - 0s 797us/step - loss: 0.3763 - accuracy: 0.8435
Epoch 246/500
225/225 [==============================] - 0s 812us/step - loss: 0.3760 - accuracy: 0.8424
Epoch 247/500
225/225 [==============================] - 0s 849us/step - loss: 0.3765 - accuracy: 0.8426
Epoch 248/500
225/225 [==============================] - 0s 805us/step - loss: 0.3760 - accuracy: 0.8431
Epoch 249/500
225/225 [==============================] - 0s 803us/step - loss: 0.3765 - accuracy: 0.8433
Epoch 250/500
225/225 [==============================] - 0s 809us/step - loss: 0.3766 - accuracy: 0.8419
Epoch 251/500
225/225 [==============================] - 0s 807us/step - loss: 0.3760 - accuracy: 0.8439
Epoch 252/500
225/225 [==============================] - 0s 844us/step - loss: 0.3766 - accuracy: 0.8406
Epoch 253/500
225/225 [==============================] - 0s 791us/step - loss: 0.3763 - accuracy: 0.8426
Epoch 254/500
225/225 [==============================] - 0s 811us/step - loss: 0.3762 - accuracy: 0.8421
Epoch 255/500
225/225 [==============================] - 0s 829us/step - loss: 0.3760 - accuracy: 0.8414
Epoch 256/500
225/225 [==============================] - 0s 811us/step - loss: 0.3765 - accuracy: 0.8424
Epoch 257/500
225/225 [==============================] - 0s 796us/step - loss: 0.3763 - accuracy: 0.8426
Epoch 258/500
225/225 [==============================] - 0s 844us/step - loss: 0.3763 - accuracy: 0.8410
Epoch 259/500
225/225 [==============================] - 0s 805us/step - loss: 0.3764 - accuracy: 0.8431
Epoch 260/500
225/225 [==============================] - 0s 816us/step - loss: 0.3764 - accuracy: 0.8428
Epoch 261/500
225/225 [==============================] - 0s 807us/step - loss: 0.3764 - accuracy: 0.8426
Epoch 262/500
225/225 [==============================] - 0s 806us/step - loss: 0.3764 - accuracy: 0.8414
Epoch 263/500
225/225 [==============================] - 0s 856us/step - loss: 0.3763 - accuracy: 0.8428
Epoch 264/500
225/225 [==============================] - 0s 816us/step - loss: 0.3765 - accuracy: 0.8435
Epoch 265/500
225/225 [==============================] - 0s 816us/step - loss: 0.3763 - accuracy: 0.8433
Epoch 266/500
225/225 [==============================] - 0s 803us/step - loss: 0.3764 - accuracy: 0.8432
Epoch 267/500
225/225 [==============================] - 0s 811us/step - loss: 0.3761 - accuracy: 0.8421
Epoch 268/500
225/225 [==============================] - 0s 811us/step - loss: 0.3761 - accuracy: 0.8422
Epoch 269/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3764 - accuracy: 0.8419
Epoch 270/500
225/225 [==============================] - 0s 808us/step - loss: 0.3762 - accuracy: 0.8425
Epoch 271/500
225/225 [==============================] - 0s 816us/step - loss: 0.3761 - accuracy: 0.8428
Epoch 272/500
225/225 [==============================] - 0s 815us/step - loss: 0.3763 - accuracy: 0.8447
Epoch 273/500
225/225 [==============================] - 0s 814us/step - loss: 0.3764 - accuracy: 0.8429
Epoch 274/500
225/225 [==============================] - 0s 831us/step - loss: 0.3762 - accuracy: 0.8422
Epoch 275/500
225/225 [==============================] - 0s 810us/step - loss: 0.3764 - accuracy: 0.8424
Epoch 276/500
225/225 [==============================] - 0s 813us/step - loss: 0.3761 - accuracy: 0.8418
Epoch 277/500
225/225 [==============================] - 0s 788us/step - loss: 0.3764 - accuracy: 0.8428
Epoch 278/500
225/225 [==============================] - 0s 806us/step - loss: 0.3761 - accuracy: 0.8431
Epoch 279/500
225/225 [==============================] - 0s 831us/step - loss: 0.3762 - accuracy: 0.8432
Epoch 280/500
225/225 [==============================] - 0s 792us/step - loss: 0.3757 - accuracy: 0.8442
Epoch 281/500
225/225 [==============================] - 0s 810us/step - loss: 0.3759 - accuracy: 0.8425
Epoch 282/500
225/225 [==============================] - 0s 848us/step - loss: 0.3763 - accuracy: 0.8432
Epoch 283/500
225/225 [==============================] - 0s 810us/step - loss: 0.3761 - accuracy: 0.8432
Epoch 284/500
225/225 [==============================] - 0s 810us/step - loss: 0.3759 - accuracy: 0.8426
Epoch 285/500
225/225 [==============================] - 0s 832us/step - loss: 0.3763 - accuracy: 0.8414
Epoch 286/500
225/225 [==============================] - 0s 841us/step - loss: 0.3761 - accuracy: 0.8431
Epoch 287/500
225/225 [==============================] - 0s 807us/step - loss: 0.3761 - accuracy: 0.8449
Epoch 288/500
225/225 [==============================] - 0s 792us/step - loss: 0.3762 - accuracy: 0.8433
Epoch 289/500
225/225 [==============================] - 0s 827us/step - loss: 0.3760 - accuracy: 0.8433
Epoch 290/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3760 - accuracy: 0.8424
Epoch 291/500
225/225 [==============================] - 0s 814us/step - loss: 0.3755 - accuracy: 0.8413
Epoch 292/500
225/225 [==============================] - 0s 816us/step - loss: 0.3761 - accuracy: 0.8417
Epoch 293/500
225/225 [==============================] - 0s 792us/step - loss: 0.3759 - accuracy: 0.8438
Epoch 294/500
225/225 [==============================] - 0s 790us/step - loss: 0.3764 - accuracy: 0.8436
Epoch 295/500
225/225 [==============================] - 0s 837us/step - loss: 0.3763 - accuracy: 0.8414
Epoch 296/500
225/225 [==============================] - 0s 803us/step - loss: 0.3763 - accuracy: 0.8425
Epoch 297/500
225/225 [==============================] - 0s 822us/step - loss: 0.3760 - accuracy: 0.8428
Epoch 298/500
225/225 [==============================] - 0s 830us/step - loss: 0.3756 - accuracy: 0.8438
Epoch 299/500
225/225 [==============================] - 0s 802us/step - loss: 0.3760 - accuracy: 0.8421
Epoch 300/500
225/225 [==============================] - 0s 848us/step - loss: 0.3757 - accuracy: 0.8418
Epoch 301/500
225/225 [==============================] - 0s 797us/step - loss: 0.3758 - accuracy: 0.8435
Epoch 302/500
225/225 [==============================] - 0s 799us/step - loss: 0.3760 - accuracy: 0.8435
Epoch 303/500
225/225 [==============================] - 0s 913us/step - loss: 0.3760 - accuracy: 0.8424
Epoch 304/500
225/225 [==============================] - 0s 804us/step - loss: 0.3762 - accuracy: 0.8424
Epoch 305/500
225/225 [==============================] - 0s 793us/step - loss: 0.3762 - accuracy: 0.8419
Epoch 306/500
225/225 [==============================] - 0s 866us/step - loss: 0.3759 - accuracy: 0.8422
Epoch 307/500
225/225 [==============================] - 0s 824us/step - loss: 0.3756 - accuracy: 0.8431
Epoch 308/500
225/225 [==============================] - 0s 820us/step - loss: 0.3760 - accuracy: 0.8422
Epoch 309/500
225/225 [==============================] - 0s 793us/step - loss: 0.3757 - accuracy: 0.8421
Epoch 310/500
225/225 [==============================] - 0s 800us/step - loss: 0.3760 - accuracy: 0.8407
Epoch 311/500
225/225 [==============================] - 0s 848us/step - loss: 0.3756 - accuracy: 0.8444
Epoch 312/500
225/225 [==============================] - 0s 797us/step - loss: 0.3760 - accuracy: 0.8421
Epoch 313/500
225/225 [==============================] - 0s 805us/step - loss: 0.3760 - accuracy: 0.8428
Epoch 314/500
225/225 [==============================] - 0s 820us/step - loss: 0.3759 - accuracy: 0.8425
Epoch 315/500
225/225 [==============================] - 0s 802us/step - loss: 0.3757 - accuracy: 0.8439
Epoch 316/500
225/225 [==============================] - 0s 816us/step - loss: 0.3757 - accuracy: 0.8425
Epoch 317/500
225/225 [==============================] - 0s 824us/step - loss: 0.3758 - accuracy: 0.8424
Epoch 318/500
225/225 [==============================] - 0s 806us/step - loss: 0.3758 - accuracy: 0.8436
Epoch 319/500
225/225 [==============================] - 0s 855us/step - loss: 0.3762 - accuracy: 0.8429
Epoch 320/500
225/225 [==============================] - 0s 869us/step - loss: 0.3760 - accuracy: 0.8425
Epoch 321/500
225/225 [==============================] - 0s 928us/step - loss: 0.3759 - accuracy: 0.8439
Epoch 322/500
225/225 [==============================] - 0s 812us/step - loss: 0.3761 - accuracy: 0.8432
Epoch 323/500
225/225 [==============================] - 0s 809us/step - loss: 0.3758 - accuracy: 0.8436
Epoch 324/500
225/225 [==============================] - 0s 808us/step - loss: 0.3760 - accuracy: 0.8413
Epoch 325/500
225/225 [==============================] - 0s 802us/step - loss: 0.3758 - accuracy: 0.8433
Epoch 326/500
225/225 [==============================] - 0s 803us/step - loss: 0.3761 - accuracy: 0.8433
Epoch 327/500
225/225 [==============================] - 0s 877us/step - loss: 0.3757 - accuracy: 0.8422
Epoch 328/500
225/225 [==============================] - 0s 820us/step - loss: 0.3759 - accuracy: 0.8414
Epoch 329/500
225/225 [==============================] - 0s 790us/step - loss: 0.3757 - accuracy: 0.8417
Epoch 330/500
225/225 [==============================] - 0s 811us/step - loss: 0.3759 - accuracy: 0.8436
Epoch 331/500
225/225 [==============================] - 0s 805us/step - loss: 0.3760 - accuracy: 0.8439
Epoch 332/500
225/225 [==============================] - 0s 883us/step - loss: 0.3761 - accuracy: 0.8442
Epoch 333/500
225/225 [==============================] - 0s 937us/step - loss: 0.3760 - accuracy: 0.8436
Epoch 334/500
225/225 [==============================] - 0s 819us/step - loss: 0.3757 - accuracy: 0.8438
Epoch 335/500
225/225 [==============================] - 0s 867us/step - loss: 0.3759 - accuracy: 0.8428
Epoch 336/500
225/225 [==============================] - 0s 838us/step - loss: 0.3756 - accuracy: 0.8436
Epoch 337/500
225/225 [==============================] - 0s 808us/step - loss: 0.3762 - accuracy: 0.8440
Epoch 338/500
225/225 [==============================] - 0s 862us/step - loss: 0.3760 - accuracy: 0.8438
Epoch 339/500
225/225 [==============================] - 0s 827us/step - loss: 0.3758 - accuracy: 0.8431
Epoch 340/500
225/225 [==============================] - 0s 842us/step - loss: 0.3756 - accuracy: 0.8431
Epoch 341/500
225/225 [==============================] - 0s 834us/step - loss: 0.3760 - accuracy: 0.8435
Epoch 342/500
225/225 [==============================] - 0s 828us/step - loss: 0.3760 - accuracy: 0.8426
Epoch 343/500
225/225 [==============================] - 0s 865us/step - loss: 0.3757 - accuracy: 0.8432
Epoch 344/500
225/225 [==============================] - 0s 940us/step - loss: 0.3757 - accuracy: 0.8442
Epoch 345/500
225/225 [==============================] - 0s 938us/step - loss: 0.3759 - accuracy: 0.8435
Epoch 346/500
225/225 [==============================] - 0s 912us/step - loss: 0.3759 - accuracy: 0.8446
Epoch 347/500
225/225 [==============================] - 0s 893us/step - loss: 0.3756 - accuracy: 0.8435
Epoch 348/500
225/225 [==============================] - 0s 817us/step - loss: 0.3759 - accuracy: 0.8426
Epoch 349/500
225/225 [==============================] - 0s 804us/step - loss: 0.3760 - accuracy: 0.8417
Epoch 350/500
225/225 [==============================] - 0s 803us/step - loss: 0.3755 - accuracy: 0.8439
Epoch 351/500
225/225 [==============================] - 0s 800us/step - loss: 0.3760 - accuracy: 0.8442
Epoch 352/500
225/225 [==============================] - 0s 813us/step - loss: 0.3756 - accuracy: 0.8433
Epoch 353/500
225/225 [==============================] - 0s 818us/step - loss: 0.3758 - accuracy: 0.8428
Epoch 354/500
225/225 [==============================] - 0s 804us/step - loss: 0.3759 - accuracy: 0.8450
Epoch 355/500
225/225 [==============================] - 0s 794us/step - loss: 0.3756 - accuracy: 0.8442
Epoch 356/500
225/225 [==============================] - 0s 945us/step - loss: 0.3755 - accuracy: 0.8440
Epoch 357/500
225/225 [==============================] - 0s 805us/step - loss: 0.3758 - accuracy: 0.8435
Epoch 358/500
225/225 [==============================] - 0s 854us/step - loss: 0.3757 - accuracy: 0.8442
Epoch 359/500
225/225 [==============================] - 0s 805us/step - loss: 0.3755 - accuracy: 0.8439
Epoch 360/500
225/225 [==============================] - 0s 807us/step - loss: 0.3757 - accuracy: 0.8422
Epoch 361/500
225/225 [==============================] - 0s 809us/step - loss: 0.3755 - accuracy: 0.8435
Epoch 362/500
225/225 [==============================] - 0s 844us/step - loss: 0.3757 - accuracy: 0.8425
Epoch 363/500
225/225 [==============================] - 0s 837us/step - loss: 0.3755 - accuracy: 0.8446
Epoch 364/500
225/225 [==============================] - 0s 811us/step - loss: 0.3756 - accuracy: 0.8442
Epoch 365/500
225/225 [==============================] - 0s 813us/step - loss: 0.3756 - accuracy: 0.8446
Epoch 366/500
225/225 [==============================] - 0s 805us/step - loss: 0.3756 - accuracy: 0.8432
Epoch 367/500
225/225 [==============================] - 0s 800us/step - loss: 0.3755 - accuracy: 0.8446
Epoch 368/500
225/225 [==============================] - 0s 799us/step - loss: 0.3756 - accuracy: 0.8440
Epoch 369/500
225/225 [==============================] - 0s 839us/step - loss: 0.3758 - accuracy: 0.8450
Epoch 370/500
225/225 [==============================] - 0s 809us/step - loss: 0.3755 - accuracy: 0.8446
Epoch 371/500
225/225 [==============================] - 0s 787us/step - loss: 0.3756 - accuracy: 0.8433
Epoch 372/500
225/225 [==============================] - 0s 809us/step - loss: 0.3756 - accuracy: 0.8444
Epoch 373/500
225/225 [==============================] - 0s 803us/step - loss: 0.3755 - accuracy: 0.8444
Epoch 374/500
225/225 [==============================] - 0s 822us/step - loss: 0.3752 - accuracy: 0.8442
Epoch 375/500
225/225 [==============================] - 0s 795us/step - loss: 0.3755 - accuracy: 0.8460
Epoch 376/500
225/225 [==============================] - 0s 805us/step - loss: 0.3753 - accuracy: 0.8444
Epoch 377/500
225/225 [==============================] - 0s 803us/step - loss: 0.3751 - accuracy: 0.8439
Epoch 378/500
225/225 [==============================] - 0s 799us/step - loss: 0.3753 - accuracy: 0.8454
Epoch 379/500
225/225 [==============================] - 0s 840us/step - loss: 0.3749 - accuracy: 0.8460
Epoch 380/500
225/225 [==============================] - 0s 812us/step - loss: 0.3754 - accuracy: 0.8433
Epoch 381/500
225/225 [==============================] - 0s 807us/step - loss: 0.3750 - accuracy: 0.8443
Epoch 382/500
225/225 [==============================] - 0s 793us/step - loss: 0.3754 - accuracy: 0.8440
Epoch 383/500
225/225 [==============================] - 0s 810us/step - loss: 0.3750 - accuracy: 0.8450
Epoch 384/500
225/225 [==============================] - 0s 803us/step - loss: 0.3748 - accuracy: 0.8438
Epoch 385/500
225/225 [==============================] - 0s 849us/step - loss: 0.3755 - accuracy: 0.8444
Epoch 386/500
225/225 [==============================] - 0s 795us/step - loss: 0.3747 - accuracy: 0.8428
Epoch 387/500
225/225 [==============================] - 0s 810us/step - loss: 0.3751 - accuracy: 0.8439
Epoch 388/500
225/225 [==============================] - 0s 803us/step - loss: 0.3752 - accuracy: 0.8446
Epoch 389/500
225/225 [==============================] - 0s 808us/step - loss: 0.3748 - accuracy: 0.8435
Epoch 390/500
225/225 [==============================] - 0s 839us/step - loss: 0.3750 - accuracy: 0.8450
Epoch 391/500
225/225 [==============================] - 0s 814us/step - loss: 0.3747 - accuracy: 0.8446
Epoch 392/500
225/225 [==============================] - 0s 836us/step - loss: 0.3750 - accuracy: 0.8446
Epoch 393/500
225/225 [==============================] - 0s 805us/step - loss: 0.3747 - accuracy: 0.8442
Epoch 394/500
225/225 [==============================] - 0s 793us/step - loss: 0.3747 - accuracy: 0.8442
Epoch 395/500
225/225 [==============================] - 0s 810us/step - loss: 0.3746 - accuracy: 0.8458
Epoch 396/500
225/225 [==============================] - 0s 859us/step - loss: 0.3743 - accuracy: 0.8446
Epoch 397/500
225/225 [==============================] - 0s 809us/step - loss: 0.3744 - accuracy: 0.8454
Epoch 398/500
225/225 [==============================] - 0s 790us/step - loss: 0.3741 - accuracy: 0.8442
Epoch 399/500
225/225 [==============================] - 0s 803us/step - loss: 0.3740 - accuracy: 0.8444
Epoch 400/500
225/225 [==============================] - 0s 816us/step - loss: 0.3739 - accuracy: 0.8442
Epoch 401/500
225/225 [==============================] - 0s 813us/step - loss: 0.3739 - accuracy: 0.8438
Epoch 402/500
225/225 [==============================] - 0s 819us/step - loss: 0.3739 - accuracy: 0.8431
Epoch 403/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3740 - accuracy: 0.8446
Epoch 404/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3736 - accuracy: 0.8442
Epoch 405/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3734 - accuracy: 0.8454
Epoch 406/500
225/225 [==============================] - 0s 920us/step - loss: 0.3737 - accuracy: 0.8435
Epoch 407/500
225/225 [==============================] - 0s 811us/step - loss: 0.3736 - accuracy: 0.8432
Epoch 408/500
225/225 [==============================] - 0s 791us/step - loss: 0.3733 - accuracy: 0.8456
Epoch 409/500
225/225 [==============================] - 0s 821us/step - loss: 0.3734 - accuracy: 0.8442
Epoch 410/500
225/225 [==============================] - 0s 844us/step - loss: 0.3734 - accuracy: 0.8443
Epoch 411/500
225/225 [==============================] - 0s 802us/step - loss: 0.3732 - accuracy: 0.8438
Epoch 412/500
225/225 [==============================] - 0s 801us/step - loss: 0.3727 - accuracy: 0.8454
Epoch 413/500
225/225 [==============================] - 0s 814us/step - loss: 0.3732 - accuracy: 0.8440
Epoch 414/500
225/225 [==============================] - 0s 814us/step - loss: 0.3729 - accuracy: 0.8444
Epoch 415/500
225/225 [==============================] - 0s 824us/step - loss: 0.3730 - accuracy: 0.8451
Epoch 416/500
225/225 [==============================] - 0s 810us/step - loss: 0.3725 - accuracy: 0.8439
Epoch 417/500
225/225 [==============================] - 0s 804us/step - loss: 0.3728 - accuracy: 0.8453
Epoch 418/500
225/225 [==============================] - 0s 813us/step - loss: 0.3727 - accuracy: 0.8453
Epoch 419/500
225/225 [==============================] - 0s 809us/step - loss: 0.3717 - accuracy: 0.8468
Epoch 420/500
225/225 [==============================] - 0s 798us/step - loss: 0.3727 - accuracy: 0.8442
Epoch 421/500
225/225 [==============================] - 0s 819us/step - loss: 0.3724 - accuracy: 0.8443
Epoch 422/500
225/225 [==============================] - 0s 808us/step - loss: 0.3722 - accuracy: 0.8467
Epoch 423/500
225/225 [==============================] - 0s 842us/step - loss: 0.3722 - accuracy: 0.8450
Epoch 424/500
225/225 [==============================] - 0s 791us/step - loss: 0.3722 - accuracy: 0.8454
Epoch 425/500
225/225 [==============================] - 0s 811us/step - loss: 0.3722 - accuracy: 0.8451
Epoch 426/500
225/225 [==============================] - 0s 817us/step - loss: 0.3714 - accuracy: 0.8468
Epoch 427/500
225/225 [==============================] - 0s 815us/step - loss: 0.3718 - accuracy: 0.8468
Epoch 428/500
225/225 [==============================] - 0s 819us/step - loss: 0.3719 - accuracy: 0.8461
Epoch 429/500
225/225 [==============================] - 0s 811us/step - loss: 0.3718 - accuracy: 0.8476
Epoch 430/500
225/225 [==============================] - 0s 809us/step - loss: 0.3717 - accuracy: 0.8462
Epoch 431/500
225/225 [==============================] - 0s 802us/step - loss: 0.3719 - accuracy: 0.8465
Epoch 432/500
225/225 [==============================] - 0s 839us/step - loss: 0.3717 - accuracy: 0.8457
Epoch 433/500
225/225 [==============================] - 0s 802us/step - loss: 0.3716 - accuracy: 0.8469
Epoch 434/500
225/225 [==============================] - 0s 812us/step - loss: 0.3716 - accuracy: 0.8467
Epoch 435/500
225/225 [==============================] - 0s 794us/step - loss: 0.3714 - accuracy: 0.8467
Epoch 436/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3714 - accuracy: 0.8456
Epoch 437/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3713 - accuracy: 0.8464
Epoch 438/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3712 - accuracy: 0.8478
Epoch 439/500
225/225 [==============================] - 0s 978us/step - loss: 0.3713 - accuracy: 0.8461
Epoch 440/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3711 - accuracy: 0.8454
Epoch 441/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3708 - accuracy: 0.8464
Epoch 442/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3712 - accuracy: 0.8449
Epoch 443/500
225/225 [==============================] - 0s 959us/step - loss: 0.3708 - accuracy: 0.8476
Epoch 444/500
225/225 [==============================] - 0s 870us/step - loss: 0.3711 - accuracy: 0.8471
Epoch 445/500
225/225 [==============================] - 0s 849us/step - loss: 0.3709 - accuracy: 0.8461
Epoch 446/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3707 - accuracy: 0.8465
Epoch 447/500
225/225 [==============================] - 0s 818us/step - loss: 0.3706 - accuracy: 0.8468
Epoch 448/500
225/225 [==============================] - 0s 916us/step - loss: 0.3709 - accuracy: 0.8472
Epoch 449/500
225/225 [==============================] - 0s 967us/step - loss: 0.3705 - accuracy: 0.8465
Epoch 450/500
225/225 [==============================] - 0s 798us/step - loss: 0.3706 - accuracy: 0.8444
Epoch 451/500
225/225 [==============================] - 0s 932us/step - loss: 0.3702 - accuracy: 0.8464
Epoch 452/500
225/225 [==============================] - 0s 856us/step - loss: 0.3702 - accuracy: 0.8475
Epoch 453/500
225/225 [==============================] - 0s 889us/step - loss: 0.3706 - accuracy: 0.8457
Epoch 454/500
225/225 [==============================] - 0s 910us/step - loss: 0.3702 - accuracy: 0.8464
Epoch 455/500
225/225 [==============================] - 0s 834us/step - loss: 0.3702 - accuracy: 0.8472
Epoch 456/500
225/225 [==============================] - 0s 946us/step - loss: 0.3702 - accuracy: 0.8468
Epoch 457/500
225/225 [==============================] - 0s 810us/step - loss: 0.3701 - accuracy: 0.8464
Epoch 458/500
225/225 [==============================] - 0s 887us/step - loss: 0.3697 - accuracy: 0.8486
Epoch 459/500
225/225 [==============================] - 0s 815us/step - loss: 0.3701 - accuracy: 0.8471
Epoch 460/500
225/225 [==============================] - 0s 794us/step - loss: 0.3698 - accuracy: 0.8478
Epoch 461/500
225/225 [==============================] - 0s 804us/step - loss: 0.3698 - accuracy: 0.8478
Epoch 462/500
225/225 [==============================] - 0s 869us/step - loss: 0.3697 - accuracy: 0.8465
Epoch 463/500
225/225 [==============================] - 0s 824us/step - loss: 0.3693 - accuracy: 0.8472
Epoch 464/500
225/225 [==============================] - 0s 928us/step - loss: 0.3694 - accuracy: 0.8476
Epoch 465/500
225/225 [==============================] - 0s 919us/step - loss: 0.3695 - accuracy: 0.8468
Epoch 466/500
225/225 [==============================] - 0s 900us/step - loss: 0.3691 - accuracy: 0.8458
Epoch 467/500
225/225 [==============================] - 0s 886us/step - loss: 0.3688 - accuracy: 0.8456
Epoch 468/500
225/225 [==============================] - 0s 848us/step - loss: 0.3688 - accuracy: 0.8481
Epoch 469/500
225/225 [==============================] - 0s 824us/step - loss: 0.3689 - accuracy: 0.8478
Epoch 470/500
225/225 [==============================] - 0s 791us/step - loss: 0.3682 - accuracy: 0.8478
Epoch 471/500
225/225 [==============================] - 0s 806us/step - loss: 0.3683 - accuracy: 0.8481
Epoch 472/500
225/225 [==============================] - 0s 810us/step - loss: 0.3686 - accuracy: 0.8478
Epoch 473/500
225/225 [==============================] - 0s 789us/step - loss: 0.3687 - accuracy: 0.8456
Epoch 474/500
225/225 [==============================] - 0s 802us/step - loss: 0.3687 - accuracy: 0.8472
Epoch 475/500
225/225 [==============================] - 0s 844us/step - loss: 0.3680 - accuracy: 0.8460
Epoch 476/500
225/225 [==============================] - 0s 798us/step - loss: 0.3683 - accuracy: 0.8465
Epoch 477/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3682 - accuracy: 0.8467
Epoch 478/500
225/225 [==============================] - 0s 827us/step - loss: 0.3676 - accuracy: 0.8460
Epoch 479/500
225/225 [==============================] - 0s 869us/step - loss: 0.3677 - accuracy: 0.8475
Epoch 480/500
225/225 [==============================] - 0s 808us/step - loss: 0.3675 - accuracy: 0.8453
Epoch 481/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3673 - accuracy: 0.8457
Epoch 482/500
225/225 [==============================] - 0s 807us/step - loss: 0.3668 - accuracy: 0.8469
Epoch 483/500
225/225 [==============================] - 0s 807us/step - loss: 0.3669 - accuracy: 0.8475
Epoch 484/500
225/225 [==============================] - 0s 838us/step - loss: 0.3670 - accuracy: 0.8478
Epoch 485/500
225/225 [==============================] - 0s 805us/step - loss: 0.3668 - accuracy: 0.8460
Epoch 486/500
225/225 [==============================] - 0s 796us/step - loss: 0.3662 - accuracy: 0.8485
Epoch 487/500
225/225 [==============================] - 0s 809us/step - loss: 0.3662 - accuracy: 0.8479
Epoch 488/500
225/225 [==============================] - 0s 842us/step - loss: 0.3658 - accuracy: 0.8479
Epoch 489/500
225/225 [==============================] - 0s 875us/step - loss: 0.3658 - accuracy: 0.8492
Epoch 490/500
225/225 [==============================] - 0s 884us/step - loss: 0.3652 - accuracy: 0.8496
Epoch 491/500
225/225 [==============================] - 0s 903us/step - loss: 0.3644 - accuracy: 0.8500
Epoch 492/500
225/225 [==============================] - 0s 861us/step - loss: 0.3646 - accuracy: 0.8519
Epoch 493/500
225/225 [==============================] - 0s 867us/step - loss: 0.3644 - accuracy: 0.8492
Epoch 494/500
225/225 [==============================] - 0s 804us/step - loss: 0.3637 - accuracy: 0.8535
Epoch 495/500
225/225 [==============================] - 0s 789us/step - loss: 0.3634 - accuracy: 0.8539
Epoch 496/500
225/225 [==============================] - 0s 846us/step - loss: 0.3630 - accuracy: 0.8515
Epoch 497/500
225/225 [==============================] - 0s 811us/step - loss: 0.3629 - accuracy: 0.8510
Epoch 498/500
225/225 [==============================] - 0s 788us/step - loss: 0.3627 - accuracy: 0.8543
Epoch 499/500
225/225 [==============================] - 0s 797us/step - loss: 0.3622 - accuracy: 0.8539
Epoch 500/500
225/225 [==============================] - 0s 829us/step - loss: 0.3617 - accuracy: 0.8536
Epoch 1/500
225/225 [==============================] - 0s 828us/step - loss: 0.6071 - accuracy: 0.7942
Epoch 2/500
225/225 [==============================] - 0s 826us/step - loss: 0.4546 - accuracy: 0.7960
Epoch 3/500
225/225 [==============================] - 0s 893us/step - loss: 0.4371 - accuracy: 0.7960
Epoch 4/500
225/225 [==============================] - 0s 833us/step - loss: 0.4329 - accuracy: 0.7960
Epoch 5/500
225/225 [==============================] - 0s 828us/step - loss: 0.4306 - accuracy: 0.7960
Epoch 6/500
225/225 [==============================] - 0s 827us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 7/500
225/225 [==============================] - 0s 837us/step - loss: 0.4277 - accuracy: 0.7960
Epoch 8/500
225/225 [==============================] - 0s 889us/step - loss: 0.4261 - accuracy: 0.7960
Epoch 9/500
225/225 [==============================] - 0s 829us/step - loss: 0.4240 - accuracy: 0.7958
Epoch 10/500
225/225 [==============================] - 0s 827us/step - loss: 0.4221 - accuracy: 0.8126
Epoch 11/500
225/225 [==============================] - 0s 835us/step - loss: 0.4199 - accuracy: 0.8232
Epoch 12/500
225/225 [==============================] - 0s 843us/step - loss: 0.4178 - accuracy: 0.8265
Epoch 13/500
225/225 [==============================] - 0s 842us/step - loss: 0.4162 - accuracy: 0.8292
Epoch 14/500
225/225 [==============================] - 0s 824us/step - loss: 0.4149 - accuracy: 0.8314
Epoch 15/500
225/225 [==============================] - 0s 822us/step - loss: 0.4137 - accuracy: 0.8328
Epoch 16/500
225/225 [==============================] - 0s 835us/step - loss: 0.4123 - accuracy: 0.8321
Epoch 17/500
225/225 [==============================] - 0s 828us/step - loss: 0.4115 - accuracy: 0.8336
Epoch 18/500
225/225 [==============================] - 0s 840us/step - loss: 0.4103 - accuracy: 0.8331
Epoch 19/500
225/225 [==============================] - 0s 877us/step - loss: 0.4095 - accuracy: 0.8342
Epoch 20/500
225/225 [==============================] - 0s 865us/step - loss: 0.4094 - accuracy: 0.8343
Epoch 21/500
225/225 [==============================] - 0s 833us/step - loss: 0.4083 - accuracy: 0.8343
Epoch 22/500
225/225 [==============================] - 0s 853us/step - loss: 0.4076 - accuracy: 0.8363
Epoch 23/500
225/225 [==============================] - 0s 831us/step - loss: 0.4073 - accuracy: 0.8354
Epoch 24/500
225/225 [==============================] - 0s 855us/step - loss: 0.4063 - accuracy: 0.8360
Epoch 25/500
225/225 [==============================] - 0s 827us/step - loss: 0.4057 - accuracy: 0.8371
Epoch 26/500
225/225 [==============================] - 0s 850us/step - loss: 0.4053 - accuracy: 0.8364
Epoch 27/500
225/225 [==============================] - 0s 846us/step - loss: 0.4045 - accuracy: 0.8376
Epoch 28/500
225/225 [==============================] - 0s 868us/step - loss: 0.4042 - accuracy: 0.8361
Epoch 29/500
225/225 [==============================] - 0s 873us/step - loss: 0.4037 - accuracy: 0.8375
Epoch 30/500
225/225 [==============================] - 0s 835us/step - loss: 0.4033 - accuracy: 0.8368
Epoch 31/500
225/225 [==============================] - 0s 836us/step - loss: 0.4028 - accuracy: 0.8382
Epoch 32/500
225/225 [==============================] - 0s 842us/step - loss: 0.4025 - accuracy: 0.8375
Epoch 33/500
225/225 [==============================] - 0s 839us/step - loss: 0.4021 - accuracy: 0.8369
Epoch 34/500
225/225 [==============================] - 0s 861us/step - loss: 0.4018 - accuracy: 0.8385
Epoch 35/500
225/225 [==============================] - 0s 839us/step - loss: 0.4012 - accuracy: 0.8382
Epoch 36/500
225/225 [==============================] - 0s 834us/step - loss: 0.4012 - accuracy: 0.8372
Epoch 37/500
225/225 [==============================] - 0s 828us/step - loss: 0.4007 - accuracy: 0.8375
Epoch 38/500
225/225 [==============================] - 0s 821us/step - loss: 0.4007 - accuracy: 0.8382
Epoch 39/500
225/225 [==============================] - 0s 847us/step - loss: 0.4004 - accuracy: 0.8369
Epoch 40/500
225/225 [==============================] - 0s 878us/step - loss: 0.4000 - accuracy: 0.8363
Epoch 41/500
225/225 [==============================] - 0s 837us/step - loss: 0.4000 - accuracy: 0.8386
Epoch 42/500
225/225 [==============================] - 0s 846us/step - loss: 0.3991 - accuracy: 0.8361
Epoch 43/500
225/225 [==============================] - 0s 850us/step - loss: 0.3998 - accuracy: 0.8379
Epoch 44/500
225/225 [==============================] - 0s 924us/step - loss: 0.3992 - accuracy: 0.8369
Epoch 45/500
225/225 [==============================] - 0s 865us/step - loss: 0.3993 - accuracy: 0.8371
Epoch 46/500
225/225 [==============================] - 0s 992us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 47/500
225/225 [==============================] - 0s 862us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 48/500
225/225 [==============================] - 0s 814us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 49/500
225/225 [==============================] - 0s 833us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 50/500
225/225 [==============================] - 0s 859us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 51/500
225/225 [==============================] - 0s 824us/step - loss: 0.3984 - accuracy: 0.8365
Epoch 52/500
225/225 [==============================] - 0s 822us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 53/500
225/225 [==============================] - 0s 836us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 54/500
225/225 [==============================] - 0s 817us/step - loss: 0.3982 - accuracy: 0.8363
Epoch 55/500
225/225 [==============================] - 0s 855us/step - loss: 0.3980 - accuracy: 0.8361
Epoch 56/500
225/225 [==============================] - 0s 836us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 57/500
225/225 [==============================] - 0s 826us/step - loss: 0.3981 - accuracy: 0.8367
Epoch 58/500
225/225 [==============================] - 0s 830us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 59/500
225/225 [==============================] - 0s 863us/step - loss: 0.3977 - accuracy: 0.8365
Epoch 60/500
225/225 [==============================] - 0s 822us/step - loss: 0.3973 - accuracy: 0.8361
Epoch 61/500
225/225 [==============================] - 0s 856us/step - loss: 0.3976 - accuracy: 0.8363
Epoch 62/500
225/225 [==============================] - 0s 828us/step - loss: 0.3974 - accuracy: 0.8371
Epoch 63/500
225/225 [==============================] - 0s 812us/step - loss: 0.3973 - accuracy: 0.8368
Epoch 64/500
225/225 [==============================] - 0s 928us/step - loss: 0.3973 - accuracy: 0.8356
Epoch 65/500
225/225 [==============================] - 0s 842us/step - loss: 0.3973 - accuracy: 0.8365
Epoch 66/500
225/225 [==============================] - 0s 835us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 67/500
225/225 [==============================] - 0s 812us/step - loss: 0.3968 - accuracy: 0.8368
Epoch 68/500
225/225 [==============================] - 0s 791us/step - loss: 0.3970 - accuracy: 0.8379
Epoch 69/500
225/225 [==============================] - 0s 821us/step - loss: 0.3969 - accuracy: 0.8374
Epoch 70/500
225/225 [==============================] - 0s 826us/step - loss: 0.3967 - accuracy: 0.8368
Epoch 71/500
225/225 [==============================] - 0s 809us/step - loss: 0.3968 - accuracy: 0.8393
Epoch 72/500
225/225 [==============================] - 0s 833us/step - loss: 0.3968 - accuracy: 0.8381
Epoch 73/500
225/225 [==============================] - 0s 808us/step - loss: 0.3968 - accuracy: 0.8379
Epoch 74/500
225/225 [==============================] - 0s 811us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 75/500
225/225 [==============================] - 0s 794us/step - loss: 0.3967 - accuracy: 0.8394
Epoch 76/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3966 - accuracy: 0.8379
Epoch 77/500
225/225 [==============================] - 0s 815us/step - loss: 0.3967 - accuracy: 0.8390
Epoch 78/500
225/225 [==============================] - 0s 954us/step - loss: 0.3964 - accuracy: 0.8394
Epoch 79/500
225/225 [==============================] - 0s 828us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 80/500
225/225 [==============================] - 0s 847us/step - loss: 0.3965 - accuracy: 0.8403
Epoch 81/500
225/225 [==============================] - 0s 795us/step - loss: 0.3964 - accuracy: 0.8364
Epoch 82/500
225/225 [==============================] - 0s 829us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 83/500
225/225 [==============================] - 0s 810us/step - loss: 0.3964 - accuracy: 0.8388
Epoch 84/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8376
Epoch 85/500
225/225 [==============================] - 0s 855us/step - loss: 0.3965 - accuracy: 0.8378
Epoch 86/500
225/225 [==============================] - 0s 828us/step - loss: 0.3965 - accuracy: 0.8389
Epoch 87/500
225/225 [==============================] - 0s 823us/step - loss: 0.3961 - accuracy: 0.8375
Epoch 88/500
225/225 [==============================] - 0s 812us/step - loss: 0.3962 - accuracy: 0.8364
Epoch 89/500
225/225 [==============================] - 0s 825us/step - loss: 0.3963 - accuracy: 0.8390
Epoch 90/500
225/225 [==============================] - 0s 803us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 91/500
225/225 [==============================] - 0s 823us/step - loss: 0.3962 - accuracy: 0.8385
Epoch 92/500
225/225 [==============================] - 0s 852us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 93/500
225/225 [==============================] - 0s 811us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 94/500
225/225 [==============================] - 0s 792us/step - loss: 0.3962 - accuracy: 0.8371
Epoch 95/500
225/225 [==============================] - 0s 818us/step - loss: 0.3958 - accuracy: 0.8389
Epoch 96/500
225/225 [==============================] - 0s 869us/step - loss: 0.3963 - accuracy: 0.8374
Epoch 97/500
225/225 [==============================] - 0s 823us/step - loss: 0.3959 - accuracy: 0.8388
Epoch 98/500
225/225 [==============================] - 0s 857us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 99/500
225/225 [==============================] - 0s 814us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 100/500
225/225 [==============================] - 0s 820us/step - loss: 0.3961 - accuracy: 0.8382
Epoch 101/500
225/225 [==============================] - 0s 859us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 102/500
225/225 [==============================] - 0s 791us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 103/500
225/225 [==============================] - 0s 845us/step - loss: 0.3960 - accuracy: 0.8379
Epoch 104/500
225/225 [==============================] - 0s 814us/step - loss: 0.3960 - accuracy: 0.8378
Epoch 105/500
225/225 [==============================] - 0s 813us/step - loss: 0.3959 - accuracy: 0.8393
Epoch 106/500
225/225 [==============================] - 0s 794us/step - loss: 0.3957 - accuracy: 0.8365
Epoch 107/500
225/225 [==============================] - 0s 944us/step - loss: 0.3958 - accuracy: 0.8372
Epoch 108/500
225/225 [==============================] - 0s 819us/step - loss: 0.3957 - accuracy: 0.8389
Epoch 109/500
225/225 [==============================] - 0s 809us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 110/500
225/225 [==============================] - 0s 972us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 111/500
225/225 [==============================] - 0s 793us/step - loss: 0.3955 - accuracy: 0.8382
Epoch 112/500
225/225 [==============================] - 0s 827us/step - loss: 0.3954 - accuracy: 0.8367
Epoch 113/500
225/225 [==============================] - 0s 818us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 114/500
225/225 [==============================] - 0s 814us/step - loss: 0.3956 - accuracy: 0.8374
Epoch 115/500
225/225 [==============================] - 0s 796us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 116/500
225/225 [==============================] - 0s 811us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 117/500
225/225 [==============================] - 0s 841us/step - loss: 0.3956 - accuracy: 0.8376
Epoch 118/500
225/225 [==============================] - 0s 800us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 119/500
225/225 [==============================] - 0s 819us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 120/500
225/225 [==============================] - 0s 808us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 121/500
225/225 [==============================] - 0s 818us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 122/500
225/225 [==============================] - 0s 804us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 123/500
225/225 [==============================] - 0s 830us/step - loss: 0.3953 - accuracy: 0.8376
Epoch 124/500
225/225 [==============================] - 0s 843us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 125/500
225/225 [==============================] - 0s 810us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 126/500
225/225 [==============================] - 0s 793us/step - loss: 0.3952 - accuracy: 0.8385
Epoch 127/500
225/225 [==============================] - 0s 821us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 128/500
225/225 [==============================] - 0s 848us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 129/500
225/225 [==============================] - 0s 809us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 130/500
225/225 [==============================] - 0s 796us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 131/500
225/225 [==============================] - 0s 810us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 132/500
225/225 [==============================] - 0s 816us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 133/500
225/225 [==============================] - 0s 829us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 134/500
225/225 [==============================] - 0s 793us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 135/500
225/225 [==============================] - 0s 820us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 136/500
225/225 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8374
Epoch 137/500
225/225 [==============================] - 0s 822us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 138/500
225/225 [==============================] - 0s 843us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 139/500
225/225 [==============================] - 0s 820us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 140/500
225/225 [==============================] - 0s 822us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 141/500
225/225 [==============================] - 0s 801us/step - loss: 0.3947 - accuracy: 0.8372
Epoch 142/500
225/225 [==============================] - 0s 851us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 143/500
225/225 [==============================] - 0s 813us/step - loss: 0.3950 - accuracy: 0.8361
Epoch 144/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 145/500
225/225 [==============================] - 0s 825us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 146/500
225/225 [==============================] - 0s 807us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 147/500
225/225 [==============================] - 0s 808us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 148/500
225/225 [==============================] - 0s 812us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 149/500
225/225 [==============================] - 0s 821us/step - loss: 0.3949 - accuracy: 0.8367
Epoch 150/500
225/225 [==============================] - 0s 820us/step - loss: 0.3948 - accuracy: 0.8367
Epoch 151/500
225/225 [==============================] - 0s 807us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 152/500
225/225 [==============================] - 0s 810us/step - loss: 0.3948 - accuracy: 0.8368
Epoch 153/500
225/225 [==============================] - 0s 792us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 154/500
225/225 [==============================] - 0s 825us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 155/500
225/225 [==============================] - 0s 810us/step - loss: 0.3948 - accuracy: 0.8372
Epoch 156/500
225/225 [==============================] - 0s 923us/step - loss: 0.3943 - accuracy: 0.8396
Epoch 157/500
225/225 [==============================] - 0s 801us/step - loss: 0.3950 - accuracy: 0.8364
Epoch 158/500
225/225 [==============================] - 0s 804us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 159/500
225/225 [==============================] - 0s 830us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 160/500
225/225 [==============================] - 0s 833us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 161/500
225/225 [==============================] - 0s 798us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 162/500
225/225 [==============================] - 0s 825us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 163/500
225/225 [==============================] - 0s 840us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 164/500
225/225 [==============================] - 0s 806us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 165/500
225/225 [==============================] - 0s 844us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 166/500
225/225 [==============================] - 0s 809us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 167/500
225/225 [==============================] - 0s 824us/step - loss: 0.3947 - accuracy: 0.8381
Epoch 168/500
225/225 [==============================] - 0s 807us/step - loss: 0.3947 - accuracy: 0.8372
Epoch 169/500
225/225 [==============================] - 0s 829us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 170/500
225/225 [==============================] - 0s 824us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 171/500
225/225 [==============================] - 0s 864us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 172/500
225/225 [==============================] - 0s 808us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 173/500
225/225 [==============================] - 0s 807us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 174/500
225/225 [==============================] - 0s 807us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 175/500
225/225 [==============================] - 0s 807us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 176/500
225/225 [==============================] - 0s 862us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 177/500
225/225 [==============================] - 0s 816us/step - loss: 0.3947 - accuracy: 0.8361
Epoch 178/500
225/225 [==============================] - 0s 812us/step - loss: 0.3943 - accuracy: 0.8376
Epoch 179/500
225/225 [==============================] - 0s 806us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 180/500
225/225 [==============================] - 0s 794us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 181/500
225/225 [==============================] - 0s 816us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 182/500
225/225 [==============================] - 0s 826us/step - loss: 0.3947 - accuracy: 0.8363
Epoch 183/500
225/225 [==============================] - 0s 812us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 184/500
225/225 [==============================] - 0s 816us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 185/500
225/225 [==============================] - 0s 802us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 186/500
225/225 [==============================] - 0s 834us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 187/500
225/225 [==============================] - 0s 802us/step - loss: 0.3945 - accuracy: 0.8374
Epoch 188/500
225/225 [==============================] - 0s 789us/step - loss: 0.3943 - accuracy: 0.8382
Epoch 189/500
225/225 [==============================] - 0s 820us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 190/500
225/225 [==============================] - 0s 811us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 191/500
225/225 [==============================] - 0s 944us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 192/500
225/225 [==============================] - 0s 863us/step - loss: 0.3944 - accuracy: 0.8374
Epoch 193/500
225/225 [==============================] - 0s 793us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 194/500
225/225 [==============================] - 0s 820us/step - loss: 0.3946 - accuracy: 0.8375
Epoch 195/500
225/225 [==============================] - 0s 803us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 196/500
225/225 [==============================] - 0s 789us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 197/500
225/225 [==============================] - 0s 827us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 198/500
225/225 [==============================] - 0s 835us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 199/500
225/225 [==============================] - 0s 840us/step - loss: 0.3942 - accuracy: 0.8372
Epoch 200/500
225/225 [==============================] - 0s 803us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 201/500
225/225 [==============================] - 0s 809us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 202/500
225/225 [==============================] - 0s 852us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 203/500
225/225 [==============================] - 0s 820us/step - loss: 0.3943 - accuracy: 0.8379
Epoch 204/500
225/225 [==============================] - 0s 792us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 205/500
225/225 [==============================] - 0s 827us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 206/500
225/225 [==============================] - 0s 801us/step - loss: 0.3943 - accuracy: 0.8388
Epoch 207/500
225/225 [==============================] - 0s 825us/step - loss: 0.3943 - accuracy: 0.8379
Epoch 208/500
225/225 [==============================] - 0s 809us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 209/500
225/225 [==============================] - 0s 815us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 210/500
225/225 [==============================] - 0s 824us/step - loss: 0.3943 - accuracy: 0.8376
Epoch 211/500
225/225 [==============================] - 0s 815us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 212/500
225/225 [==============================] - 0s 800us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 213/500
225/225 [==============================] - 0s 856us/step - loss: 0.3943 - accuracy: 0.8388
Epoch 214/500
225/225 [==============================] - 0s 810us/step - loss: 0.3940 - accuracy: 0.8369
Epoch 215/500
225/225 [==============================] - 0s 815us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 216/500
225/225 [==============================] - 0s 807us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 217/500
225/225 [==============================] - 0s 811us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 218/500
225/225 [==============================] - 0s 809us/step - loss: 0.3940 - accuracy: 0.8382
Epoch 219/500
225/225 [==============================] - 0s 874us/step - loss: 0.3944 - accuracy: 0.8369
Epoch 220/500
225/225 [==============================] - 0s 799us/step - loss: 0.3942 - accuracy: 0.8374
Epoch 221/500
225/225 [==============================] - 0s 818us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 222/500
225/225 [==============================] - 0s 810us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 223/500
225/225 [==============================] - 0s 817us/step - loss: 0.3940 - accuracy: 0.8368
Epoch 224/500
225/225 [==============================] - 0s 839us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 225/500
225/225 [==============================] - 0s 812us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 226/500
225/225 [==============================] - 0s 814us/step - loss: 0.3941 - accuracy: 0.8357
Epoch 227/500
225/225 [==============================] - 0s 825us/step - loss: 0.3940 - accuracy: 0.8379
Epoch 228/500
225/225 [==============================] - 0s 795us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 229/500
225/225 [==============================] - 0s 813us/step - loss: 0.3942 - accuracy: 0.8388
Epoch 230/500
225/225 [==============================] - 0s 836us/step - loss: 0.3941 - accuracy: 0.8382
Epoch 231/500
225/225 [==============================] - 0s 830us/step - loss: 0.3942 - accuracy: 0.8358
Epoch 232/500
225/225 [==============================] - 0s 802us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 233/500
225/225 [==============================] - 0s 811us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 234/500
225/225 [==============================] - 0s 813us/step - loss: 0.3943 - accuracy: 0.8365
Epoch 235/500
225/225 [==============================] - 0s 848us/step - loss: 0.3940 - accuracy: 0.8374
Epoch 236/500
225/225 [==============================] - 0s 801us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 237/500
225/225 [==============================] - 0s 811us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 238/500
225/225 [==============================] - 0s 817us/step - loss: 0.3941 - accuracy: 0.8379
Epoch 239/500
225/225 [==============================] - 0s 792us/step - loss: 0.3941 - accuracy: 0.8379
Epoch 240/500
225/225 [==============================] - 0s 860us/step - loss: 0.3941 - accuracy: 0.8367
Epoch 241/500
225/225 [==============================] - 0s 810us/step - loss: 0.3940 - accuracy: 0.8367
Epoch 242/500
225/225 [==============================] - 0s 806us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 243/500
225/225 [==============================] - 0s 798us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 244/500
225/225 [==============================] - 0s 807us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 245/500
225/225 [==============================] - 0s 845us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 246/500
225/225 [==============================] - 0s 817us/step - loss: 0.3939 - accuracy: 0.8383
Epoch 247/500
225/225 [==============================] - 0s 799us/step - loss: 0.3940 - accuracy: 0.8360
Epoch 248/500
225/225 [==============================] - 0s 802us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 249/500
225/225 [==============================] - 0s 810us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 250/500
225/225 [==============================] - 0s 806us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 251/500
225/225 [==============================] - 0s 843us/step - loss: 0.3939 - accuracy: 0.8388
Epoch 252/500
225/225 [==============================] - 0s 828us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 253/500
225/225 [==============================] - 0s 832us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 254/500
225/225 [==============================] - 0s 810us/step - loss: 0.3941 - accuracy: 0.8361
Epoch 255/500
225/225 [==============================] - 0s 802us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 256/500
225/225 [==============================] - 0s 821us/step - loss: 0.3939 - accuracy: 0.8363
Epoch 257/500
225/225 [==============================] - 0s 818us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 258/500
225/225 [==============================] - 0s 810us/step - loss: 0.3938 - accuracy: 0.8361
Epoch 259/500
225/225 [==============================] - 0s 795us/step - loss: 0.3939 - accuracy: 0.8375
Epoch 260/500
225/225 [==============================] - 0s 817us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 261/500
225/225 [==============================] - 0s 805us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 262/500
225/225 [==============================] - 0s 881us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 263/500
225/225 [==============================] - 0s 804us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 264/500
225/225 [==============================] - 0s 846us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 265/500
225/225 [==============================] - 0s 808us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 266/500
225/225 [==============================] - 0s 809us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 267/500
225/225 [==============================] - 0s 869us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 268/500
225/225 [==============================] - 0s 999us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 269/500
225/225 [==============================] - 0s 823us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 270/500
225/225 [==============================] - 0s 815us/step - loss: 0.3938 - accuracy: 0.8371
Epoch 271/500
225/225 [==============================] - 0s 795us/step - loss: 0.3937 - accuracy: 0.8360
Epoch 272/500
225/225 [==============================] - 0s 839us/step - loss: 0.3940 - accuracy: 0.8371
Epoch 273/500
225/225 [==============================] - 0s 821us/step - loss: 0.3933 - accuracy: 0.8388
Epoch 274/500
225/225 [==============================] - 0s 809us/step - loss: 0.3942 - accuracy: 0.8372
Epoch 275/500
225/225 [==============================] - 0s 797us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 276/500
225/225 [==============================] - 0s 819us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 277/500
225/225 [==============================] - 0s 801us/step - loss: 0.3940 - accuracy: 0.8368
Epoch 278/500
225/225 [==============================] - 0s 854us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 279/500
225/225 [==============================] - 0s 794us/step - loss: 0.3940 - accuracy: 0.8374
Epoch 280/500
225/225 [==============================] - 0s 808us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 281/500
225/225 [==============================] - 0s 819us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 282/500
225/225 [==============================] - 0s 800us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 283/500
225/225 [==============================] - 0s 808us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 284/500
225/225 [==============================] - 0s 937us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 285/500
225/225 [==============================] - 0s 810us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 286/500
225/225 [==============================] - 0s 816us/step - loss: 0.3937 - accuracy: 0.8383
Epoch 287/500
225/225 [==============================] - 0s 792us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 288/500
225/225 [==============================] - 0s 842us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 289/500
225/225 [==============================] - 0s 834us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 290/500
225/225 [==============================] - 0s 798us/step - loss: 0.3940 - accuracy: 0.8360
Epoch 291/500
225/225 [==============================] - 0s 797us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 292/500
225/225 [==============================] - 0s 818us/step - loss: 0.3937 - accuracy: 0.8369
Epoch 293/500
225/225 [==============================] - 0s 813us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 294/500
225/225 [==============================] - 0s 838us/step - loss: 0.3935 - accuracy: 0.8390
Epoch 295/500
225/225 [==============================] - 0s 834us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 296/500
225/225 [==============================] - 0s 805us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 297/500
225/225 [==============================] - 0s 816us/step - loss: 0.3936 - accuracy: 0.8356
Epoch 298/500
225/225 [==============================] - 0s 787us/step - loss: 0.3939 - accuracy: 0.8371
Epoch 299/500
225/225 [==============================] - 0s 954us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 300/500
225/225 [==============================] - 0s 976us/step - loss: 0.3939 - accuracy: 0.8374
Epoch 301/500
225/225 [==============================] - 0s 827us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 302/500
225/225 [==============================] - 0s 861us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 303/500
225/225 [==============================] - 0s 807us/step - loss: 0.3939 - accuracy: 0.8367
Epoch 304/500
225/225 [==============================] - 0s 828us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 305/500
225/225 [==============================] - 0s 855us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 306/500
225/225 [==============================] - 0s 859us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 307/500
225/225 [==============================] - 0s 830us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 308/500
225/225 [==============================] - 0s 837us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 309/500
225/225 [==============================] - 0s 832us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 310/500
225/225 [==============================] - 0s 899us/step - loss: 0.3938 - accuracy: 0.8364
Epoch 311/500
225/225 [==============================] - 0s 906us/step - loss: 0.3935 - accuracy: 0.8360
Epoch 312/500
225/225 [==============================] - 0s 795us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 313/500
225/225 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8372
Epoch 314/500
225/225 [==============================] - 0s 853us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 315/500
225/225 [==============================] - 0s 812us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 316/500
225/225 [==============================] - 0s 805us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 317/500
225/225 [==============================] - 0s 811us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 318/500
225/225 [==============================] - 0s 810us/step - loss: 0.3936 - accuracy: 0.8364
Epoch 319/500
225/225 [==============================] - 0s 813us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 320/500
225/225 [==============================] - 0s 823us/step - loss: 0.3936 - accuracy: 0.8390
Epoch 321/500
225/225 [==============================] - 0s 837us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 322/500
225/225 [==============================] - 0s 811us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 323/500
225/225 [==============================] - 0s 815us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 324/500
225/225 [==============================] - 0s 810us/step - loss: 0.3937 - accuracy: 0.8364
Epoch 325/500
225/225 [==============================] - 0s 824us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 326/500
225/225 [==============================] - 0s 818us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 327/500
225/225 [==============================] - 0s 821us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 328/500
225/225 [==============================] - 0s 797us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 329/500
225/225 [==============================] - 0s 834us/step - loss: 0.3935 - accuracy: 0.8363
Epoch 330/500
225/225 [==============================] - 0s 836us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 331/500
225/225 [==============================] - 0s 823us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 332/500
225/225 [==============================] - 0s 798us/step - loss: 0.3939 - accuracy: 0.8378
Epoch 333/500
225/225 [==============================] - 0s 807us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 334/500
225/225 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 335/500
225/225 [==============================] - 0s 818us/step - loss: 0.3935 - accuracy: 0.8368
Epoch 336/500
225/225 [==============================] - 0s 830us/step - loss: 0.3940 - accuracy: 0.8383
Epoch 337/500
225/225 [==============================] - 0s 831us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 338/500
225/225 [==============================] - 0s 815us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 339/500
225/225 [==============================] - 0s 811us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 340/500
225/225 [==============================] - 0s 808us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 341/500
225/225 [==============================] - 0s 843us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 342/500
225/225 [==============================] - 0s 809us/step - loss: 0.3938 - accuracy: 0.8388
Epoch 343/500
225/225 [==============================] - 0s 802us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 344/500
225/225 [==============================] - 0s 799us/step - loss: 0.3939 - accuracy: 0.8376
Epoch 345/500
225/225 [==============================] - 0s 804us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 346/500
225/225 [==============================] - 0s 817us/step - loss: 0.3939 - accuracy: 0.8365
Epoch 347/500
225/225 [==============================] - 0s 887us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 348/500
225/225 [==============================] - 0s 804us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 349/500
225/225 [==============================] - 0s 813us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 350/500
225/225 [==============================] - 0s 815us/step - loss: 0.3937 - accuracy: 0.8363
Epoch 351/500
225/225 [==============================] - 0s 810us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 352/500
225/225 [==============================] - 0s 832us/step - loss: 0.3938 - accuracy: 0.8369
Epoch 353/500
225/225 [==============================] - 0s 812us/step - loss: 0.3938 - accuracy: 0.8382
Epoch 354/500
225/225 [==============================] - 0s 849us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 355/500
225/225 [==============================] - 0s 797us/step - loss: 0.3937 - accuracy: 0.8390
Epoch 356/500
225/225 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 357/500
225/225 [==============================] - 0s 810us/step - loss: 0.3935 - accuracy: 0.8371
Epoch 358/500
225/225 [==============================] - 0s 854us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 359/500
225/225 [==============================] - 0s 828us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 360/500
225/225 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 361/500
225/225 [==============================] - 0s 807us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 362/500
225/225 [==============================] - 0s 815us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 363/500
225/225 [==============================] - 0s 833us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 364/500
225/225 [==============================] - 0s 816us/step - loss: 0.3937 - accuracy: 0.8379
Epoch 365/500
225/225 [==============================] - 0s 812us/step - loss: 0.3935 - accuracy: 0.8376
Epoch 366/500
225/225 [==============================] - 0s 808us/step - loss: 0.3934 - accuracy: 0.8371
Epoch 367/500
225/225 [==============================] - 0s 795us/step - loss: 0.3938 - accuracy: 0.8371
Epoch 368/500
225/225 [==============================] - 0s 836us/step - loss: 0.3936 - accuracy: 0.8367
Epoch 369/500
225/225 [==============================] - 0s 827us/step - loss: 0.3936 - accuracy: 0.8381
Epoch 370/500
225/225 [==============================] - 0s 813us/step - loss: 0.3935 - accuracy: 0.8367
Epoch 371/500
225/225 [==============================] - 0s 792us/step - loss: 0.3937 - accuracy: 0.8374
Epoch 372/500
225/225 [==============================] - 0s 817us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 373/500
225/225 [==============================] - 0s 866us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 374/500
225/225 [==============================] - 0s 806us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 375/500
225/225 [==============================] - 0s 804us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 376/500
225/225 [==============================] - 0s 820us/step - loss: 0.3938 - accuracy: 0.8360
Epoch 377/500
225/225 [==============================] - 0s 817us/step - loss: 0.3935 - accuracy: 0.8369
Epoch 378/500
225/225 [==============================] - 0s 820us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 379/500
225/225 [==============================] - 0s 831us/step - loss: 0.3933 - accuracy: 0.8381
Epoch 380/500
225/225 [==============================] - 0s 843us/step - loss: 0.3934 - accuracy: 0.8386
Epoch 381/500
225/225 [==============================] - 0s 850us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 382/500
225/225 [==============================] - 0s 850us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 383/500
225/225 [==============================] - 0s 808us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 384/500
225/225 [==============================] - 0s 810us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 385/500
225/225 [==============================] - 0s 838us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 386/500
225/225 [==============================] - 0s 825us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 387/500
225/225 [==============================] - 0s 795us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 388/500
225/225 [==============================] - 0s 816us/step - loss: 0.3935 - accuracy: 0.8388
Epoch 389/500
225/225 [==============================] - 0s 834us/step - loss: 0.3935 - accuracy: 0.8376
Epoch 390/500
225/225 [==============================] - 0s 909us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 391/500
225/225 [==============================] - 0s 940us/step - loss: 0.3934 - accuracy: 0.8383
Epoch 392/500
225/225 [==============================] - 0s 800us/step - loss: 0.3934 - accuracy: 0.8371
Epoch 393/500
225/225 [==============================] - 0s 823us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 394/500
225/225 [==============================] - 0s 850us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 395/500
225/225 [==============================] - 0s 830us/step - loss: 0.3935 - accuracy: 0.8381
Epoch 396/500
225/225 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 397/500
225/225 [==============================] - 0s 814us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 398/500
225/225 [==============================] - 0s 810us/step - loss: 0.3934 - accuracy: 0.8381
Epoch 399/500
225/225 [==============================] - 0s 807us/step - loss: 0.3934 - accuracy: 0.8390
Epoch 400/500
225/225 [==============================] - 0s 808us/step - loss: 0.3935 - accuracy: 0.8372
Epoch 401/500
225/225 [==============================] - 0s 817us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 402/500
225/225 [==============================] - 0s 818us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 403/500
225/225 [==============================] - 0s 792us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 404/500
225/225 [==============================] - 0s 804us/step - loss: 0.3936 - accuracy: 0.8368
Epoch 405/500
225/225 [==============================] - 0s 826us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 406/500
225/225 [==============================] - 0s 811us/step - loss: 0.3931 - accuracy: 0.8385
Epoch 407/500
225/225 [==============================] - 0s 797us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 408/500
225/225 [==============================] - 0s 813us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 409/500
225/225 [==============================] - 0s 808us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 410/500
225/225 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 411/500
225/225 [==============================] - 0s 823us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 412/500
225/225 [==============================] - 0s 828us/step - loss: 0.3934 - accuracy: 0.8379
Epoch 413/500
225/225 [==============================] - 0s 800us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 414/500
225/225 [==============================] - 0s 857us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 415/500
225/225 [==============================] - 0s 847us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 416/500
225/225 [==============================] - 0s 859us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 417/500
225/225 [==============================] - 0s 813us/step - loss: 0.3935 - accuracy: 0.8378
Epoch 418/500
225/225 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 419/500
225/225 [==============================] - 0s 805us/step - loss: 0.3934 - accuracy: 0.8392
Epoch 420/500
225/225 [==============================] - 0s 811us/step - loss: 0.3934 - accuracy: 0.8368
Epoch 421/500
225/225 [==============================] - 0s 876us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 422/500
225/225 [==============================] - 0s 806us/step - loss: 0.3934 - accuracy: 0.8371
Epoch 423/500
225/225 [==============================] - 0s 831us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 424/500
225/225 [==============================] - 0s 829us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 425/500
225/225 [==============================] - 0s 819us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 426/500
225/225 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 427/500
225/225 [==============================] - 0s 832us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 428/500
225/225 [==============================] - 0s 813us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 429/500
225/225 [==============================] - 0s 820us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 430/500
225/225 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 431/500
225/225 [==============================] - 0s 939us/step - loss: 0.3933 - accuracy: 0.8376
Epoch 432/500
225/225 [==============================] - 0s 850us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 433/500
225/225 [==============================] - 0s 808us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 434/500
225/225 [==============================] - 0s 814us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 435/500
225/225 [==============================] - 0s 787us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 436/500
225/225 [==============================] - 0s 811us/step - loss: 0.3931 - accuracy: 0.8371
Epoch 437/500
225/225 [==============================] - 0s 855us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 438/500
225/225 [==============================] - 0s 815us/step - loss: 0.3932 - accuracy: 0.8379
Epoch 439/500
225/225 [==============================] - 0s 794us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 440/500
225/225 [==============================] - 0s 816us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 441/500
225/225 [==============================] - 0s 805us/step - loss: 0.3931 - accuracy: 0.8368
Epoch 442/500
225/225 [==============================] - 0s 789us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 443/500
225/225 [==============================] - 0s 853us/step - loss: 0.3928 - accuracy: 0.8378
Epoch 444/500
225/225 [==============================] - 0s 825us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 445/500
225/225 [==============================] - 0s 817us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 446/500
225/225 [==============================] - 0s 784us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 447/500
225/225 [==============================] - 0s 805us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 448/500
225/225 [==============================] - 0s 852us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 449/500
225/225 [==============================] - 0s 803us/step - loss: 0.3929 - accuracy: 0.8369
Epoch 450/500
225/225 [==============================] - 0s 791us/step - loss: 0.3926 - accuracy: 0.8365
Epoch 451/500
225/225 [==============================] - 0s 816us/step - loss: 0.3932 - accuracy: 0.8365
Epoch 452/500
225/225 [==============================] - 0s 818us/step - loss: 0.3928 - accuracy: 0.8378
Epoch 453/500
225/225 [==============================] - 0s 802us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 454/500
225/225 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8378
Epoch 455/500
225/225 [==============================] - 0s 809us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 456/500
225/225 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 457/500
225/225 [==============================] - 0s 798us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 458/500
225/225 [==============================] - 0s 796us/step - loss: 0.3931 - accuracy: 0.8386
Epoch 459/500
225/225 [==============================] - 0s 870us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 460/500
225/225 [==============================] - 0s 813us/step - loss: 0.3931 - accuracy: 0.8382
Epoch 461/500
225/225 [==============================] - 0s 812us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 462/500
225/225 [==============================] - 0s 793us/step - loss: 0.3930 - accuracy: 0.8383
Epoch 463/500
225/225 [==============================] - 0s 848us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 464/500
225/225 [==============================] - 0s 807us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 465/500
225/225 [==============================] - 0s 810us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 466/500
225/225 [==============================] - 0s 819us/step - loss: 0.3931 - accuracy: 0.8372
Epoch 467/500
225/225 [==============================] - 0s 814us/step - loss: 0.3932 - accuracy: 0.8385
Epoch 468/500
225/225 [==============================] - 0s 811us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 469/500
225/225 [==============================] - 0s 799us/step - loss: 0.3931 - accuracy: 0.8365
Epoch 470/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3928 - accuracy: 0.8376
Epoch 471/500
225/225 [==============================] - 0s 794us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 472/500
225/225 [==============================] - 0s 816us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 473/500
225/225 [==============================] - 0s 805us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 474/500
225/225 [==============================] - 0s 810us/step - loss: 0.3931 - accuracy: 0.8361
Epoch 475/500
225/225 [==============================] - 0s 887us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 476/500
225/225 [==============================] - 0s 808us/step - loss: 0.3931 - accuracy: 0.8388
Epoch 477/500
225/225 [==============================] - 0s 812us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 478/500
225/225 [==============================] - 0s 824us/step - loss: 0.3930 - accuracy: 0.8372
Epoch 479/500
225/225 [==============================] - 0s 788us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 480/500
225/225 [==============================] - 0s 843us/step - loss: 0.3929 - accuracy: 0.8388
Epoch 481/500
225/225 [==============================] - 0s 804us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 482/500
225/225 [==============================] - 0s 792us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 483/500
225/225 [==============================] - 0s 812us/step - loss: 0.3928 - accuracy: 0.8383
Epoch 484/500
225/225 [==============================] - 0s 816us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 485/500
225/225 [==============================] - 0s 840us/step - loss: 0.3929 - accuracy: 0.8397
Epoch 486/500
225/225 [==============================] - 0s 916us/step - loss: 0.3929 - accuracy: 0.8393
Epoch 487/500
225/225 [==============================] - 0s 792us/step - loss: 0.3929 - accuracy: 0.8367
Epoch 488/500
225/225 [==============================] - 0s 811us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 489/500
225/225 [==============================] - 0s 818us/step - loss: 0.3927 - accuracy: 0.8374
Epoch 490/500
225/225 [==============================] - 0s 796us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 491/500
225/225 [==============================] - 0s 853us/step - loss: 0.3931 - accuracy: 0.8390
Epoch 492/500
225/225 [==============================] - 0s 809us/step - loss: 0.3927 - accuracy: 0.8386
Epoch 493/500
225/225 [==============================] - 0s 811us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 494/500
225/225 [==============================] - 0s 790us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 495/500
225/225 [==============================] - 0s 808us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 496/500
225/225 [==============================] - 0s 836us/step - loss: 0.3931 - accuracy: 0.8381
Epoch 497/500
225/225 [==============================] - 0s 842us/step - loss: 0.3926 - accuracy: 0.8369
Epoch 498/500
225/225 [==============================] - 0s 808us/step - loss: 0.3927 - accuracy: 0.8383
Epoch 499/500
225/225 [==============================] - 0s 811us/step - loss: 0.3927 - accuracy: 0.8361
Epoch 500/500
225/225 [==============================] - 0s 819us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 1/500
225/225 [==============================] - 0s 837us/step - loss: 0.6120 - accuracy: 0.7949
Epoch 2/500
225/225 [==============================] - 0s 830us/step - loss: 0.4644 - accuracy: 0.7953
Epoch 3/500
225/225 [==============================] - 0s 832us/step - loss: 0.4425 - accuracy: 0.7953
Epoch 4/500
225/225 [==============================] - 0s 858us/step - loss: 0.4369 - accuracy: 0.7953
Epoch 5/500
225/225 [==============================] - 0s 851us/step - loss: 0.4341 - accuracy: 0.7953
Epoch 6/500
225/225 [==============================] - 0s 825us/step - loss: 0.4323 - accuracy: 0.7953
Epoch 7/500
225/225 [==============================] - 0s 846us/step - loss: 0.4308 - accuracy: 0.7953
Epoch 8/500
225/225 [==============================] - 0s 848us/step - loss: 0.4292 - accuracy: 0.7953
Epoch 9/500
225/225 [==============================] - 0s 863us/step - loss: 0.4273 - accuracy: 0.7953
Epoch 10/500
225/225 [==============================] - 0s 826us/step - loss: 0.4253 - accuracy: 0.8172
Epoch 11/500
225/225 [==============================] - 0s 849us/step - loss: 0.4236 - accuracy: 0.8179
Epoch 12/500
225/225 [==============================] - 0s 841us/step - loss: 0.4220 - accuracy: 0.8214
Epoch 13/500
225/225 [==============================] - 0s 841us/step - loss: 0.4208 - accuracy: 0.8228
Epoch 14/500
225/225 [==============================] - 0s 856us/step - loss: 0.4198 - accuracy: 0.8256
Epoch 15/500
225/225 [==============================] - 0s 816us/step - loss: 0.4186 - accuracy: 0.8269
Epoch 16/500
225/225 [==============================] - 0s 871us/step - loss: 0.4176 - accuracy: 0.8288
Epoch 17/500
225/225 [==============================] - 0s 854us/step - loss: 0.4167 - accuracy: 0.8303
Epoch 18/500
225/225 [==============================] - 0s 854us/step - loss: 0.4159 - accuracy: 0.8300
Epoch 19/500
225/225 [==============================] - 0s 818us/step - loss: 0.4150 - accuracy: 0.8311
Epoch 20/500
225/225 [==============================] - 0s 891us/step - loss: 0.4144 - accuracy: 0.8308
Epoch 21/500
225/225 [==============================] - 0s 925us/step - loss: 0.4139 - accuracy: 0.8318
Epoch 22/500
225/225 [==============================] - 0s 872us/step - loss: 0.4136 - accuracy: 0.8332
Epoch 23/500
225/225 [==============================] - 0s 829us/step - loss: 0.4129 - accuracy: 0.8328
Epoch 24/500
225/225 [==============================] - 0s 891us/step - loss: 0.4124 - accuracy: 0.8340
Epoch 25/500
225/225 [==============================] - 0s 810us/step - loss: 0.4118 - accuracy: 0.8353
Epoch 26/500
225/225 [==============================] - 0s 789us/step - loss: 0.4113 - accuracy: 0.8335
Epoch 27/500
225/225 [==============================] - 0s 798us/step - loss: 0.4111 - accuracy: 0.8349
Epoch 28/500
225/225 [==============================] - 0s 790us/step - loss: 0.4105 - accuracy: 0.8350
Epoch 29/500
225/225 [==============================] - 0s 802us/step - loss: 0.4101 - accuracy: 0.8339
Epoch 30/500
225/225 [==============================] - 0s 818us/step - loss: 0.4098 - accuracy: 0.8347
Epoch 31/500
225/225 [==============================] - 0s 790us/step - loss: 0.4096 - accuracy: 0.8354
Epoch 32/500
225/225 [==============================] - 0s 952us/step - loss: 0.4092 - accuracy: 0.8364
Epoch 33/500
225/225 [==============================] - 0s 791us/step - loss: 0.4089 - accuracy: 0.8353
Epoch 34/500
225/225 [==============================] - 0s 791us/step - loss: 0.4086 - accuracy: 0.8361
Epoch 35/500
225/225 [==============================] - 0s 821us/step - loss: 0.4082 - accuracy: 0.8356
Epoch 36/500
225/225 [==============================] - 0s 827us/step - loss: 0.4081 - accuracy: 0.8361
Epoch 37/500
225/225 [==============================] - 0s 803us/step - loss: 0.4079 - accuracy: 0.8365
Epoch 38/500
225/225 [==============================] - 0s 806us/step - loss: 0.4076 - accuracy: 0.8364
Epoch 39/500
225/225 [==============================] - 0s 814us/step - loss: 0.4076 - accuracy: 0.8358
Epoch 40/500
225/225 [==============================] - 0s 817us/step - loss: 0.4073 - accuracy: 0.8363
Epoch 41/500
225/225 [==============================] - 0s 816us/step - loss: 0.4074 - accuracy: 0.8368
Epoch 42/500
225/225 [==============================] - 0s 793us/step - loss: 0.4070 - accuracy: 0.8361
Epoch 43/500
225/225 [==============================] - 0s 792us/step - loss: 0.4069 - accuracy: 0.8357
Epoch 44/500
225/225 [==============================] - 0s 797us/step - loss: 0.4068 - accuracy: 0.8364
Epoch 45/500
225/225 [==============================] - 0s 803us/step - loss: 0.4067 - accuracy: 0.8367
Epoch 46/500
225/225 [==============================] - 0s 824us/step - loss: 0.4066 - accuracy: 0.8363
Epoch 47/500
225/225 [==============================] - 0s 857us/step - loss: 0.4065 - accuracy: 0.8369
Epoch 48/500
225/225 [==============================] - 0s 801us/step - loss: 0.4061 - accuracy: 0.8368
Epoch 49/500
225/225 [==============================] - 0s 794us/step - loss: 0.4063 - accuracy: 0.8375
Epoch 50/500
225/225 [==============================] - 0s 896us/step - loss: 0.4061 - accuracy: 0.8368
Epoch 51/500
225/225 [==============================] - 0s 849us/step - loss: 0.4058 - accuracy: 0.8365
Epoch 52/500
225/225 [==============================] - 0s 820us/step - loss: 0.4057 - accuracy: 0.8368
Epoch 53/500
225/225 [==============================] - 0s 813us/step - loss: 0.4051 - accuracy: 0.8364
Epoch 54/500
225/225 [==============================] - 0s 786us/step - loss: 0.4055 - accuracy: 0.8378
Epoch 55/500
225/225 [==============================] - 0s 808us/step - loss: 0.4056 - accuracy: 0.8374
Epoch 56/500
225/225 [==============================] - 0s 800us/step - loss: 0.4055 - accuracy: 0.8360
Epoch 57/500
225/225 [==============================] - 0s 843us/step - loss: 0.4052 - accuracy: 0.8371
Epoch 58/500
225/225 [==============================] - 0s 792us/step - loss: 0.4053 - accuracy: 0.8372
Epoch 59/500
225/225 [==============================] - 0s 801us/step - loss: 0.4052 - accuracy: 0.8368
Epoch 60/500
225/225 [==============================] - 0s 796us/step - loss: 0.4050 - accuracy: 0.8371
Epoch 61/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4047 - accuracy: 0.8361
Epoch 62/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4045 - accuracy: 0.8367
Epoch 63/500
225/225 [==============================] - 0s 755us/step - loss: 0.4045 - accuracy: 0.8367
Epoch 64/500
225/225 [==============================] - 0s 816us/step - loss: 0.4043 - accuracy: 0.8369
Epoch 65/500
225/225 [==============================] - 0s 841us/step - loss: 0.4043 - accuracy: 0.8361
Epoch 66/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4039 - accuracy: 0.8372
Epoch 67/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4037 - accuracy: 0.8356
Epoch 68/500
225/225 [==============================] - 0s 922us/step - loss: 0.4039 - accuracy: 0.8367
Epoch 69/500
225/225 [==============================] - 0s 998us/step - loss: 0.4037 - accuracy: 0.8369
Epoch 70/500
225/225 [==============================] - 0s 961us/step - loss: 0.4035 - accuracy: 0.8376
Epoch 71/500
225/225 [==============================] - 0s 981us/step - loss: 0.4033 - accuracy: 0.8371
Epoch 72/500
225/225 [==============================] - 0s 933us/step - loss: 0.4034 - accuracy: 0.8365
Epoch 73/500
225/225 [==============================] - 0s 955us/step - loss: 0.4031 - accuracy: 0.8367
Epoch 74/500
225/225 [==============================] - 0s 876us/step - loss: 0.4028 - accuracy: 0.8374
Epoch 75/500
225/225 [==============================] - 0s 927us/step - loss: 0.4029 - accuracy: 0.8361
Epoch 76/500
225/225 [==============================] - 0s 891us/step - loss: 0.4025 - accuracy: 0.8379
Epoch 77/500
225/225 [==============================] - 0s 914us/step - loss: 0.4026 - accuracy: 0.8363
Epoch 78/500
225/225 [==============================] - 0s 880us/step - loss: 0.4022 - accuracy: 0.8378
Epoch 79/500
225/225 [==============================] - 0s 819us/step - loss: 0.4022 - accuracy: 0.8364
Epoch 80/500
225/225 [==============================] - 0s 795us/step - loss: 0.4017 - accuracy: 0.8360
Epoch 81/500
225/225 [==============================] - 0s 818us/step - loss: 0.4015 - accuracy: 0.8353
Epoch 82/500
225/225 [==============================] - 0s 794us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 83/500
225/225 [==============================] - 0s 790us/step - loss: 0.4009 - accuracy: 0.8369
Epoch 84/500
225/225 [==============================] - 0s 821us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 85/500
225/225 [==============================] - 0s 797us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 86/500
225/225 [==============================] - 0s 989us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 87/500
225/225 [==============================] - 0s 817us/step - loss: 0.3997 - accuracy: 0.8368
Epoch 88/500
225/225 [==============================] - 0s 808us/step - loss: 0.3994 - accuracy: 0.8361
Epoch 89/500
225/225 [==============================] - 0s 856us/step - loss: 0.3991 - accuracy: 0.8365
Epoch 90/500
225/225 [==============================] - 0s 907us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 91/500
225/225 [==============================] - 0s 909us/step - loss: 0.3984 - accuracy: 0.8378
Epoch 92/500
225/225 [==============================] - 0s 888us/step - loss: 0.3983 - accuracy: 0.8376
Epoch 93/500
225/225 [==============================] - 0s 871us/step - loss: 0.3983 - accuracy: 0.8388
Epoch 94/500
225/225 [==============================] - 0s 813us/step - loss: 0.3978 - accuracy: 0.8358
Epoch 95/500
225/225 [==============================] - 0s 848us/step - loss: 0.3976 - accuracy: 0.8365
Epoch 96/500
225/225 [==============================] - 0s 806us/step - loss: 0.3976 - accuracy: 0.8368
Epoch 97/500
225/225 [==============================] - 0s 820us/step - loss: 0.3977 - accuracy: 0.8375
Epoch 98/500
225/225 [==============================] - 0s 792us/step - loss: 0.3974 - accuracy: 0.8382
Epoch 99/500
225/225 [==============================] - 0s 808us/step - loss: 0.3975 - accuracy: 0.8374
Epoch 100/500
225/225 [==============================] - 0s 806us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 101/500
225/225 [==============================] - 0s 846us/step - loss: 0.3972 - accuracy: 0.8379
Epoch 102/500
225/225 [==============================] - 0s 795us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 103/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8365
Epoch 104/500
225/225 [==============================] - 0s 937us/step - loss: 0.3971 - accuracy: 0.8386
Epoch 105/500
225/225 [==============================] - 0s 865us/step - loss: 0.3970 - accuracy: 0.8389
Epoch 106/500
225/225 [==============================] - 0s 808us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 107/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3969 - accuracy: 0.8372: 0s - loss: 0.3965 - accuracy
Epoch 108/500
225/225 [==============================] - 0s 804us/step - loss: 0.3959 - accuracy: 0.8385
Epoch 109/500
225/225 [==============================] - 0s 812us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 110/500
225/225 [==============================] - 0s 850us/step - loss: 0.3967 - accuracy: 0.8378
Epoch 111/500
225/225 [==============================] - 0s 814us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 112/500
225/225 [==============================] - 0s 810us/step - loss: 0.3963 - accuracy: 0.8375
Epoch 113/500
225/225 [==============================] - 0s 802us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 114/500
225/225 [==============================] - 0s 869us/step - loss: 0.3961 - accuracy: 0.8385
Epoch 115/500
225/225 [==============================] - 0s 900us/step - loss: 0.3961 - accuracy: 0.8367
Epoch 116/500
225/225 [==============================] - 0s 916us/step - loss: 0.3963 - accuracy: 0.8386
Epoch 117/500
225/225 [==============================] - 0s 895us/step - loss: 0.3962 - accuracy: 0.8385
Epoch 118/500
225/225 [==============================] - 0s 892us/step - loss: 0.3962 - accuracy: 0.8385
Epoch 119/500
225/225 [==============================] - 0s 836us/step - loss: 0.3959 - accuracy: 0.8383
Epoch 120/500
225/225 [==============================] - 0s 837us/step - loss: 0.3962 - accuracy: 0.8383
Epoch 121/500
225/225 [==============================] - 0s 803us/step - loss: 0.3963 - accuracy: 0.8385
Epoch 122/500
225/225 [==============================] - 0s 815us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 123/500
225/225 [==============================] - 0s 791us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 124/500
225/225 [==============================] - 0s 809us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 125/500
225/225 [==============================] - 0s 836us/step - loss: 0.3959 - accuracy: 0.8386
Epoch 126/500
225/225 [==============================] - 0s 877us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 127/500
225/225 [==============================] - 0s 810us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 128/500
225/225 [==============================] - 0s 814us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 129/500
225/225 [==============================] - 0s 813us/step - loss: 0.3960 - accuracy: 0.8374
Epoch 130/500
225/225 [==============================] - 0s 819us/step - loss: 0.3957 - accuracy: 0.8376
Epoch 131/500
225/225 [==============================] - 0s 827us/step - loss: 0.3958 - accuracy: 0.8379
Epoch 132/500
225/225 [==============================] - 0s 805us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 133/500
225/225 [==============================] - 0s 817us/step - loss: 0.3956 - accuracy: 0.8393
Epoch 134/500
225/225 [==============================] - 0s 802us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 135/500
225/225 [==============================] - 0s 802us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 136/500
225/225 [==============================] - 0s 832us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 137/500
225/225 [==============================] - 0s 810us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 138/500
225/225 [==============================] - 0s 812us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 139/500
225/225 [==============================] - 0s 801us/step - loss: 0.3957 - accuracy: 0.8374
Epoch 140/500
225/225 [==============================] - 0s 817us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 141/500
225/225 [==============================] - 0s 809us/step - loss: 0.3956 - accuracy: 0.8376
Epoch 142/500
225/225 [==============================] - 0s 823us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 143/500
225/225 [==============================] - 0s 789us/step - loss: 0.3957 - accuracy: 0.8375
Epoch 144/500
225/225 [==============================] - 0s 809us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 145/500
225/225 [==============================] - 0s 805us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 146/500
225/225 [==============================] - 0s 788us/step - loss: 0.3959 - accuracy: 0.8394
Epoch 147/500
225/225 [==============================] - 0s 844us/step - loss: 0.3953 - accuracy: 0.8376
Epoch 148/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3953 - accuracy: 0.8367
Epoch 149/500
225/225 [==============================] - 0s 944us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 150/500
225/225 [==============================] - 0s 802us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 151/500
225/225 [==============================] - 0s 807us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 152/500
225/225 [==============================] - 0s 856us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 153/500
225/225 [==============================] - 0s 792us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 154/500
225/225 [==============================] - 0s 826us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 155/500
225/225 [==============================] - 0s 813us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 156/500
225/225 [==============================] - 0s 800us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 157/500
225/225 [==============================] - 0s 856us/step - loss: 0.3956 - accuracy: 0.8400
Epoch 158/500
225/225 [==============================] - 0s 803us/step - loss: 0.3956 - accuracy: 0.8383
Epoch 159/500
225/225 [==============================] - 0s 809us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 160/500
225/225 [==============================] - 0s 798us/step - loss: 0.3956 - accuracy: 0.8385
Epoch 161/500
225/225 [==============================] - 0s 790us/step - loss: 0.3955 - accuracy: 0.8393
Epoch 162/500
225/225 [==============================] - 0s 844us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 163/500
225/225 [==============================] - 0s 912us/step - loss: 0.3950 - accuracy: 0.8397
Epoch 164/500
225/225 [==============================] - 0s 793us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 165/500
225/225 [==============================] - 0s 809us/step - loss: 0.3955 - accuracy: 0.8376
Epoch 166/500
225/225 [==============================] - 0s 801us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 167/500
225/225 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8394
Epoch 168/500
225/225 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8392
Epoch 169/500
225/225 [==============================] - 0s 844us/step - loss: 0.3956 - accuracy: 0.8393
Epoch 170/500
225/225 [==============================] - 0s 812us/step - loss: 0.3955 - accuracy: 0.8392
Epoch 171/500
225/225 [==============================] - 0s 818us/step - loss: 0.3958 - accuracy: 0.8381
Epoch 172/500
225/225 [==============================] - 0s 791us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 173/500
225/225 [==============================] - 0s 849us/step - loss: 0.3955 - accuracy: 0.8393
Epoch 174/500
225/225 [==============================] - 0s 810us/step - loss: 0.3955 - accuracy: 0.8388
Epoch 175/500
225/225 [==============================] - 0s 792us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 176/500
225/225 [==============================] - 0s 811us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 177/500
225/225 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 178/500
225/225 [==============================] - 0s 854us/step - loss: 0.3955 - accuracy: 0.8389
Epoch 179/500
225/225 [==============================] - 0s 803us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 180/500
225/225 [==============================] - 0s 817us/step - loss: 0.3953 - accuracy: 0.8393
Epoch 181/500
225/225 [==============================] - 0s 800us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 182/500
225/225 [==============================] - 0s 806us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 183/500
225/225 [==============================] - 0s 805us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 184/500
225/225 [==============================] - 0s 829us/step - loss: 0.3955 - accuracy: 0.8392
Epoch 185/500
225/225 [==============================] - 0s 805us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 186/500
225/225 [==============================] - 0s 808us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 187/500
225/225 [==============================] - 0s 795us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 188/500
225/225 [==============================] - 0s 808us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 189/500
225/225 [==============================] - 0s 851us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 190/500
225/225 [==============================] - 0s 814us/step - loss: 0.3954 - accuracy: 0.8389
Epoch 191/500
225/225 [==============================] - 0s 799us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 192/500
225/225 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 193/500
225/225 [==============================] - 0s 807us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 194/500
225/225 [==============================] - 0s 800us/step - loss: 0.3952 - accuracy: 0.8376
Epoch 195/500
225/225 [==============================] - 0s 830us/step - loss: 0.3952 - accuracy: 0.8372
Epoch 196/500
225/225 [==============================] - 0s 809us/step - loss: 0.3956 - accuracy: 0.8382
Epoch 197/500
225/225 [==============================] - 0s 807us/step - loss: 0.3952 - accuracy: 0.8397
Epoch 198/500
225/225 [==============================] - 0s 793us/step - loss: 0.3954 - accuracy: 0.8393
Epoch 199/500
225/225 [==============================] - 0s 807us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 200/500
225/225 [==============================] - 0s 841us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 201/500
225/225 [==============================] - 0s 840us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 202/500
225/225 [==============================] - 0s 796us/step - loss: 0.3953 - accuracy: 0.8393
Epoch 203/500
225/225 [==============================] - 0s 806us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 204/500
225/225 [==============================] - 0s 808us/step - loss: 0.3955 - accuracy: 0.8399
Epoch 205/500
225/225 [==============================] - 0s 993us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 206/500
225/225 [==============================] - 0s 960us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 207/500
225/225 [==============================] - 0s 796us/step - loss: 0.3951 - accuracy: 0.8382
Epoch 208/500
225/225 [==============================] - 0s 801us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 209/500
225/225 [==============================] - 0s 811us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 210/500
225/225 [==============================] - 0s 824us/step - loss: 0.3952 - accuracy: 0.8396
Epoch 211/500
225/225 [==============================] - 0s 798us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 212/500
225/225 [==============================] - 0s 809us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 213/500
225/225 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 214/500
225/225 [==============================] - 0s 810us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 215/500
225/225 [==============================] - 0s 796us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 216/500
225/225 [==============================] - 0s 828us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 217/500
225/225 [==============================] - 0s 806us/step - loss: 0.3952 - accuracy: 0.8390
Epoch 218/500
225/225 [==============================] - 0s 795us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 219/500
225/225 [==============================] - 0s 787us/step - loss: 0.3954 - accuracy: 0.8375
Epoch 220/500
225/225 [==============================] - 0s 793us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 221/500
225/225 [==============================] - 0s 798us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 222/500
225/225 [==============================] - 0s 807us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 223/500
225/225 [==============================] - 0s 822us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 224/500
225/225 [==============================] - 0s 792us/step - loss: 0.3953 - accuracy: 0.8400
Epoch 225/500
225/225 [==============================] - 0s 807us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 226/500
225/225 [==============================] - 0s 789us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 227/500
225/225 [==============================] - 0s 830us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 228/500
225/225 [==============================] - 0s 795us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 229/500
225/225 [==============================] - 0s 817us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 230/500
225/225 [==============================] - 0s 799us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 231/500
225/225 [==============================] - 0s 790us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 232/500
225/225 [==============================] - 0s 820us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 233/500
225/225 [==============================] - 0s 798us/step - loss: 0.3953 - accuracy: 0.8397
Epoch 234/500
225/225 [==============================] - 0s 826us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 235/500
225/225 [==============================] - 0s 865us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 236/500
225/225 [==============================] - 0s 860us/step - loss: 0.3951 - accuracy: 0.8397
Epoch 237/500
225/225 [==============================] - 0s 819us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 238/500
225/225 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 239/500
225/225 [==============================] - 0s 796us/step - loss: 0.3953 - accuracy: 0.8396
Epoch 240/500
225/225 [==============================] - 0s 794us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 241/500
225/225 [==============================] - 0s 794us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 242/500
225/225 [==============================] - 0s 792us/step - loss: 0.3952 - accuracy: 0.8388
Epoch 243/500
225/225 [==============================] - 0s 832us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 244/500
225/225 [==============================] - 0s 800us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 245/500
225/225 [==============================] - 0s 790us/step - loss: 0.3952 - accuracy: 0.8390
Epoch 246/500
225/225 [==============================] - 0s 787us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 247/500
225/225 [==============================] - 0s 794us/step - loss: 0.3953 - accuracy: 0.8378
Epoch 248/500
225/225 [==============================] - 0s 843us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 249/500
225/225 [==============================] - 0s 796us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 250/500
225/225 [==============================] - 0s 931us/step - loss: 0.3952 - accuracy: 0.8394
Epoch 251/500
225/225 [==============================] - 0s 938us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 252/500
225/225 [==============================] - 0s 955us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 253/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8385
Epoch 254/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8376
Epoch 255/500
225/225 [==============================] - 0s 902us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 256/500
225/225 [==============================] - 0s 829us/step - loss: 0.3952 - accuracy: 0.8392
Epoch 257/500
225/225 [==============================] - 0s 837us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 258/500
225/225 [==============================] - 0s 853us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 259/500
225/225 [==============================] - 0s 851us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 260/500
225/225 [==============================] - 0s 839us/step - loss: 0.3950 - accuracy: 0.8401
Epoch 261/500
225/225 [==============================] - 0s 826us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 262/500
225/225 [==============================] - 0s 837us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 263/500
225/225 [==============================] - 0s 879us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 264/500
225/225 [==============================] - 0s 873us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 265/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8396
Epoch 266/500
225/225 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 267/500
225/225 [==============================] - 0s 802us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 268/500
225/225 [==============================] - 0s 838us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 269/500
225/225 [==============================] - 0s 813us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 270/500
225/225 [==============================] - 0s 804us/step - loss: 0.3951 - accuracy: 0.8397
Epoch 271/500
225/225 [==============================] - 0s 801us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 272/500
225/225 [==============================] - 0s 847us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 273/500
225/225 [==============================] - 0s 789us/step - loss: 0.3951 - accuracy: 0.8396
Epoch 274/500
225/225 [==============================] - 0s 798us/step - loss: 0.3952 - accuracy: 0.8375
Epoch 275/500
225/225 [==============================] - 0s 823us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 276/500
225/225 [==============================] - 0s 797us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 277/500
225/225 [==============================] - 0s 790us/step - loss: 0.3952 - accuracy: 0.8396
Epoch 278/500
225/225 [==============================] - 0s 811us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 279/500
225/225 [==============================] - 0s 791us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 280/500
225/225 [==============================] - 0s 986us/step - loss: 0.3952 - accuracy: 0.8385
Epoch 281/500
225/225 [==============================] - 0s 806us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 282/500
225/225 [==============================] - 0s 793us/step - loss: 0.3954 - accuracy: 0.8386
Epoch 283/500
225/225 [==============================] - 0s 832us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 284/500
225/225 [==============================] - 0s 851us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 285/500
225/225 [==============================] - 0s 820us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 286/500
225/225 [==============================] - 0s 797us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 287/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 288/500
225/225 [==============================] - 0s 802us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 289/500
225/225 [==============================] - 0s 817us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 290/500
225/225 [==============================] - 0s 837us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 291/500
225/225 [==============================] - 0s 813us/step - loss: 0.3949 - accuracy: 0.8364
Epoch 292/500
225/225 [==============================] - 0s 807us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 293/500
225/225 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 294/500
225/225 [==============================] - 0s 848us/step - loss: 0.3948 - accuracy: 0.8369
Epoch 295/500
225/225 [==============================] - 0s 807us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 296/500
225/225 [==============================] - 0s 808us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 297/500
225/225 [==============================] - 0s 815us/step - loss: 0.3949 - accuracy: 0.8401
Epoch 298/500
225/225 [==============================] - 0s 792us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 299/500
225/225 [==============================] - 0s 846us/step - loss: 0.3951 - accuracy: 0.8383
Epoch 300/500
225/225 [==============================] - 0s 806us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 301/500
225/225 [==============================] - 0s 811us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 302/500
225/225 [==============================] - 0s 798us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 303/500
225/225 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 304/500
225/225 [==============================] - 0s 948us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 305/500
225/225 [==============================] - 0s 841us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 306/500
225/225 [==============================] - 0s 786us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 307/500
225/225 [==============================] - 0s 835us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 308/500
225/225 [==============================] - 0s 804us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 309/500
225/225 [==============================] - 0s 806us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 310/500
225/225 [==============================] - 0s 793us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 311/500
225/225 [==============================] - 0s 846us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 312/500
225/225 [==============================] - 0s 805us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 313/500
225/225 [==============================] - 0s 795us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 314/500
225/225 [==============================] - 0s 806us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 315/500
225/225 [==============================] - 0s 812us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 316/500
225/225 [==============================] - 0s 850us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 317/500
225/225 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 318/500
225/225 [==============================] - 0s 828us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 319/500
225/225 [==============================] - 0s 804us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 320/500
225/225 [==============================] - 0s 835us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 321/500
225/225 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 322/500
225/225 [==============================] - 0s 799us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 323/500
225/225 [==============================] - 0s 802us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 324/500
225/225 [==============================] - 0s 828us/step - loss: 0.3951 - accuracy: 0.8389
Epoch 325/500
225/225 [==============================] - 0s 809us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 326/500
225/225 [==============================] - 0s 831us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 327/500
225/225 [==============================] - 0s 813us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 328/500
225/225 [==============================] - 0s 881us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 329/500
225/225 [==============================] - 0s 804us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 330/500
225/225 [==============================] - 0s 805us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 331/500
225/225 [==============================] - 0s 809us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 332/500
225/225 [==============================] - 0s 861us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 333/500
225/225 [==============================] - 0s 791us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 334/500
225/225 [==============================] - 0s 817us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 335/500
225/225 [==============================] - 0s 807us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 336/500
225/225 [==============================] - 0s 842us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 337/500
225/225 [==============================] - 0s 802us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 338/500
225/225 [==============================] - 0s 834us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 339/500
225/225 [==============================] - 0s 813us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 340/500
225/225 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 341/500
225/225 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 342/500
225/225 [==============================] - 0s 813us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 343/500
225/225 [==============================] - 0s 821us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 344/500
225/225 [==============================] - 0s 838us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 345/500
225/225 [==============================] - 0s 788us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 346/500
225/225 [==============================] - 0s 816us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 347/500
225/225 [==============================] - 0s 802us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 348/500
225/225 [==============================] - 0s 814us/step - loss: 0.3950 - accuracy: 0.8388
Epoch 349/500
225/225 [==============================] - 0s 807us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 350/500
225/225 [==============================] - 0s 807us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 351/500
225/225 [==============================] - 0s 817us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 352/500
225/225 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 353/500
225/225 [==============================] - 0s 815us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 354/500
225/225 [==============================] - 0s 833us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 355/500
225/225 [==============================] - 0s 801us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 356/500
225/225 [==============================] - 0s 795us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 357/500
225/225 [==============================] - 0s 813us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 358/500
225/225 [==============================] - 0s 806us/step - loss: 0.3951 - accuracy: 0.8388
Epoch 359/500
225/225 [==============================] - 0s 855us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 360/500
225/225 [==============================] - 0s 793us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 361/500
225/225 [==============================] - 0s 957us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 362/500
225/225 [==============================] - 0s 806us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 363/500
225/225 [==============================] - 0s 803us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 364/500
225/225 [==============================] - 0s 792us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 365/500
225/225 [==============================] - 0s 991us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 366/500
225/225 [==============================] - 0s 826us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 367/500
225/225 [==============================] - 0s 824us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 368/500
225/225 [==============================] - 0s 790us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 369/500
225/225 [==============================] - 0s 802us/step - loss: 0.3950 - accuracy: 0.8399
Epoch 370/500
225/225 [==============================] - 0s 849us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 371/500
225/225 [==============================] - 0s 806us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 372/500
225/225 [==============================] - 0s 796us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 373/500
225/225 [==============================] - 0s 805us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 374/500
225/225 [==============================] - 0s 808us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 375/500
225/225 [==============================] - 0s 831us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 376/500
225/225 [==============================] - 0s 783us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 377/500
225/225 [==============================] - 0s 811us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 378/500
225/225 [==============================] - 0s 814us/step - loss: 0.3949 - accuracy: 0.8399
Epoch 379/500
225/225 [==============================] - 0s 811us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 380/500
225/225 [==============================] - 0s 834us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 381/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8369
Epoch 382/500
225/225 [==============================] - 0s 825us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 383/500
225/225 [==============================] - 0s 806us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 384/500
225/225 [==============================] - 0s 808us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 385/500
225/225 [==============================] - 0s 809us/step - loss: 0.3951 - accuracy: 0.8371
Epoch 386/500
225/225 [==============================] - 0s 856us/step - loss: 0.3948 - accuracy: 0.8375
Epoch 387/500
225/225 [==============================] - 0s 801us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 388/500
225/225 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 389/500
225/225 [==============================] - 0s 812us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 390/500
225/225 [==============================] - 0s 793us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 391/500
225/225 [==============================] - 0s 788us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 392/500
225/225 [==============================] - 0s 984us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 393/500
225/225 [==============================] - 0s 857us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 394/500
225/225 [==============================] - 0s 815us/step - loss: 0.3951 - accuracy: 0.8375
Epoch 395/500
225/225 [==============================] - 0s 791us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 396/500
225/225 [==============================] - 0s 804us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 397/500
225/225 [==============================] - 0s 850us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 398/500
225/225 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 399/500
225/225 [==============================] - 0s 785us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 400/500
225/225 [==============================] - 0s 868us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 401/500
225/225 [==============================] - 0s 808us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 402/500
225/225 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 403/500
225/225 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 404/500
225/225 [==============================] - 0s 804us/step - loss: 0.3949 - accuracy: 0.8372
Epoch 405/500
225/225 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 406/500
225/225 [==============================] - 0s 930us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 407/500
225/225 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 408/500
225/225 [==============================] - 0s 845us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 409/500
225/225 [==============================] - 0s 832us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 410/500
225/225 [==============================] - 0s 795us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 411/500
225/225 [==============================] - 0s 797us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 412/500
225/225 [==============================] - 0s 835us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 413/500
225/225 [==============================] - 0s 815us/step - loss: 0.3948 - accuracy: 0.8365
Epoch 414/500
225/225 [==============================] - 0s 815us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 415/500
225/225 [==============================] - 0s 792us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 416/500
225/225 [==============================] - 0s 812us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 417/500
225/225 [==============================] - 0s 805us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 418/500
225/225 [==============================] - 0s 811us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 419/500
225/225 [==============================] - 0s 818us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 420/500
225/225 [==============================] - 0s 808us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 421/500
225/225 [==============================] - 0s 801us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 422/500
225/225 [==============================] - 0s 797us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 423/500
225/225 [==============================] - 0s 840us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 424/500
225/225 [==============================] - 0s 820us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 425/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8403
Epoch 426/500
225/225 [==============================] - 0s 789us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 427/500
225/225 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 428/500
225/225 [==============================] - 0s 805us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 429/500
225/225 [==============================] - 0s 872us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 430/500
225/225 [==============================] - 0s 800us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 431/500
225/225 [==============================] - 0s 808us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 432/500
225/225 [==============================] - 0s 813us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 433/500
225/225 [==============================] - 0s 831us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 434/500
225/225 [==============================] - 0s 790us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 435/500
225/225 [==============================] - 0s 812us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 436/500
225/225 [==============================] - 0s 833us/step - loss: 0.3951 - accuracy: 0.8394
Epoch 437/500
225/225 [==============================] - 0s 807us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 438/500
225/225 [==============================] - 0s 794us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 439/500
225/225 [==============================] - 0s 810us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 440/500
225/225 [==============================] - 0s 807us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 441/500
225/225 [==============================] - 0s 862us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 442/500
225/225 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 443/500
225/225 [==============================] - 0s 801us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 444/500
225/225 [==============================] - 0s 858us/step - loss: 0.3949 - accuracy: 0.8379
Epoch 445/500
225/225 [==============================] - 0s 791us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 446/500
225/225 [==============================] - 0s 817us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 447/500
225/225 [==============================] - 0s 815us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 448/500
225/225 [==============================] - 0s 810us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 449/500
225/225 [==============================] - 0s 808us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 450/500
225/225 [==============================] - 0s 805us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 451/500
225/225 [==============================] - 0s 853us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 452/500
225/225 [==============================] - 0s 814us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 453/500
225/225 [==============================] - 0s 788us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 454/500
225/225 [==============================] - 0s 815us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 455/500
225/225 [==============================] - 0s 804us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 456/500
225/225 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 457/500
225/225 [==============================] - 0s 845us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 458/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 459/500
225/225 [==============================] - 0s 799us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 460/500
225/225 [==============================] - 0s 823us/step - loss: 0.3947 - accuracy: 0.8369
Epoch 461/500
225/225 [==============================] - 0s 816us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 462/500
225/225 [==============================] - 0s 812us/step - loss: 0.3951 - accuracy: 0.8382
Epoch 463/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 464/500
225/225 [==============================] - 0s 814us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 465/500
225/225 [==============================] - 0s 791us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 466/500
225/225 [==============================] - 0s 825us/step - loss: 0.3950 - accuracy: 0.8379
Epoch 467/500
225/225 [==============================] - 0s 810us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 468/500
225/225 [==============================] - 0s 839us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 469/500
225/225 [==============================] - 0s 797us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 470/500
225/225 [==============================] - 0s 808us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 471/500
225/225 [==============================] - 0s 816us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 472/500
225/225 [==============================] - 0s 842us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 473/500
225/225 [==============================] - 0s 792us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 474/500
225/225 [==============================] - 0s 812us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 475/500
225/225 [==============================] - 0s 800us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 476/500
225/225 [==============================] - 0s 801us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 477/500
225/225 [==============================] - 0s 858us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 478/500
225/225 [==============================] - 0s 799us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 479/500
225/225 [==============================] - 0s 809us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 480/500
225/225 [==============================] - 0s 787us/step - loss: 0.3947 - accuracy: 0.8385
Epoch 481/500
225/225 [==============================] - 0s 802us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 482/500
225/225 [==============================] - 0s 827us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 483/500
225/225 [==============================] - 0s 815us/step - loss: 0.3948 - accuracy: 0.8374
Epoch 484/500
225/225 [==============================] - 0s 788us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 485/500
225/225 [==============================] - 0s 809us/step - loss: 0.3950 - accuracy: 0.8388
Epoch 486/500
225/225 [==============================] - 0s 801us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 487/500
225/225 [==============================] - 0s 820us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 488/500
225/225 [==============================] - 0s 805us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 489/500
225/225 [==============================] - 0s 819us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 490/500
225/225 [==============================] - 0s 842us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 491/500
225/225 [==============================] - 0s 805us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 492/500
225/225 [==============================] - 0s 792us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 493/500
225/225 [==============================] - 0s 815us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 494/500
225/225 [==============================] - 0s 822us/step - loss: 0.3947 - accuracy: 0.8376
Epoch 495/500
225/225 [==============================] - 0s 785us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 496/500
225/225 [==============================] - 0s 829us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 497/500
225/225 [==============================] - 0s 800us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 498/500
225/225 [==============================] - 0s 819us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 499/500
225/225 [==============================] - 0s 831us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 500/500
225/225 [==============================] - 0s 827us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 1/500
225/225 [==============================] - 0s 838us/step - loss: 0.6011 - accuracy: 0.7961
Epoch 2/500
225/225 [==============================] - 0s 902us/step - loss: 0.4508 - accuracy: 0.7974
Epoch 3/500
225/225 [==============================] - 0s 814us/step - loss: 0.4356 - accuracy: 0.7974
Epoch 4/500
225/225 [==============================] - 0s 835us/step - loss: 0.4317 - accuracy: 0.7974
Epoch 5/500
225/225 [==============================] - 0s 826us/step - loss: 0.4297 - accuracy: 0.7974
Epoch 6/500
225/225 [==============================] - 0s 845us/step - loss: 0.4284 - accuracy: 0.7974
Epoch 7/500
225/225 [==============================] - 0s 891us/step - loss: 0.4271 - accuracy: 0.7974
Epoch 8/500
225/225 [==============================] - 0s 828us/step - loss: 0.4253 - accuracy: 0.7974
Epoch 9/500
225/225 [==============================] - 0s 844us/step - loss: 0.4234 - accuracy: 0.7974
Epoch 10/500
225/225 [==============================] - 0s 833us/step - loss: 0.4211 - accuracy: 0.8061
Epoch 11/500
225/225 [==============================] - 0s 840us/step - loss: 0.4191 - accuracy: 0.8176
Epoch 12/500
225/225 [==============================] - 0s 846us/step - loss: 0.4172 - accuracy: 0.8219
Epoch 13/500
225/225 [==============================] - 0s 836us/step - loss: 0.4160 - accuracy: 0.8236
Epoch 14/500
225/225 [==============================] - 0s 841us/step - loss: 0.4148 - accuracy: 0.8247
Epoch 15/500
225/225 [==============================] - 0s 829us/step - loss: 0.4136 - accuracy: 0.8283
Epoch 16/500
225/225 [==============================] - 0s 812us/step - loss: 0.4127 - accuracy: 0.8293
Epoch 17/500
225/225 [==============================] - 0s 991us/step - loss: 0.4118 - accuracy: 0.8306
Epoch 18/500
225/225 [==============================] - 0s 811us/step - loss: 0.4109 - accuracy: 0.8310
Epoch 19/500
225/225 [==============================] - 0s 817us/step - loss: 0.4103 - accuracy: 0.8317
Epoch 20/500
225/225 [==============================] - 0s 775us/step - loss: 0.4093 - accuracy: 0.8325
Epoch 21/500
225/225 [==============================] - 0s 799us/step - loss: 0.4089 - accuracy: 0.8326
Epoch 22/500
225/225 [==============================] - 0s 806us/step - loss: 0.4078 - accuracy: 0.8332
Epoch 23/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4073 - accuracy: 0.8338
Epoch 24/500
225/225 [==============================] - 0s 797us/step - loss: 0.4069 - accuracy: 0.8343
Epoch 25/500
225/225 [==============================] - 0s 806us/step - loss: 0.4063 - accuracy: 0.8344
Epoch 26/500
225/225 [==============================] - 0s 800us/step - loss: 0.4060 - accuracy: 0.8349
Epoch 27/500
225/225 [==============================] - 0s 813us/step - loss: 0.4054 - accuracy: 0.8361
Epoch 28/500
225/225 [==============================] - 0s 835us/step - loss: 0.4048 - accuracy: 0.8363
Epoch 29/500
225/225 [==============================] - 0s 800us/step - loss: 0.4044 - accuracy: 0.8356
Epoch 30/500
225/225 [==============================] - 0s 808us/step - loss: 0.4040 - accuracy: 0.8372
Epoch 31/500
225/225 [==============================] - 0s 797us/step - loss: 0.4034 - accuracy: 0.8365
Epoch 32/500
225/225 [==============================] - 0s 797us/step - loss: 0.4031 - accuracy: 0.8363
Epoch 33/500
225/225 [==============================] - 0s 821us/step - loss: 0.4027 - accuracy: 0.8392
Epoch 34/500
225/225 [==============================] - 0s 802us/step - loss: 0.4028 - accuracy: 0.8365
Epoch 35/500
225/225 [==============================] - 0s 800us/step - loss: 0.4020 - accuracy: 0.8376
Epoch 36/500
225/225 [==============================] - 0s 792us/step - loss: 0.4020 - accuracy: 0.8375
Epoch 37/500
225/225 [==============================] - 0s 799us/step - loss: 0.4016 - accuracy: 0.8379
Epoch 38/500
225/225 [==============================] - 0s 813us/step - loss: 0.4011 - accuracy: 0.8375
Epoch 39/500
225/225 [==============================] - 0s 817us/step - loss: 0.4011 - accuracy: 0.8378
Epoch 40/500
225/225 [==============================] - 0s 818us/step - loss: 0.4008 - accuracy: 0.8386
Epoch 41/500
225/225 [==============================] - 0s 815us/step - loss: 0.4002 - accuracy: 0.8378
Epoch 42/500
225/225 [==============================] - 0s 801us/step - loss: 0.4002 - accuracy: 0.8382
Epoch 43/500
225/225 [==============================] - 0s 793us/step - loss: 0.3997 - accuracy: 0.8382
Epoch 44/500
225/225 [==============================] - 0s 865us/step - loss: 0.3995 - accuracy: 0.8381
Epoch 45/500
225/225 [==============================] - 0s 824us/step - loss: 0.3992 - accuracy: 0.8375
Epoch 46/500
225/225 [==============================] - 0s 841us/step - loss: 0.3990 - accuracy: 0.8389
Epoch 47/500
225/225 [==============================] - 0s 785us/step - loss: 0.3988 - accuracy: 0.8381
Epoch 48/500
225/225 [==============================] - 0s 801us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 49/500
225/225 [==============================] - 0s 815us/step - loss: 0.3985 - accuracy: 0.8378
Epoch 50/500
225/225 [==============================] - 0s 826us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 51/500
225/225 [==============================] - 0s 808us/step - loss: 0.3981 - accuracy: 0.8374
Epoch 52/500
225/225 [==============================] - 0s 841us/step - loss: 0.3978 - accuracy: 0.8382
Epoch 53/500
225/225 [==============================] - 0s 838us/step - loss: 0.3979 - accuracy: 0.8375
Epoch 54/500
225/225 [==============================] - 0s 803us/step - loss: 0.3977 - accuracy: 0.8386
Epoch 55/500
225/225 [==============================] - 0s 888us/step - loss: 0.3974 - accuracy: 0.8372
Epoch 56/500
225/225 [==============================] - 0s 802us/step - loss: 0.3970 - accuracy: 0.8372
Epoch 57/500
225/225 [==============================] - 0s 810us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 58/500
225/225 [==============================] - 0s 801us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 59/500
225/225 [==============================] - 0s 789us/step - loss: 0.3974 - accuracy: 0.8374
Epoch 60/500
225/225 [==============================] - 0s 830us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 61/500
225/225 [==============================] - 0s 801us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 62/500
225/225 [==============================] - 0s 808us/step - loss: 0.3970 - accuracy: 0.8374
Epoch 63/500
225/225 [==============================] - 0s 796us/step - loss: 0.3970 - accuracy: 0.8383
Epoch 64/500
225/225 [==============================] - 0s 807us/step - loss: 0.3968 - accuracy: 0.8374
Epoch 65/500
225/225 [==============================] - 0s 795us/step - loss: 0.3969 - accuracy: 0.8375
Epoch 66/500
225/225 [==============================] - 0s 808us/step - loss: 0.3966 - accuracy: 0.8365
Epoch 67/500
225/225 [==============================] - 0s 825us/step - loss: 0.3967 - accuracy: 0.8388
Epoch 68/500
225/225 [==============================] - 0s 821us/step - loss: 0.3964 - accuracy: 0.8401
Epoch 69/500
225/225 [==============================] - 0s 802us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 70/500
225/225 [==============================] - 0s 787us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 71/500
225/225 [==============================] - 0s 828us/step - loss: 0.3962 - accuracy: 0.8385
Epoch 72/500
225/225 [==============================] - 0s 805us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 73/500
225/225 [==============================] - 0s 822us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 74/500
225/225 [==============================] - 0s 802us/step - loss: 0.3955 - accuracy: 0.8382
Epoch 75/500
225/225 [==============================] - 0s 803us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 76/500
225/225 [==============================] - 0s 822us/step - loss: 0.3955 - accuracy: 0.8371
Epoch 77/500
225/225 [==============================] - 0s 808us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 78/500
225/225 [==============================] - 0s 792us/step - loss: 0.3952 - accuracy: 0.8374
Epoch 79/500
225/225 [==============================] - 0s 803us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 80/500
225/225 [==============================] - 0s 804us/step - loss: 0.3949 - accuracy: 0.8367
Epoch 81/500
225/225 [==============================] - 0s 821us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 82/500
225/225 [==============================] - 0s 819us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 83/500
225/225 [==============================] - 0s 801us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 84/500
225/225 [==============================] - 0s 805us/step - loss: 0.3949 - accuracy: 0.8371
Epoch 85/500
225/225 [==============================] - 0s 788us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 86/500
225/225 [==============================] - 0s 802us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 87/500
225/225 [==============================] - 0s 824us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 88/500
225/225 [==============================] - 0s 841us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 89/500
225/225 [==============================] - 0s 801us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 90/500
225/225 [==============================] - 0s 804us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 91/500
225/225 [==============================] - 0s 818us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 92/500
225/225 [==============================] - 0s 799us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 93/500
225/225 [==============================] - 0s 839us/step - loss: 0.3944 - accuracy: 0.8385
Epoch 94/500
225/225 [==============================] - 0s 960us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 95/500
225/225 [==============================] - 0s 804us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 96/500
225/225 [==============================] - 0s 812us/step - loss: 0.3942 - accuracy: 0.8382
Epoch 97/500
225/225 [==============================] - 0s 788us/step - loss: 0.3943 - accuracy: 0.8383
Epoch 98/500
225/225 [==============================] - 0s 808us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 99/500
225/225 [==============================] - 0s 829us/step - loss: 0.3940 - accuracy: 0.8375
Epoch 100/500
225/225 [==============================] - 0s 827us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 101/500
225/225 [==============================] - 0s 795us/step - loss: 0.3937 - accuracy: 0.8371
Epoch 102/500
225/225 [==============================] - 0s 800us/step - loss: 0.3942 - accuracy: 0.8371
Epoch 103/500
225/225 [==============================] - 0s 830us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 104/500
225/225 [==============================] - 0s 803us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 105/500
225/225 [==============================] - 0s 796us/step - loss: 0.3940 - accuracy: 0.8376
Epoch 106/500
225/225 [==============================] - 0s 799us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 107/500
225/225 [==============================] - 0s 818us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 108/500
225/225 [==============================] - 0s 800us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 109/500
225/225 [==============================] - 0s 817us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 110/500
225/225 [==============================] - 0s 804us/step - loss: 0.3938 - accuracy: 0.8379
Epoch 111/500
225/225 [==============================] - 0s 799us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 112/500
225/225 [==============================] - 0s 801us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 113/500
225/225 [==============================] - 0s 791us/step - loss: 0.3934 - accuracy: 0.8385
Epoch 114/500
225/225 [==============================] - 0s 834us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 115/500
225/225 [==============================] - 0s 806us/step - loss: 0.3938 - accuracy: 0.8381
Epoch 116/500
225/225 [==============================] - 0s 788us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 117/500
225/225 [==============================] - 0s 801us/step - loss: 0.3934 - accuracy: 0.8376
Epoch 118/500
225/225 [==============================] - 0s 815us/step - loss: 0.3932 - accuracy: 0.8371
Epoch 119/500
225/225 [==============================] - 0s 799us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 120/500
225/225 [==============================] - 0s 832us/step - loss: 0.3931 - accuracy: 0.8378
Epoch 121/500
225/225 [==============================] - 0s 800us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 122/500
225/225 [==============================] - 0s 801us/step - loss: 0.3933 - accuracy: 0.8379
Epoch 123/500
225/225 [==============================] - 0s 809us/step - loss: 0.3930 - accuracy: 0.8386
Epoch 124/500
225/225 [==============================] - 0s 781us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 125/500
225/225 [==============================] - 0s 819us/step - loss: 0.3932 - accuracy: 0.8375
Epoch 126/500
225/225 [==============================] - 0s 823us/step - loss: 0.3931 - accuracy: 0.8374
Epoch 127/500
225/225 [==============================] - 0s 803us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 128/500
225/225 [==============================] - 0s 783us/step - loss: 0.3930 - accuracy: 0.8369
Epoch 129/500
225/225 [==============================] - 0s 810us/step - loss: 0.3932 - accuracy: 0.8388
Epoch 130/500
225/225 [==============================] - 0s 797us/step - loss: 0.3932 - accuracy: 0.8376
Epoch 131/500
225/225 [==============================] - 0s 833us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 132/500
225/225 [==============================] - 0s 805us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 133/500
225/225 [==============================] - 0s 800us/step - loss: 0.3931 - accuracy: 0.8390
Epoch 134/500
225/225 [==============================] - 0s 806us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 135/500
225/225 [==============================] - 0s 786us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 136/500
225/225 [==============================] - 0s 840us/step - loss: 0.3930 - accuracy: 0.8389
Epoch 137/500
225/225 [==============================] - 0s 801us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 138/500
225/225 [==============================] - 0s 797us/step - loss: 0.3929 - accuracy: 0.8383
Epoch 139/500
225/225 [==============================] - 0s 788us/step - loss: 0.3930 - accuracy: 0.8361
Epoch 140/500
225/225 [==============================] - 0s 808us/step - loss: 0.3929 - accuracy: 0.8379
Epoch 141/500
225/225 [==============================] - 0s 819us/step - loss: 0.3927 - accuracy: 0.8390
Epoch 142/500
225/225 [==============================] - 0s 820us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 143/500
225/225 [==============================] - 0s 789us/step - loss: 0.3930 - accuracy: 0.8385
Epoch 144/500
225/225 [==============================] - 0s 800us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 145/500
225/225 [==============================] - 0s 811us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 146/500
225/225 [==============================] - 0s 786us/step - loss: 0.3932 - accuracy: 0.8382
Epoch 147/500
225/225 [==============================] - 0s 825us/step - loss: 0.3929 - accuracy: 0.8374
Epoch 148/500
225/225 [==============================] - 0s 815us/step - loss: 0.3926 - accuracy: 0.8383
Epoch 149/500
225/225 [==============================] - 0s 914us/step - loss: 0.3926 - accuracy: 0.8368
Epoch 150/500
225/225 [==============================] - 0s 783us/step - loss: 0.3928 - accuracy: 0.8378
Epoch 151/500
225/225 [==============================] - 0s 818us/step - loss: 0.3931 - accuracy: 0.8383
Epoch 152/500
225/225 [==============================] - 0s 826us/step - loss: 0.3930 - accuracy: 0.8382
Epoch 153/500
225/225 [==============================] - 0s 827us/step - loss: 0.3926 - accuracy: 0.8385
Epoch 154/500
225/225 [==============================] - 0s 794us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 155/500
225/225 [==============================] - 0s 802us/step - loss: 0.3929 - accuracy: 0.8378
Epoch 156/500
225/225 [==============================] - 0s 811us/step - loss: 0.3929 - accuracy: 0.8382
Epoch 157/500
225/225 [==============================] - 0s 788us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 158/500
225/225 [==============================] - 0s 826us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 159/500
225/225 [==============================] - 0s 808us/step - loss: 0.3929 - accuracy: 0.8381
Epoch 160/500
225/225 [==============================] - 0s 805us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 161/500
225/225 [==============================] - 0s 786us/step - loss: 0.3925 - accuracy: 0.8386
Epoch 162/500
225/225 [==============================] - 0s 820us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 163/500
225/225 [==============================] - 0s 848us/step - loss: 0.3926 - accuracy: 0.8367
Epoch 164/500
225/225 [==============================] - 0s 811us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 165/500
225/225 [==============================] - 0s 787us/step - loss: 0.3925 - accuracy: 0.8372
Epoch 166/500
225/225 [==============================] - 0s 795us/step - loss: 0.3925 - accuracy: 0.8374
Epoch 167/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8376
Epoch 168/500
225/225 [==============================] - 0s 790us/step - loss: 0.3927 - accuracy: 0.8399
Epoch 169/500
225/225 [==============================] - 0s 785us/step - loss: 0.3929 - accuracy: 0.8397
Epoch 170/500
225/225 [==============================] - 0s 818us/step - loss: 0.3927 - accuracy: 0.8374
Epoch 171/500
225/225 [==============================] - 0s 801us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 172/500
225/225 [==============================] - 0s 813us/step - loss: 0.3926 - accuracy: 0.8378
Epoch 173/500
225/225 [==============================] - 0s 783us/step - loss: 0.3928 - accuracy: 0.8376
Epoch 174/500
225/225 [==============================] - 0s 802us/step - loss: 0.3926 - accuracy: 0.8388
Epoch 175/500
225/225 [==============================] - 0s 883us/step - loss: 0.3927 - accuracy: 0.8382
Epoch 176/500
225/225 [==============================] - 0s 809us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 177/500
225/225 [==============================] - 0s 789us/step - loss: 0.3926 - accuracy: 0.8385
Epoch 178/500
225/225 [==============================] - 0s 855us/step - loss: 0.3929 - accuracy: 0.8381
Epoch 179/500
225/225 [==============================] - 0s 801us/step - loss: 0.3926 - accuracy: 0.8368
Epoch 180/500
225/225 [==============================] - 0s 803us/step - loss: 0.3928 - accuracy: 0.8379
Epoch 181/500
225/225 [==============================] - 0s 785us/step - loss: 0.3926 - accuracy: 0.8369
Epoch 182/500
225/225 [==============================] - 0s 797us/step - loss: 0.3925 - accuracy: 0.8381
Epoch 183/500
225/225 [==============================] - 0s 814us/step - loss: 0.3925 - accuracy: 0.8382
Epoch 184/500
225/225 [==============================] - 0s 841us/step - loss: 0.3925 - accuracy: 0.8382
Epoch 185/500
225/225 [==============================] - 0s 811us/step - loss: 0.3927 - accuracy: 0.8374
Epoch 186/500
225/225 [==============================] - 0s 821us/step - loss: 0.3928 - accuracy: 0.8392
Epoch 187/500
225/225 [==============================] - 0s 803us/step - loss: 0.3925 - accuracy: 0.8383
Epoch 188/500
225/225 [==============================] - 0s 788us/step - loss: 0.3926 - accuracy: 0.8378
Epoch 189/500
225/225 [==============================] - 0s 832us/step - loss: 0.3927 - accuracy: 0.8376
Epoch 190/500
225/225 [==============================] - 0s 811us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 191/500
225/225 [==============================] - 0s 806us/step - loss: 0.3925 - accuracy: 0.8393
Epoch 192/500
225/225 [==============================] - 0s 793us/step - loss: 0.3926 - accuracy: 0.8381
Epoch 193/500
225/225 [==============================] - 0s 802us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 194/500
225/225 [==============================] - 1s 2ms/step - loss: 0.3925 - accuracy: 0.8381
Epoch 195/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8383
Epoch 196/500
225/225 [==============================] - 0s 796us/step - loss: 0.3925 - accuracy: 0.8381
Epoch 197/500
225/225 [==============================] - 0s 916us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 198/500
225/225 [==============================] - 0s 978us/step - loss: 0.3923 - accuracy: 0.8382
Epoch 199/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3926 - accuracy: 0.8372
Epoch 200/500
225/225 [==============================] - 0s 933us/step - loss: 0.3926 - accuracy: 0.8378
Epoch 201/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8381
Epoch 202/500
225/225 [==============================] - 0s 908us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 203/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8371
Epoch 204/500
225/225 [==============================] - 0s 836us/step - loss: 0.3925 - accuracy: 0.8379
Epoch 205/500
225/225 [==============================] - 0s 867us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 206/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8374
Epoch 207/500
225/225 [==============================] - 0s 855us/step - loss: 0.3925 - accuracy: 0.8369
Epoch 208/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8365
Epoch 209/500
225/225 [==============================] - 0s 897us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 210/500
225/225 [==============================] - 0s 880us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 211/500
225/225 [==============================] - 0s 791us/step - loss: 0.3926 - accuracy: 0.8393
Epoch 212/500
225/225 [==============================] - 0s 792us/step - loss: 0.3924 - accuracy: 0.8379
Epoch 213/500
225/225 [==============================] - 0s 829us/step - loss: 0.3925 - accuracy: 0.8375
Epoch 214/500
225/225 [==============================] - 0s 789us/step - loss: 0.3922 - accuracy: 0.8385
Epoch 215/500
225/225 [==============================] - 0s 793us/step - loss: 0.3922 - accuracy: 0.8369
Epoch 216/500
225/225 [==============================] - 0s 861us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 217/500
225/225 [==============================] - 0s 946us/step - loss: 0.3920 - accuracy: 0.8396
Epoch 218/500
225/225 [==============================] - 0s 809us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 219/500
225/225 [==============================] - 0s 798us/step - loss: 0.3925 - accuracy: 0.8379
Epoch 220/500
225/225 [==============================] - 0s 795us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 221/500
225/225 [==============================] - 0s 824us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 222/500
225/225 [==============================] - 0s 903us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 223/500
225/225 [==============================] - 0s 966us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 224/500
225/225 [==============================] - 0s 880us/step - loss: 0.3922 - accuracy: 0.8381
Epoch 225/500
225/225 [==============================] - 0s 886us/step - loss: 0.3924 - accuracy: 0.8378
Epoch 226/500
225/225 [==============================] - 0s 853us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 227/500
225/225 [==============================] - 0s 844us/step - loss: 0.3925 - accuracy: 0.8383
Epoch 228/500
225/225 [==============================] - 0s 803us/step - loss: 0.3924 - accuracy: 0.8371
Epoch 229/500
225/225 [==============================] - 0s 818us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 230/500
225/225 [==============================] - 0s 804us/step - loss: 0.3924 - accuracy: 0.8383
Epoch 231/500
225/225 [==============================] - 0s 833us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 232/500
225/225 [==============================] - 0s 792us/step - loss: 0.3922 - accuracy: 0.8368
Epoch 233/500
225/225 [==============================] - 0s 803us/step - loss: 0.3917 - accuracy: 0.8378
Epoch 234/500
225/225 [==============================] - 0s 807us/step - loss: 0.3924 - accuracy: 0.8371
Epoch 235/500
225/225 [==============================] - 0s 818us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 236/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8365
Epoch 237/500
225/225 [==============================] - 0s 817us/step - loss: 0.3922 - accuracy: 0.8388
Epoch 238/500
225/225 [==============================] - 0s 808us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 239/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8393: 0s - loss: 0.3929 - accuracy: 0.84
Epoch 240/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8358
Epoch 241/500
225/225 [==============================] - 0s 805us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 242/500
225/225 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 243/500
225/225 [==============================] - 0s 789us/step - loss: 0.3922 - accuracy: 0.8364
Epoch 244/500
225/225 [==============================] - 0s 803us/step - loss: 0.3922 - accuracy: 0.8388
Epoch 245/500
225/225 [==============================] - 0s 812us/step - loss: 0.3924 - accuracy: 0.8369
Epoch 246/500
225/225 [==============================] - 0s 965us/step - loss: 0.3923 - accuracy: 0.8390
Epoch 247/500
225/225 [==============================] - 0s 899us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 248/500
225/225 [==============================] - 0s 882us/step - loss: 0.3924 - accuracy: 0.8375
Epoch 249/500
225/225 [==============================] - 0s 904us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 250/500
225/225 [==============================] - 0s 885us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 251/500
225/225 [==============================] - 0s 838us/step - loss: 0.3922 - accuracy: 0.8368
Epoch 252/500
225/225 [==============================] - 0s 805us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 253/500
225/225 [==============================] - 0s 828us/step - loss: 0.3922 - accuracy: 0.8381
Epoch 254/500
225/225 [==============================] - 0s 812us/step - loss: 0.3925 - accuracy: 0.8371
Epoch 255/500
225/225 [==============================] - 0s 809us/step - loss: 0.3925 - accuracy: 0.8372
Epoch 256/500
225/225 [==============================] - 0s 813us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 257/500
225/225 [==============================] - 0s 807us/step - loss: 0.3923 - accuracy: 0.8372
Epoch 258/500
225/225 [==============================] - 0s 808us/step - loss: 0.3924 - accuracy: 0.8388
Epoch 259/500
225/225 [==============================] - 0s 838us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 260/500
225/225 [==============================] - 0s 941us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 261/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8376
Epoch 262/500
225/225 [==============================] - 0s 884us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 263/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3922 - accuracy: 0.8381
Epoch 264/500
225/225 [==============================] - 0s 862us/step - loss: 0.3923 - accuracy: 0.8368
Epoch 265/500
225/225 [==============================] - 0s 867us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 266/500
225/225 [==============================] - 0s 859us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 267/500
225/225 [==============================] - 0s 942us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 268/500
225/225 [==============================] - 0s 870us/step - loss: 0.3922 - accuracy: 0.8378
Epoch 269/500
225/225 [==============================] - 0s 889us/step - loss: 0.3923 - accuracy: 0.8358
Epoch 270/500
225/225 [==============================] - 0s 872us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 271/500
225/225 [==============================] - 0s 861us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 272/500
225/225 [==============================] - 0s 815us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 273/500
225/225 [==============================] - 0s 807us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 274/500
225/225 [==============================] - 0s 804us/step - loss: 0.3924 - accuracy: 0.8374
Epoch 275/500
225/225 [==============================] - 0s 794us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 276/500
225/225 [==============================] - 0s 802us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 277/500
225/225 [==============================] - 0s 810us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 278/500
225/225 [==============================] - 0s 844us/step - loss: 0.3923 - accuracy: 0.8371
Epoch 279/500
225/225 [==============================] - 0s 814us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 280/500
225/225 [==============================] - 0s 805us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 281/500
225/225 [==============================] - 0s 798us/step - loss: 0.3923 - accuracy: 0.8357
Epoch 282/500
225/225 [==============================] - 0s 824us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 283/500
225/225 [==============================] - 0s 837us/step - loss: 0.3922 - accuracy: 0.8378
Epoch 284/500
225/225 [==============================] - 0s 799us/step - loss: 0.3922 - accuracy: 0.8372
Epoch 285/500
225/225 [==============================] - 0s 805us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 286/500
225/225 [==============================] - 0s 812us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 287/500
225/225 [==============================] - 0s 789us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 288/500
225/225 [==============================] - 0s 921us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 289/500
225/225 [==============================] - 0s 824us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 290/500
225/225 [==============================] - 0s 807us/step - loss: 0.3922 - accuracy: 0.8393
Epoch 291/500
225/225 [==============================] - 0s 792us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 292/500
225/225 [==============================] - 0s 806us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 293/500
225/225 [==============================] - 0s 806us/step - loss: 0.3923 - accuracy: 0.8385
Epoch 294/500
225/225 [==============================] - 0s 860us/step - loss: 0.3924 - accuracy: 0.8367
Epoch 295/500
225/225 [==============================] - 0s 785us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 296/500
225/225 [==============================] - 0s 801us/step - loss: 0.3924 - accuracy: 0.8374
Epoch 297/500
225/225 [==============================] - 0s 817us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 298/500
225/225 [==============================] - 0s 802us/step - loss: 0.3920 - accuracy: 0.8376
Epoch 299/500
225/225 [==============================] - 0s 840us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 300/500
225/225 [==============================] - 0s 820us/step - loss: 0.3922 - accuracy: 0.8386
Epoch 301/500
225/225 [==============================] - 0s 805us/step - loss: 0.3919 - accuracy: 0.8394
Epoch 302/500
225/225 [==============================] - 0s 814us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 303/500
225/225 [==============================] - 0s 781us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 304/500
225/225 [==============================] - 0s 818us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 305/500
225/225 [==============================] - 0s 811us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 306/500
225/225 [==============================] - 0s 791us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 307/500
225/225 [==============================] - 0s 803us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 308/500
225/225 [==============================] - 0s 812us/step - loss: 0.3922 - accuracy: 0.8368
Epoch 309/500
225/225 [==============================] - 0s 805us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 310/500
225/225 [==============================] - 0s 830us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 311/500
225/225 [==============================] - 0s 824us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 312/500
225/225 [==============================] - 0s 801us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 313/500
225/225 [==============================] - 0s 818us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 314/500
225/225 [==============================] - 0s 801us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 315/500
225/225 [==============================] - 0s 850us/step - loss: 0.3922 - accuracy: 0.8369
Epoch 316/500
225/225 [==============================] - 0s 813us/step - loss: 0.3922 - accuracy: 0.8361
Epoch 317/500
225/225 [==============================] - 0s 811us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 318/500
225/225 [==============================] - 0s 795us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 319/500
225/225 [==============================] - 0s 805us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 320/500
225/225 [==============================] - 0s 847us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 321/500
225/225 [==============================] - 0s 810us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 322/500
225/225 [==============================] - 0s 785us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 323/500
225/225 [==============================] - 0s 809us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 324/500
225/225 [==============================] - 0s 808us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 325/500
225/225 [==============================] - 0s 936us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 326/500
225/225 [==============================] - 0s 837us/step - loss: 0.3922 - accuracy: 0.8371
Epoch 327/500
225/225 [==============================] - 0s 815us/step - loss: 0.3918 - accuracy: 0.8375
Epoch 328/500
225/225 [==============================] - 0s 809us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 329/500
225/225 [==============================] - 0s 821us/step - loss: 0.3922 - accuracy: 0.8372
Epoch 330/500
225/225 [==============================] - 0s 787us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 331/500
225/225 [==============================] - 0s 820us/step - loss: 0.3918 - accuracy: 0.8392
Epoch 332/500
225/225 [==============================] - 0s 822us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 333/500
225/225 [==============================] - 0s 819us/step - loss: 0.3919 - accuracy: 0.8385
Epoch 334/500
225/225 [==============================] - 0s 796us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 335/500
225/225 [==============================] - 0s 817us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 336/500
225/225 [==============================] - 0s 804us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 337/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8379
Epoch 338/500
225/225 [==============================] - 0s 788us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 339/500
225/225 [==============================] - 0s 798us/step - loss: 0.3923 - accuracy: 0.8386
Epoch 340/500
225/225 [==============================] - 0s 806us/step - loss: 0.3923 - accuracy: 0.8369
Epoch 341/500
225/225 [==============================] - 0s 797us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 342/500
225/225 [==============================] - 0s 839us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 343/500
225/225 [==============================] - 0s 810us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 344/500
225/225 [==============================] - 0s 804us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 345/500
225/225 [==============================] - 0s 804us/step - loss: 0.3921 - accuracy: 0.8361
Epoch 346/500
225/225 [==============================] - 0s 790us/step - loss: 0.3918 - accuracy: 0.8386
Epoch 347/500
225/225 [==============================] - 0s 827us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 348/500
225/225 [==============================] - 0s 815us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 349/500
225/225 [==============================] - 0s 807us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 350/500
225/225 [==============================] - 0s 788us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 351/500
225/225 [==============================] - 0s 810us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 352/500
225/225 [==============================] - 0s 799us/step - loss: 0.3917 - accuracy: 0.8374
Epoch 353/500
225/225 [==============================] - 0s 809us/step - loss: 0.3921 - accuracy: 0.8385
Epoch 354/500
225/225 [==============================] - 0s 828us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 355/500
225/225 [==============================] - 0s 812us/step - loss: 0.3923 - accuracy: 0.8372
Epoch 356/500
225/225 [==============================] - 0s 810us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 357/500
225/225 [==============================] - 0s 795us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 358/500
225/225 [==============================] - 0s 829us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 359/500
225/225 [==============================] - 0s 804us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 360/500
225/225 [==============================] - 0s 817us/step - loss: 0.3923 - accuracy: 0.8361
Epoch 361/500
225/225 [==============================] - 0s 793us/step - loss: 0.3923 - accuracy: 0.8369
Epoch 362/500
225/225 [==============================] - 0s 806us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 363/500
225/225 [==============================] - 0s 803us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 364/500
225/225 [==============================] - 0s 839us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 365/500
225/225 [==============================] - 0s 795us/step - loss: 0.3920 - accuracy: 0.8385
Epoch 366/500
225/225 [==============================] - 0s 839us/step - loss: 0.3922 - accuracy: 0.8372
Epoch 367/500
225/225 [==============================] - 0s 813us/step - loss: 0.3916 - accuracy: 0.8381
Epoch 368/500
225/225 [==============================] - 0s 799us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 369/500
225/225 [==============================] - 0s 835us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 370/500
225/225 [==============================] - 0s 810us/step - loss: 0.3921 - accuracy: 0.8364
Epoch 371/500
225/225 [==============================] - 0s 802us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 372/500
225/225 [==============================] - 0s 793us/step - loss: 0.3920 - accuracy: 0.8388
Epoch 373/500
225/225 [==============================] - 0s 808us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 374/500
225/225 [==============================] - 0s 799us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 375/500
225/225 [==============================] - 0s 849us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 376/500
225/225 [==============================] - 0s 798us/step - loss: 0.3921 - accuracy: 0.8364
Epoch 377/500
225/225 [==============================] - 0s 802us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 378/500
225/225 [==============================] - 0s 808us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 379/500
225/225 [==============================] - 0s 796us/step - loss: 0.3922 - accuracy: 0.8378
Epoch 380/500
225/225 [==============================] - 0s 803us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 381/500
225/225 [==============================] - 0s 816us/step - loss: 0.3918 - accuracy: 0.8383
Epoch 382/500
225/225 [==============================] - 0s 806us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 383/500
225/225 [==============================] - 0s 801us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 384/500
225/225 [==============================] - 0s 798us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 385/500
225/225 [==============================] - 0s 841us/step - loss: 0.3914 - accuracy: 0.8369
Epoch 386/500
225/225 [==============================] - 0s 825us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 387/500
225/225 [==============================] - 0s 815us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 388/500
225/225 [==============================] - 0s 784us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 389/500
225/225 [==============================] - 0s 810us/step - loss: 0.3922 - accuracy: 0.8371
Epoch 390/500
225/225 [==============================] - 0s 800us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 391/500
225/225 [==============================] - 0s 833us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 392/500
225/225 [==============================] - 0s 812us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 393/500
225/225 [==============================] - 0s 805us/step - loss: 0.3922 - accuracy: 0.8372
Epoch 394/500
225/225 [==============================] - 0s 790us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 395/500
225/225 [==============================] - 0s 794us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 396/500
225/225 [==============================] - 0s 842us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 397/500
225/225 [==============================] - 0s 806us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 398/500
225/225 [==============================] - 0s 800us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 399/500
225/225 [==============================] - 0s 789us/step - loss: 0.3919 - accuracy: 0.8364
Epoch 400/500
225/225 [==============================] - 0s 797us/step - loss: 0.3915 - accuracy: 0.8400
Epoch 401/500
225/225 [==============================] - 0s 943us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 402/500
225/225 [==============================] - 0s 807us/step - loss: 0.3920 - accuracy: 0.8385
Epoch 403/500
225/225 [==============================] - 0s 794us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 404/500
225/225 [==============================] - 0s 801us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 405/500
225/225 [==============================] - 0s 827us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 406/500
225/225 [==============================] - 0s 809us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 407/500
225/225 [==============================] - 0s 802us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 408/500
225/225 [==============================] - 0s 834us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 409/500
225/225 [==============================] - 0s 801us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 410/500
225/225 [==============================] - 0s 786us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 411/500
225/225 [==============================] - 0s 814us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 412/500
225/225 [==============================] - 0s 806us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 413/500
225/225 [==============================] - 0s 844us/step - loss: 0.3917 - accuracy: 0.8367
Epoch 414/500
225/225 [==============================] - 0s 800us/step - loss: 0.3920 - accuracy: 0.8390
Epoch 415/500
225/225 [==============================] - 0s 798us/step - loss: 0.3919 - accuracy: 0.8358
Epoch 416/500
225/225 [==============================] - 0s 800us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 417/500
225/225 [==============================] - 0s 839us/step - loss: 0.3922 - accuracy: 0.8371
Epoch 418/500
225/225 [==============================] - 0s 791us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 419/500
225/225 [==============================] - 0s 803us/step - loss: 0.3919 - accuracy: 0.8389
Epoch 420/500
225/225 [==============================] - 0s 799us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 421/500
225/225 [==============================] - 0s 788us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 422/500
225/225 [==============================] - 0s 831us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 423/500
225/225 [==============================] - 0s 814us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 424/500
225/225 [==============================] - 0s 813us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 425/500
225/225 [==============================] - 0s 791us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 426/500
225/225 [==============================] - 0s 799us/step - loss: 0.3918 - accuracy: 0.8361
Epoch 427/500
225/225 [==============================] - 0s 821us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 428/500
225/225 [==============================] - 0s 812us/step - loss: 0.3916 - accuracy: 0.8376
Epoch 429/500
225/225 [==============================] - 0s 788us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 430/500
225/225 [==============================] - 0s 803us/step - loss: 0.3917 - accuracy: 0.8369
Epoch 431/500
225/225 [==============================] - 0s 799us/step - loss: 0.3924 - accuracy: 0.8374
Epoch 432/500
225/225 [==============================] - 0s 793us/step - loss: 0.3919 - accuracy: 0.8392
Epoch 433/500
225/225 [==============================] - 0s 821us/step - loss: 0.3918 - accuracy: 0.8401
Epoch 434/500
225/225 [==============================] - 0s 808us/step - loss: 0.3922 - accuracy: 0.8376
Epoch 435/500
225/225 [==============================] - 0s 929us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 436/500
225/225 [==============================] - 0s 808us/step - loss: 0.3918 - accuracy: 0.8364
Epoch 437/500
225/225 [==============================] - 0s 795us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 438/500
225/225 [==============================] - 0s 806us/step - loss: 0.3915 - accuracy: 0.8378
Epoch 439/500
225/225 [==============================] - 0s 832us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 440/500
225/225 [==============================] - 0s 802us/step - loss: 0.3916 - accuracy: 0.8389
Epoch 441/500
225/225 [==============================] - 0s 795us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 442/500
225/225 [==============================] - 0s 815us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 443/500
225/225 [==============================] - 0s 799us/step - loss: 0.3920 - accuracy: 0.8400
Epoch 444/500
225/225 [==============================] - 0s 791us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 445/500
225/225 [==============================] - 0s 828us/step - loss: 0.3918 - accuracy: 0.8388
Epoch 446/500
225/225 [==============================] - 0s 801us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 447/500
225/225 [==============================] - 0s 807us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 448/500
225/225 [==============================] - 0s 787us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 449/500
225/225 [==============================] - 0s 799us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 450/500
225/225 [==============================] - 0s 827us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 451/500
225/225 [==============================] - 0s 803us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 452/500
225/225 [==============================] - 0s 797us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 453/500
225/225 [==============================] - 0s 803us/step - loss: 0.3917 - accuracy: 0.8392
Epoch 454/500
225/225 [==============================] - 0s 799us/step - loss: 0.3919 - accuracy: 0.8390
Epoch 455/500
225/225 [==============================] - 0s 791us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 456/500
225/225 [==============================] - 0s 827us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 457/500
225/225 [==============================] - 0s 784us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 458/500
225/225 [==============================] - 0s 797us/step - loss: 0.3919 - accuracy: 0.8363
Epoch 459/500
225/225 [==============================] - 0s 787us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 460/500
225/225 [==============================] - 0s 786us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 461/500
225/225 [==============================] - 0s 852us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 462/500
225/225 [==============================] - 0s 787us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 463/500
225/225 [==============================] - 0s 815us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 464/500
225/225 [==============================] - 0s 787us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 465/500
225/225 [==============================] - 0s 788us/step - loss: 0.3918 - accuracy: 0.8382
Epoch 466/500
225/225 [==============================] - 0s 795us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 467/500
225/225 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 468/500
225/225 [==============================] - 0s 794us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 469/500
225/225 [==============================] - 0s 787us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 470/500
225/225 [==============================] - 0s 784us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 471/500
225/225 [==============================] - 0s 790us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 472/500
225/225 [==============================] - 0s 838us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 473/500
225/225 [==============================] - 0s 791us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 474/500
225/225 [==============================] - 0s 788us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 475/500
225/225 [==============================] - 0s 787us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 476/500
225/225 [==============================] - 0s 789us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 477/500
225/225 [==============================] - 0s 788us/step - loss: 0.3920 - accuracy: 0.8386
Epoch 478/500
225/225 [==============================] - 0s 824us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 479/500
225/225 [==============================] - 0s 788us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 480/500
225/225 [==============================] - 0s 796us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 481/500
225/225 [==============================] - 0s 790us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 482/500
225/225 [==============================] - 0s 788us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 483/500
225/225 [==============================] - 0s 851us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 484/500
225/225 [==============================] - 0s 791us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 485/500
225/225 [==============================] - 0s 787us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 486/500
225/225 [==============================] - 0s 790us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 487/500
225/225 [==============================] - 0s 791us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 488/500
225/225 [==============================] - 0s 874us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 489/500
225/225 [==============================] - 0s 872us/step - loss: 0.3919 - accuracy: 0.8386
Epoch 490/500
225/225 [==============================] - 0s 789us/step - loss: 0.3915 - accuracy: 0.8389
Epoch 491/500
225/225 [==============================] - 0s 802us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 492/500
225/225 [==============================] - 0s 786us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 493/500
225/225 [==============================] - 0s 782us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 494/500
225/225 [==============================] - 0s 829us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 495/500
225/225 [==============================] - 0s 813us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 496/500
225/225 [==============================] - 0s 790us/step - loss: 0.3920 - accuracy: 0.8376
Epoch 497/500
225/225 [==============================] - 0s 794us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 498/500
225/225 [==============================] - 0s 785us/step - loss: 0.3919 - accuracy: 0.8381
Epoch 499/500
225/225 [==============================] - 0s 865us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 500/500
225/225 [==============================] - 0s 797us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 1/500
225/225 [==============================] - 0s 814us/step - loss: 0.6178 - accuracy: 0.7986
Epoch 2/500
225/225 [==============================] - 0s 842us/step - loss: 0.4608 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 818us/step - loss: 0.4346 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 823us/step - loss: 0.4301 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 821us/step - loss: 0.4278 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 820us/step - loss: 0.4263 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 814us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 871us/step - loss: 0.4238 - accuracy: 0.7986
Epoch 9/500
225/225 [==============================] - 0s 829us/step - loss: 0.4219 - accuracy: 0.7989
Epoch 10/500
225/225 [==============================] - 0s 823us/step - loss: 0.4197 - accuracy: 0.8158
Epoch 11/500
225/225 [==============================] - 0s 813us/step - loss: 0.4172 - accuracy: 0.8246
Epoch 12/500
225/225 [==============================] - 0s 815us/step - loss: 0.4147 - accuracy: 0.8288
Epoch 13/500
225/225 [==============================] - 0s 881us/step - loss: 0.4125 - accuracy: 0.8310
Epoch 14/500
225/225 [==============================] - 0s 865us/step - loss: 0.4105 - accuracy: 0.8325
Epoch 15/500
225/225 [==============================] - 0s 840us/step - loss: 0.4089 - accuracy: 0.8342
Epoch 16/500
225/225 [==============================] - 0s 818us/step - loss: 0.4074 - accuracy: 0.8342
Epoch 17/500
225/225 [==============================] - 0s 875us/step - loss: 0.4060 - accuracy: 0.8360
Epoch 18/500
225/225 [==============================] - 0s 893us/step - loss: 0.4046 - accuracy: 0.8363
Epoch 19/500
225/225 [==============================] - 0s 839us/step - loss: 0.4036 - accuracy: 0.8357
Epoch 20/500
225/225 [==============================] - 0s 847us/step - loss: 0.4032 - accuracy: 0.8354
Epoch 21/500
225/225 [==============================] - 0s 849us/step - loss: 0.4022 - accuracy: 0.8360
Epoch 22/500
225/225 [==============================] - 0s 850us/step - loss: 0.4014 - accuracy: 0.8382
Epoch 23/500
225/225 [==============================] - 0s 909us/step - loss: 0.4009 - accuracy: 0.8346
Epoch 24/500
225/225 [==============================] - 0s 842us/step - loss: 0.4004 - accuracy: 0.8378
Epoch 25/500
225/225 [==============================] - 0s 862us/step - loss: 0.3998 - accuracy: 0.8376
Epoch 26/500
225/225 [==============================] - 0s 794us/step - loss: 0.3992 - accuracy: 0.8382
Epoch 27/500
225/225 [==============================] - 0s 806us/step - loss: 0.3988 - accuracy: 0.8374
Epoch 28/500
225/225 [==============================] - 0s 836us/step - loss: 0.3983 - accuracy: 0.8381
Epoch 29/500
225/225 [==============================] - 0s 801us/step - loss: 0.3979 - accuracy: 0.8385
Epoch 30/500
225/225 [==============================] - 0s 782us/step - loss: 0.3972 - accuracy: 0.8379
Epoch 31/500
225/225 [==============================] - 0s 799us/step - loss: 0.3970 - accuracy: 0.8388
Epoch 32/500
225/225 [==============================] - 0s 807us/step - loss: 0.3964 - accuracy: 0.8392
Epoch 33/500
225/225 [==============================] - 0s 792us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 34/500
225/225 [==============================] - 0s 833us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 35/500
225/225 [==============================] - 0s 800us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 36/500
225/225 [==============================] - 0s 796us/step - loss: 0.3944 - accuracy: 0.8393
Epoch 37/500
225/225 [==============================] - 0s 790us/step - loss: 0.3940 - accuracy: 0.8394
Epoch 38/500
225/225 [==============================] - 0s 783us/step - loss: 0.3937 - accuracy: 0.8381
Epoch 39/500
225/225 [==============================] - 0s 802us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 40/500
225/225 [==============================] - 0s 820us/step - loss: 0.3927 - accuracy: 0.8388
Epoch 41/500
225/225 [==============================] - 0s 838us/step - loss: 0.3925 - accuracy: 0.8386
Epoch 42/500
225/225 [==============================] - 0s 810us/step - loss: 0.3924 - accuracy: 0.8381
Epoch 43/500
225/225 [==============================] - 0s 898us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 44/500
225/225 [==============================] - 0s 827us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 45/500
225/225 [==============================] - 0s 864us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 46/500
225/225 [==============================] - 0s 825us/step - loss: 0.3913 - accuracy: 0.8403
Epoch 47/500
225/225 [==============================] - 0s 810us/step - loss: 0.3911 - accuracy: 0.8400
Epoch 48/500
225/225 [==============================] - 0s 848us/step - loss: 0.3911 - accuracy: 0.8386
Epoch 49/500
225/225 [==============================] - 0s 790us/step - loss: 0.3907 - accuracy: 0.8399
Epoch 50/500
225/225 [==============================] - 0s 792us/step - loss: 0.3903 - accuracy: 0.8392
Epoch 51/500
225/225 [==============================] - 0s 803us/step - loss: 0.3902 - accuracy: 0.8389
Epoch 52/500
225/225 [==============================] - 0s 801us/step - loss: 0.3898 - accuracy: 0.8394
Epoch 53/500
225/225 [==============================] - 0s 789us/step - loss: 0.3897 - accuracy: 0.8411
Epoch 54/500
225/225 [==============================] - 0s 803us/step - loss: 0.3899 - accuracy: 0.8386
Epoch 55/500
225/225 [==============================] - 0s 797us/step - loss: 0.3897 - accuracy: 0.8393
Epoch 56/500
225/225 [==============================] - 0s 864us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 57/500
225/225 [==============================] - 0s 783us/step - loss: 0.3891 - accuracy: 0.8404
Epoch 58/500
225/225 [==============================] - 0s 801us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 59/500
225/225 [==============================] - 0s 943us/step - loss: 0.3892 - accuracy: 0.8388
Epoch 60/500
225/225 [==============================] - 0s 826us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 61/500
225/225 [==============================] - 0s 805us/step - loss: 0.3889 - accuracy: 0.8392
Epoch 62/500
225/225 [==============================] - 0s 802us/step - loss: 0.3895 - accuracy: 0.8389
Epoch 63/500
225/225 [==============================] - 0s 800us/step - loss: 0.3890 - accuracy: 0.8406
Epoch 64/500
225/225 [==============================] - 0s 842us/step - loss: 0.3890 - accuracy: 0.8407
Epoch 65/500
225/225 [==============================] - 0s 797us/step - loss: 0.3888 - accuracy: 0.8407
Epoch 66/500
225/225 [==============================] - 0s 799us/step - loss: 0.3889 - accuracy: 0.8406
Epoch 67/500
225/225 [==============================] - 0s 838us/step - loss: 0.3884 - accuracy: 0.8396
Epoch 68/500
225/225 [==============================] - 0s 798us/step - loss: 0.3887 - accuracy: 0.8396
Epoch 69/500
225/225 [==============================] - 0s 787us/step - loss: 0.3886 - accuracy: 0.8401
Epoch 70/500
225/225 [==============================] - 0s 813us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 71/500
225/225 [==============================] - 0s 797us/step - loss: 0.3887 - accuracy: 0.8403
Epoch 72/500
225/225 [==============================] - 0s 835us/step - loss: 0.3886 - accuracy: 0.8411
Epoch 73/500
225/225 [==============================] - 0s 787us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 74/500
225/225 [==============================] - 0s 803us/step - loss: 0.3885 - accuracy: 0.8406
Epoch 75/500
225/225 [==============================] - 0s 801us/step - loss: 0.3885 - accuracy: 0.8397
Epoch 76/500
225/225 [==============================] - 0s 783us/step - loss: 0.3883 - accuracy: 0.8401
Epoch 77/500
225/225 [==============================] - 0s 828us/step - loss: 0.3885 - accuracy: 0.8407
Epoch 78/500
225/225 [==============================] - 0s 806us/step - loss: 0.3884 - accuracy: 0.8418
Epoch 79/500
225/225 [==============================] - 0s 792us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 80/500
225/225 [==============================] - 0s 779us/step - loss: 0.3886 - accuracy: 0.8393
Epoch 81/500
225/225 [==============================] - 0s 811us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 82/500
225/225 [==============================] - 0s 804us/step - loss: 0.3881 - accuracy: 0.8397
Epoch 83/500
225/225 [==============================] - 0s 834us/step - loss: 0.3884 - accuracy: 0.8397
Epoch 84/500
225/225 [==============================] - 0s 794us/step - loss: 0.3882 - accuracy: 0.8422
Epoch 85/500
225/225 [==============================] - 0s 799us/step - loss: 0.3885 - accuracy: 0.8408
Epoch 86/500
225/225 [==============================] - 0s 820us/step - loss: 0.3886 - accuracy: 0.8415
Epoch 87/500
225/225 [==============================] - 0s 781us/step - loss: 0.3879 - accuracy: 0.8397
Epoch 88/500
225/225 [==============================] - 0s 842us/step - loss: 0.3884 - accuracy: 0.8399
Epoch 89/500
225/225 [==============================] - 0s 823us/step - loss: 0.3881 - accuracy: 0.8410
Epoch 90/500
225/225 [==============================] - 0s 798us/step - loss: 0.3882 - accuracy: 0.8413
Epoch 91/500
225/225 [==============================] - 0s 784us/step - loss: 0.3883 - accuracy: 0.8414
Epoch 92/500
225/225 [==============================] - 0s 828us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 93/500
225/225 [==============================] - 0s 815us/step - loss: 0.3883 - accuracy: 0.8417
Epoch 94/500
225/225 [==============================] - 0s 806us/step - loss: 0.3884 - accuracy: 0.8410
Epoch 95/500
225/225 [==============================] - 0s 780us/step - loss: 0.3885 - accuracy: 0.8415
Epoch 96/500
225/225 [==============================] - 0s 801us/step - loss: 0.3882 - accuracy: 0.8413
Epoch 97/500
225/225 [==============================] - 0s 802us/step - loss: 0.3883 - accuracy: 0.8404
Epoch 98/500
225/225 [==============================] - 0s 798us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 99/500
225/225 [==============================] - 0s 828us/step - loss: 0.3879 - accuracy: 0.8422
Epoch 100/500
225/225 [==============================] - 0s 827us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 101/500
225/225 [==============================] - 0s 796us/step - loss: 0.3879 - accuracy: 0.8415
Epoch 102/500
225/225 [==============================] - 0s 784us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 103/500
225/225 [==============================] - 0s 803us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 104/500
225/225 [==============================] - 0s 837us/step - loss: 0.3884 - accuracy: 0.8404
Epoch 105/500
225/225 [==============================] - 0s 807us/step - loss: 0.3880 - accuracy: 0.8417
Epoch 106/500
225/225 [==============================] - 0s 780us/step - loss: 0.3882 - accuracy: 0.8406
Epoch 107/500
225/225 [==============================] - 0s 792us/step - loss: 0.3880 - accuracy: 0.8417
Epoch 108/500
225/225 [==============================] - 0s 805us/step - loss: 0.3878 - accuracy: 0.8414
Epoch 109/500
225/225 [==============================] - 0s 795us/step - loss: 0.3880 - accuracy: 0.8431
Epoch 110/500
225/225 [==============================] - 0s 811us/step - loss: 0.3878 - accuracy: 0.8396
Epoch 111/500
225/225 [==============================] - 0s 807us/step - loss: 0.3883 - accuracy: 0.8404
Epoch 112/500
225/225 [==============================] - 0s 799us/step - loss: 0.3881 - accuracy: 0.8414
Epoch 113/500
225/225 [==============================] - 0s 795us/step - loss: 0.3881 - accuracy: 0.8414
Epoch 114/500
225/225 [==============================] - 0s 794us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 115/500
225/225 [==============================] - 0s 836us/step - loss: 0.3878 - accuracy: 0.8413
Epoch 116/500
225/225 [==============================] - 0s 799us/step - loss: 0.3880 - accuracy: 0.8413
Epoch 117/500
225/225 [==============================] - 0s 793us/step - loss: 0.3877 - accuracy: 0.8426
Epoch 118/500
225/225 [==============================] - 0s 794us/step - loss: 0.3880 - accuracy: 0.8419
Epoch 119/500
225/225 [==============================] - 0s 805us/step - loss: 0.3882 - accuracy: 0.8404
Epoch 120/500
225/225 [==============================] - 0s 844us/step - loss: 0.3880 - accuracy: 0.8401
Epoch 121/500
225/225 [==============================] - 0s 780us/step - loss: 0.3879 - accuracy: 0.8410
Epoch 122/500
225/225 [==============================] - 0s 831us/step - loss: 0.3876 - accuracy: 0.8414
Epoch 123/500
225/225 [==============================] - 0s 794us/step - loss: 0.3876 - accuracy: 0.8410
Epoch 124/500
225/225 [==============================] - 0s 799us/step - loss: 0.3873 - accuracy: 0.8438
Epoch 125/500
225/225 [==============================] - 0s 789us/step - loss: 0.3872 - accuracy: 0.8417
Epoch 126/500
225/225 [==============================] - 0s 908us/step - loss: 0.3880 - accuracy: 0.8422
Epoch 127/500
225/225 [==============================] - 0s 816us/step - loss: 0.3878 - accuracy: 0.8429
Epoch 128/500
225/225 [==============================] - 0s 824us/step - loss: 0.3879 - accuracy: 0.8413
Epoch 129/500
225/225 [==============================] - 0s 786us/step - loss: 0.3876 - accuracy: 0.8418
Epoch 130/500
225/225 [==============================] - 0s 980us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 131/500
225/225 [==============================] - 0s 859us/step - loss: 0.3879 - accuracy: 0.8410
Epoch 132/500
225/225 [==============================] - 0s 841us/step - loss: 0.3876 - accuracy: 0.8404
Epoch 133/500
225/225 [==============================] - 0s 789us/step - loss: 0.3873 - accuracy: 0.8411
Epoch 134/500
225/225 [==============================] - 0s 813us/step - loss: 0.3873 - accuracy: 0.8428
Epoch 135/500
225/225 [==============================] - 0s 814us/step - loss: 0.3876 - accuracy: 0.8403
Epoch 136/500
225/225 [==============================] - 0s 796us/step - loss: 0.3877 - accuracy: 0.8408
Epoch 137/500
225/225 [==============================] - 0s 864us/step - loss: 0.3876 - accuracy: 0.8417
Epoch 138/500
225/225 [==============================] - 0s 823us/step - loss: 0.3877 - accuracy: 0.8419
Epoch 139/500
225/225 [==============================] - 0s 824us/step - loss: 0.3877 - accuracy: 0.8414
Epoch 140/500
225/225 [==============================] - 0s 792us/step - loss: 0.3876 - accuracy: 0.8399
Epoch 141/500
225/225 [==============================] - 0s 821us/step - loss: 0.3875 - accuracy: 0.8435
Epoch 142/500
225/225 [==============================] - 0s 857us/step - loss: 0.3875 - accuracy: 0.8414
Epoch 143/500
225/225 [==============================] - 0s 810us/step - loss: 0.3873 - accuracy: 0.8410
Epoch 144/500
225/225 [==============================] - 0s 779us/step - loss: 0.3877 - accuracy: 0.8406
Epoch 145/500
225/225 [==============================] - 0s 827us/step - loss: 0.3875 - accuracy: 0.8418
Epoch 146/500
225/225 [==============================] - 0s 960us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 147/500
225/225 [==============================] - 0s 824us/step - loss: 0.3877 - accuracy: 0.8408
Epoch 148/500
225/225 [==============================] - 0s 799us/step - loss: 0.3874 - accuracy: 0.8425
Epoch 149/500
225/225 [==============================] - 0s 788us/step - loss: 0.3875 - accuracy: 0.8417
Epoch 150/500
225/225 [==============================] - 0s 799us/step - loss: 0.3876 - accuracy: 0.8415
Epoch 151/500
225/225 [==============================] - 0s 807us/step - loss: 0.3876 - accuracy: 0.8414
Epoch 152/500
225/225 [==============================] - 0s 788us/step - loss: 0.3873 - accuracy: 0.8422
Epoch 153/500
225/225 [==============================] - 0s 847us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 154/500
225/225 [==============================] - 0s 829us/step - loss: 0.3873 - accuracy: 0.8406
Epoch 155/500
225/225 [==============================] - 0s 809us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 156/500
225/225 [==============================] - 0s 784us/step - loss: 0.3874 - accuracy: 0.8422
Epoch 157/500
225/225 [==============================] - 0s 823us/step - loss: 0.3877 - accuracy: 0.8415
Epoch 158/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3871 - accuracy: 0.8421
Epoch 159/500
225/225 [==============================] - 0s 808us/step - loss: 0.3874 - accuracy: 0.8418
Epoch 160/500
225/225 [==============================] - 0s 797us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 161/500
225/225 [==============================] - 0s 785us/step - loss: 0.3875 - accuracy: 0.8426
Epoch 162/500
225/225 [==============================] - 0s 811us/step - loss: 0.3874 - accuracy: 0.8407
Epoch 163/500
225/225 [==============================] - 0s 830us/step - loss: 0.3874 - accuracy: 0.8404
Epoch 164/500
225/225 [==============================] - 0s 799us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 165/500
225/225 [==============================] - 0s 787us/step - loss: 0.3874 - accuracy: 0.8406
Epoch 166/500
225/225 [==============================] - 0s 806us/step - loss: 0.3872 - accuracy: 0.8408
Epoch 167/500
225/225 [==============================] - 0s 803us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 168/500
225/225 [==============================] - 0s 790us/step - loss: 0.3873 - accuracy: 0.8422
Epoch 169/500
225/225 [==============================] - 0s 841us/step - loss: 0.3874 - accuracy: 0.8418
Epoch 170/500
225/225 [==============================] - 0s 808us/step - loss: 0.3871 - accuracy: 0.8413
Epoch 171/500
225/225 [==============================] - 0s 792us/step - loss: 0.3872 - accuracy: 0.8410
Epoch 172/500
225/225 [==============================] - 0s 786us/step - loss: 0.3875 - accuracy: 0.8406
Epoch 173/500
225/225 [==============================] - 0s 810us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 174/500
225/225 [==============================] - 0s 843us/step - loss: 0.3873 - accuracy: 0.8421
Epoch 175/500
225/225 [==============================] - 0s 827us/step - loss: 0.3875 - accuracy: 0.8415
Epoch 176/500
225/225 [==============================] - 0s 799us/step - loss: 0.3872 - accuracy: 0.8418
Epoch 177/500
225/225 [==============================] - 0s 799us/step - loss: 0.3870 - accuracy: 0.8422
Epoch 178/500
225/225 [==============================] - 0s 808us/step - loss: 0.3871 - accuracy: 0.8407
Epoch 179/500
225/225 [==============================] - 0s 830us/step - loss: 0.3871 - accuracy: 0.8401
Epoch 180/500
225/225 [==============================] - 0s 793us/step - loss: 0.3873 - accuracy: 0.8400
Epoch 181/500
225/225 [==============================] - 0s 812us/step - loss: 0.3876 - accuracy: 0.8403
Epoch 182/500
225/225 [==============================] - 0s 811us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 183/500
225/225 [==============================] - 0s 792us/step - loss: 0.3876 - accuracy: 0.8404
Epoch 184/500
225/225 [==============================] - 0s 815us/step - loss: 0.3873 - accuracy: 0.8394
Epoch 185/500
225/225 [==============================] - 0s 825us/step - loss: 0.3871 - accuracy: 0.8401
Epoch 186/500
225/225 [==============================] - 0s 808us/step - loss: 0.3874 - accuracy: 0.8400
Epoch 187/500
225/225 [==============================] - 0s 826us/step - loss: 0.3872 - accuracy: 0.8431
Epoch 188/500
225/225 [==============================] - 0s 800us/step - loss: 0.3873 - accuracy: 0.8407
Epoch 189/500
225/225 [==============================] - 0s 808us/step - loss: 0.3871 - accuracy: 0.8404
Epoch 190/500
225/225 [==============================] - 0s 852us/step - loss: 0.3876 - accuracy: 0.8407
Epoch 191/500
225/225 [==============================] - 0s 783us/step - loss: 0.3870 - accuracy: 0.8421
Epoch 192/500
225/225 [==============================] - 0s 811us/step - loss: 0.3870 - accuracy: 0.8413
Epoch 193/500
225/225 [==============================] - 0s 801us/step - loss: 0.3873 - accuracy: 0.8407
Epoch 194/500
225/225 [==============================] - 0s 811us/step - loss: 0.3871 - accuracy: 0.8408
Epoch 195/500
225/225 [==============================] - 0s 824us/step - loss: 0.3871 - accuracy: 0.8414
Epoch 196/500
225/225 [==============================] - 0s 852us/step - loss: 0.3873 - accuracy: 0.8404
Epoch 197/500
225/225 [==============================] - 0s 811us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 198/500
225/225 [==============================] - 0s 813us/step - loss: 0.3874 - accuracy: 0.8399
Epoch 199/500
225/225 [==============================] - 0s 789us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 200/500
225/225 [==============================] - 0s 810us/step - loss: 0.3873 - accuracy: 0.8411
Epoch 201/500
225/225 [==============================] - 0s 842us/step - loss: 0.3872 - accuracy: 0.8418
Epoch 202/500
225/225 [==============================] - 0s 801us/step - loss: 0.3873 - accuracy: 0.8400
Epoch 203/500
225/225 [==============================] - 0s 800us/step - loss: 0.3871 - accuracy: 0.8421
Epoch 204/500
225/225 [==============================] - 0s 801us/step - loss: 0.3872 - accuracy: 0.8419
Epoch 205/500
225/225 [==============================] - 0s 807us/step - loss: 0.3871 - accuracy: 0.8418
Epoch 206/500
225/225 [==============================] - 0s 828us/step - loss: 0.3874 - accuracy: 0.8410
Epoch 207/500
225/225 [==============================] - 0s 815us/step - loss: 0.3874 - accuracy: 0.8404
Epoch 208/500
225/225 [==============================] - 0s 803us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 209/500
225/225 [==============================] - 0s 804us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 210/500
225/225 [==============================] - 0s 794us/step - loss: 0.3874 - accuracy: 0.8410
Epoch 211/500
225/225 [==============================] - 0s 805us/step - loss: 0.3873 - accuracy: 0.8419
Epoch 212/500
225/225 [==============================] - 0s 833us/step - loss: 0.3872 - accuracy: 0.8417
Epoch 213/500
225/225 [==============================] - 0s 803us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 214/500
225/225 [==============================] - 0s 786us/step - loss: 0.3870 - accuracy: 0.8403
Epoch 215/500
225/225 [==============================] - 0s 802us/step - loss: 0.3871 - accuracy: 0.8411
Epoch 216/500
225/225 [==============================] - 0s 794us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 217/500
225/225 [==============================] - 0s 822us/step - loss: 0.3873 - accuracy: 0.8424
Epoch 218/500
225/225 [==============================] - 0s 784us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 219/500
225/225 [==============================] - 0s 805us/step - loss: 0.3871 - accuracy: 0.8411
Epoch 220/500
225/225 [==============================] - 0s 803us/step - loss: 0.3873 - accuracy: 0.8390
Epoch 221/500
225/225 [==============================] - 0s 787us/step - loss: 0.3870 - accuracy: 0.8426
Epoch 222/500
225/225 [==============================] - 0s 840us/step - loss: 0.3872 - accuracy: 0.8408
Epoch 223/500
225/225 [==============================] - 0s 814us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 224/500
225/225 [==============================] - 0s 803us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 225/500
225/225 [==============================] - 0s 799us/step - loss: 0.3870 - accuracy: 0.8422
Epoch 226/500
225/225 [==============================] - 0s 859us/step - loss: 0.3870 - accuracy: 0.8408
Epoch 227/500
225/225 [==============================] - 0s 800us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 228/500
225/225 [==============================] - 0s 805us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 229/500
225/225 [==============================] - 0s 806us/step - loss: 0.3872 - accuracy: 0.8417
Epoch 230/500
225/225 [==============================] - 0s 801us/step - loss: 0.3872 - accuracy: 0.8410
Epoch 231/500
225/225 [==============================] - 0s 809us/step - loss: 0.3873 - accuracy: 0.8410
Epoch 232/500
225/225 [==============================] - 0s 803us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 233/500
225/225 [==============================] - 0s 804us/step - loss: 0.3870 - accuracy: 0.8406
Epoch 234/500
225/225 [==============================] - 0s 826us/step - loss: 0.3871 - accuracy: 0.8411
Epoch 235/500
225/225 [==============================] - 0s 793us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 236/500
225/225 [==============================] - 0s 806us/step - loss: 0.3870 - accuracy: 0.8408
Epoch 237/500
225/225 [==============================] - 0s 797us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 238/500
225/225 [==============================] - 0s 819us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 239/500
225/225 [==============================] - 0s 808us/step - loss: 0.3871 - accuracy: 0.8401
Epoch 240/500
225/225 [==============================] - 0s 783us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 241/500
225/225 [==============================] - 0s 796us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 242/500
225/225 [==============================] - 0s 804us/step - loss: 0.3873 - accuracy: 0.8418
Epoch 243/500
225/225 [==============================] - 0s 797us/step - loss: 0.3871 - accuracy: 0.8410
Epoch 244/500
225/225 [==============================] - 0s 806us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 245/500
225/225 [==============================] - 0s 842us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 246/500
225/225 [==============================] - 0s 804us/step - loss: 0.3868 - accuracy: 0.8436
Epoch 247/500
225/225 [==============================] - 0s 794us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 248/500
225/225 [==============================] - 0s 791us/step - loss: 0.3869 - accuracy: 0.8399
Epoch 249/500
225/225 [==============================] - 0s 804us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 250/500
225/225 [==============================] - 0s 839us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 251/500
225/225 [==============================] - 0s 807us/step - loss: 0.3868 - accuracy: 0.8404
Epoch 252/500
225/225 [==============================] - 0s 787us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 253/500
225/225 [==============================] - 0s 798us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 254/500
225/225 [==============================] - 0s 824us/step - loss: 0.3868 - accuracy: 0.8397
Epoch 255/500
225/225 [==============================] - 0s 823us/step - loss: 0.3872 - accuracy: 0.8414
Epoch 256/500
225/225 [==============================] - 0s 818us/step - loss: 0.3866 - accuracy: 0.8422
Epoch 257/500
225/225 [==============================] - 0s 793us/step - loss: 0.3871 - accuracy: 0.8422
Epoch 258/500
225/225 [==============================] - 0s 904us/step - loss: 0.3870 - accuracy: 0.8404
Epoch 259/500
225/225 [==============================] - 0s 786us/step - loss: 0.3872 - accuracy: 0.8404
Epoch 260/500
225/225 [==============================] - 0s 794us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 261/500
225/225 [==============================] - 0s 844us/step - loss: 0.3865 - accuracy: 0.8422
Epoch 262/500
225/225 [==============================] - 0s 820us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 263/500
225/225 [==============================] - 0s 797us/step - loss: 0.3870 - accuracy: 0.8411
Epoch 264/500
225/225 [==============================] - 0s 804us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 265/500
225/225 [==============================] - 0s 794us/step - loss: 0.3871 - accuracy: 0.8418
Epoch 266/500
225/225 [==============================] - 0s 807us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 267/500
225/225 [==============================] - 0s 807us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 268/500
225/225 [==============================] - 0s 795us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 269/500
225/225 [==============================] - 0s 815us/step - loss: 0.3869 - accuracy: 0.8425
Epoch 270/500
225/225 [==============================] - 0s 789us/step - loss: 0.3869 - accuracy: 0.8397
Epoch 271/500
225/225 [==============================] - 0s 840us/step - loss: 0.3863 - accuracy: 0.8411
Epoch 272/500
225/225 [==============================] - 0s 802us/step - loss: 0.3870 - accuracy: 0.8413
Epoch 273/500
225/225 [==============================] - 0s 801us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 274/500
225/225 [==============================] - 0s 787us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 275/500
225/225 [==============================] - 0s 808us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 276/500
225/225 [==============================] - 0s 795us/step - loss: 0.3868 - accuracy: 0.8401
Epoch 277/500
225/225 [==============================] - 0s 839us/step - loss: 0.3866 - accuracy: 0.8426
Epoch 278/500
225/225 [==============================] - 0s 788us/step - loss: 0.3869 - accuracy: 0.8415
Epoch 279/500
225/225 [==============================] - 0s 799us/step - loss: 0.3869 - accuracy: 0.8403
Epoch 280/500
225/225 [==============================] - 0s 799us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 281/500
225/225 [==============================] - 0s 789us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 282/500
225/225 [==============================] - 0s 846us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 283/500
225/225 [==============================] - 0s 807us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 284/500
225/225 [==============================] - 0s 841us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 285/500
225/225 [==============================] - 0s 784us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 286/500
225/225 [==============================] - 0s 803us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 287/500
225/225 [==============================] - 0s 802us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 288/500
225/225 [==============================] - 0s 847us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 289/500
225/225 [==============================] - 0s 783us/step - loss: 0.3868 - accuracy: 0.8418
Epoch 290/500
225/225 [==============================] - 0s 804us/step - loss: 0.3866 - accuracy: 0.8418
Epoch 291/500
225/225 [==============================] - 0s 805us/step - loss: 0.3863 - accuracy: 0.8425
Epoch 292/500
225/225 [==============================] - 0s 800us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 293/500
225/225 [==============================] - 0s 796us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 294/500
225/225 [==============================] - 0s 808us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 295/500
225/225 [==============================] - 0s 799us/step - loss: 0.3869 - accuracy: 0.8403
Epoch 296/500
225/225 [==============================] - 0s 783us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 297/500
225/225 [==============================] - 0s 815us/step - loss: 0.3870 - accuracy: 0.8410
Epoch 298/500
225/225 [==============================] - 0s 796us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 299/500
225/225 [==============================] - 0s 853us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 300/500
225/225 [==============================] - 0s 790us/step - loss: 0.3868 - accuracy: 0.8415
Epoch 301/500
225/225 [==============================] - 0s 797us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 302/500
225/225 [==============================] - 0s 809us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 303/500
225/225 [==============================] - 0s 796us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 304/500
225/225 [==============================] - 0s 829us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 305/500
225/225 [==============================] - 0s 801us/step - loss: 0.3864 - accuracy: 0.8393
Epoch 306/500
225/225 [==============================] - 0s 807us/step - loss: 0.3870 - accuracy: 0.8399
Epoch 307/500
225/225 [==============================] - 0s 796us/step - loss: 0.3871 - accuracy: 0.8406
Epoch 308/500
225/225 [==============================] - 0s 802us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 309/500
225/225 [==============================] - 0s 812us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 310/500
225/225 [==============================] - 0s 812us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 311/500
225/225 [==============================] - 0s 788us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 312/500
225/225 [==============================] - 0s 805us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 313/500
225/225 [==============================] - 0s 805us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 314/500
225/225 [==============================] - 0s 800us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 315/500
225/225 [==============================] - 0s 809us/step - loss: 0.3869 - accuracy: 0.8421
Epoch 316/500
225/225 [==============================] - 0s 834us/step - loss: 0.3865 - accuracy: 0.8419
Epoch 317/500
225/225 [==============================] - 0s 805us/step - loss: 0.3871 - accuracy: 0.8418
Epoch 318/500
225/225 [==============================] - 0s 805us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 319/500
225/225 [==============================] - 0s 800us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 320/500
225/225 [==============================] - 0s 856us/step - loss: 0.3870 - accuracy: 0.8429
Epoch 321/500
225/225 [==============================] - 0s 795us/step - loss: 0.3865 - accuracy: 0.8417
Epoch 322/500
225/225 [==============================] - 0s 814us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 323/500
225/225 [==============================] - 0s 780us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 324/500
225/225 [==============================] - 0s 811us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 325/500
225/225 [==============================] - 0s 807us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 326/500
225/225 [==============================] - 0s 853us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 327/500
225/225 [==============================] - 0s 796us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 328/500
225/225 [==============================] - 0s 803us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 329/500
225/225 [==============================] - 0s 797us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 330/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3867 - accuracy: 0.8404
Epoch 331/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8418
Epoch 332/500
225/225 [==============================] - 0s 790us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 333/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8419
Epoch 334/500
225/225 [==============================] - 0s 868us/step - loss: 0.3870 - accuracy: 0.8406
Epoch 335/500
225/225 [==============================] - 0s 930us/step - loss: 0.3869 - accuracy: 0.8433
Epoch 336/500
225/225 [==============================] - 0s 954us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 337/500
225/225 [==============================] - 0s 965us/step - loss: 0.3866 - accuracy: 0.8404
Epoch 338/500
225/225 [==============================] - 0s 923us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 339/500
225/225 [==============================] - 0s 873us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 340/500
225/225 [==============================] - 0s 964us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 341/500
225/225 [==============================] - 0s 993us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 342/500
225/225 [==============================] - 0s 964us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 343/500
225/225 [==============================] - 0s 845us/step - loss: 0.3861 - accuracy: 0.8446
Epoch 344/500
225/225 [==============================] - 0s 869us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 345/500
225/225 [==============================] - 0s 920us/step - loss: 0.3868 - accuracy: 0.8418
Epoch 346/500
225/225 [==============================] - 0s 870us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 347/500
225/225 [==============================] - 0s 967us/step - loss: 0.3868 - accuracy: 0.8418
Epoch 348/500
225/225 [==============================] - 0s 832us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 349/500
225/225 [==============================] - 0s 788us/step - loss: 0.3870 - accuracy: 0.8407
Epoch 350/500
225/225 [==============================] - 0s 845us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 351/500
225/225 [==============================] - 0s 785us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 352/500
225/225 [==============================] - 0s 844us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 353/500
225/225 [==============================] - 0s 793us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 354/500
225/225 [==============================] - 0s 784us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 355/500
225/225 [==============================] - 0s 792us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 356/500
225/225 [==============================] - 0s 814us/step - loss: 0.3862 - accuracy: 0.8413
Epoch 357/500
225/225 [==============================] - 0s 802us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 358/500
225/225 [==============================] - 0s 861us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 359/500
225/225 [==============================] - 0s 779us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 360/500
225/225 [==============================] - 0s 967us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 361/500
225/225 [==============================] - 0s 879us/step - loss: 0.3867 - accuracy: 0.8410
Epoch 362/500
225/225 [==============================] - 0s 856us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 363/500
225/225 [==============================] - 0s 872us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 364/500
225/225 [==============================] - 0s 892us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 365/500
225/225 [==============================] - 0s 850us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 366/500
225/225 [==============================] - 0s 806us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 367/500
225/225 [==============================] - 0s 795us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 368/500
225/225 [==============================] - 0s 786us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 369/500
225/225 [==============================] - 0s 823us/step - loss: 0.3868 - accuracy: 0.8417
Epoch 370/500
225/225 [==============================] - 0s 794us/step - loss: 0.3866 - accuracy: 0.8403
Epoch 371/500
225/225 [==============================] - 0s 783us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 372/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8408
Epoch 373/500
225/225 [==============================] - 0s 898us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 374/500
225/225 [==============================] - 0s 806us/step - loss: 0.3867 - accuracy: 0.8404
Epoch 375/500
225/225 [==============================] - 0s 811us/step - loss: 0.3867 - accuracy: 0.8433
Epoch 376/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8401
Epoch 377/500
225/225 [==============================] - 0s 838us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 378/500
225/225 [==============================] - 0s 791us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 379/500
225/225 [==============================] - 0s 842us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 380/500
225/225 [==============================] - 0s 798us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 381/500
225/225 [==============================] - 0s 794us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 382/500
225/225 [==============================] - 0s 776us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 383/500
225/225 [==============================] - 0s 829us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 384/500
225/225 [==============================] - 0s 780us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 385/500
225/225 [==============================] - 0s 928us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 386/500
225/225 [==============================] - 0s 902us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 387/500
225/225 [==============================] - 0s 866us/step - loss: 0.3863 - accuracy: 0.8421
Epoch 388/500
225/225 [==============================] - 0s 869us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 389/500
225/225 [==============================] - 0s 910us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 390/500
225/225 [==============================] - 0s 918us/step - loss: 0.3862 - accuracy: 0.8406
Epoch 391/500
225/225 [==============================] - 0s 809us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 392/500
225/225 [==============================] - 0s 799us/step - loss: 0.3867 - accuracy: 0.8428
Epoch 393/500
225/225 [==============================] - 0s 793us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 394/500
225/225 [==============================] - 0s 838us/step - loss: 0.3865 - accuracy: 0.8424
Epoch 395/500
225/225 [==============================] - 0s 786us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 396/500
225/225 [==============================] - 0s 796us/step - loss: 0.3862 - accuracy: 0.8425
Epoch 397/500
225/225 [==============================] - 0s 807us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 398/500
225/225 [==============================] - 0s 790us/step - loss: 0.3870 - accuracy: 0.8400
Epoch 399/500
225/225 [==============================] - 0s 792us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 400/500
225/225 [==============================] - 0s 834us/step - loss: 0.3865 - accuracy: 0.8424
Epoch 401/500
225/225 [==============================] - 0s 797us/step - loss: 0.3868 - accuracy: 0.8417
Epoch 402/500
225/225 [==============================] - 0s 780us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 403/500
225/225 [==============================] - 0s 794us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 404/500
225/225 [==============================] - 0s 795us/step - loss: 0.3867 - accuracy: 0.8394
Epoch 405/500
225/225 [==============================] - 0s 814us/step - loss: 0.3868 - accuracy: 0.8417
Epoch 406/500
225/225 [==============================] - 0s 793us/step - loss: 0.3864 - accuracy: 0.8429
Epoch 407/500
225/225 [==============================] - 0s 795us/step - loss: 0.3864 - accuracy: 0.8413
Epoch 408/500
225/225 [==============================] - 0s 804us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 409/500
225/225 [==============================] - 0s 793us/step - loss: 0.3868 - accuracy: 0.8403
Epoch 410/500
225/225 [==============================] - 0s 845us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 411/500
225/225 [==============================] - 0s 922us/step - loss: 0.3869 - accuracy: 0.8407
Epoch 412/500
225/225 [==============================] - 0s 868us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 413/500
225/225 [==============================] - 0s 878us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 414/500
225/225 [==============================] - 0s 885us/step - loss: 0.3869 - accuracy: 0.8424
Epoch 415/500
225/225 [==============================] - 0s 832us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 416/500
225/225 [==============================] - 0s 846us/step - loss: 0.3870 - accuracy: 0.8411
Epoch 417/500
225/225 [==============================] - 0s 813us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 418/500
225/225 [==============================] - 0s 802us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 419/500
225/225 [==============================] - 0s 792us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 420/500
225/225 [==============================] - 0s 798us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 421/500
225/225 [==============================] - 0s 832us/step - loss: 0.3870 - accuracy: 0.8419
Epoch 422/500
225/225 [==============================] - 0s 782us/step - loss: 0.3866 - accuracy: 0.8399
Epoch 423/500
225/225 [==============================] - 0s 900us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 424/500
225/225 [==============================] - 0s 802us/step - loss: 0.3867 - accuracy: 0.8424
Epoch 425/500
225/225 [==============================] - 0s 811us/step - loss: 0.3863 - accuracy: 0.8408
Epoch 426/500
225/225 [==============================] - 0s 779us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 427/500
225/225 [==============================] - 0s 827us/step - loss: 0.3868 - accuracy: 0.8404
Epoch 428/500
225/225 [==============================] - 0s 799us/step - loss: 0.3867 - accuracy: 0.8422
Epoch 429/500
225/225 [==============================] - 0s 791us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 430/500
225/225 [==============================] - 0s 789us/step - loss: 0.3868 - accuracy: 0.8415
Epoch 431/500
225/225 [==============================] - 0s 795us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 432/500
225/225 [==============================] - 0s 832us/step - loss: 0.3868 - accuracy: 0.8428
Epoch 433/500
225/225 [==============================] - 0s 795us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 434/500
225/225 [==============================] - 0s 780us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 435/500
225/225 [==============================] - 0s 806us/step - loss: 0.3868 - accuracy: 0.8404
Epoch 436/500
225/225 [==============================] - 0s 804us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 437/500
225/225 [==============================] - 0s 781us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 438/500
225/225 [==============================] - 0s 838us/step - loss: 0.3869 - accuracy: 0.8393
Epoch 439/500
225/225 [==============================] - 0s 824us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 440/500
225/225 [==============================] - 0s 793us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 441/500
225/225 [==============================] - 0s 793us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 442/500
225/225 [==============================] - 0s 855us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 443/500
225/225 [==============================] - 0s 795us/step - loss: 0.3868 - accuracy: 0.8403
Epoch 444/500
225/225 [==============================] - 0s 789us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 445/500
225/225 [==============================] - 0s 781us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 446/500
225/225 [==============================] - 0s 805us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 447/500
225/225 [==============================] - 0s 803us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 448/500
225/225 [==============================] - 0s 804us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 449/500
225/225 [==============================] - 0s 832us/step - loss: 0.3865 - accuracy: 0.8425
Epoch 450/500
225/225 [==============================] - 0s 814us/step - loss: 0.3872 - accuracy: 0.8408
Epoch 451/500
225/225 [==============================] - 0s 800us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 452/500
225/225 [==============================] - 0s 790us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 453/500
225/225 [==============================] - 0s 834us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 454/500
225/225 [==============================] - 0s 803us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 455/500
225/225 [==============================] - 0s 795us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 456/500
225/225 [==============================] - 0s 780us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 457/500
225/225 [==============================] - 0s 797us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 458/500
225/225 [==============================] - 0s 843us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 459/500
225/225 [==============================] - 0s 963us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 460/500
225/225 [==============================] - 0s 926us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 461/500
225/225 [==============================] - 0s 793us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 462/500
225/225 [==============================] - 0s 805us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 463/500
225/225 [==============================] - 0s 801us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 464/500
225/225 [==============================] - 0s 832us/step - loss: 0.3866 - accuracy: 0.8397
Epoch 465/500
225/225 [==============================] - 0s 793us/step - loss: 0.3868 - accuracy: 0.8400
Epoch 466/500
225/225 [==============================] - 0s 794us/step - loss: 0.3868 - accuracy: 0.8393
Epoch 467/500
225/225 [==============================] - 0s 800us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 468/500
225/225 [==============================] - 0s 783us/step - loss: 0.3864 - accuracy: 0.8403
Epoch 469/500
225/225 [==============================] - 0s 799us/step - loss: 0.3864 - accuracy: 0.8401
Epoch 470/500
225/225 [==============================] - 0s 815us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 471/500
225/225 [==============================] - 0s 822us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 472/500
225/225 [==============================] - 0s 783us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 473/500
225/225 [==============================] - 0s 799us/step - loss: 0.3869 - accuracy: 0.8426
Epoch 474/500
225/225 [==============================] - 0s 809us/step - loss: 0.3867 - accuracy: 0.8410
Epoch 475/500
225/225 [==============================] - 0s 869us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 476/500
225/225 [==============================] - 0s 953us/step - loss: 0.3868 - accuracy: 0.8428
Epoch 477/500
225/225 [==============================] - 0s 784us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 478/500
225/225 [==============================] - 0s 799us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 479/500
225/225 [==============================] - 0s 806us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 480/500
225/225 [==============================] - 0s 784us/step - loss: 0.3870 - accuracy: 0.8421
Epoch 481/500
225/225 [==============================] - 0s 807us/step - loss: 0.3861 - accuracy: 0.8421
Epoch 482/500
225/225 [==============================] - 0s 801us/step - loss: 0.3869 - accuracy: 0.8422
Epoch 483/500
225/225 [==============================] - 0s 793us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 484/500
225/225 [==============================] - 0s 785us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 485/500
225/225 [==============================] - 0s 797us/step - loss: 0.3868 - accuracy: 0.8421
Epoch 486/500
225/225 [==============================] - 0s 835us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 487/500
225/225 [==============================] - 0s 787us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 488/500
225/225 [==============================] - 0s 784us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 489/500
225/225 [==============================] - 0s 789us/step - loss: 0.3868 - accuracy: 0.8419
Epoch 490/500
225/225 [==============================] - 0s 796us/step - loss: 0.3869 - accuracy: 0.8418
Epoch 491/500
225/225 [==============================] - 0s 790us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 492/500
225/225 [==============================] - 0s 825us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 493/500
225/225 [==============================] - 0s 825us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 494/500
225/225 [==============================] - 0s 801us/step - loss: 0.3867 - accuracy: 0.8410
Epoch 495/500
225/225 [==============================] - 0s 784us/step - loss: 0.3868 - accuracy: 0.8415
Epoch 496/500
225/225 [==============================] - 0s 801us/step - loss: 0.3866 - accuracy: 0.8424
Epoch 497/500
225/225 [==============================] - 0s 838us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 498/500
225/225 [==============================] - 0s 794us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 499/500
225/225 [==============================] - 0s 787us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 500/500
225/225 [==============================] - 0s 794us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 1/500
225/225 [==============================] - 0s 830us/step - loss: 0.5951 - accuracy: 0.7964
Epoch 2/500
225/225 [==============================] - 0s 864us/step - loss: 0.4511 - accuracy: 0.7964
Epoch 3/500
225/225 [==============================] - 0s 870us/step - loss: 0.4389 - accuracy: 0.7964
Epoch 4/500
225/225 [==============================] - 0s 843us/step - loss: 0.4355 - accuracy: 0.7964
Epoch 5/500
225/225 [==============================] - 0s 860us/step - loss: 0.4338 - accuracy: 0.7964
Epoch 6/500
225/225 [==============================] - 0s 915us/step - loss: 0.4325 - accuracy: 0.7964
Epoch 7/500
225/225 [==============================] - 0s 845us/step - loss: 0.4318 - accuracy: 0.7964
Epoch 8/500
225/225 [==============================] - 0s 836us/step - loss: 0.4307 - accuracy: 0.7964
Epoch 9/500
225/225 [==============================] - 0s 850us/step - loss: 0.4297 - accuracy: 0.7964
Epoch 10/500
225/225 [==============================] - 0s 852us/step - loss: 0.4282 - accuracy: 0.7964
Epoch 11/500
225/225 [==============================] - 0s 904us/step - loss: 0.4264 - accuracy: 0.7993
Epoch 12/500
225/225 [==============================] - 0s 877us/step - loss: 0.4242 - accuracy: 0.8158
Epoch 13/500
225/225 [==============================] - 0s 836us/step - loss: 0.4222 - accuracy: 0.8203
Epoch 14/500
225/225 [==============================] - 0s 853us/step - loss: 0.4208 - accuracy: 0.8224
Epoch 15/500
225/225 [==============================] - 0s 848us/step - loss: 0.4192 - accuracy: 0.8272
Epoch 16/500
225/225 [==============================] - 0s 856us/step - loss: 0.4180 - accuracy: 0.8288
Epoch 17/500
225/225 [==============================] - 0s 881us/step - loss: 0.4166 - accuracy: 0.8289
Epoch 18/500
225/225 [==============================] - 0s 850us/step - loss: 0.4158 - accuracy: 0.8303
Epoch 19/500
225/225 [==============================] - 0s 848us/step - loss: 0.4148 - accuracy: 0.8317
Epoch 20/500
225/225 [==============================] - 0s 860us/step - loss: 0.4140 - accuracy: 0.8308
Epoch 21/500
225/225 [==============================] - 0s 907us/step - loss: 0.4131 - accuracy: 0.8319
Epoch 22/500
225/225 [==============================] - 0s 866us/step - loss: 0.4128 - accuracy: 0.8328
Epoch 23/500
225/225 [==============================] - 0s 825us/step - loss: 0.4118 - accuracy: 0.8328
Epoch 24/500
225/225 [==============================] - 0s 859us/step - loss: 0.4117 - accuracy: 0.8331
Epoch 25/500
225/225 [==============================] - 0s 860us/step - loss: 0.4111 - accuracy: 0.8343
Epoch 26/500
225/225 [==============================] - 0s 910us/step - loss: 0.4103 - accuracy: 0.8342
Epoch 27/500
225/225 [==============================] - 0s 844us/step - loss: 0.4102 - accuracy: 0.8343
Epoch 28/500
225/225 [==============================] - 0s 846us/step - loss: 0.4097 - accuracy: 0.8335
Epoch 29/500
225/225 [==============================] - 0s 851us/step - loss: 0.4096 - accuracy: 0.8333
Epoch 30/500
225/225 [==============================] - 0s 990us/step - loss: 0.4092 - accuracy: 0.8351
Epoch 31/500
225/225 [==============================] - 0s 888us/step - loss: 0.4090 - accuracy: 0.8339
Epoch 32/500
225/225 [==============================] - 0s 840us/step - loss: 0.4085 - accuracy: 0.8340
Epoch 33/500
225/225 [==============================] - 0s 851us/step - loss: 0.4081 - accuracy: 0.8347
Epoch 34/500
225/225 [==============================] - 0s 914us/step - loss: 0.4080 - accuracy: 0.8357
Epoch 35/500
225/225 [==============================] - 0s 852us/step - loss: 0.4078 - accuracy: 0.8356
Epoch 36/500
225/225 [==============================] - 0s 844us/step - loss: 0.4074 - accuracy: 0.8351
Epoch 37/500
225/225 [==============================] - 0s 854us/step - loss: 0.4069 - accuracy: 0.8340
Epoch 38/500
225/225 [==============================] - 0s 850us/step - loss: 0.4069 - accuracy: 0.8354
Epoch 39/500
225/225 [==============================] - 0s 856us/step - loss: 0.4065 - accuracy: 0.8364
Epoch 40/500
225/225 [==============================] - 0s 861us/step - loss: 0.4066 - accuracy: 0.8365
Epoch 41/500
225/225 [==============================] - 0s 838us/step - loss: 0.4063 - accuracy: 0.8365
Epoch 42/500
225/225 [==============================] - 0s 903us/step - loss: 0.4058 - accuracy: 0.8374
Epoch 43/500
225/225 [==============================] - 0s 847us/step - loss: 0.4058 - accuracy: 0.8358
Epoch 44/500
225/225 [==============================] - 0s 845us/step - loss: 0.4055 - accuracy: 0.8361
Epoch 45/500
225/225 [==============================] - 0s 859us/step - loss: 0.4051 - accuracy: 0.8356
Epoch 46/500
225/225 [==============================] - 0s 855us/step - loss: 0.4054 - accuracy: 0.8351
Epoch 47/500
225/225 [==============================] - 0s 862us/step - loss: 0.4049 - accuracy: 0.8356
Epoch 48/500
225/225 [==============================] - 0s 854us/step - loss: 0.4050 - accuracy: 0.8367
Epoch 49/500
225/225 [==============================] - 0s 849us/step - loss: 0.4044 - accuracy: 0.8356
Epoch 50/500
225/225 [==============================] - 0s 866us/step - loss: 0.4045 - accuracy: 0.8363
Epoch 51/500
225/225 [==============================] - 0s 832us/step - loss: 0.4044 - accuracy: 0.8357
Epoch 52/500
225/225 [==============================] - 0s 968us/step - loss: 0.4037 - accuracy: 0.8367
Epoch 53/500
225/225 [==============================] - 0s 814us/step - loss: 0.4041 - accuracy: 0.8360
Epoch 54/500
225/225 [==============================] - 0s 805us/step - loss: 0.4039 - accuracy: 0.8364
Epoch 55/500
225/225 [==============================] - 0s 793us/step - loss: 0.4037 - accuracy: 0.8368
Epoch 56/500
225/225 [==============================] - 0s 838us/step - loss: 0.4033 - accuracy: 0.8364
Epoch 57/500
225/225 [==============================] - 0s 815us/step - loss: 0.4034 - accuracy: 0.8376
Epoch 58/500
225/225 [==============================] - 0s 821us/step - loss: 0.4033 - accuracy: 0.8361
Epoch 59/500
225/225 [==============================] - 0s 796us/step - loss: 0.4029 - accuracy: 0.8363
Epoch 60/500
225/225 [==============================] - 0s 811us/step - loss: 0.4031 - accuracy: 0.8363
Epoch 61/500
225/225 [==============================] - 0s 832us/step - loss: 0.4025 - accuracy: 0.8374
Epoch 62/500
225/225 [==============================] - 0s 837us/step - loss: 0.4027 - accuracy: 0.8358
Epoch 63/500
225/225 [==============================] - 0s 794us/step - loss: 0.4028 - accuracy: 0.8368
Epoch 64/500
225/225 [==============================] - 0s 850us/step - loss: 0.4023 - accuracy: 0.8371
Epoch 65/500
225/225 [==============================] - 0s 805us/step - loss: 0.4025 - accuracy: 0.8360
Epoch 66/500
225/225 [==============================] - 0s 862us/step - loss: 0.4023 - accuracy: 0.8361
Epoch 67/500
225/225 [==============================] - 0s 797us/step - loss: 0.4016 - accuracy: 0.8376
Epoch 68/500
225/225 [==============================] - 0s 817us/step - loss: 0.4020 - accuracy: 0.8363
Epoch 69/500
225/225 [==============================] - 0s 821us/step - loss: 0.4021 - accuracy: 0.8369
Epoch 70/500
225/225 [==============================] - 0s 804us/step - loss: 0.4017 - accuracy: 0.8351
Epoch 71/500
225/225 [==============================] - 0s 802us/step - loss: 0.4017 - accuracy: 0.8361
Epoch 72/500
225/225 [==============================] - 0s 815us/step - loss: 0.4017 - accuracy: 0.8347
Epoch 73/500
225/225 [==============================] - 0s 832us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 74/500
225/225 [==============================] - 0s 839us/step - loss: 0.4016 - accuracy: 0.8354
Epoch 75/500
225/225 [==============================] - 0s 809us/step - loss: 0.4017 - accuracy: 0.8351
Epoch 76/500
225/225 [==============================] - 0s 813us/step - loss: 0.4016 - accuracy: 0.8354
Epoch 77/500
225/225 [==============================] - 0s 821us/step - loss: 0.4016 - accuracy: 0.8351
Epoch 78/500
225/225 [==============================] - 0s 827us/step - loss: 0.4015 - accuracy: 0.8353
Epoch 79/500
225/225 [==============================] - 0s 798us/step - loss: 0.4012 - accuracy: 0.8358
Epoch 80/500
225/225 [==============================] - 0s 824us/step - loss: 0.4012 - accuracy: 0.8351
Epoch 81/500
225/225 [==============================] - 0s 817us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 82/500
225/225 [==============================] - 0s 802us/step - loss: 0.4013 - accuracy: 0.8358
Epoch 83/500
225/225 [==============================] - 0s 825us/step - loss: 0.4009 - accuracy: 0.8349
Epoch 84/500
225/225 [==============================] - 0s 829us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 85/500
225/225 [==============================] - 0s 813us/step - loss: 0.4007 - accuracy: 0.8349
Epoch 86/500
225/225 [==============================] - 0s 812us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 87/500
225/225 [==============================] - 0s 816us/step - loss: 0.4005 - accuracy: 0.8346
Epoch 88/500
225/225 [==============================] - 0s 826us/step - loss: 0.4009 - accuracy: 0.8344
Epoch 89/500
225/225 [==============================] - 0s 854us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 90/500
225/225 [==============================] - 0s 823us/step - loss: 0.4005 - accuracy: 0.8347
Epoch 91/500
225/225 [==============================] - 0s 819us/step - loss: 0.4009 - accuracy: 0.8342
Epoch 92/500
225/225 [==============================] - 0s 812us/step - loss: 0.4006 - accuracy: 0.8349
Epoch 93/500
225/225 [==============================] - 0s 810us/step - loss: 0.4003 - accuracy: 0.8353
Epoch 94/500
225/225 [==============================] - 0s 857us/step - loss: 0.4005 - accuracy: 0.8339
Epoch 95/500
225/225 [==============================] - 0s 813us/step - loss: 0.4000 - accuracy: 0.8361
Epoch 96/500
225/225 [==============================] - 0s 818us/step - loss: 0.4003 - accuracy: 0.8326
Epoch 97/500
225/225 [==============================] - 0s 812us/step - loss: 0.4002 - accuracy: 0.8338
Epoch 98/500
225/225 [==============================] - 0s 804us/step - loss: 0.4003 - accuracy: 0.8339
Epoch 99/500
225/225 [==============================] - 0s 863us/step - loss: 0.4002 - accuracy: 0.8347
Epoch 100/500
225/225 [==============================] - 0s 820us/step - loss: 0.4000 - accuracy: 0.8350
Epoch 101/500
225/225 [==============================] - 0s 812us/step - loss: 0.4003 - accuracy: 0.8340
Epoch 102/500
225/225 [==============================] - 0s 807us/step - loss: 0.4000 - accuracy: 0.8343
Epoch 103/500
225/225 [==============================] - 0s 818us/step - loss: 0.4000 - accuracy: 0.8346
Epoch 104/500
225/225 [==============================] - 0s 814us/step - loss: 0.3999 - accuracy: 0.8353
Epoch 105/500
225/225 [==============================] - 0s 840us/step - loss: 0.3998 - accuracy: 0.8338
Epoch 106/500
225/225 [==============================] - 0s 800us/step - loss: 0.3998 - accuracy: 0.8353
Epoch 107/500
225/225 [==============================] - 0s 821us/step - loss: 0.3997 - accuracy: 0.8339
Epoch 108/500
225/225 [==============================] - 0s 818us/step - loss: 0.4001 - accuracy: 0.8333
Epoch 109/500
225/225 [==============================] - 0s 816us/step - loss: 0.3999 - accuracy: 0.8367
Epoch 110/500
225/225 [==============================] - 0s 843us/step - loss: 0.3997 - accuracy: 0.8363
Epoch 111/500
225/225 [==============================] - 0s 809us/step - loss: 0.3998 - accuracy: 0.8353
Epoch 112/500
225/225 [==============================] - 0s 813us/step - loss: 0.4000 - accuracy: 0.8343
Epoch 113/500
225/225 [==============================] - 0s 821us/step - loss: 0.3998 - accuracy: 0.8344
Epoch 114/500
225/225 [==============================] - 0s 807us/step - loss: 0.3996 - accuracy: 0.8342
Epoch 115/500
225/225 [==============================] - 0s 853us/step - loss: 0.3997 - accuracy: 0.8351
Epoch 116/500
225/225 [==============================] - 0s 812us/step - loss: 0.3998 - accuracy: 0.8349
Epoch 117/500
225/225 [==============================] - 0s 815us/step - loss: 0.3998 - accuracy: 0.8333
Epoch 118/500
225/225 [==============================] - 0s 815us/step - loss: 0.3997 - accuracy: 0.8344
Epoch 119/500
225/225 [==============================] - 0s 816us/step - loss: 0.3998 - accuracy: 0.8356
Epoch 120/500
225/225 [==============================] - 0s 813us/step - loss: 0.3998 - accuracy: 0.8354
Epoch 121/500
225/225 [==============================] - 0s 853us/step - loss: 0.3993 - accuracy: 0.8347
Epoch 122/500
225/225 [==============================] - 0s 828us/step - loss: 0.3996 - accuracy: 0.8361
Epoch 123/500
225/225 [==============================] - 0s 823us/step - loss: 0.3996 - accuracy: 0.8356
Epoch 124/500
225/225 [==============================] - 0s 868us/step - loss: 0.3998 - accuracy: 0.8344
Epoch 125/500
225/225 [==============================] - 0s 872us/step - loss: 0.3998 - accuracy: 0.8354
Epoch 126/500
225/225 [==============================] - 0s 835us/step - loss: 0.3995 - accuracy: 0.8340
Epoch 127/500
225/225 [==============================] - 0s 812us/step - loss: 0.3995 - accuracy: 0.8351
Epoch 128/500
225/225 [==============================] - 0s 811us/step - loss: 0.3997 - accuracy: 0.8333
Epoch 129/500
225/225 [==============================] - 0s 823us/step - loss: 0.3993 - accuracy: 0.8354
Epoch 130/500
225/225 [==============================] - 0s 797us/step - loss: 0.3994 - accuracy: 0.8356
Epoch 131/500
225/225 [==============================] - 0s 821us/step - loss: 0.3992 - accuracy: 0.8368
Epoch 132/500
225/225 [==============================] - 0s 846us/step - loss: 0.3996 - accuracy: 0.8346
Epoch 133/500
225/225 [==============================] - 0s 871us/step - loss: 0.3994 - accuracy: 0.8332
Epoch 134/500
225/225 [==============================] - 0s 870us/step - loss: 0.3996 - accuracy: 0.8343
Epoch 135/500
225/225 [==============================] - 0s 892us/step - loss: 0.3994 - accuracy: 0.8339
Epoch 136/500
225/225 [==============================] - 0s 835us/step - loss: 0.3994 - accuracy: 0.8347
Epoch 137/500
225/225 [==============================] - 0s 817us/step - loss: 0.3995 - accuracy: 0.8354
Epoch 138/500
225/225 [==============================] - 0s 802us/step - loss: 0.3993 - accuracy: 0.8353
Epoch 139/500
225/225 [==============================] - 0s 834us/step - loss: 0.3990 - accuracy: 0.8349
Epoch 140/500
225/225 [==============================] - 0s 818us/step - loss: 0.3997 - accuracy: 0.8354
Epoch 141/500
225/225 [==============================] - 0s 813us/step - loss: 0.3991 - accuracy: 0.8354
Epoch 142/500
225/225 [==============================] - 0s 859us/step - loss: 0.3994 - accuracy: 0.8353
Epoch 143/500
225/225 [==============================] - 0s 836us/step - loss: 0.3992 - accuracy: 0.8343
Epoch 144/500
225/225 [==============================] - 0s 821us/step - loss: 0.3989 - accuracy: 0.8368
Epoch 145/500
225/225 [==============================] - 0s 829us/step - loss: 0.3994 - accuracy: 0.8364
Epoch 146/500
225/225 [==============================] - 0s 801us/step - loss: 0.3993 - accuracy: 0.8349
Epoch 147/500
225/225 [==============================] - 0s 860us/step - loss: 0.3991 - accuracy: 0.8349
Epoch 148/500
225/225 [==============================] - 0s 815us/step - loss: 0.3994 - accuracy: 0.8342
Epoch 149/500
225/225 [==============================] - 0s 819us/step - loss: 0.3992 - accuracy: 0.8343
Epoch 150/500
225/225 [==============================] - 0s 813us/step - loss: 0.3991 - accuracy: 0.8350
Epoch 151/500
225/225 [==============================] - 0s 817us/step - loss: 0.3988 - accuracy: 0.8342
Epoch 152/500
225/225 [==============================] - 0s 838us/step - loss: 0.3991 - accuracy: 0.8343
Epoch 153/500
225/225 [==============================] - 0s 828us/step - loss: 0.3990 - accuracy: 0.8351
Epoch 154/500
225/225 [==============================] - 0s 823us/step - loss: 0.3989 - accuracy: 0.8339
Epoch 155/500
225/225 [==============================] - 0s 825us/step - loss: 0.3995 - accuracy: 0.8342
Epoch 156/500
225/225 [==============================] - 0s 809us/step - loss: 0.3993 - accuracy: 0.8350
Epoch 157/500
225/225 [==============================] - 0s 814us/step - loss: 0.3991 - accuracy: 0.8356
Epoch 158/500
225/225 [==============================] - 0s 848us/step - loss: 0.3992 - accuracy: 0.8346
Epoch 159/500
225/225 [==============================] - 0s 814us/step - loss: 0.3993 - accuracy: 0.8338
Epoch 160/500
225/225 [==============================] - 0s 810us/step - loss: 0.3991 - accuracy: 0.8342
Epoch 161/500
225/225 [==============================] - 0s 814us/step - loss: 0.3988 - accuracy: 0.8357
Epoch 162/500
225/225 [==============================] - 0s 801us/step - loss: 0.3993 - accuracy: 0.8347
Epoch 163/500
225/225 [==============================] - 0s 867us/step - loss: 0.3989 - accuracy: 0.8343
Epoch 164/500
225/225 [==============================] - 0s 826us/step - loss: 0.3992 - accuracy: 0.8354
Epoch 165/500
225/225 [==============================] - 0s 813us/step - loss: 0.3991 - accuracy: 0.8340
Epoch 166/500
225/225 [==============================] - 0s 809us/step - loss: 0.3991 - accuracy: 0.8351
Epoch 167/500
225/225 [==============================] - 0s 815us/step - loss: 0.3990 - accuracy: 0.8353
Epoch 168/500
225/225 [==============================] - 0s 872us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 169/500
225/225 [==============================] - 0s 826us/step - loss: 0.3991 - accuracy: 0.8351
Epoch 170/500
225/225 [==============================] - 0s 798us/step - loss: 0.3988 - accuracy: 0.8347
Epoch 171/500
225/225 [==============================] - 0s 815us/step - loss: 0.3990 - accuracy: 0.8342
Epoch 172/500
225/225 [==============================] - 0s 823us/step - loss: 0.3990 - accuracy: 0.8346
Epoch 173/500
225/225 [==============================] - 0s 803us/step - loss: 0.3991 - accuracy: 0.8350
Epoch 174/500
225/225 [==============================] - 0s 827us/step - loss: 0.3989 - accuracy: 0.8357
Epoch 175/500
225/225 [==============================] - 0s 839us/step - loss: 0.3990 - accuracy: 0.8343
Epoch 176/500
225/225 [==============================] - 0s 810us/step - loss: 0.3989 - accuracy: 0.8361
Epoch 177/500
225/225 [==============================] - 0s 814us/step - loss: 0.3989 - accuracy: 0.8344
Epoch 178/500
225/225 [==============================] - 0s 800us/step - loss: 0.3987 - accuracy: 0.8367
Epoch 179/500
225/225 [==============================] - 0s 846us/step - loss: 0.3991 - accuracy: 0.8350
Epoch 180/500
225/225 [==============================] - 0s 832us/step - loss: 0.3991 - accuracy: 0.8342
Epoch 181/500
225/225 [==============================] - 0s 813us/step - loss: 0.3992 - accuracy: 0.8350
Epoch 182/500
225/225 [==============================] - 0s 806us/step - loss: 0.3989 - accuracy: 0.8353
Epoch 183/500
225/225 [==============================] - 0s 815us/step - loss: 0.3989 - accuracy: 0.8347
Epoch 184/500
225/225 [==============================] - 0s 812us/step - loss: 0.3989 - accuracy: 0.8344
Epoch 185/500
225/225 [==============================] - 0s 846us/step - loss: 0.3988 - accuracy: 0.8360
Epoch 186/500
225/225 [==============================] - 0s 805us/step - loss: 0.3990 - accuracy: 0.8350
Epoch 187/500
225/225 [==============================] - 0s 811us/step - loss: 0.3988 - accuracy: 0.8356
Epoch 188/500
225/225 [==============================] - 0s 824us/step - loss: 0.3990 - accuracy: 0.8343
Epoch 189/500
225/225 [==============================] - 0s 809us/step - loss: 0.3991 - accuracy: 0.8351
Epoch 190/500
225/225 [==============================] - 0s 846us/step - loss: 0.3989 - accuracy: 0.8361
Epoch 191/500
225/225 [==============================] - 0s 813us/step - loss: 0.3988 - accuracy: 0.8342
Epoch 192/500
225/225 [==============================] - 0s 881us/step - loss: 0.3988 - accuracy: 0.8347
Epoch 193/500
225/225 [==============================] - 0s 873us/step - loss: 0.3988 - accuracy: 0.8357
Epoch 194/500
225/225 [==============================] - 0s 816us/step - loss: 0.3988 - accuracy: 0.8360
Epoch 195/500
225/225 [==============================] - 0s 800us/step - loss: 0.3989 - accuracy: 0.8351
Epoch 196/500
225/225 [==============================] - 0s 836us/step - loss: 0.3988 - accuracy: 0.8329
Epoch 197/500
225/225 [==============================] - 0s 802us/step - loss: 0.3988 - accuracy: 0.8338
Epoch 198/500
225/225 [==============================] - 0s 805us/step - loss: 0.3985 - accuracy: 0.8354
Epoch 199/500
225/225 [==============================] - 0s 804us/step - loss: 0.3985 - accuracy: 0.8360
Epoch 200/500
225/225 [==============================] - 0s 851us/step - loss: 0.3987 - accuracy: 0.8354
Epoch 201/500
225/225 [==============================] - 0s 862us/step - loss: 0.3987 - accuracy: 0.8353
Epoch 202/500
225/225 [==============================] - 0s 807us/step - loss: 0.3988 - accuracy: 0.8347
Epoch 203/500
225/225 [==============================] - 0s 798us/step - loss: 0.3987 - accuracy: 0.8360
Epoch 204/500
225/225 [==============================] - 0s 805us/step - loss: 0.3987 - accuracy: 0.8365
Epoch 205/500
225/225 [==============================] - 0s 853us/step - loss: 0.3988 - accuracy: 0.8363
Epoch 206/500
225/225 [==============================] - 0s 806us/step - loss: 0.3987 - accuracy: 0.8343
Epoch 207/500
225/225 [==============================] - 0s 806us/step - loss: 0.3987 - accuracy: 0.8365
Epoch 208/500
225/225 [==============================] - 0s 800us/step - loss: 0.3985 - accuracy: 0.8353
Epoch 209/500
225/225 [==============================] - 0s 809us/step - loss: 0.3987 - accuracy: 0.8350
Epoch 210/500
225/225 [==============================] - 0s 817us/step - loss: 0.3988 - accuracy: 0.8354
Epoch 211/500
225/225 [==============================] - 0s 820us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 212/500
225/225 [==============================] - 0s 804us/step - loss: 0.3987 - accuracy: 0.8344
Epoch 213/500
225/225 [==============================] - 0s 798us/step - loss: 0.3987 - accuracy: 0.8350
Epoch 214/500
225/225 [==============================] - 0s 804us/step - loss: 0.3986 - accuracy: 0.8369
Epoch 215/500
225/225 [==============================] - 0s 810us/step - loss: 0.3988 - accuracy: 0.8351
Epoch 216/500
225/225 [==============================] - 0s 817us/step - loss: 0.3988 - accuracy: 0.8360
Epoch 217/500
225/225 [==============================] - 0s 814us/step - loss: 0.3989 - accuracy: 0.8357
Epoch 218/500
225/225 [==============================] - 0s 809us/step - loss: 0.3985 - accuracy: 0.8364
Epoch 219/500
225/225 [==============================] - 0s 805us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 220/500
225/225 [==============================] - 0s 808us/step - loss: 0.3988 - accuracy: 0.8367
Epoch 221/500
225/225 [==============================] - 0s 821us/step - loss: 0.3985 - accuracy: 0.8357
Epoch 222/500
225/225 [==============================] - 0s 823us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 223/500
225/225 [==============================] - 0s 806us/step - loss: 0.3987 - accuracy: 0.8364
Epoch 224/500
225/225 [==============================] - 0s 798us/step - loss: 0.3985 - accuracy: 0.8358
Epoch 225/500
225/225 [==============================] - 0s 804us/step - loss: 0.3982 - accuracy: 0.8353
Epoch 226/500
225/225 [==============================] - 0s 804us/step - loss: 0.3986 - accuracy: 0.8351
Epoch 227/500
225/225 [==============================] - 0s 843us/step - loss: 0.3986 - accuracy: 0.8349
Epoch 228/500
225/225 [==============================] - 0s 817us/step - loss: 0.3986 - accuracy: 0.8371
Epoch 229/500
225/225 [==============================] - 0s 805us/step - loss: 0.3986 - accuracy: 0.8335
Epoch 230/500
225/225 [==============================] - 0s 801us/step - loss: 0.3982 - accuracy: 0.8353
Epoch 231/500
225/225 [==============================] - 0s 807us/step - loss: 0.3985 - accuracy: 0.8360
Epoch 232/500
225/225 [==============================] - 0s 800us/step - loss: 0.3984 - accuracy: 0.8353
Epoch 233/500
225/225 [==============================] - 0s 846us/step - loss: 0.3985 - accuracy: 0.8346
Epoch 234/500
225/225 [==============================] - 0s 805us/step - loss: 0.3984 - accuracy: 0.8358
Epoch 235/500
225/225 [==============================] - 0s 801us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 236/500
225/225 [==============================] - 0s 802us/step - loss: 0.3985 - accuracy: 0.8365
Epoch 237/500
225/225 [==============================] - 0s 806us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 238/500
225/225 [==============================] - 0s 849us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 239/500
225/225 [==============================] - 0s 785us/step - loss: 0.3983 - accuracy: 0.8346
Epoch 240/500
225/225 [==============================] - 0s 807us/step - loss: 0.3984 - accuracy: 0.8340
Epoch 241/500
225/225 [==============================] - 0s 798us/step - loss: 0.3984 - accuracy: 0.8339
Epoch 242/500
225/225 [==============================] - 0s 809us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 243/500
225/225 [==============================] - 0s 799us/step - loss: 0.3982 - accuracy: 0.8367
Epoch 244/500
225/225 [==============================] - 0s 921us/step - loss: 0.3978 - accuracy: 0.8338
Epoch 245/500
225/225 [==============================] - 0s 809us/step - loss: 0.3987 - accuracy: 0.8343
Epoch 246/500
225/225 [==============================] - 0s 797us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 247/500
225/225 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8342
Epoch 248/500
225/225 [==============================] - 0s 807us/step - loss: 0.3984 - accuracy: 0.8344
Epoch 249/500
225/225 [==============================] - 0s 817us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 250/500
225/225 [==============================] - 0s 812us/step - loss: 0.3985 - accuracy: 0.8353
Epoch 251/500
225/225 [==============================] - 0s 799us/step - loss: 0.3984 - accuracy: 0.8350
Epoch 252/500
225/225 [==============================] - 0s 920us/step - loss: 0.3983 - accuracy: 0.8360
Epoch 253/500
225/225 [==============================] - 0s 795us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 254/500
225/225 [==============================] - 0s 826us/step - loss: 0.3981 - accuracy: 0.8347
Epoch 255/500
225/225 [==============================] - 0s 812us/step - loss: 0.3982 - accuracy: 0.8344
Epoch 256/500
225/225 [==============================] - 0s 829us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 257/500
225/225 [==============================] - 0s 814us/step - loss: 0.3981 - accuracy: 0.8368
Epoch 258/500
225/225 [==============================] - 0s 819us/step - loss: 0.3980 - accuracy: 0.8342
Epoch 259/500
225/225 [==============================] - 0s 825us/step - loss: 0.3981 - accuracy: 0.8365
Epoch 260/500
225/225 [==============================] - 0s 835us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 261/500
225/225 [==============================] - 0s 827us/step - loss: 0.3979 - accuracy: 0.8350
Epoch 262/500
225/225 [==============================] - 0s 824us/step - loss: 0.3980 - accuracy: 0.8347
Epoch 263/500
225/225 [==============================] - 0s 825us/step - loss: 0.3982 - accuracy: 0.8367
Epoch 264/500
225/225 [==============================] - 0s 831us/step - loss: 0.3980 - accuracy: 0.8361
Epoch 265/500
225/225 [==============================] - 0s 822us/step - loss: 0.3983 - accuracy: 0.8357
Epoch 266/500
225/225 [==============================] - 0s 813us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 267/500
225/225 [==============================] - 0s 826us/step - loss: 0.3982 - accuracy: 0.8351
Epoch 268/500
225/225 [==============================] - 0s 816us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 269/500
225/225 [==============================] - 0s 804us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 270/500
225/225 [==============================] - 0s 837us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 271/500
225/225 [==============================] - 0s 817us/step - loss: 0.3982 - accuracy: 0.8339
Epoch 272/500
225/225 [==============================] - 0s 822us/step - loss: 0.3977 - accuracy: 0.8344
Epoch 273/500
225/225 [==============================] - 0s 806us/step - loss: 0.3977 - accuracy: 0.8365
Epoch 274/500
225/225 [==============================] - 0s 819us/step - loss: 0.3983 - accuracy: 0.8357
Epoch 275/500
225/225 [==============================] - 0s 817us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 276/500
225/225 [==============================] - 0s 860us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 277/500
225/225 [==============================] - 0s 807us/step - loss: 0.3980 - accuracy: 0.8360
Epoch 278/500
225/225 [==============================] - 0s 817us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 279/500
225/225 [==============================] - 0s 817us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 280/500
225/225 [==============================] - 0s 829us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 281/500
225/225 [==============================] - 0s 832us/step - loss: 0.3979 - accuracy: 0.8350
Epoch 282/500
225/225 [==============================] - 0s 838us/step - loss: 0.3984 - accuracy: 0.8353
Epoch 283/500
225/225 [==============================] - 0s 823us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 284/500
225/225 [==============================] - 0s 811us/step - loss: 0.3981 - accuracy: 0.8361
Epoch 285/500
225/225 [==============================] - 0s 809us/step - loss: 0.3980 - accuracy: 0.8340
Epoch 286/500
225/225 [==============================] - 0s 871us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 287/500
225/225 [==============================] - 0s 959us/step - loss: 0.3982 - accuracy: 0.8358
Epoch 288/500
225/225 [==============================] - 0s 819us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 289/500
225/225 [==============================] - 0s 792us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 290/500
225/225 [==============================] - 0s 955us/step - loss: 0.3979 - accuracy: 0.8364
Epoch 291/500
225/225 [==============================] - 0s 842us/step - loss: 0.3981 - accuracy: 0.8349
Epoch 292/500
225/225 [==============================] - 0s 811us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 293/500
225/225 [==============================] - 0s 834us/step - loss: 0.3978 - accuracy: 0.8349
Epoch 294/500
225/225 [==============================] - 0s 822us/step - loss: 0.3980 - accuracy: 0.8371
Epoch 295/500
225/225 [==============================] - 0s 808us/step - loss: 0.3981 - accuracy: 0.8354
Epoch 296/500
225/225 [==============================] - 0s 856us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 297/500
225/225 [==============================] - 0s 808us/step - loss: 0.3977 - accuracy: 0.8361
Epoch 298/500
225/225 [==============================] - 0s 800us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 299/500
225/225 [==============================] - 0s 831us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 300/500
225/225 [==============================] - 0s 816us/step - loss: 0.3979 - accuracy: 0.8343
Epoch 301/500
225/225 [==============================] - 0s 822us/step - loss: 0.3978 - accuracy: 0.8369
Epoch 302/500
225/225 [==============================] - 0s 833us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 303/500
225/225 [==============================] - 0s 830us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 304/500
225/225 [==============================] - 0s 841us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 305/500
225/225 [==============================] - 0s 815us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 306/500
225/225 [==============================] - 0s 799us/step - loss: 0.3978 - accuracy: 0.8367
Epoch 307/500
225/225 [==============================] - 0s 850us/step - loss: 0.3975 - accuracy: 0.8354
Epoch 308/500
225/225 [==============================] - 0s 819us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 309/500
225/225 [==============================] - 0s 824us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 310/500
225/225 [==============================] - 0s 802us/step - loss: 0.3975 - accuracy: 0.8356
Epoch 311/500
225/225 [==============================] - 0s 812us/step - loss: 0.3974 - accuracy: 0.8333
Epoch 312/500
225/225 [==============================] - 0s 819us/step - loss: 0.3973 - accuracy: 0.8349
Epoch 313/500
225/225 [==============================] - 0s 864us/step - loss: 0.3975 - accuracy: 0.8354
Epoch 314/500
225/225 [==============================] - 0s 807us/step - loss: 0.3975 - accuracy: 0.8343
Epoch 315/500
225/225 [==============================] - 0s 850us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 316/500
225/225 [==============================] - 0s 824us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 317/500
225/225 [==============================] - 0s 812us/step - loss: 0.3972 - accuracy: 0.8356
Epoch 318/500
225/225 [==============================] - 0s 853us/step - loss: 0.3973 - accuracy: 0.8357
Epoch 319/500
225/225 [==============================] - 0s 811us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 320/500
225/225 [==============================] - 0s 820us/step - loss: 0.3971 - accuracy: 0.8369
Epoch 321/500
225/225 [==============================] - 0s 813us/step - loss: 0.3972 - accuracy: 0.8353
Epoch 322/500
225/225 [==============================] - 0s 799us/step - loss: 0.3975 - accuracy: 0.8353
Epoch 323/500
225/225 [==============================] - 0s 876us/step - loss: 0.3971 - accuracy: 0.8357
Epoch 324/500
225/225 [==============================] - 0s 815us/step - loss: 0.3969 - accuracy: 0.8356
Epoch 325/500
225/225 [==============================] - 0s 810us/step - loss: 0.3972 - accuracy: 0.8363
Epoch 326/500
225/225 [==============================] - 0s 810us/step - loss: 0.3971 - accuracy: 0.8346
Epoch 327/500
225/225 [==============================] - 0s 818us/step - loss: 0.3974 - accuracy: 0.8363
Epoch 328/500
225/225 [==============================] - 0s 821us/step - loss: 0.3972 - accuracy: 0.8375
Epoch 329/500
225/225 [==============================] - 0s 844us/step - loss: 0.3972 - accuracy: 0.8364
Epoch 330/500
225/225 [==============================] - 0s 825us/step - loss: 0.3972 - accuracy: 0.8342
Epoch 331/500
225/225 [==============================] - 0s 823us/step - loss: 0.3971 - accuracy: 0.8365
Epoch 332/500
225/225 [==============================] - 0s 811us/step - loss: 0.3969 - accuracy: 0.8358
Epoch 333/500
225/225 [==============================] - 0s 810us/step - loss: 0.3973 - accuracy: 0.8363
Epoch 334/500
225/225 [==============================] - 0s 822us/step - loss: 0.3973 - accuracy: 0.8363
Epoch 335/500
225/225 [==============================] - 0s 813us/step - loss: 0.3971 - accuracy: 0.8354
Epoch 336/500
225/225 [==============================] - 0s 812us/step - loss: 0.3970 - accuracy: 0.8367
Epoch 337/500
225/225 [==============================] - 0s 822us/step - loss: 0.3971 - accuracy: 0.8350
Epoch 338/500
225/225 [==============================] - 0s 793us/step - loss: 0.3967 - accuracy: 0.8357
Epoch 339/500
225/225 [==============================] - 0s 864us/step - loss: 0.3973 - accuracy: 0.8360
Epoch 340/500
225/225 [==============================] - 0s 817us/step - loss: 0.3970 - accuracy: 0.8357
Epoch 341/500
225/225 [==============================] - 0s 806us/step - loss: 0.3973 - accuracy: 0.8361
Epoch 342/500
225/225 [==============================] - 0s 808us/step - loss: 0.3970 - accuracy: 0.8367
Epoch 343/500
225/225 [==============================] - 0s 814us/step - loss: 0.3971 - accuracy: 0.8364
Epoch 344/500
225/225 [==============================] - 0s 815us/step - loss: 0.3971 - accuracy: 0.8360
Epoch 345/500
225/225 [==============================] - 0s 875us/step - loss: 0.3972 - accuracy: 0.8361
Epoch 346/500
225/225 [==============================] - 0s 801us/step - loss: 0.3969 - accuracy: 0.8383
Epoch 347/500
225/225 [==============================] - 0s 819us/step - loss: 0.3969 - accuracy: 0.8342
Epoch 348/500
225/225 [==============================] - 0s 809us/step - loss: 0.3972 - accuracy: 0.8360
Epoch 349/500
225/225 [==============================] - 0s 794us/step - loss: 0.3968 - accuracy: 0.8361
Epoch 350/500
225/225 [==============================] - 0s 872us/step - loss: 0.3970 - accuracy: 0.8360
Epoch 351/500
225/225 [==============================] - 0s 810us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 352/500
225/225 [==============================] - 0s 815us/step - loss: 0.3969 - accuracy: 0.8350
Epoch 353/500
225/225 [==============================] - 0s 800us/step - loss: 0.3969 - accuracy: 0.8356
Epoch 354/500
225/225 [==============================] - 0s 827us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 355/500
225/225 [==============================] - 0s 804us/step - loss: 0.3971 - accuracy: 0.8347
Epoch 356/500
225/225 [==============================] - 0s 822us/step - loss: 0.3967 - accuracy: 0.8351
Epoch 357/500
225/225 [==============================] - 0s 820us/step - loss: 0.3969 - accuracy: 0.8363
Epoch 358/500
225/225 [==============================] - 0s 811us/step - loss: 0.3971 - accuracy: 0.8358
Epoch 359/500
225/225 [==============================] - 0s 811us/step - loss: 0.3966 - accuracy: 0.8351
Epoch 360/500
225/225 [==============================] - 0s 816us/step - loss: 0.3972 - accuracy: 0.8354
Epoch 361/500
225/225 [==============================] - 0s 805us/step - loss: 0.3966 - accuracy: 0.8363
Epoch 362/500
225/225 [==============================] - 0s 826us/step - loss: 0.3970 - accuracy: 0.8360
Epoch 363/500
225/225 [==============================] - 0s 919us/step - loss: 0.3969 - accuracy: 0.8371
Epoch 364/500
225/225 [==============================] - 0s 826us/step - loss: 0.3970 - accuracy: 0.8371
Epoch 365/500
225/225 [==============================] - 0s 797us/step - loss: 0.3969 - accuracy: 0.8358
Epoch 366/500
225/225 [==============================] - 0s 855us/step - loss: 0.3971 - accuracy: 0.8354
Epoch 367/500
225/225 [==============================] - 0s 805us/step - loss: 0.3969 - accuracy: 0.8371
Epoch 368/500
225/225 [==============================] - 0s 807us/step - loss: 0.3967 - accuracy: 0.8349
Epoch 369/500
225/225 [==============================] - 0s 812us/step - loss: 0.3970 - accuracy: 0.8358
Epoch 370/500
225/225 [==============================] - 0s 837us/step - loss: 0.3971 - accuracy: 0.8360
Epoch 371/500
225/225 [==============================] - 0s 820us/step - loss: 0.3971 - accuracy: 0.8371
Epoch 372/500
225/225 [==============================] - 0s 835us/step - loss: 0.3970 - accuracy: 0.8361
Epoch 373/500
225/225 [==============================] - 0s 795us/step - loss: 0.3971 - accuracy: 0.8365
Epoch 374/500
225/225 [==============================] - 0s 826us/step - loss: 0.3969 - accuracy: 0.8357
Epoch 375/500
225/225 [==============================] - 0s 813us/step - loss: 0.3972 - accuracy: 0.8368
Epoch 376/500
225/225 [==============================] - 0s 809us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 377/500
225/225 [==============================] - 0s 845us/step - loss: 0.3974 - accuracy: 0.8361
Epoch 378/500
225/225 [==============================] - 0s 818us/step - loss: 0.3970 - accuracy: 0.8351
Epoch 379/500
225/225 [==============================] - 0s 812us/step - loss: 0.3970 - accuracy: 0.8367
Epoch 380/500
225/225 [==============================] - 0s 847us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 381/500
225/225 [==============================] - 0s 824us/step - loss: 0.3970 - accuracy: 0.8353
Epoch 382/500
225/225 [==============================] - 0s 821us/step - loss: 0.3971 - accuracy: 0.8360
Epoch 383/500
225/225 [==============================] - 0s 837us/step - loss: 0.3968 - accuracy: 0.8368
Epoch 384/500
225/225 [==============================] - 0s 816us/step - loss: 0.3972 - accuracy: 0.8353
Epoch 385/500
225/225 [==============================] - 0s 809us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 386/500
225/225 [==============================] - 0s 820us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 387/500
225/225 [==============================] - 0s 815us/step - loss: 0.3973 - accuracy: 0.8344
Epoch 388/500
225/225 [==============================] - 0s 871us/step - loss: 0.3967 - accuracy: 0.8354
Epoch 389/500
225/225 [==============================] - 0s 799us/step - loss: 0.3970 - accuracy: 0.8363
Epoch 390/500
225/225 [==============================] - 0s 820us/step - loss: 0.3969 - accuracy: 0.8363
Epoch 391/500
225/225 [==============================] - 0s 809us/step - loss: 0.3971 - accuracy: 0.8357
Epoch 392/500
225/225 [==============================] - 0s 861us/step - loss: 0.3968 - accuracy: 0.8364
Epoch 393/500
225/225 [==============================] - 0s 812us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 394/500
225/225 [==============================] - 0s 815us/step - loss: 0.3967 - accuracy: 0.8361
Epoch 395/500
225/225 [==============================] - 0s 810us/step - loss: 0.3968 - accuracy: 0.8356
Epoch 396/500
225/225 [==============================] - 0s 809us/step - loss: 0.3968 - accuracy: 0.8363
Epoch 397/500
225/225 [==============================] - 0s 817us/step - loss: 0.3969 - accuracy: 0.8351
Epoch 398/500
225/225 [==============================] - 0s 839us/step - loss: 0.3970 - accuracy: 0.8353
Epoch 399/500
225/225 [==============================] - 0s 828us/step - loss: 0.3969 - accuracy: 0.8382
Epoch 400/500
225/225 [==============================] - 0s 804us/step - loss: 0.3969 - accuracy: 0.8351
Epoch 401/500
225/225 [==============================] - 0s 803us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 402/500
225/225 [==============================] - 0s 810us/step - loss: 0.3970 - accuracy: 0.8378
Epoch 403/500
225/225 [==============================] - 0s 832us/step - loss: 0.3970 - accuracy: 0.8349
Epoch 404/500
225/225 [==============================] - 0s 819us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 405/500
225/225 [==============================] - 0s 826us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 406/500
225/225 [==============================] - 0s 817us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 407/500
225/225 [==============================] - 0s 812us/step - loss: 0.3970 - accuracy: 0.8371
Epoch 408/500
225/225 [==============================] - 0s 796us/step - loss: 0.3968 - accuracy: 0.8354
Epoch 409/500
225/225 [==============================] - 0s 844us/step - loss: 0.3968 - accuracy: 0.8354
Epoch 410/500
225/225 [==============================] - 0s 830us/step - loss: 0.3968 - accuracy: 0.8364
Epoch 411/500
225/225 [==============================] - 0s 811us/step - loss: 0.3967 - accuracy: 0.8378
Epoch 412/500
225/225 [==============================] - 0s 804us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 413/500
225/225 [==============================] - 0s 810us/step - loss: 0.3967 - accuracy: 0.8363
Epoch 414/500
225/225 [==============================] - 0s 859us/step - loss: 0.3969 - accuracy: 0.8357
Epoch 415/500
225/225 [==============================] - 0s 825us/step - loss: 0.3971 - accuracy: 0.8371
Epoch 416/500
225/225 [==============================] - 0s 810us/step - loss: 0.3968 - accuracy: 0.8364
Epoch 417/500
225/225 [==============================] - 0s 808us/step - loss: 0.3968 - accuracy: 0.8358
Epoch 418/500
225/225 [==============================] - 0s 826us/step - loss: 0.3964 - accuracy: 0.8364
Epoch 419/500
225/225 [==============================] - 0s 848us/step - loss: 0.3968 - accuracy: 0.8354
Epoch 420/500
225/225 [==============================] - 0s 802us/step - loss: 0.3968 - accuracy: 0.8354
Epoch 421/500
225/225 [==============================] - 0s 813us/step - loss: 0.3968 - accuracy: 0.8363
Epoch 422/500
225/225 [==============================] - 0s 814us/step - loss: 0.3970 - accuracy: 0.8353
Epoch 423/500
225/225 [==============================] - 0s 999us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 424/500
225/225 [==============================] - 0s 866us/step - loss: 0.3971 - accuracy: 0.8354
Epoch 425/500
225/225 [==============================] - 0s 790us/step - loss: 0.3966 - accuracy: 0.8360
Epoch 426/500
225/225 [==============================] - 0s 817us/step - loss: 0.3969 - accuracy: 0.8372
Epoch 427/500
225/225 [==============================] - 0s 816us/step - loss: 0.3969 - accuracy: 0.8368
Epoch 428/500
225/225 [==============================] - 0s 815us/step - loss: 0.3967 - accuracy: 0.8374
Epoch 429/500
225/225 [==============================] - 0s 794us/step - loss: 0.3968 - accuracy: 0.8365
Epoch 430/500
225/225 [==============================] - 0s 852us/step - loss: 0.3968 - accuracy: 0.8354
Epoch 431/500
225/225 [==============================] - 0s 825us/step - loss: 0.3969 - accuracy: 0.8357
Epoch 432/500
225/225 [==============================] - 0s 818us/step - loss: 0.3970 - accuracy: 0.8365
Epoch 433/500
225/225 [==============================] - 0s 795us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 434/500
225/225 [==============================] - 0s 839us/step - loss: 0.3965 - accuracy: 0.8365
Epoch 435/500
225/225 [==============================] - 0s 858us/step - loss: 0.3969 - accuracy: 0.8358
Epoch 436/500
225/225 [==============================] - 0s 840us/step - loss: 0.3971 - accuracy: 0.8365
Epoch 437/500
225/225 [==============================] - 0s 812us/step - loss: 0.3967 - accuracy: 0.8347
Epoch 438/500
225/225 [==============================] - 0s 811us/step - loss: 0.3968 - accuracy: 0.8372
Epoch 439/500
225/225 [==============================] - 0s 924us/step - loss: 0.3969 - accuracy: 0.8372
Epoch 440/500
225/225 [==============================] - 0s 817us/step - loss: 0.3972 - accuracy: 0.8363
Epoch 441/500
225/225 [==============================] - 0s 798us/step - loss: 0.3967 - accuracy: 0.8343
Epoch 442/500
225/225 [==============================] - 0s 817us/step - loss: 0.3968 - accuracy: 0.8350
Epoch 443/500
225/225 [==============================] - 0s 815us/step - loss: 0.3967 - accuracy: 0.8375
Epoch 444/500
225/225 [==============================] - 0s 832us/step - loss: 0.3968 - accuracy: 0.8364
Epoch 445/500
225/225 [==============================] - 0s 798us/step - loss: 0.3968 - accuracy: 0.8350
Epoch 446/500
225/225 [==============================] - 0s 814us/step - loss: 0.3967 - accuracy: 0.8367
Epoch 447/500
225/225 [==============================] - 0s 842us/step - loss: 0.3968 - accuracy: 0.8372
Epoch 448/500
225/225 [==============================] - 0s 806us/step - loss: 0.3969 - accuracy: 0.8367
Epoch 449/500
225/225 [==============================] - 0s 797us/step - loss: 0.3964 - accuracy: 0.8346
Epoch 450/500
225/225 [==============================] - 0s 868us/step - loss: 0.3961 - accuracy: 0.8346
Epoch 451/500
225/225 [==============================] - 0s 813us/step - loss: 0.3968 - accuracy: 0.8351
Epoch 452/500
225/225 [==============================] - 0s 813us/step - loss: 0.3967 - accuracy: 0.8382
Epoch 453/500
225/225 [==============================] - 0s 799us/step - loss: 0.3969 - accuracy: 0.8363
Epoch 454/500
225/225 [==============================] - 0s 811us/step - loss: 0.3970 - accuracy: 0.8358
Epoch 455/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3969 - accuracy: 0.8364
Epoch 456/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3967 - accuracy: 0.8356: 0s - loss: 0.4117 - ac
Epoch 457/500
225/225 [==============================] - 0s 807us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 458/500
225/225 [==============================] - 0s 930us/step - loss: 0.3970 - accuracy: 0.8369
Epoch 459/500
225/225 [==============================] - 0s 955us/step - loss: 0.3970 - accuracy: 0.8356
Epoch 460/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8374
Epoch 461/500
225/225 [==============================] - 0s 966us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 462/500
225/225 [==============================] - 0s 913us/step - loss: 0.3965 - accuracy: 0.8369
Epoch 463/500
225/225 [==============================] - 0s 955us/step - loss: 0.3965 - accuracy: 0.8367
Epoch 464/500
225/225 [==============================] - 0s 942us/step - loss: 0.3968 - accuracy: 0.8374
Epoch 465/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8360
Epoch 466/500
225/225 [==============================] - 0s 890us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 467/500
225/225 [==============================] - 0s 939us/step - loss: 0.3966 - accuracy: 0.8354
Epoch 468/500
225/225 [==============================] - 0s 882us/step - loss: 0.3970 - accuracy: 0.8381
Epoch 469/500
225/225 [==============================] - 0s 834us/step - loss: 0.3968 - accuracy: 0.8350
Epoch 470/500
225/225 [==============================] - 0s 954us/step - loss: 0.3966 - accuracy: 0.8357
Epoch 471/500
225/225 [==============================] - 0s 851us/step - loss: 0.3965 - accuracy: 0.8394
Epoch 472/500
225/225 [==============================] - 0s 916us/step - loss: 0.3969 - accuracy: 0.8364
Epoch 473/500
225/225 [==============================] - 0s 936us/step - loss: 0.3967 - accuracy: 0.8363
Epoch 474/500
225/225 [==============================] - 0s 803us/step - loss: 0.3966 - accuracy: 0.8346
Epoch 475/500
225/225 [==============================] - 0s 830us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 476/500
225/225 [==============================] - 0s 806us/step - loss: 0.3966 - accuracy: 0.8360
Epoch 477/500
225/225 [==============================] - 0s 877us/step - loss: 0.3968 - accuracy: 0.8364
Epoch 478/500
225/225 [==============================] - 0s 803us/step - loss: 0.3967 - accuracy: 0.8367
Epoch 479/500
225/225 [==============================] - 0s 819us/step - loss: 0.3965 - accuracy: 0.8358
Epoch 480/500
225/225 [==============================] - 0s 859us/step - loss: 0.3965 - accuracy: 0.8368
Epoch 481/500
225/225 [==============================] - 0s 864us/step - loss: 0.3969 - accuracy: 0.8364
Epoch 482/500
225/225 [==============================] - 0s 805us/step - loss: 0.3965 - accuracy: 0.8358
Epoch 483/500
225/225 [==============================] - 0s 938us/step - loss: 0.3968 - accuracy: 0.8340
Epoch 484/500
225/225 [==============================] - 0s 941us/step - loss: 0.3963 - accuracy: 0.8340
Epoch 485/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8376
Epoch 486/500
225/225 [==============================] - 0s 882us/step - loss: 0.3965 - accuracy: 0.8357
Epoch 487/500
225/225 [==============================] - 0s 954us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 488/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8371
Epoch 489/500
225/225 [==============================] - 0s 915us/step - loss: 0.3967 - accuracy: 0.8368
Epoch 490/500
225/225 [==============================] - 0s 885us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 491/500
225/225 [==============================] - 0s 878us/step - loss: 0.3970 - accuracy: 0.8351
Epoch 492/500
225/225 [==============================] - 0s 912us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 493/500
225/225 [==============================] - 0s 889us/step - loss: 0.3965 - accuracy: 0.8338
Epoch 494/500
225/225 [==============================] - 0s 863us/step - loss: 0.3964 - accuracy: 0.8356
Epoch 495/500
225/225 [==============================] - 0s 881us/step - loss: 0.3966 - accuracy: 0.8357
Epoch 496/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8358
Epoch 497/500
225/225 [==============================] - 0s 921us/step - loss: 0.3967 - accuracy: 0.8357
Epoch 498/500
225/225 [==============================] - 0s 913us/step - loss: 0.3967 - accuracy: 0.8367
Epoch 499/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3966 - accuracy: 0.8358
Epoch 500/500
225/225 [==============================] - 0s 945us/step - loss: 0.3967 - accuracy: 0.8351
Epoch 1/500
225/225 [==============================] - 0s 850us/step - loss: 0.6249 - accuracy: 0.7965
Epoch 2/500
225/225 [==============================] - 0s 857us/step - loss: 0.4721 - accuracy: 0.7985
Epoch 3/500
225/225 [==============================] - 0s 856us/step - loss: 0.4353 - accuracy: 0.7985
Epoch 4/500
225/225 [==============================] - 0s 937us/step - loss: 0.4273 - accuracy: 0.7985
Epoch 5/500
225/225 [==============================] - 0s 880us/step - loss: 0.4241 - accuracy: 0.7985
Epoch 6/500
225/225 [==============================] - 0s 930us/step - loss: 0.4211 - accuracy: 0.7985
Epoch 7/500
225/225 [==============================] - 0s 939us/step - loss: 0.4181 - accuracy: 0.7985
Epoch 8/500
225/225 [==============================] - 0s 869us/step - loss: 0.4148 - accuracy: 0.7985
Epoch 9/500
225/225 [==============================] - 0s 839us/step - loss: 0.4116 - accuracy: 0.7985
Epoch 10/500
225/225 [==============================] - 0s 820us/step - loss: 0.4076 - accuracy: 0.8183
Epoch 11/500
225/225 [==============================] - 0s 808us/step - loss: 0.4039 - accuracy: 0.8274
Epoch 12/500
225/225 [==============================] - 0s 799us/step - loss: 0.3996 - accuracy: 0.8286
Epoch 13/500
225/225 [==============================] - 0s 801us/step - loss: 0.3960 - accuracy: 0.8294
Epoch 14/500
225/225 [==============================] - 0s 809us/step - loss: 0.3922 - accuracy: 0.8293
Epoch 15/500
225/225 [==============================] - 0s 856us/step - loss: 0.3890 - accuracy: 0.8306
Epoch 16/500
225/225 [==============================] - 0s 801us/step - loss: 0.3861 - accuracy: 0.8343
Epoch 17/500
225/225 [==============================] - 0s 816us/step - loss: 0.3830 - accuracy: 0.8407
Epoch 18/500
225/225 [==============================] - 0s 811us/step - loss: 0.3808 - accuracy: 0.8431
Epoch 19/500
225/225 [==============================] - 0s 831us/step - loss: 0.3785 - accuracy: 0.8457
Epoch 20/500
225/225 [==============================] - 0s 820us/step - loss: 0.3757 - accuracy: 0.8442
Epoch 21/500
225/225 [==============================] - 0s 821us/step - loss: 0.3736 - accuracy: 0.8458
Epoch 22/500
225/225 [==============================] - 0s 809us/step - loss: 0.3718 - accuracy: 0.8490
Epoch 23/500
225/225 [==============================] - 0s 831us/step - loss: 0.3697 - accuracy: 0.8492
Epoch 24/500
225/225 [==============================] - 0s 805us/step - loss: 0.3680 - accuracy: 0.8506
Epoch 25/500
225/225 [==============================] - 0s 835us/step - loss: 0.3656 - accuracy: 0.8506
Epoch 26/500
225/225 [==============================] - 0s 832us/step - loss: 0.3637 - accuracy: 0.8487
Epoch 27/500
225/225 [==============================] - 0s 814us/step - loss: 0.3624 - accuracy: 0.8544
Epoch 28/500
225/225 [==============================] - 0s 806us/step - loss: 0.3610 - accuracy: 0.8526
Epoch 29/500
225/225 [==============================] - 0s 806us/step - loss: 0.3597 - accuracy: 0.8539
Epoch 30/500
225/225 [==============================] - 0s 816us/step - loss: 0.3585 - accuracy: 0.8535
Epoch 31/500
225/225 [==============================] - 0s 848us/step - loss: 0.3575 - accuracy: 0.8550
Epoch 32/500
225/225 [==============================] - 0s 793us/step - loss: 0.3560 - accuracy: 0.8560
Epoch 33/500
225/225 [==============================] - 0s 808us/step - loss: 0.3553 - accuracy: 0.8531
Epoch 34/500
225/225 [==============================] - 0s 814us/step - loss: 0.3544 - accuracy: 0.8535
Epoch 35/500
225/225 [==============================] - 0s 808us/step - loss: 0.3537 - accuracy: 0.8561
Epoch 36/500
225/225 [==============================] - 0s 809us/step - loss: 0.3532 - accuracy: 0.8575
Epoch 37/500
225/225 [==============================] - 0s 833us/step - loss: 0.3526 - accuracy: 0.8568
Epoch 38/500
225/225 [==============================] - 0s 847us/step - loss: 0.3511 - accuracy: 0.8558
Epoch 39/500
225/225 [==============================] - 0s 855us/step - loss: 0.3511 - accuracy: 0.8582
Epoch 40/500
225/225 [==============================] - 0s 832us/step - loss: 0.3505 - accuracy: 0.8572
Epoch 41/500
225/225 [==============================] - 0s 879us/step - loss: 0.3497 - accuracy: 0.8597
Epoch 42/500
225/225 [==============================] - 0s 870us/step - loss: 0.3499 - accuracy: 0.85640s - loss: 0.3515 - accuracy: 
Epoch 43/500
225/225 [==============================] - 0s 811us/step - loss: 0.3497 - accuracy: 0.8571
Epoch 44/500
225/225 [==============================] - 0s 793us/step - loss: 0.3488 - accuracy: 0.8599
Epoch 45/500
225/225 [==============================] - 0s 810us/step - loss: 0.3491 - accuracy: 0.8579
Epoch 46/500
225/225 [==============================] - 0s 804us/step - loss: 0.3492 - accuracy: 0.8592
Epoch 47/500
225/225 [==============================] - 0s 865us/step - loss: 0.3484 - accuracy: 0.8597
Epoch 48/500
225/225 [==============================] - 0s 805us/step - loss: 0.3484 - accuracy: 0.8600
Epoch 49/500
225/225 [==============================] - 0s 809us/step - loss: 0.3477 - accuracy: 0.8604
Epoch 50/500
225/225 [==============================] - 0s 819us/step - loss: 0.3481 - accuracy: 0.8601
Epoch 51/500
225/225 [==============================] - 0s 812us/step - loss: 0.3472 - accuracy: 0.8597
Epoch 52/500
225/225 [==============================] - 0s 834us/step - loss: 0.3471 - accuracy: 0.8596
Epoch 53/500
225/225 [==============================] - 0s 816us/step - loss: 0.3469 - accuracy: 0.8600
Epoch 54/500
225/225 [==============================] - 0s 809us/step - loss: 0.3470 - accuracy: 0.8599
Epoch 55/500
225/225 [==============================] - 0s 820us/step - loss: 0.3467 - accuracy: 0.8611
Epoch 56/500
225/225 [==============================] - 0s 799us/step - loss: 0.3465 - accuracy: 0.8615
Epoch 57/500
225/225 [==============================] - 0s 809us/step - loss: 0.3466 - accuracy: 0.8624
Epoch 58/500
225/225 [==============================] - 0s 851us/step - loss: 0.3461 - accuracy: 0.8604
Epoch 59/500
225/225 [==============================] - 0s 826us/step - loss: 0.3465 - accuracy: 0.8589
Epoch 60/500
225/225 [==============================] - 0s 796us/step - loss: 0.3460 - accuracy: 0.8606
Epoch 61/500
225/225 [==============================] - 0s 817us/step - loss: 0.3456 - accuracy: 0.8621
Epoch 62/500
225/225 [==============================] - 0s 805us/step - loss: 0.3456 - accuracy: 0.8610
Epoch 63/500
225/225 [==============================] - 0s 826us/step - loss: 0.3455 - accuracy: 0.8618
Epoch 64/500
225/225 [==============================] - 0s 803us/step - loss: 0.3452 - accuracy: 0.8615
Epoch 65/500
225/225 [==============================] - 0s 810us/step - loss: 0.3459 - accuracy: 0.8607
Epoch 66/500
225/225 [==============================] - 0s 809us/step - loss: 0.3453 - accuracy: 0.8625
Epoch 67/500
225/225 [==============================] - 0s 801us/step - loss: 0.3453 - accuracy: 0.8624
Epoch 68/500
225/225 [==============================] - 0s 853us/step - loss: 0.3450 - accuracy: 0.8611
Epoch 69/500
225/225 [==============================] - 0s 820us/step - loss: 0.3456 - accuracy: 0.8593
Epoch 70/500
225/225 [==============================] - 0s 815us/step - loss: 0.3446 - accuracy: 0.8610
Epoch 71/500
225/225 [==============================] - 0s 795us/step - loss: 0.3449 - accuracy: 0.8611
Epoch 72/500
225/225 [==============================] - 0s 814us/step - loss: 0.3451 - accuracy: 0.8604
Epoch 73/500
225/225 [==============================] - 0s 852us/step - loss: 0.3441 - accuracy: 0.8624
Epoch 74/500
225/225 [==============================] - 0s 865us/step - loss: 0.3442 - accuracy: 0.8619
Epoch 75/500
225/225 [==============================] - 0s 796us/step - loss: 0.3439 - accuracy: 0.8631
Epoch 76/500
225/225 [==============================] - 0s 813us/step - loss: 0.3437 - accuracy: 0.8618
Epoch 77/500
225/225 [==============================] - 0s 857us/step - loss: 0.3433 - accuracy: 0.8615
Epoch 78/500
225/225 [==============================] - 0s 809us/step - loss: 0.3436 - accuracy: 0.8592
Epoch 79/500
225/225 [==============================] - 0s 795us/step - loss: 0.3432 - accuracy: 0.8628
Epoch 80/500
225/225 [==============================] - 0s 815us/step - loss: 0.3435 - accuracy: 0.8597
Epoch 81/500
225/225 [==============================] - 0s 808us/step - loss: 0.3431 - accuracy: 0.8625
Epoch 82/500
225/225 [==============================] - 0s 807us/step - loss: 0.3428 - accuracy: 0.8603
Epoch 83/500
225/225 [==============================] - 0s 808us/step - loss: 0.3432 - accuracy: 0.8607
Epoch 84/500
225/225 [==============================] - 0s 811us/step - loss: 0.3424 - accuracy: 0.8608
Epoch 85/500
225/225 [==============================] - 0s 856us/step - loss: 0.3424 - accuracy: 0.8618
Epoch 86/500
225/225 [==============================] - 0s 938us/step - loss: 0.3432 - accuracy: 0.8606
Epoch 87/500
225/225 [==============================] - 0s 814us/step - loss: 0.3428 - accuracy: 0.8621
Epoch 88/500
225/225 [==============================] - 0s 799us/step - loss: 0.3426 - accuracy: 0.8611
Epoch 89/500
225/225 [==============================] - 0s 852us/step - loss: 0.3427 - accuracy: 0.8617
Epoch 90/500
225/225 [==============================] - 0s 816us/step - loss: 0.3425 - accuracy: 0.8610
Epoch 91/500
225/225 [==============================] - 0s 791us/step - loss: 0.3417 - accuracy: 0.8614
Epoch 92/500
225/225 [==============================] - 0s 807us/step - loss: 0.3426 - accuracy: 0.8601
Epoch 93/500
225/225 [==============================] - 0s 827us/step - loss: 0.3425 - accuracy: 0.8619
Epoch 94/500
225/225 [==============================] - 0s 921us/step - loss: 0.3422 - accuracy: 0.8628
Epoch 95/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3419 - accuracy: 0.8607
Epoch 96/500
225/225 [==============================] - 0s 885us/step - loss: 0.3417 - accuracy: 0.8617
Epoch 97/500
225/225 [==============================] - 0s 861us/step - loss: 0.3421 - accuracy: 0.8617
Epoch 98/500
225/225 [==============================] - 0s 819us/step - loss: 0.3420 - accuracy: 0.8631
Epoch 99/500
225/225 [==============================] - 0s 813us/step - loss: 0.3419 - accuracy: 0.8628
Epoch 100/500
225/225 [==============================] - 0s 850us/step - loss: 0.3414 - accuracy: 0.8615
Epoch 101/500
225/225 [==============================] - 0s 869us/step - loss: 0.3417 - accuracy: 0.8629
Epoch 102/500
225/225 [==============================] - 0s 857us/step - loss: 0.3419 - accuracy: 0.8621
Epoch 103/500
225/225 [==============================] - 0s 869us/step - loss: 0.3417 - accuracy: 0.8636
Epoch 104/500
225/225 [==============================] - 0s 887us/step - loss: 0.3415 - accuracy: 0.8617
Epoch 105/500
225/225 [==============================] - 0s 944us/step - loss: 0.3416 - accuracy: 0.8628
Epoch 106/500
225/225 [==============================] - 0s 817us/step - loss: 0.3416 - accuracy: 0.8617
Epoch 107/500
225/225 [==============================] - 0s 846us/step - loss: 0.3413 - accuracy: 0.8608
Epoch 108/500
225/225 [==============================] - 0s 847us/step - loss: 0.3418 - accuracy: 0.8624
Epoch 109/500
225/225 [==============================] - 0s 908us/step - loss: 0.3419 - accuracy: 0.8608
Epoch 110/500
225/225 [==============================] - 0s 833us/step - loss: 0.3414 - accuracy: 0.8618
Epoch 111/500
225/225 [==============================] - 0s 835us/step - loss: 0.3418 - accuracy: 0.8596
Epoch 112/500
225/225 [==============================] - 0s 817us/step - loss: 0.3414 - accuracy: 0.8611
Epoch 113/500
225/225 [==============================] - 0s 818us/step - loss: 0.3417 - accuracy: 0.8610
Epoch 114/500
225/225 [==============================] - 0s 814us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 115/500
225/225 [==============================] - 0s 848us/step - loss: 0.3415 - accuracy: 0.8622
Epoch 116/500
225/225 [==============================] - 0s 818us/step - loss: 0.3416 - accuracy: 0.8635
Epoch 117/500
225/225 [==============================] - 0s 805us/step - loss: 0.3418 - accuracy: 0.8610
Epoch 118/500
225/225 [==============================] - 0s 795us/step - loss: 0.3414 - accuracy: 0.8615
Epoch 119/500
225/225 [==============================] - 0s 820us/step - loss: 0.3413 - accuracy: 0.8599
Epoch 120/500
225/225 [==============================] - 0s 859us/step - loss: 0.3411 - accuracy: 0.8626
Epoch 121/500
225/225 [==============================] - 0s 808us/step - loss: 0.3415 - accuracy: 0.8619
Epoch 122/500
225/225 [==============================] - 0s 825us/step - loss: 0.3405 - accuracy: 0.8643
Epoch 123/500
225/225 [==============================] - 0s 837us/step - loss: 0.3415 - accuracy: 0.8635
Epoch 124/500
225/225 [==============================] - 0s 819us/step - loss: 0.3409 - accuracy: 0.8626
Epoch 125/500
225/225 [==============================] - 0s 807us/step - loss: 0.3403 - accuracy: 0.8615
Epoch 126/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3414 - accuracy: 0.8626
Epoch 127/500
225/225 [==============================] - 0s 794us/step - loss: 0.3413 - accuracy: 0.8617
Epoch 128/500
225/225 [==============================] - 0s 803us/step - loss: 0.3405 - accuracy: 0.8614
Epoch 129/500
225/225 [==============================] - 0s 805us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 130/500
225/225 [==============================] - 0s 811us/step - loss: 0.3413 - accuracy: 0.8614
Epoch 131/500
225/225 [==============================] - 0s 811us/step - loss: 0.3410 - accuracy: 0.8622
Epoch 132/500
225/225 [==============================] - 0s 813us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 133/500
225/225 [==============================] - 0s 812us/step - loss: 0.3407 - accuracy: 0.8624
Epoch 134/500
225/225 [==============================] - 0s 808us/step - loss: 0.3408 - accuracy: 0.8619
Epoch 135/500
225/225 [==============================] - 0s 802us/step - loss: 0.3410 - accuracy: 0.8618
Epoch 136/500
225/225 [==============================] - 0s 849us/step - loss: 0.3414 - accuracy: 0.8622
Epoch 137/500
225/225 [==============================] - 0s 813us/step - loss: 0.3410 - accuracy: 0.8611
Epoch 138/500
225/225 [==============================] - 0s 844us/step - loss: 0.3409 - accuracy: 0.8597
Epoch 139/500
225/225 [==============================] - 0s 796us/step - loss: 0.3409 - accuracy: 0.8614
Epoch 140/500
225/225 [==============================] - 0s 826us/step - loss: 0.3408 - accuracy: 0.8614
Epoch 141/500
225/225 [==============================] - 0s 813us/step - loss: 0.3408 - accuracy: 0.8614
Epoch 142/500
225/225 [==============================] - 0s 799us/step - loss: 0.3398 - accuracy: 0.8608
Epoch 143/500
225/225 [==============================] - 0s 803us/step - loss: 0.3413 - accuracy: 0.8608
Epoch 144/500
225/225 [==============================] - 0s 815us/step - loss: 0.3408 - accuracy: 0.8635
Epoch 145/500
225/225 [==============================] - 0s 828us/step - loss: 0.3408 - accuracy: 0.8631
Epoch 146/500
225/225 [==============================] - 0s 947us/step - loss: 0.3399 - accuracy: 0.8632
Epoch 147/500
225/225 [==============================] - 0s 813us/step - loss: 0.3409 - accuracy: 0.8635
Epoch 148/500
225/225 [==============================] - 0s 809us/step - loss: 0.3408 - accuracy: 0.8628
Epoch 149/500
225/225 [==============================] - 0s 815us/step - loss: 0.3411 - accuracy: 0.8622
Epoch 150/500
225/225 [==============================] - 0s 798us/step - loss: 0.3405 - accuracy: 0.8635
Epoch 151/500
225/225 [==============================] - 0s 801us/step - loss: 0.3406 - accuracy: 0.8628
Epoch 152/500
225/225 [==============================] - 0s 815us/step - loss: 0.3410 - accuracy: 0.8633
Epoch 153/500
225/225 [==============================] - 0s 828us/step - loss: 0.3404 - accuracy: 0.8631
Epoch 154/500
225/225 [==============================] - 0s 801us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 155/500
225/225 [==============================] - 0s 805us/step - loss: 0.3403 - accuracy: 0.8628
Epoch 156/500
225/225 [==============================] - 0s 809us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 157/500
225/225 [==============================] - 0s 831us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 158/500
225/225 [==============================] - 0s 816us/step - loss: 0.3404 - accuracy: 0.8632
Epoch 159/500
225/225 [==============================] - 0s 818us/step - loss: 0.3408 - accuracy: 0.8610
Epoch 160/500
225/225 [==============================] - 0s 814us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 161/500
225/225 [==============================] - 0s 846us/step - loss: 0.3408 - accuracy: 0.8644
Epoch 162/500
225/225 [==============================] - 0s 798us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 163/500
225/225 [==============================] - 0s 816us/step - loss: 0.3406 - accuracy: 0.8626
Epoch 164/500
225/225 [==============================] - 0s 832us/step - loss: 0.3406 - accuracy: 0.8596
Epoch 165/500
225/225 [==============================] - 0s 816us/step - loss: 0.3399 - accuracy: 0.8614
Epoch 166/500
225/225 [==============================] - 0s 793us/step - loss: 0.3404 - accuracy: 0.8599
Epoch 167/500
225/225 [==============================] - 0s 824us/step - loss: 0.3397 - accuracy: 0.8644
Epoch 168/500
225/225 [==============================] - 0s 824us/step - loss: 0.3406 - accuracy: 0.8615
Epoch 169/500
225/225 [==============================] - 0s 835us/step - loss: 0.3397 - accuracy: 0.8642
Epoch 170/500
225/225 [==============================] - 0s 797us/step - loss: 0.3403 - accuracy: 0.8632
Epoch 171/500
225/225 [==============================] - 0s 810us/step - loss: 0.3405 - accuracy: 0.8637
Epoch 172/500
225/225 [==============================] - 0s 817us/step - loss: 0.3404 - accuracy: 0.8600
Epoch 173/500
225/225 [==============================] - 0s 838us/step - loss: 0.3403 - accuracy: 0.8633
Epoch 174/500
225/225 [==============================] - 0s 796us/step - loss: 0.3405 - accuracy: 0.8614
Epoch 175/500
225/225 [==============================] - 0s 811us/step - loss: 0.3405 - accuracy: 0.8631
Epoch 176/500
225/225 [==============================] - 0s 819us/step - loss: 0.3400 - accuracy: 0.8628
Epoch 177/500
225/225 [==============================] - 0s 809us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 178/500
225/225 [==============================] - 0s 800us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 179/500
225/225 [==============================] - 0s 843us/step - loss: 0.3402 - accuracy: 0.8632
Epoch 180/500
225/225 [==============================] - 0s 805us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 181/500
225/225 [==============================] - 0s 807us/step - loss: 0.3403 - accuracy: 0.8654
Epoch 182/500
225/225 [==============================] - 0s 791us/step - loss: 0.3403 - accuracy: 0.8626
Epoch 183/500
225/225 [==============================] - 0s 819us/step - loss: 0.3399 - accuracy: 0.8612
Epoch 184/500
225/225 [==============================] - 0s 854us/step - loss: 0.3401 - accuracy: 0.8640
Epoch 185/500
225/225 [==============================] - 0s 795us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 186/500
225/225 [==============================] - 0s 828us/step - loss: 0.3403 - accuracy: 0.8635
Epoch 187/500
225/225 [==============================] - 0s 817us/step - loss: 0.3400 - accuracy: 0.8639
Epoch 188/500
225/225 [==============================] - 0s 820us/step - loss: 0.3402 - accuracy: 0.8632
Epoch 189/500
225/225 [==============================] - 0s 833us/step - loss: 0.3400 - accuracy: 0.8642
Epoch 190/500
225/225 [==============================] - 0s 850us/step - loss: 0.3402 - accuracy: 0.8635
Epoch 191/500
225/225 [==============================] - 0s 812us/step - loss: 0.3400 - accuracy: 0.8629
Epoch 192/500
225/225 [==============================] - 0s 811us/step - loss: 0.3400 - accuracy: 0.8614
Epoch 193/500
225/225 [==============================] - 0s 792us/step - loss: 0.3398 - accuracy: 0.8624
Epoch 194/500
225/225 [==============================] - 0s 811us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 195/500
225/225 [==============================] - 0s 832us/step - loss: 0.3396 - accuracy: 0.8614
Epoch 196/500
225/225 [==============================] - 0s 845us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 197/500
225/225 [==============================] - 0s 806us/step - loss: 0.3402 - accuracy: 0.8637
Epoch 198/500
225/225 [==============================] - 0s 810us/step - loss: 0.3399 - accuracy: 0.8643
Epoch 199/500
225/225 [==============================] - 0s 810us/step - loss: 0.3398 - accuracy: 0.8637
Epoch 200/500
225/225 [==============================] - 0s 811us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 201/500
225/225 [==============================] - 0s 811us/step - loss: 0.3397 - accuracy: 0.8614
Epoch 202/500
225/225 [==============================] - 0s 813us/step - loss: 0.3394 - accuracy: 0.8631
Epoch 203/500
225/225 [==============================] - 0s 810us/step - loss: 0.3400 - accuracy: 0.8619
Epoch 204/500
225/225 [==============================] - 0s 812us/step - loss: 0.3399 - accuracy: 0.8639
Epoch 205/500
225/225 [==============================] - 0s 797us/step - loss: 0.3399 - accuracy: 0.8640
Epoch 206/500
225/225 [==============================] - 0s 854us/step - loss: 0.3398 - accuracy: 0.8624
Epoch 207/500
225/225 [==============================] - 0s 812us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 208/500
225/225 [==============================] - 0s 820us/step - loss: 0.3403 - accuracy: 0.8631
Epoch 209/500
225/225 [==============================] - 0s 796us/step - loss: 0.3398 - accuracy: 0.8637
Epoch 210/500
225/225 [==============================] - 0s 810us/step - loss: 0.3399 - accuracy: 0.8643
Epoch 211/500
225/225 [==============================] - 0s 862us/step - loss: 0.3396 - accuracy: 0.8615
Epoch 212/500
225/225 [==============================] - 0s 814us/step - loss: 0.3394 - accuracy: 0.8657
Epoch 213/500
225/225 [==============================] - 0s 800us/step - loss: 0.3402 - accuracy: 0.8622
Epoch 214/500
225/225 [==============================] - 0s 811us/step - loss: 0.3396 - accuracy: 0.8637
Epoch 215/500
225/225 [==============================] - 0s 816us/step - loss: 0.3397 - accuracy: 0.8629
Epoch 216/500
225/225 [==============================] - 0s 810us/step - loss: 0.3395 - accuracy: 0.8626
Epoch 217/500
225/225 [==============================] - 0s 848us/step - loss: 0.3391 - accuracy: 0.8619
Epoch 218/500
225/225 [==============================] - 0s 829us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 219/500
225/225 [==============================] - 0s 813us/step - loss: 0.3391 - accuracy: 0.8635
Epoch 220/500
225/225 [==============================] - 0s 806us/step - loss: 0.3397 - accuracy: 0.8629
Epoch 221/500
225/225 [==============================] - 0s 798us/step - loss: 0.3394 - accuracy: 0.8608
Epoch 222/500
225/225 [==============================] - 0s 856us/step - loss: 0.3397 - accuracy: 0.8624
Epoch 223/500
225/225 [==============================] - 0s 808us/step - loss: 0.3391 - accuracy: 0.8642
Epoch 224/500
225/225 [==============================] - 0s 808us/step - loss: 0.3395 - accuracy: 0.8622
Epoch 225/500
225/225 [==============================] - 0s 796us/step - loss: 0.3394 - accuracy: 0.8624
Epoch 226/500
225/225 [==============================] - 0s 813us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 227/500
225/225 [==============================] - 0s 823us/step - loss: 0.3397 - accuracy: 0.8635
Epoch 228/500
225/225 [==============================] - 0s 849us/step - loss: 0.3394 - accuracy: 0.8633
Epoch 229/500
225/225 [==============================] - 0s 795us/step - loss: 0.3396 - accuracy: 0.8622
Epoch 230/500
225/225 [==============================] - 0s 799us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 231/500
225/225 [==============================] - 0s 915us/step - loss: 0.3392 - accuracy: 0.8640
Epoch 232/500
225/225 [==============================] - 0s 796us/step - loss: 0.3392 - accuracy: 0.8646
Epoch 233/500
225/225 [==============================] - 0s 830us/step - loss: 0.3390 - accuracy: 0.8642
Epoch 234/500
225/225 [==============================] - 0s 804us/step - loss: 0.3395 - accuracy: 0.8629
Epoch 235/500
225/225 [==============================] - 0s 819us/step - loss: 0.3390 - accuracy: 0.8633
Epoch 236/500
225/225 [==============================] - 0s 808us/step - loss: 0.3396 - accuracy: 0.8617
Epoch 237/500
225/225 [==============================] - 0s 812us/step - loss: 0.3393 - accuracy: 0.8649
Epoch 238/500
225/225 [==============================] - 0s 859us/step - loss: 0.3392 - accuracy: 0.8632
Epoch 239/500
225/225 [==============================] - 0s 811us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 240/500
225/225 [==============================] - 0s 802us/step - loss: 0.3387 - accuracy: 0.8639
Epoch 241/500
225/225 [==============================] - 0s 816us/step - loss: 0.3392 - accuracy: 0.8617
Epoch 242/500
225/225 [==============================] - 0s 824us/step - loss: 0.3391 - accuracy: 0.8631
Epoch 243/500
225/225 [==============================] - 0s 853us/step - loss: 0.3391 - accuracy: 0.8624
Epoch 244/500
225/225 [==============================] - 0s 805us/step - loss: 0.3385 - accuracy: 0.8628
Epoch 245/500
225/225 [==============================] - 0s 809us/step - loss: 0.3389 - accuracy: 0.8644
Epoch 246/500
225/225 [==============================] - 0s 817us/step - loss: 0.3391 - accuracy: 0.8650
Epoch 247/500
225/225 [==============================] - 0s 808us/step - loss: 0.3391 - accuracy: 0.8628
Epoch 248/500
225/225 [==============================] - 0s 793us/step - loss: 0.3390 - accuracy: 0.8640
Epoch 249/500
225/225 [==============================] - 0s 857us/step - loss: 0.3384 - accuracy: 0.8628
Epoch 250/500
225/225 [==============================] - 0s 833us/step - loss: 0.3393 - accuracy: 0.8626
Epoch 251/500
225/225 [==============================] - 0s 814us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 252/500
225/225 [==============================] - 0s 803us/step - loss: 0.3386 - accuracy: 0.8618
Epoch 253/500
225/225 [==============================] - 0s 834us/step - loss: 0.3393 - accuracy: 0.8635
Epoch 254/500
225/225 [==============================] - 0s 833us/step - loss: 0.3391 - accuracy: 0.8632
Epoch 255/500
225/225 [==============================] - 0s 807us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 256/500
225/225 [==============================] - 0s 796us/step - loss: 0.3386 - accuracy: 0.8636
Epoch 257/500
225/225 [==============================] - 0s 817us/step - loss: 0.3390 - accuracy: 0.8636
Epoch 258/500
225/225 [==============================] - 0s 815us/step - loss: 0.3394 - accuracy: 0.8628
Epoch 259/500
225/225 [==============================] - 0s 800us/step - loss: 0.3385 - accuracy: 0.8624
Epoch 260/500
225/225 [==============================] - 0s 845us/step - loss: 0.3389 - accuracy: 0.8637
Epoch 261/500
225/225 [==============================] - 0s 811us/step - loss: 0.3387 - accuracy: 0.8622
Epoch 262/500
225/225 [==============================] - 0s 819us/step - loss: 0.3381 - accuracy: 0.8631
Epoch 263/500
225/225 [==============================] - 0s 806us/step - loss: 0.3387 - accuracy: 0.8625
Epoch 264/500
225/225 [==============================] - 0s 820us/step - loss: 0.3388 - accuracy: 0.8649
Epoch 265/500
225/225 [==============================] - 0s 861us/step - loss: 0.3381 - accuracy: 0.8624
Epoch 266/500
225/225 [==============================] - 0s 813us/step - loss: 0.3384 - accuracy: 0.8631
Epoch 267/500
225/225 [==============================] - 0s 800us/step - loss: 0.3386 - accuracy: 0.8618
Epoch 268/500
225/225 [==============================] - 0s 820us/step - loss: 0.3386 - accuracy: 0.8628
Epoch 269/500
225/225 [==============================] - 0s 816us/step - loss: 0.3375 - accuracy: 0.8626
Epoch 270/500
225/225 [==============================] - 0s 865us/step - loss: 0.3387 - accuracy: 0.8629
Epoch 271/500
225/225 [==============================] - 0s 806us/step - loss: 0.3386 - accuracy: 0.8637
Epoch 272/500
225/225 [==============================] - 0s 854us/step - loss: 0.3383 - accuracy: 0.8633
Epoch 273/500
225/225 [==============================] - 0s 823us/step - loss: 0.3385 - accuracy: 0.8653
Epoch 274/500
225/225 [==============================] - 0s 813us/step - loss: 0.3385 - accuracy: 0.8614
Epoch 275/500
225/225 [==============================] - 0s 799us/step - loss: 0.3384 - accuracy: 0.8619
Epoch 276/500
225/225 [==============================] - 0s 874us/step - loss: 0.3386 - accuracy: 0.8632
Epoch 277/500
225/225 [==============================] - 0s 815us/step - loss: 0.3379 - accuracy: 0.8631
Epoch 278/500
225/225 [==============================] - 0s 814us/step - loss: 0.3385 - accuracy: 0.8639
Epoch 279/500
225/225 [==============================] - 0s 805us/step - loss: 0.3374 - accuracy: 0.8617
Epoch 280/500
225/225 [==============================] - 0s 952us/step - loss: 0.3381 - accuracy: 0.8618
Epoch 281/500
225/225 [==============================] - 0s 836us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 282/500
225/225 [==============================] - 0s 824us/step - loss: 0.3382 - accuracy: 0.8633
Epoch 283/500
225/225 [==============================] - 0s 848us/step - loss: 0.3378 - accuracy: 0.8639
Epoch 284/500
225/225 [==============================] - 0s 810us/step - loss: 0.3382 - accuracy: 0.8622
Epoch 285/500
225/225 [==============================] - 0s 816us/step - loss: 0.3383 - accuracy: 0.8632
Epoch 286/500
225/225 [==============================] - 0s 849us/step - loss: 0.3380 - accuracy: 0.8628
Epoch 287/500
225/225 [==============================] - 0s 823us/step - loss: 0.3377 - accuracy: 0.8632
Epoch 288/500
225/225 [==============================] - 0s 801us/step - loss: 0.3379 - accuracy: 0.8646
Epoch 289/500
225/225 [==============================] - 0s 827us/step - loss: 0.3383 - accuracy: 0.8614
Epoch 290/500
225/225 [==============================] - 0s 822us/step - loss: 0.3372 - accuracy: 0.8657
Epoch 291/500
225/225 [==============================] - 0s 850us/step - loss: 0.3378 - accuracy: 0.8625
Epoch 292/500
225/225 [==============================] - 0s 804us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 293/500
225/225 [==============================] - 0s 827us/step - loss: 0.3378 - accuracy: 0.8624
Epoch 294/500
225/225 [==============================] - 0s 811us/step - loss: 0.3382 - accuracy: 0.8632
Epoch 295/500
225/225 [==============================] - 0s 830us/step - loss: 0.3376 - accuracy: 0.8654
Epoch 296/500
225/225 [==============================] - 0s 799us/step - loss: 0.3380 - accuracy: 0.8617
Epoch 297/500
225/225 [==============================] - 0s 938us/step - loss: 0.3384 - accuracy: 0.8621
Epoch 298/500
225/225 [==============================] - 0s 816us/step - loss: 0.3379 - accuracy: 0.8647
Epoch 299/500
225/225 [==============================] - 0s 818us/step - loss: 0.3381 - accuracy: 0.8639
Epoch 300/500
225/225 [==============================] - 0s 814us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 301/500
225/225 [==============================] - 0s 813us/step - loss: 0.3378 - accuracy: 0.8635
Epoch 302/500
225/225 [==============================] - 0s 834us/step - loss: 0.3374 - accuracy: 0.8628
Epoch 303/500
225/225 [==============================] - 0s 858us/step - loss: 0.3380 - accuracy: 0.8637
Epoch 304/500
225/225 [==============================] - 0s 811us/step - loss: 0.3379 - accuracy: 0.8633
Epoch 305/500
225/225 [==============================] - 0s 815us/step - loss: 0.3374 - accuracy: 0.8643
Epoch 306/500
225/225 [==============================] - 0s 865us/step - loss: 0.3378 - accuracy: 0.8626
Epoch 307/500
225/225 [==============================] - 0s 810us/step - loss: 0.3377 - accuracy: 0.8612
Epoch 308/500
225/225 [==============================] - 0s 798us/step - loss: 0.3382 - accuracy: 0.8615
Epoch 309/500
225/225 [==============================] - 0s 815us/step - loss: 0.3375 - accuracy: 0.8628
Epoch 310/500
225/225 [==============================] - 0s 817us/step - loss: 0.3378 - accuracy: 0.8621
Epoch 311/500
225/225 [==============================] - 0s 824us/step - loss: 0.3376 - accuracy: 0.8622
Epoch 312/500
225/225 [==============================] - 0s 799us/step - loss: 0.3378 - accuracy: 0.8637
Epoch 313/500
225/225 [==============================] - 0s 813us/step - loss: 0.3377 - accuracy: 0.8624
Epoch 314/500
225/225 [==============================] - 0s 873us/step - loss: 0.3381 - accuracy: 0.8622
Epoch 315/500
225/225 [==============================] - 0s 819us/step - loss: 0.3374 - accuracy: 0.8635
Epoch 316/500
225/225 [==============================] - 0s 806us/step - loss: 0.3376 - accuracy: 0.8629
Epoch 317/500
225/225 [==============================] - 0s 820us/step - loss: 0.3375 - accuracy: 0.8632
Epoch 318/500
225/225 [==============================] - 0s 866us/step - loss: 0.3377 - accuracy: 0.8628
Epoch 319/500
225/225 [==============================] - 0s 826us/step - loss: 0.3377 - accuracy: 0.8615
Epoch 320/500
225/225 [==============================] - 0s 801us/step - loss: 0.3378 - accuracy: 0.8619
Epoch 321/500
225/225 [==============================] - 0s 816us/step - loss: 0.3379 - accuracy: 0.8622
Epoch 322/500
225/225 [==============================] - 0s 829us/step - loss: 0.3378 - accuracy: 0.8618
Epoch 323/500
225/225 [==============================] - 0s 811us/step - loss: 0.3377 - accuracy: 0.8621
Epoch 324/500
225/225 [==============================] - 0s 805us/step - loss: 0.3375 - accuracy: 0.8644
Epoch 325/500
225/225 [==============================] - 0s 833us/step - loss: 0.3378 - accuracy: 0.8636
Epoch 326/500
225/225 [==============================] - 0s 814us/step - loss: 0.3376 - accuracy: 0.8631
Epoch 327/500
225/225 [==============================] - 0s 820us/step - loss: 0.3371 - accuracy: 0.8632
Epoch 328/500
225/225 [==============================] - 0s 800us/step - loss: 0.3369 - accuracy: 0.8629
Epoch 329/500
225/225 [==============================] - 0s 830us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 330/500
225/225 [==============================] - 0s 852us/step - loss: 0.3374 - accuracy: 0.8624
Epoch 331/500
225/225 [==============================] - 0s 813us/step - loss: 0.3371 - accuracy: 0.8637
Epoch 332/500
225/225 [==============================] - 0s 838us/step - loss: 0.3373 - accuracy: 0.8625
Epoch 333/500
225/225 [==============================] - 0s 819us/step - loss: 0.3369 - accuracy: 0.8646
Epoch 334/500
225/225 [==============================] - 0s 823us/step - loss: 0.3372 - accuracy: 0.8619
Epoch 335/500
225/225 [==============================] - 0s 819us/step - loss: 0.3373 - accuracy: 0.8626
Epoch 336/500
225/225 [==============================] - 0s 800us/step - loss: 0.3372 - accuracy: 0.8621
Epoch 337/500
225/225 [==============================] - 0s 816us/step - loss: 0.3374 - accuracy: 0.8618
Epoch 338/500
225/225 [==============================] - 0s 821us/step - loss: 0.3367 - accuracy: 0.8633
Epoch 339/500
225/225 [==============================] - 0s 825us/step - loss: 0.3372 - accuracy: 0.8606
Epoch 340/500
225/225 [==============================] - 0s 823us/step - loss: 0.3368 - accuracy: 0.8628
Epoch 341/500
225/225 [==============================] - 0s 816us/step - loss: 0.3370 - accuracy: 0.8625
Epoch 342/500
225/225 [==============================] - 0s 816us/step - loss: 0.3370 - accuracy: 0.8629
Epoch 343/500
225/225 [==============================] - 0s 823us/step - loss: 0.3369 - accuracy: 0.8621
Epoch 344/500
225/225 [==============================] - 0s 818us/step - loss: 0.3372 - accuracy: 0.8629
Epoch 345/500
225/225 [==============================] - 0s 829us/step - loss: 0.3370 - accuracy: 0.8615
Epoch 346/500
225/225 [==============================] - 0s 821us/step - loss: 0.3368 - accuracy: 0.8607
Epoch 347/500
225/225 [==============================] - 0s 817us/step - loss: 0.3374 - accuracy: 0.8647
Epoch 348/500
225/225 [==============================] - 0s 802us/step - loss: 0.3370 - accuracy: 0.8612
Epoch 349/500
225/225 [==============================] - 0s 851us/step - loss: 0.3367 - accuracy: 0.8643
Epoch 350/500
225/225 [==============================] - 0s 851us/step - loss: 0.3368 - accuracy: 0.8647
Epoch 351/500
225/225 [==============================] - 0s 823us/step - loss: 0.3363 - accuracy: 0.8607
Epoch 352/500
225/225 [==============================] - 0s 796us/step - loss: 0.3369 - accuracy: 0.8625
Epoch 353/500
225/225 [==============================] - 0s 813us/step - loss: 0.3366 - accuracy: 0.8611
Epoch 354/500
225/225 [==============================] - 0s 821us/step - loss: 0.3369 - accuracy: 0.8626
Epoch 355/500
225/225 [==============================] - 0s 832us/step - loss: 0.3365 - accuracy: 0.8624
Epoch 356/500
225/225 [==============================] - 0s 800us/step - loss: 0.3367 - accuracy: 0.8621
Epoch 357/500
225/225 [==============================] - 0s 841us/step - loss: 0.3367 - accuracy: 0.8625
Epoch 358/500
225/225 [==============================] - 0s 817us/step - loss: 0.3367 - accuracy: 0.8614
Epoch 359/500
225/225 [==============================] - 0s 802us/step - loss: 0.3367 - accuracy: 0.8628
Epoch 360/500
225/225 [==============================] - 0s 816us/step - loss: 0.3364 - accuracy: 0.8637
Epoch 361/500
225/225 [==============================] - 0s 856us/step - loss: 0.3362 - accuracy: 0.8636
Epoch 362/500
225/225 [==============================] - 0s 817us/step - loss: 0.3366 - accuracy: 0.8624
Epoch 363/500
225/225 [==============================] - 0s 803us/step - loss: 0.3371 - accuracy: 0.8633
Epoch 364/500
225/225 [==============================] - 0s 797us/step - loss: 0.3363 - accuracy: 0.8625
Epoch 365/500
225/225 [==============================] - 0s 827us/step - loss: 0.3364 - accuracy: 0.8635
Epoch 366/500
225/225 [==============================] - 0s 878us/step - loss: 0.3365 - accuracy: 0.8625
Epoch 367/500
225/225 [==============================] - 0s 805us/step - loss: 0.3366 - accuracy: 0.8619
Epoch 368/500
225/225 [==============================] - 0s 798us/step - loss: 0.3355 - accuracy: 0.8622
Epoch 369/500
225/225 [==============================] - 0s 902us/step - loss: 0.3366 - accuracy: 0.8639
Epoch 370/500
225/225 [==============================] - 0s 820us/step - loss: 0.3358 - accuracy: 0.8635
Epoch 371/500
225/225 [==============================] - 0s 845us/step - loss: 0.3365 - accuracy: 0.8624
Epoch 372/500
225/225 [==============================] - 0s 817us/step - loss: 0.3367 - accuracy: 0.8624
Epoch 373/500
225/225 [==============================] - 0s 825us/step - loss: 0.3364 - accuracy: 0.8632
Epoch 374/500
225/225 [==============================] - 0s 811us/step - loss: 0.3363 - accuracy: 0.8608
Epoch 375/500
225/225 [==============================] - 0s 819us/step - loss: 0.3365 - accuracy: 0.8604
Epoch 376/500
225/225 [==============================] - 0s 816us/step - loss: 0.3366 - accuracy: 0.8614
Epoch 377/500
225/225 [==============================] - 0s 816us/step - loss: 0.3363 - accuracy: 0.8612
Epoch 378/500
225/225 [==============================] - 0s 846us/step - loss: 0.3365 - accuracy: 0.8628
Epoch 379/500
225/225 [==============================] - 0s 808us/step - loss: 0.3368 - accuracy: 0.8624
Epoch 380/500
225/225 [==============================] - 0s 818us/step - loss: 0.3367 - accuracy: 0.8643
Epoch 381/500
225/225 [==============================] - 0s 817us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 382/500
225/225 [==============================] - 0s 824us/step - loss: 0.3362 - accuracy: 0.8622
Epoch 383/500
225/225 [==============================] - 0s 818us/step - loss: 0.3361 - accuracy: 0.8614
Epoch 384/500
225/225 [==============================] - 0s 819us/step - loss: 0.3363 - accuracy: 0.8654
Epoch 385/500
225/225 [==============================] - 0s 817us/step - loss: 0.3363 - accuracy: 0.8628
Epoch 386/500
225/225 [==============================] - 0s 814us/step - loss: 0.3358 - accuracy: 0.8626
Epoch 387/500
225/225 [==============================] - 0s 835us/step - loss: 0.3362 - accuracy: 0.8633
Epoch 388/500
225/225 [==============================] - 0s 837us/step - loss: 0.3362 - accuracy: 0.8635
Epoch 389/500
225/225 [==============================] - 0s 841us/step - loss: 0.3360 - accuracy: 0.8628
Epoch 390/500
225/225 [==============================] - 0s 819us/step - loss: 0.3357 - accuracy: 0.8626
Epoch 391/500
225/225 [==============================] - 0s 806us/step - loss: 0.3362 - accuracy: 0.8614
Epoch 392/500
225/225 [==============================] - 0s 827us/step - loss: 0.3360 - accuracy: 0.8629
Epoch 393/500
225/225 [==============================] - 0s 852us/step - loss: 0.3363 - accuracy: 0.8624
Epoch 394/500
225/225 [==============================] - 0s 816us/step - loss: 0.3360 - accuracy: 0.8625
Epoch 395/500
225/225 [==============================] - 0s 809us/step - loss: 0.3358 - accuracy: 0.8631
Epoch 396/500
225/225 [==============================] - 0s 819us/step - loss: 0.3361 - accuracy: 0.8622
Epoch 397/500
225/225 [==============================] - 0s 814us/step - loss: 0.3360 - accuracy: 0.8637
Epoch 398/500
225/225 [==============================] - 0s 847us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 399/500
225/225 [==============================] - 0s 803us/step - loss: 0.3358 - accuracy: 0.8647
Epoch 400/500
225/225 [==============================] - 0s 822us/step - loss: 0.3357 - accuracy: 0.8619
Epoch 401/500
225/225 [==============================] - 0s 812us/step - loss: 0.3364 - accuracy: 0.8615
Epoch 402/500
225/225 [==============================] - 0s 811us/step - loss: 0.3360 - accuracy: 0.8639
Epoch 403/500
225/225 [==============================] - 0s 848us/step - loss: 0.3360 - accuracy: 0.8629
Epoch 404/500
225/225 [==============================] - 0s 814us/step - loss: 0.3363 - accuracy: 0.8626
Epoch 405/500
225/225 [==============================] - 0s 820us/step - loss: 0.3362 - accuracy: 0.8637
Epoch 406/500
225/225 [==============================] - 0s 810us/step - loss: 0.3359 - accuracy: 0.8628
Epoch 407/500
225/225 [==============================] - 0s 797us/step - loss: 0.3358 - accuracy: 0.8636
Epoch 408/500
225/225 [==============================] - 0s 818us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 409/500
225/225 [==============================] - 0s 840us/step - loss: 0.3357 - accuracy: 0.8636
Epoch 410/500
225/225 [==============================] - 0s 835us/step - loss: 0.3363 - accuracy: 0.8636
Epoch 411/500
225/225 [==============================] - 0s 804us/step - loss: 0.3361 - accuracy: 0.8642
Epoch 412/500
225/225 [==============================] - 0s 820us/step - loss: 0.3358 - accuracy: 0.8618
Epoch 413/500
225/225 [==============================] - 0s 819us/step - loss: 0.3359 - accuracy: 0.8636
Epoch 414/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8633
Epoch 415/500
225/225 [==============================] - 0s 802us/step - loss: 0.3358 - accuracy: 0.8629
Epoch 416/500
225/225 [==============================] - 0s 827us/step - loss: 0.3358 - accuracy: 0.8636
Epoch 417/500
225/225 [==============================] - 0s 811us/step - loss: 0.3365 - accuracy: 0.8611
Epoch 418/500
225/225 [==============================] - 0s 812us/step - loss: 0.3362 - accuracy: 0.8624
Epoch 419/500
225/225 [==============================] - 0s 849us/step - loss: 0.3360 - accuracy: 0.8625
Epoch 420/500
225/225 [==============================] - 0s 811us/step - loss: 0.3355 - accuracy: 0.8617
Epoch 421/500
225/225 [==============================] - 0s 810us/step - loss: 0.3361 - accuracy: 0.8632
Epoch 422/500
225/225 [==============================] - 0s 817us/step - loss: 0.3358 - accuracy: 0.8617
Epoch 423/500
225/225 [==============================] - 0s 799us/step - loss: 0.3352 - accuracy: 0.8636
Epoch 424/500
225/225 [==============================] - 0s 811us/step - loss: 0.3361 - accuracy: 0.8628
Epoch 425/500
225/225 [==============================] - 0s 833us/step - loss: 0.3358 - accuracy: 0.8614
Epoch 426/500
225/225 [==============================] - 0s 798us/step - loss: 0.3355 - accuracy: 0.8624
Epoch 427/500
225/225 [==============================] - 0s 803us/step - loss: 0.3361 - accuracy: 0.8640
Epoch 428/500
225/225 [==============================] - 0s 801us/step - loss: 0.3353 - accuracy: 0.8651
Epoch 429/500
225/225 [==============================] - 0s 791us/step - loss: 0.3359 - accuracy: 0.8633
Epoch 430/500
225/225 [==============================] - 0s 848us/step - loss: 0.3356 - accuracy: 0.8621
Epoch 431/500
225/225 [==============================] - 0s 830us/step - loss: 0.3352 - accuracy: 0.8636
Epoch 432/500
225/225 [==============================] - 0s 826us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 433/500
225/225 [==============================] - 0s 802us/step - loss: 0.3357 - accuracy: 0.8622
Epoch 434/500
225/225 [==============================] - 0s 828us/step - loss: 0.3351 - accuracy: 0.8636
Epoch 435/500
225/225 [==============================] - 0s 814us/step - loss: 0.3360 - accuracy: 0.8618
Epoch 436/500
225/225 [==============================] - 0s 803us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 437/500
225/225 [==============================] - 0s 808us/step - loss: 0.3349 - accuracy: 0.8626
Epoch 438/500
225/225 [==============================] - 0s 808us/step - loss: 0.3359 - accuracy: 0.8621
Epoch 439/500
225/225 [==============================] - 0s 803us/step - loss: 0.3356 - accuracy: 0.8629
Epoch 440/500
225/225 [==============================] - 0s 810us/step - loss: 0.3356 - accuracy: 0.8622
Epoch 441/500
225/225 [==============================] - 0s 810us/step - loss: 0.3353 - accuracy: 0.8643
Epoch 442/500
225/225 [==============================] - 0s 856us/step - loss: 0.3356 - accuracy: 0.8660
Epoch 443/500
225/225 [==============================] - 0s 838us/step - loss: 0.3353 - accuracy: 0.8643
Epoch 444/500
225/225 [==============================] - 0s 803us/step - loss: 0.3361 - accuracy: 0.8631
Epoch 445/500
225/225 [==============================] - 0s 801us/step - loss: 0.3350 - accuracy: 0.8610
Epoch 446/500
225/225 [==============================] - 0s 848us/step - loss: 0.3354 - accuracy: 0.8628
Epoch 447/500
225/225 [==============================] - 0s 799us/step - loss: 0.3355 - accuracy: 0.8626
Epoch 448/500
225/225 [==============================] - 0s 800us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 449/500
225/225 [==============================] - 0s 806us/step - loss: 0.3351 - accuracy: 0.8647
Epoch 450/500
225/225 [==============================] - 0s 806us/step - loss: 0.3355 - accuracy: 0.8629
Epoch 451/500
225/225 [==============================] - 0s 842us/step - loss: 0.3352 - accuracy: 0.8653
Epoch 452/500
225/225 [==============================] - 0s 818us/step - loss: 0.3356 - accuracy: 0.8629
Epoch 453/500
225/225 [==============================] - 0s 804us/step - loss: 0.3351 - accuracy: 0.8629
Epoch 454/500
225/225 [==============================] - 0s 811us/step - loss: 0.3358 - accuracy: 0.8611
Epoch 455/500
225/225 [==============================] - 0s 808us/step - loss: 0.3349 - accuracy: 0.8642
Epoch 456/500
225/225 [==============================] - 0s 810us/step - loss: 0.3356 - accuracy: 0.8610
Epoch 457/500
225/225 [==============================] - 0s 827us/step - loss: 0.3351 - accuracy: 0.8642
Epoch 458/500
225/225 [==============================] - 0s 812us/step - loss: 0.3354 - accuracy: 0.8631
Epoch 459/500
225/225 [==============================] - 0s 801us/step - loss: 0.3352 - accuracy: 0.8637
Epoch 460/500
225/225 [==============================] - 0s 817us/step - loss: 0.3350 - accuracy: 0.8614
Epoch 461/500
225/225 [==============================] - 0s 799us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 462/500
225/225 [==============================] - 0s 855us/step - loss: 0.3358 - accuracy: 0.8625
Epoch 463/500
225/225 [==============================] - 0s 826us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 464/500
225/225 [==============================] - 0s 800us/step - loss: 0.3346 - accuracy: 0.8639
Epoch 465/500
225/225 [==============================] - 0s 821us/step - loss: 0.3353 - accuracy: 0.8601
Epoch 466/500
225/225 [==============================] - 0s 806us/step - loss: 0.3353 - accuracy: 0.8658
Epoch 467/500
225/225 [==============================] - 0s 805us/step - loss: 0.3354 - accuracy: 0.8637
Epoch 468/500
225/225 [==============================] - 0s 859us/step - loss: 0.3353 - accuracy: 0.8644
Epoch 469/500
225/225 [==============================] - 0s 798us/step - loss: 0.3354 - accuracy: 0.8647
Epoch 470/500
225/225 [==============================] - 0s 802us/step - loss: 0.3352 - accuracy: 0.8631
Epoch 471/500
225/225 [==============================] - 0s 798us/step - loss: 0.3352 - accuracy: 0.8618
Epoch 472/500
225/225 [==============================] - 0s 805us/step - loss: 0.3350 - accuracy: 0.8653
Epoch 473/500
225/225 [==============================] - 0s 829us/step - loss: 0.3348 - accuracy: 0.8640
Epoch 474/500
225/225 [==============================] - 0s 799us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 475/500
225/225 [==============================] - 0s 804us/step - loss: 0.3348 - accuracy: 0.8646
Epoch 476/500
225/225 [==============================] - 0s 810us/step - loss: 0.3355 - accuracy: 0.8636
Epoch 477/500
225/225 [==============================] - 0s 801us/step - loss: 0.3345 - accuracy: 0.8632
Epoch 478/500
225/225 [==============================] - 0s 796us/step - loss: 0.3350 - accuracy: 0.8633
Epoch 479/500
225/225 [==============================] - 0s 937us/step - loss: 0.3353 - accuracy: 0.8635
Epoch 480/500
225/225 [==============================] - 0s 799us/step - loss: 0.3349 - accuracy: 0.8622
Epoch 481/500
225/225 [==============================] - 0s 803us/step - loss: 0.3350 - accuracy: 0.8632
Epoch 482/500
225/225 [==============================] - 0s 817us/step - loss: 0.3350 - accuracy: 0.8619
Epoch 483/500
225/225 [==============================] - 0s 796us/step - loss: 0.3347 - accuracy: 0.8632
Epoch 484/500
225/225 [==============================] - 0s 812us/step - loss: 0.3352 - accuracy: 0.8624
Epoch 485/500
225/225 [==============================] - 0s 819us/step - loss: 0.3348 - accuracy: 0.8626
Epoch 486/500
225/225 [==============================] - 0s 808us/step - loss: 0.3355 - accuracy: 0.8607
Epoch 487/500
225/225 [==============================] - 0s 890us/step - loss: 0.3348 - accuracy: 0.8612
Epoch 488/500
225/225 [==============================] - 0s 806us/step - loss: 0.3350 - accuracy: 0.8631
Epoch 489/500
225/225 [==============================] - 0s 831us/step - loss: 0.3346 - accuracy: 0.8606
Epoch 490/500
225/225 [==============================] - 0s 823us/step - loss: 0.3349 - accuracy: 0.8606
Epoch 491/500
225/225 [==============================] - 0s 829us/step - loss: 0.3350 - accuracy: 0.8644
Epoch 492/500
225/225 [==============================] - 0s 825us/step - loss: 0.3347 - accuracy: 0.8642
Epoch 493/500
225/225 [==============================] - 0s 822us/step - loss: 0.3350 - accuracy: 0.8635
Epoch 494/500
225/225 [==============================] - 0s 814us/step - loss: 0.3349 - accuracy: 0.8614
Epoch 495/500
225/225 [==============================] - 0s 850us/step - loss: 0.3344 - accuracy: 0.8625
Epoch 496/500
225/225 [==============================] - 0s 814us/step - loss: 0.3348 - accuracy: 0.8625
Epoch 497/500
225/225 [==============================] - 0s 823us/step - loss: 0.3350 - accuracy: 0.8636
Epoch 498/500
225/225 [==============================] - 0s 807us/step - loss: 0.3347 - accuracy: 0.8621
Epoch 499/500
225/225 [==============================] - 0s 818us/step - loss: 0.3349 - accuracy: 0.8635
Epoch 500/500
225/225 [==============================] - 0s 834us/step - loss: 0.3354 - accuracy: 0.8608
Epoch 1/500
225/225 [==============================] - 0s 904us/step - loss: 0.6231 - accuracy: 0.7929
Epoch 2/500
225/225 [==============================] - 0s 772us/step - loss: 0.5500 - accuracy: 0.7962
Epoch 3/500
225/225 [==============================] - 0s 806us/step - loss: 0.5237 - accuracy: 0.7962
Epoch 4/500
225/225 [==============================] - 0s 780us/step - loss: 0.5134 - accuracy: 0.7962
Epoch 5/500
225/225 [==============================] - 0s 771us/step - loss: 0.5091 - accuracy: 0.7962
Epoch 6/500
225/225 [==============================] - 0s 767us/step - loss: 0.5072 - accuracy: 0.7962
Epoch 7/500
225/225 [==============================] - 0s 800us/step - loss: 0.5063 - accuracy: 0.7962
Epoch 8/500
225/225 [==============================] - 0s 795us/step - loss: 0.5059 - accuracy: 0.7962
Epoch 9/500
225/225 [==============================] - 0s 803us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 10/500
225/225 [==============================] - 0s 754us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 11/500
225/225 [==============================] - 0s 764us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 12/500
225/225 [==============================] - 0s 781us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 13/500
225/225 [==============================] - 0s 784us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 14/500
225/225 [==============================] - 0s 778us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 15/500
225/225 [==============================] - 0s 807us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 16/500
225/225 [==============================] - 0s 804us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 17/500
225/225 [==============================] - 0s 762us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 18/500
225/225 [==============================] - 0s 782us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 19/500
225/225 [==============================] - 0s 781us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 20/500
225/225 [==============================] - 0s 825us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 21/500
225/225 [==============================] - 0s 768us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 22/500
225/225 [==============================] - 0s 781us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 23/500
225/225 [==============================] - 0s 783us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 24/500
225/225 [==============================] - 0s 764us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 25/500
225/225 [==============================] - 0s 780us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 26/500
225/225 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 27/500
225/225 [==============================] - 0s 777us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 28/500
225/225 [==============================] - 0s 760us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 29/500
225/225 [==============================] - 0s 788us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 30/500
225/225 [==============================] - 0s 784us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 31/500
225/225 [==============================] - 0s 776us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 32/500
225/225 [==============================] - 0s 785us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 33/500
225/225 [==============================] - 0s 772us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 34/500
225/225 [==============================] - 0s 776us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 35/500
225/225 [==============================] - 0s 768us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 36/500
225/225 [==============================] - 0s 786us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 37/500
225/225 [==============================] - 0s 820us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 38/500
225/225 [==============================] - 0s 797us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 39/500
225/225 [==============================] - 0s 779us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 40/500
225/225 [==============================] - 0s 777us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 41/500
225/225 [==============================] - 0s 787us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 42/500
225/225 [==============================] - 0s 803us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 43/500
225/225 [==============================] - 0s 785us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 44/500
225/225 [==============================] - 0s 785us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 45/500
225/225 [==============================] - 0s 757us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 46/500
225/225 [==============================] - 0s 787us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 47/500
225/225 [==============================] - 0s 770us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 48/500
225/225 [==============================] - 0s 797us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 49/500
225/225 [==============================] - 0s 748us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 50/500
225/225 [==============================] - 0s 773us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 51/500
225/225 [==============================] - 0s 774us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 52/500
225/225 [==============================] - 0s 769us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 53/500
225/225 [==============================] - 0s 785us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 54/500
225/225 [==============================] - 0s 797us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 55/500
225/225 [==============================] - 0s 786us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 56/500
225/225 [==============================] - 0s 765us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 57/500
225/225 [==============================] - 0s 785us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 58/500
225/225 [==============================] - 0s 773us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 59/500
225/225 [==============================] - 0s 813us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 60/500
225/225 [==============================] - 0s 781us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 61/500
225/225 [==============================] - 0s 783us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 62/500
225/225 [==============================] - 0s 770us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 63/500
225/225 [==============================] - 0s 771us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 64/500
225/225 [==============================] - 0s 805us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 65/500
225/225 [==============================] - 0s 769us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 66/500
225/225 [==============================] - 0s 759us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 67/500
225/225 [==============================] - 0s 777us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 68/500
225/225 [==============================] - 0s 785us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 69/500
225/225 [==============================] - 0s 779us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 70/500
225/225 [==============================] - 0s 807us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 71/500
225/225 [==============================] - 0s 802us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 72/500
225/225 [==============================] - 0s 777us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 73/500
225/225 [==============================] - 0s 759us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 74/500
225/225 [==============================] - 0s 796us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 75/500
225/225 [==============================] - 0s 780us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 76/500
225/225 [==============================] - 0s 842us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 77/500
225/225 [==============================] - 0s 764us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 78/500
225/225 [==============================] - 0s 773us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 79/500
225/225 [==============================] - 0s 775us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 80/500
225/225 [==============================] - 0s 781us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 81/500
225/225 [==============================] - 0s 771us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 82/500
225/225 [==============================] - 0s 796us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 83/500
225/225 [==============================] - 0s 785us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 84/500
225/225 [==============================] - 0s 760us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 85/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7962
Epoch 86/500
225/225 [==============================] - 0s 2ms/step - loss: 0.5052 - accuracy: 0.7962
Epoch 87/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7962
Epoch 88/500
225/225 [==============================] - 0s 789us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 89/500
225/225 [==============================] - 0s 828us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 90/500
225/225 [==============================] - 0s 888us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 91/500
225/225 [==============================] - 0s 965us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 92/500
225/225 [==============================] - 0s 866us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 93/500
225/225 [==============================] - 0s 795us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 94/500
225/225 [==============================] - 0s 840us/step - loss: 0.5047 - accuracy: 0.7962
Epoch 95/500
225/225 [==============================] - 0s 774us/step - loss: 0.5045 - accuracy: 0.7962
Epoch 96/500
225/225 [==============================] - 0s 800us/step - loss: 0.5043 - accuracy: 0.7962
Epoch 97/500
225/225 [==============================] - 0s 967us/step - loss: 0.5041 - accuracy: 0.7962
Epoch 98/500
225/225 [==============================] - 0s 758us/step - loss: 0.5038 - accuracy: 0.7962
Epoch 99/500
225/225 [==============================] - 0s 763us/step - loss: 0.5035 - accuracy: 0.7962
Epoch 100/500
225/225 [==============================] - 0s 798us/step - loss: 0.5031 - accuracy: 0.7962
Epoch 101/500
225/225 [==============================] - 0s 828us/step - loss: 0.5025 - accuracy: 0.7962
Epoch 102/500
225/225 [==============================] - 0s 740us/step - loss: 0.5018 - accuracy: 0.7962
Epoch 103/500
225/225 [==============================] - 0s 800us/step - loss: 0.5008 - accuracy: 0.7962
Epoch 104/500
225/225 [==============================] - 0s 735us/step - loss: 0.4995 - accuracy: 0.7962
Epoch 105/500
225/225 [==============================] - 0s 830us/step - loss: 0.4978 - accuracy: 0.7962
Epoch 106/500
225/225 [==============================] - 0s 768us/step - loss: 0.4953 - accuracy: 0.7962
Epoch 107/500
225/225 [==============================] - 0s 770us/step - loss: 0.4920 - accuracy: 0.7962
Epoch 108/500
225/225 [==============================] - 0s 749us/step - loss: 0.4875 - accuracy: 0.7962
Epoch 109/500
225/225 [==============================] - 0s 827us/step - loss: 0.4817 - accuracy: 0.7962
Epoch 110/500
225/225 [==============================] - 0s 810us/step - loss: 0.4747 - accuracy: 0.7964
Epoch 111/500
225/225 [==============================] - 0s 773us/step - loss: 0.4675 - accuracy: 0.7957
Epoch 112/500
225/225 [==============================] - 0s 763us/step - loss: 0.4610 - accuracy: 0.7953
Epoch 113/500
225/225 [==============================] - 0s 776us/step - loss: 0.4558 - accuracy: 0.7982
Epoch 114/500
225/225 [==============================] - 0s 779us/step - loss: 0.4518 - accuracy: 0.8003
Epoch 115/500
225/225 [==============================] - 0s 752us/step - loss: 0.4488 - accuracy: 0.8028
Epoch 116/500
225/225 [==============================] - 0s 859us/step - loss: 0.4464 - accuracy: 0.8049
Epoch 117/500
225/225 [==============================] - 0s 805us/step - loss: 0.4445 - accuracy: 0.8072
Epoch 118/500
225/225 [==============================] - 0s 855us/step - loss: 0.4429 - accuracy: 0.8081
Epoch 119/500
225/225 [==============================] - 0s 847us/step - loss: 0.4415 - accuracy: 0.8086
Epoch 120/500
225/225 [==============================] - 0s 802us/step - loss: 0.4402 - accuracy: 0.8101
Epoch 121/500
225/225 [==============================] - 0s 883us/step - loss: 0.4391 - accuracy: 0.8118
Epoch 122/500
225/225 [==============================] - 0s 824us/step - loss: 0.4380 - accuracy: 0.8110
Epoch 123/500
225/225 [==============================] - 0s 808us/step - loss: 0.4370 - accuracy: 0.8122
Epoch 124/500
225/225 [==============================] - 0s 724us/step - loss: 0.4359 - accuracy: 0.8115
Epoch 125/500
225/225 [==============================] - 0s 762us/step - loss: 0.4348 - accuracy: 0.8131
Epoch 126/500
225/225 [==============================] - 0s 738us/step - loss: 0.4336 - accuracy: 0.8129
Epoch 127/500
225/225 [==============================] - 0s 847us/step - loss: 0.4322 - accuracy: 0.8143
Epoch 128/500
225/225 [==============================] - 0s 750us/step - loss: 0.4307 - accuracy: 0.8147
Epoch 129/500
225/225 [==============================] - 0s 808us/step - loss: 0.4290 - accuracy: 0.8154
Epoch 130/500
225/225 [==============================] - 0s 729us/step - loss: 0.4271 - accuracy: 0.8167
Epoch 131/500
225/225 [==============================] - 0s 742us/step - loss: 0.4248 - accuracy: 0.8164
Epoch 132/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4223 - accuracy: 0.8185
Epoch 133/500
225/225 [==============================] - 0s 790us/step - loss: 0.4194 - accuracy: 0.8200
Epoch 134/500
225/225 [==============================] - 0s 741us/step - loss: 0.4163 - accuracy: 0.8229
Epoch 135/500
225/225 [==============================] - 0s 759us/step - loss: 0.4126 - accuracy: 0.8254
Epoch 136/500
225/225 [==============================] - 0s 2ms/step - loss: 0.4087 - accuracy: 0.8285
Epoch 137/500
225/225 [==============================] - 0s 801us/step - loss: 0.4044 - accuracy: 0.8307
Epoch 138/500
225/225 [==============================] - 0s 900us/step - loss: 0.3999 - accuracy: 0.8331
Epoch 139/500
225/225 [==============================] - 0s 822us/step - loss: 0.3952 - accuracy: 0.8368
Epoch 140/500
225/225 [==============================] - 0s 810us/step - loss: 0.3909 - accuracy: 0.8407
Epoch 141/500
225/225 [==============================] - 0s 717us/step - loss: 0.3868 - accuracy: 0.8432
Epoch 142/500
225/225 [==============================] - 0s 774us/step - loss: 0.3830 - accuracy: 0.8446
Epoch 143/500
225/225 [==============================] - 0s 801us/step - loss: 0.3795 - accuracy: 0.8482
Epoch 144/500
225/225 [==============================] - 0s 817us/step - loss: 0.3763 - accuracy: 0.8490
Epoch 145/500
225/225 [==============================] - 0s 828us/step - loss: 0.3737 - accuracy: 0.8508
Epoch 146/500
225/225 [==============================] - 0s 861us/step - loss: 0.3714 - accuracy: 0.8532
Epoch 147/500
225/225 [==============================] - 0s 832us/step - loss: 0.3693 - accuracy: 0.8524
Epoch 148/500
225/225 [==============================] - 0s 781us/step - loss: 0.3674 - accuracy: 0.8529
Epoch 149/500
225/225 [==============================] - 0s 722us/step - loss: 0.3659 - accuracy: 0.8525
Epoch 150/500
225/225 [==============================] - 0s 805us/step - loss: 0.3646 - accuracy: 0.8529
Epoch 151/500
225/225 [==============================] - ETA: 0s - loss: 0.3633 - accuracy: 0.85 - 0s 751us/step - loss: 0.3634 - accuracy: 0.8547
Epoch 152/500
225/225 [==============================] - 0s 728us/step - loss: 0.3620 - accuracy: 0.8551
Epoch 153/500
225/225 [==============================] - 0s 742us/step - loss: 0.3611 - accuracy: 0.8569
Epoch 154/500
225/225 [==============================] - 0s 803us/step - loss: 0.3602 - accuracy: 0.8567
Epoch 155/500
225/225 [==============================] - 0s 734us/step - loss: 0.3594 - accuracy: 0.8579
Epoch 156/500
225/225 [==============================] - 0s 746us/step - loss: 0.3586 - accuracy: 0.8578
Epoch 157/500
225/225 [==============================] - 0s 750us/step - loss: 0.3579 - accuracy: 0.8582
Epoch 158/500
225/225 [==============================] - 0s 725us/step - loss: 0.3573 - accuracy: 0.8586
Epoch 159/500
225/225 [==============================] - 0s 745us/step - loss: 0.3568 - accuracy: 0.8574
Epoch 160/500
225/225 [==============================] - 0s 776us/step - loss: 0.3562 - accuracy: 0.8575
Epoch 161/500
225/225 [==============================] - 0s 742us/step - loss: 0.3558 - accuracy: 0.8574
Epoch 162/500
225/225 [==============================] - 0s 723us/step - loss: 0.3555 - accuracy: 0.8579
Epoch 163/500
225/225 [==============================] - 0s 752us/step - loss: 0.3550 - accuracy: 0.8571
Epoch 164/500
225/225 [==============================] - 0s 738us/step - loss: 0.3547 - accuracy: 0.8574
Epoch 165/500
225/225 [==============================] - 0s 733us/step - loss: 0.3543 - accuracy: 0.8581
Epoch 166/500
225/225 [==============================] - 0s 764us/step - loss: 0.3540 - accuracy: 0.8569
Epoch 167/500
225/225 [==============================] - 0s 780us/step - loss: 0.3539 - accuracy: 0.8587
Epoch 168/500
225/225 [==============================] - 0s 734us/step - loss: 0.3534 - accuracy: 0.8578
Epoch 169/500
225/225 [==============================] - 0s 754us/step - loss: 0.3533 - accuracy: 0.8581
Epoch 170/500
225/225 [==============================] - 0s 752us/step - loss: 0.3529 - accuracy: 0.8583
Epoch 171/500
225/225 [==============================] - 0s 742us/step - loss: 0.3524 - accuracy: 0.8590
Epoch 172/500
225/225 [==============================] - 0s 840us/step - loss: 0.3520 - accuracy: 0.8594
Epoch 173/500
225/225 [==============================] - 0s 832us/step - loss: 0.3519 - accuracy: 0.8576
Epoch 174/500
225/225 [==============================] - 0s 825us/step - loss: 0.3517 - accuracy: 0.8572
Epoch 175/500
225/225 [==============================] - 0s 807us/step - loss: 0.3512 - accuracy: 0.8574
Epoch 176/500
225/225 [==============================] - 0s 832us/step - loss: 0.3511 - accuracy: 0.8579
Epoch 177/500
225/225 [==============================] - 0s 797us/step - loss: 0.3502 - accuracy: 0.8572
Epoch 178/500
225/225 [==============================] - 0s 735us/step - loss: 0.3502 - accuracy: 0.8593
Epoch 179/500
225/225 [==============================] - 0s 767us/step - loss: 0.3503 - accuracy: 0.8579
Epoch 180/500
225/225 [==============================] - 0s 755us/step - loss: 0.3498 - accuracy: 0.8587
Epoch 181/500
225/225 [==============================] - 0s 745us/step - loss: 0.3499 - accuracy: 0.8590
Epoch 182/500
225/225 [==============================] - 0s 728us/step - loss: 0.3496 - accuracy: 0.8576
Epoch 183/500
225/225 [==============================] - 0s 857us/step - loss: 0.3496 - accuracy: 0.8581
Epoch 184/500
225/225 [==============================] - 0s 737us/step - loss: 0.3491 - accuracy: 0.8587
Epoch 185/500
225/225 [==============================] - 0s 726us/step - loss: 0.3492 - accuracy: 0.8585
Epoch 186/500
225/225 [==============================] - 0s 749us/step - loss: 0.3489 - accuracy: 0.8575
Epoch 187/500
225/225 [==============================] - 0s 740us/step - loss: 0.3489 - accuracy: 0.8572
Epoch 188/500
225/225 [==============================] - 0s 726us/step - loss: 0.3487 - accuracy: 0.8583
Epoch 189/500
225/225 [==============================] - 0s 770us/step - loss: 0.3484 - accuracy: 0.8585
Epoch 190/500
225/225 [==============================] - 0s 741us/step - loss: 0.3486 - accuracy: 0.8581
Epoch 191/500
225/225 [==============================] - 0s 730us/step - loss: 0.3481 - accuracy: 0.8579
Epoch 192/500
225/225 [==============================] - 0s 749us/step - loss: 0.3481 - accuracy: 0.8582
Epoch 193/500
225/225 [==============================] - 0s 749us/step - loss: 0.3480 - accuracy: 0.8581
Epoch 194/500
225/225 [==============================] - 0s 727us/step - loss: 0.3480 - accuracy: 0.8581
Epoch 195/500
225/225 [==============================] - 0s 799us/step - loss: 0.3479 - accuracy: 0.8594
Epoch 196/500
225/225 [==============================] - 0s 741us/step - loss: 0.3477 - accuracy: 0.8587
Epoch 197/500
225/225 [==============================] - 0s 726us/step - loss: 0.3477 - accuracy: 0.8583
Epoch 198/500
225/225 [==============================] - 0s 743us/step - loss: 0.3476 - accuracy: 0.8578
Epoch 199/500
225/225 [==============================] - 0s 744us/step - loss: 0.3472 - accuracy: 0.8586
Epoch 200/500
225/225 [==============================] - 0s 728us/step - loss: 0.3469 - accuracy: 0.8582
Epoch 201/500
225/225 [==============================] - 0s 808us/step - loss: 0.3472 - accuracy: 0.8600
Epoch 202/500
225/225 [==============================] - 0s 762us/step - loss: 0.3471 - accuracy: 0.8578
Epoch 203/500
225/225 [==============================] - 0s 742us/step - loss: 0.3468 - accuracy: 0.8578
Epoch 204/500
225/225 [==============================] - 0s 731us/step - loss: 0.3469 - accuracy: 0.8587
Epoch 205/500
225/225 [==============================] - 0s 744us/step - loss: 0.3470 - accuracy: 0.8571
Epoch 206/500
225/225 [==============================] - 0s 743us/step - loss: 0.3469 - accuracy: 0.8587
Epoch 207/500
225/225 [==============================] - 0s 767us/step - loss: 0.3460 - accuracy: 0.8582
Epoch 208/500
225/225 [==============================] - 0s 740us/step - loss: 0.3462 - accuracy: 0.8576
Epoch 209/500
225/225 [==============================] - 0s 751us/step - loss: 0.3467 - accuracy: 0.8579
Epoch 210/500
225/225 [==============================] - 0s 760us/step - loss: 0.3465 - accuracy: 0.8579
Epoch 211/500
225/225 [==============================] - 0s 784us/step - loss: 0.3464 - accuracy: 0.8567
Epoch 212/500
225/225 [==============================] - 0s 787us/step - loss: 0.3462 - accuracy: 0.8569
Epoch 213/500
225/225 [==============================] - 0s 865us/step - loss: 0.3460 - accuracy: 0.8585
Epoch 214/500
225/225 [==============================] - 0s 764us/step - loss: 0.3461 - accuracy: 0.8564
Epoch 215/500
225/225 [==============================] - 0s 756us/step - loss: 0.3453 - accuracy: 0.8590
Epoch 216/500
225/225 [==============================] - 0s 750us/step - loss: 0.3460 - accuracy: 0.8589
Epoch 217/500
225/225 [==============================] - 0s 743us/step - loss: 0.3456 - accuracy: 0.8594
Epoch 218/500
225/225 [==============================] - 0s 801us/step - loss: 0.3454 - accuracy: 0.8560
Epoch 219/500
225/225 [==============================] - 0s 762us/step - loss: 0.3458 - accuracy: 0.8568
Epoch 220/500
225/225 [==============================] - 0s 729us/step - loss: 0.3456 - accuracy: 0.8583
Epoch 221/500
225/225 [==============================] - 0s 782us/step - loss: 0.3454 - accuracy: 0.8576
Epoch 222/500
225/225 [==============================] - 0s 753us/step - loss: 0.3451 - accuracy: 0.8597
Epoch 223/500
225/225 [==============================] - 0s 724us/step - loss: 0.3453 - accuracy: 0.8582
Epoch 224/500
225/225 [==============================] - 0s 808us/step - loss: 0.3451 - accuracy: 0.8575
Epoch 225/500
225/225 [==============================] - 0s 751us/step - loss: 0.3453 - accuracy: 0.8571
Epoch 226/500
225/225 [==============================] - 0s 749us/step - loss: 0.3451 - accuracy: 0.8572
Epoch 227/500
225/225 [==============================] - 0s 744us/step - loss: 0.3450 - accuracy: 0.8561
Epoch 228/500
225/225 [==============================] - 0s 753us/step - loss: 0.3448 - accuracy: 0.8575
Epoch 229/500
225/225 [==============================] - 0s 736us/step - loss: 0.3447 - accuracy: 0.8572
Epoch 230/500
225/225 [==============================] - 0s 827us/step - loss: 0.3449 - accuracy: 0.8572
Epoch 231/500
225/225 [==============================] - 0s 847us/step - loss: 0.3448 - accuracy: 0.8543
Epoch 232/500
225/225 [==============================] - 0s 740us/step - loss: 0.3448 - accuracy: 0.8575
Epoch 233/500
225/225 [==============================] - 0s 746us/step - loss: 0.3442 - accuracy: 0.8571
Epoch 234/500
225/225 [==============================] - 0s 748us/step - loss: 0.3446 - accuracy: 0.8564
Epoch 235/500
225/225 [==============================] - 0s 790us/step - loss: 0.3441 - accuracy: 0.8557
Epoch 236/500
225/225 [==============================] - 0s 756us/step - loss: 0.3443 - accuracy: 0.8589
Epoch 237/500
225/225 [==============================] - 0s 773us/step - loss: 0.3442 - accuracy: 0.8571
Epoch 238/500
225/225 [==============================] - 0s 738us/step - loss: 0.3441 - accuracy: 0.8592
Epoch 239/500
225/225 [==============================] - 0s 745us/step - loss: 0.3443 - accuracy: 0.8579
Epoch 240/500
225/225 [==============================] - 0s 740us/step - loss: 0.3439 - accuracy: 0.8575
Epoch 241/500
225/225 [==============================] - 0s 909us/step - loss: 0.3439 - accuracy: 0.8572
Epoch 242/500
225/225 [==============================] - 0s 746us/step - loss: 0.3436 - accuracy: 0.8574
Epoch 243/500
225/225 [==============================] - 0s 724us/step - loss: 0.3440 - accuracy: 0.8575
Epoch 244/500
225/225 [==============================] - 0s 740us/step - loss: 0.3436 - accuracy: 0.8567
Epoch 245/500
225/225 [==============================] - 0s 744us/step - loss: 0.3434 - accuracy: 0.8574
Epoch 246/500
225/225 [==============================] - 0s 723us/step - loss: 0.3434 - accuracy: 0.8571
Epoch 247/500
225/225 [==============================] - 0s 769us/step - loss: 0.3436 - accuracy: 0.8574
Epoch 248/500
225/225 [==============================] - 0s 745us/step - loss: 0.3435 - accuracy: 0.8593
Epoch 249/500
225/225 [==============================] - 0s 727us/step - loss: 0.3432 - accuracy: 0.8575
Epoch 250/500
225/225 [==============================] - 0s 744us/step - loss: 0.3432 - accuracy: 0.8582
Epoch 251/500
225/225 [==============================] - 0s 747us/step - loss: 0.3435 - accuracy: 0.8571
Epoch 252/500
225/225 [==============================] - 0s 730us/step - loss: 0.3428 - accuracy: 0.8587
Epoch 253/500
225/225 [==============================] - 0s 775us/step - loss: 0.3429 - accuracy: 0.8594
Epoch 254/500
225/225 [==============================] - 0s 748us/step - loss: 0.3433 - accuracy: 0.8579
Epoch 255/500
225/225 [==============================] - 0s 728us/step - loss: 0.3431 - accuracy: 0.8593
Epoch 256/500
225/225 [==============================] - 0s 738us/step - loss: 0.3426 - accuracy: 0.8583
Epoch 257/500
225/225 [==============================] - 0s 753us/step - loss: 0.3430 - accuracy: 0.8586
Epoch 258/500
225/225 [==============================] - 0s 746us/step - loss: 0.3429 - accuracy: 0.8586
Epoch 259/500
225/225 [==============================] - 0s 759us/step - loss: 0.3431 - accuracy: 0.8564
Epoch 260/500
225/225 [==============================] - 0s 765us/step - loss: 0.3426 - accuracy: 0.8569
Epoch 261/500
225/225 [==============================] - 0s 749us/step - loss: 0.3427 - accuracy: 0.8585
Epoch 262/500
225/225 [==============================] - 0s 732us/step - loss: 0.3425 - accuracy: 0.8581
Epoch 263/500
225/225 [==============================] - 0s 746us/step - loss: 0.3425 - accuracy: 0.8582
Epoch 264/500
225/225 [==============================] - 0s 786us/step - loss: 0.3425 - accuracy: 0.8590
Epoch 265/500
225/225 [==============================] - 0s 734us/step - loss: 0.3422 - accuracy: 0.8587
Epoch 266/500
225/225 [==============================] - 0s 749us/step - loss: 0.3426 - accuracy: 0.8579
Epoch 267/500
225/225 [==============================] - 0s 736us/step - loss: 0.3424 - accuracy: 0.8578
Epoch 268/500
225/225 [==============================] - 0s 739us/step - loss: 0.3427 - accuracy: 0.8583
Epoch 269/500
225/225 [==============================] - 0s 769us/step - loss: 0.3422 - accuracy: 0.8597
Epoch 270/500
225/225 [==============================] - 0s 764us/step - loss: 0.3421 - accuracy: 0.8583
Epoch 271/500
225/225 [==============================] - 0s 746us/step - loss: 0.3420 - accuracy: 0.8586
Epoch 272/500
225/225 [==============================] - 0s 762us/step - loss: 0.3427 - accuracy: 0.8585
Epoch 273/500
225/225 [==============================] - 0s 753us/step - loss: 0.3423 - accuracy: 0.8581
Epoch 274/500
225/225 [==============================] - 0s 738us/step - loss: 0.3421 - accuracy: 0.8592
Epoch 275/500
225/225 [==============================] - 0s 740us/step - loss: 0.3421 - accuracy: 0.8578
Epoch 276/500
225/225 [==============================] - 0s 784us/step - loss: 0.3423 - accuracy: 0.8576
Epoch 277/500
225/225 [==============================] - 0s 738us/step - loss: 0.3421 - accuracy: 0.8585
Epoch 278/500
225/225 [==============================] - 0s 739us/step - loss: 0.3418 - accuracy: 0.8594
Epoch 279/500
225/225 [==============================] - 0s 751us/step - loss: 0.3419 - accuracy: 0.8582
Epoch 280/500
225/225 [==============================] - 0s 749us/step - loss: 0.3418 - accuracy: 0.8585
Epoch 281/500
225/225 [==============================] - 0s 722us/step - loss: 0.3424 - accuracy: 0.8571
Epoch 282/500
225/225 [==============================] - 0s 790us/step - loss: 0.3418 - accuracy: 0.8597
Epoch 283/500
225/225 [==============================] - 0s 750us/step - loss: 0.3420 - accuracy: 0.8576
Epoch 284/500
225/225 [==============================] - 0s 734us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 285/500
225/225 [==============================] - 0s 746us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 286/500
225/225 [==============================] - 0s 754us/step - loss: 0.3414 - accuracy: 0.8568
Epoch 287/500
225/225 [==============================] - 0s 728us/step - loss: 0.3417 - accuracy: 0.8578
Epoch 288/500
225/225 [==============================] - 0s 793us/step - loss: 0.3417 - accuracy: 0.8569
Epoch 289/500
225/225 [==============================] - 0s 754us/step - loss: 0.3412 - accuracy: 0.8594
Epoch 290/500
225/225 [==============================] - 0s 730us/step - loss: 0.3411 - accuracy: 0.8592
Epoch 291/500
225/225 [==============================] - 0s 745us/step - loss: 0.3417 - accuracy: 0.8587
Epoch 292/500
225/225 [==============================] - 0s 748us/step - loss: 0.3414 - accuracy: 0.8576
Epoch 293/500
225/225 [==============================] - 0s 720us/step - loss: 0.3414 - accuracy: 0.8589
Epoch 294/500
225/225 [==============================] - 0s 785us/step - loss: 0.3414 - accuracy: 0.8582
Epoch 295/500
225/225 [==============================] - 0s 769us/step - loss: 0.3414 - accuracy: 0.8562
Epoch 296/500
225/225 [==============================] - 0s 726us/step - loss: 0.3414 - accuracy: 0.8571
Epoch 297/500
225/225 [==============================] - 0s 745us/step - loss: 0.3412 - accuracy: 0.8576
Epoch 298/500
225/225 [==============================] - 0s 754us/step - loss: 0.3412 - accuracy: 0.8592
Epoch 299/500
225/225 [==============================] - 0s 724us/step - loss: 0.3414 - accuracy: 0.8593
Epoch 300/500
225/225 [==============================] - 0s 766us/step - loss: 0.3408 - accuracy: 0.8604
Epoch 301/500
225/225 [==============================] - 0s 743us/step - loss: 0.3413 - accuracy: 0.8581
Epoch 302/500
225/225 [==============================] - 0s 731us/step - loss: 0.3408 - accuracy: 0.8594
Epoch 303/500
225/225 [==============================] - 0s 726us/step - loss: 0.3413 - accuracy: 0.8585
Epoch 304/500
225/225 [==============================] - 0s 745us/step - loss: 0.3410 - accuracy: 0.8596
Epoch 305/500
225/225 [==============================] - 0s 789us/step - loss: 0.3412 - accuracy: 0.8582
Epoch 306/500
225/225 [==============================] - 0s 722us/step - loss: 0.3401 - accuracy: 0.8589
Epoch 307/500
225/225 [==============================] - 0s 747us/step - loss: 0.3411 - accuracy: 0.8586
Epoch 308/500
225/225 [==============================] - 0s 746us/step - loss: 0.3405 - accuracy: 0.8586
Epoch 309/500
225/225 [==============================] - 0s 722us/step - loss: 0.3410 - accuracy: 0.8587
Epoch 310/500
225/225 [==============================] - 0s 752us/step - loss: 0.3407 - accuracy: 0.8594
Epoch 311/500
225/225 [==============================] - 0s 787us/step - loss: 0.3409 - accuracy: 0.8594
Epoch 312/500
225/225 [==============================] - 0s 738us/step - loss: 0.3409 - accuracy: 0.8587
Epoch 313/500
225/225 [==============================] - 0s 759us/step - loss: 0.3410 - accuracy: 0.8594
Epoch 314/500
225/225 [==============================] - 0s 735us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 315/500
225/225 [==============================] - 0s 744us/step - loss: 0.3407 - accuracy: 0.8583
Epoch 316/500
225/225 [==============================] - 0s 759us/step - loss: 0.3409 - accuracy: 0.8596
Epoch 317/500
225/225 [==============================] - 0s 739us/step - loss: 0.3406 - accuracy: 0.8579
Epoch 318/500
225/225 [==============================] - 0s 728us/step - loss: 0.3408 - accuracy: 0.8581
Epoch 319/500
225/225 [==============================] - 0s 770us/step - loss: 0.3407 - accuracy: 0.8578
Epoch 320/500
225/225 [==============================] - 0s 738us/step - loss: 0.3411 - accuracy: 0.8592
Epoch 321/500
225/225 [==============================] - 0s 727us/step - loss: 0.3409 - accuracy: 0.8567
Epoch 322/500
225/225 [==============================] - 0s 744us/step - loss: 0.3408 - accuracy: 0.8606
Epoch 323/500
225/225 [==============================] - 0s 737us/step - loss: 0.3407 - accuracy: 0.8585
Epoch 324/500
225/225 [==============================] - 0s 778us/step - loss: 0.3408 - accuracy: 0.8585
Epoch 325/500
225/225 [==============================] - 0s 751us/step - loss: 0.3409 - accuracy: 0.8585
Epoch 326/500
225/225 [==============================] - 0s 741us/step - loss: 0.3405 - accuracy: 0.8589
Epoch 327/500
225/225 [==============================] - 0s 728us/step - loss: 0.3412 - accuracy: 0.8589
Epoch 328/500
225/225 [==============================] - 0s 797us/step - loss: 0.3406 - accuracy: 0.8578
Epoch 329/500
225/225 [==============================] - 0s 749us/step - loss: 0.3406 - accuracy: 0.8576
Epoch 330/500
225/225 [==============================] - 0s 749us/step - loss: 0.3402 - accuracy: 0.8597
Epoch 331/500
225/225 [==============================] - 0s 733us/step - loss: 0.3407 - accuracy: 0.8592
Epoch 332/500
225/225 [==============================] - 0s 746us/step - loss: 0.3406 - accuracy: 0.8589
Epoch 333/500
225/225 [==============================] - 0s 744us/step - loss: 0.3406 - accuracy: 0.8579
Epoch 334/500
225/225 [==============================] - 0s 754us/step - loss: 0.3407 - accuracy: 0.8578
Epoch 335/500
225/225 [==============================] - 0s 754us/step - loss: 0.3405 - accuracy: 0.8581
Epoch 336/500
225/225 [==============================] - 0s 740us/step - loss: 0.3407 - accuracy: 0.8578
Epoch 337/500
225/225 [==============================] - 0s 730us/step - loss: 0.3409 - accuracy: 0.8568
Epoch 338/500
225/225 [==============================] - 0s 738us/step - loss: 0.3405 - accuracy: 0.8581
Epoch 339/500
225/225 [==============================] - 0s 744us/step - loss: 0.3408 - accuracy: 0.8576
Epoch 340/500
225/225 [==============================] - 0s 751us/step - loss: 0.3407 - accuracy: 0.8574
Epoch 341/500
225/225 [==============================] - 0s 745us/step - loss: 0.3406 - accuracy: 0.8586
Epoch 342/500
225/225 [==============================] - 0s 743us/step - loss: 0.3405 - accuracy: 0.8599
Epoch 343/500
225/225 [==============================] - 0s 735us/step - loss: 0.3402 - accuracy: 0.8607
Epoch 344/500
225/225 [==============================] - 0s 734us/step - loss: 0.3404 - accuracy: 0.8578
Epoch 345/500
225/225 [==============================] - 0s 777us/step - loss: 0.3407 - accuracy: 0.8594
Epoch 346/500
225/225 [==============================] - 0s 725us/step - loss: 0.3401 - accuracy: 0.8587
Epoch 347/500
225/225 [==============================] - 0s 779us/step - loss: 0.3405 - accuracy: 0.8587
Epoch 348/500
225/225 [==============================] - 0s 739us/step - loss: 0.3406 - accuracy: 0.8583
Epoch 349/500
225/225 [==============================] - 0s 731us/step - loss: 0.3402 - accuracy: 0.8597
Epoch 350/500
225/225 [==============================] - 0s 734us/step - loss: 0.3405 - accuracy: 0.8586
Epoch 351/500
225/225 [==============================] - 0s 748us/step - loss: 0.3401 - accuracy: 0.8593
Epoch 352/500
225/225 [==============================] - 0s 777us/step - loss: 0.3401 - accuracy: 0.8596
Epoch 353/500
225/225 [==============================] - 0s 744us/step - loss: 0.3403 - accuracy: 0.8590
Epoch 354/500
225/225 [==============================] - 0s 747us/step - loss: 0.3402 - accuracy: 0.8583
Epoch 355/500
225/225 [==============================] - 0s 746us/step - loss: 0.3405 - accuracy: 0.8567
Epoch 356/500
225/225 [==============================] - 0s 724us/step - loss: 0.3405 - accuracy: 0.8575
Epoch 357/500
225/225 [==============================] - 0s 749us/step - loss: 0.3400 - accuracy: 0.8583
Epoch 358/500
225/225 [==============================] - 0s 795us/step - loss: 0.3403 - accuracy: 0.8582
Epoch 359/500
225/225 [==============================] - 0s 730us/step - loss: 0.3400 - accuracy: 0.8589
Epoch 360/500
225/225 [==============================] - 0s 742us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 361/500
225/225 [==============================] - 0s 739us/step - loss: 0.3402 - accuracy: 0.8583
Epoch 362/500
225/225 [==============================] - 0s 733us/step - loss: 0.3404 - accuracy: 0.8600
Epoch 363/500
225/225 [==============================] - 0s 742us/step - loss: 0.3400 - accuracy: 0.8599
Epoch 364/500
225/225 [==============================] - 0s 791us/step - loss: 0.3403 - accuracy: 0.8583
Epoch 365/500
225/225 [==============================] - 0s 722us/step - loss: 0.3401 - accuracy: 0.8581
Epoch 366/500
225/225 [==============================] - 0s 750us/step - loss: 0.3403 - accuracy: 0.8594
Epoch 367/500
225/225 [==============================] - 0s 738us/step - loss: 0.3399 - accuracy: 0.8585
Epoch 368/500
225/225 [==============================] - 0s 727us/step - loss: 0.3404 - accuracy: 0.8579
Epoch 369/500
225/225 [==============================] - 0s 749us/step - loss: 0.3404 - accuracy: 0.8583
Epoch 370/500
225/225 [==============================] - 0s 791us/step - loss: 0.3401 - accuracy: 0.8582
Epoch 371/500
225/225 [==============================] - 0s 733us/step - loss: 0.3398 - accuracy: 0.8582
Epoch 372/500
225/225 [==============================] - 0s 745us/step - loss: 0.3402 - accuracy: 0.8587
Epoch 373/500
225/225 [==============================] - 0s 728us/step - loss: 0.3401 - accuracy: 0.8582
Epoch 374/500
225/225 [==============================] - 0s 728us/step - loss: 0.3403 - accuracy: 0.8586
Epoch 375/500
225/225 [==============================] - 0s 861us/step - loss: 0.3401 - accuracy: 0.8604
Epoch 376/500
225/225 [==============================] - 0s 766us/step - loss: 0.3400 - accuracy: 0.8592
Epoch 377/500
225/225 [==============================] - 0s 744us/step - loss: 0.3400 - accuracy: 0.8592
Epoch 378/500
225/225 [==============================] - 0s 741us/step - loss: 0.3401 - accuracy: 0.8585
Epoch 379/500
225/225 [==============================] - 0s 756us/step - loss: 0.3402 - accuracy: 0.8578
Epoch 380/500
225/225 [==============================] - 0s 729us/step - loss: 0.3401 - accuracy: 0.8565
Epoch 381/500
225/225 [==============================] - 0s 739us/step - loss: 0.3402 - accuracy: 0.8583
Epoch 382/500
225/225 [==============================] - 0s 789us/step - loss: 0.3397 - accuracy: 0.8581
Epoch 383/500
225/225 [==============================] - 0s 739us/step - loss: 0.3401 - accuracy: 0.8583
Epoch 384/500
225/225 [==============================] - 0s 731us/step - loss: 0.3396 - accuracy: 0.8586
Epoch 385/500
225/225 [==============================] - 0s 743us/step - loss: 0.3397 - accuracy: 0.8583
Epoch 386/500
225/225 [==============================] - 0s 743us/step - loss: 0.3398 - accuracy: 0.8583
Epoch 387/500
225/225 [==============================] - 0s 845us/step - loss: 0.3400 - accuracy: 0.8587
Epoch 388/500
225/225 [==============================] - 0s 744us/step - loss: 0.3400 - accuracy: 0.8569
Epoch 389/500
225/225 [==============================] - 0s 741us/step - loss: 0.3401 - accuracy: 0.8576
Epoch 390/500
225/225 [==============================] - 0s 731us/step - loss: 0.3400 - accuracy: 0.8576
Epoch 391/500
225/225 [==============================] - 0s 740us/step - loss: 0.3397 - accuracy: 0.8592
Epoch 392/500
225/225 [==============================] - 0s 743us/step - loss: 0.3397 - accuracy: 0.8579
Epoch 393/500
225/225 [==============================] - 0s 785us/step - loss: 0.3399 - accuracy: 0.8589
Epoch 394/500
225/225 [==============================] - 0s 745us/step - loss: 0.3396 - accuracy: 0.8593
Epoch 395/500
225/225 [==============================] - 0s 744us/step - loss: 0.3399 - accuracy: 0.8583
Epoch 396/500
225/225 [==============================] - 0s 730us/step - loss: 0.3396 - accuracy: 0.8589
Epoch 397/500
225/225 [==============================] - 0s 745us/step - loss: 0.3400 - accuracy: 0.8593
Epoch 398/500
225/225 [==============================] - 0s 738us/step - loss: 0.3397 - accuracy: 0.8593
Epoch 399/500
225/225 [==============================] - 0s 756us/step - loss: 0.3398 - accuracy: 0.8578
Epoch 400/500
225/225 [==============================] - 0s 743us/step - loss: 0.3397 - accuracy: 0.8585
Epoch 401/500
225/225 [==============================] - 0s 742us/step - loss: 0.3396 - accuracy: 0.8574
Epoch 402/500
225/225 [==============================] - 0s 735us/step - loss: 0.3399 - accuracy: 0.8581
Epoch 403/500
225/225 [==============================] - 0s 744us/step - loss: 0.3392 - accuracy: 0.8589
Epoch 404/500
225/225 [==============================] - 0s 749us/step - loss: 0.3399 - accuracy: 0.8582
Epoch 405/500
225/225 [==============================] - 0s 792us/step - loss: 0.3401 - accuracy: 0.8593
Epoch 406/500
225/225 [==============================] - 0s 727us/step - loss: 0.3398 - accuracy: 0.8587
Epoch 407/500
225/225 [==============================] - 0s 744us/step - loss: 0.3399 - accuracy: 0.8578
Epoch 408/500
225/225 [==============================] - 0s 755us/step - loss: 0.3391 - accuracy: 0.8586
Epoch 409/500
225/225 [==============================] - 0s 726us/step - loss: 0.3399 - accuracy: 0.8571
Epoch 410/500
225/225 [==============================] - 0s 739us/step - loss: 0.3397 - accuracy: 0.8582
Epoch 411/500
225/225 [==============================] - 0s 795us/step - loss: 0.3395 - accuracy: 0.8590
Epoch 412/500
225/225 [==============================] - 0s 744us/step - loss: 0.3397 - accuracy: 0.8594
Epoch 413/500
225/225 [==============================] - 0s 743us/step - loss: 0.3395 - accuracy: 0.8579
Epoch 414/500
225/225 [==============================] - 0s 782us/step - loss: 0.3396 - accuracy: 0.8589
Epoch 415/500
225/225 [==============================] - 0s 730us/step - loss: 0.3398 - accuracy: 0.8576
Epoch 416/500
225/225 [==============================] - 0s 743us/step - loss: 0.3399 - accuracy: 0.8587
Epoch 417/500
225/225 [==============================] - 0s 754us/step - loss: 0.3396 - accuracy: 0.8587
Epoch 418/500
225/225 [==============================] - 0s 732us/step - loss: 0.3398 - accuracy: 0.8575
Epoch 419/500
225/225 [==============================] - 0s 744us/step - loss: 0.3397 - accuracy: 0.8574
Epoch 420/500
225/225 [==============================] - 0s 751us/step - loss: 0.3396 - accuracy: 0.8567
Epoch 421/500
225/225 [==============================] - 0s 838us/step - loss: 0.3398 - accuracy: 0.8579
Epoch 422/500
225/225 [==============================] - 0s 790us/step - loss: 0.3396 - accuracy: 0.8587
Epoch 423/500
225/225 [==============================] - 0s 736us/step - loss: 0.3395 - accuracy: 0.8587
Epoch 424/500
225/225 [==============================] - 0s 735us/step - loss: 0.3392 - accuracy: 0.8596
Epoch 425/500
225/225 [==============================] - 0s 740us/step - loss: 0.3395 - accuracy: 0.8575
Epoch 426/500
225/225 [==============================] - 0s 738us/step - loss: 0.3395 - accuracy: 0.8575
Epoch 427/500
225/225 [==============================] - 0s 740us/step - loss: 0.3397 - accuracy: 0.8590
Epoch 428/500
225/225 [==============================] - 0s 750us/step - loss: 0.3396 - accuracy: 0.8574
Epoch 429/500
225/225 [==============================] - 0s 744us/step - loss: 0.3397 - accuracy: 0.8586
Epoch 430/500
225/225 [==============================] - 0s 746us/step - loss: 0.3397 - accuracy: 0.8586
Epoch 431/500
225/225 [==============================] - 0s 739us/step - loss: 0.3396 - accuracy: 0.8587
Epoch 432/500
225/225 [==============================] - 0s 741us/step - loss: 0.3394 - accuracy: 0.8586
Epoch 433/500
225/225 [==============================] - 0s 737us/step - loss: 0.3397 - accuracy: 0.8578
Epoch 434/500
225/225 [==============================] - 0s 777us/step - loss: 0.3396 - accuracy: 0.8599
Epoch 435/500
225/225 [==============================] - 0s 753us/step - loss: 0.3393 - accuracy: 0.8583
Epoch 436/500
225/225 [==============================] - 0s 763us/step - loss: 0.3397 - accuracy: 0.8590
Epoch 437/500
225/225 [==============================] - 0s 741us/step - loss: 0.3395 - accuracy: 0.8578
Epoch 438/500
225/225 [==============================] - 0s 745us/step - loss: 0.3391 - accuracy: 0.8582
Epoch 439/500
225/225 [==============================] - 0s 742us/step - loss: 0.3395 - accuracy: 0.8593
Epoch 440/500
225/225 [==============================] - 0s 795us/step - loss: 0.3393 - accuracy: 0.8581
Epoch 441/500
225/225 [==============================] - 0s 728us/step - loss: 0.3396 - accuracy: 0.8575
Epoch 442/500
225/225 [==============================] - 0s 743us/step - loss: 0.3396 - accuracy: 0.8581
Epoch 443/500
225/225 [==============================] - 0s 747us/step - loss: 0.3393 - accuracy: 0.8589
Epoch 444/500
225/225 [==============================] - 0s 733us/step - loss: 0.3390 - accuracy: 0.8597
Epoch 445/500
225/225 [==============================] - 0s 747us/step - loss: 0.3391 - accuracy: 0.8587
Epoch 446/500
225/225 [==============================] - 0s 792us/step - loss: 0.3393 - accuracy: 0.8604
Epoch 447/500
225/225 [==============================] - 0s 731us/step - loss: 0.3393 - accuracy: 0.8589
Epoch 448/500
225/225 [==============================] - 0s 780us/step - loss: 0.3396 - accuracy: 0.8596
Epoch 449/500
225/225 [==============================] - 0s 754us/step - loss: 0.3395 - accuracy: 0.8587
Epoch 450/500
225/225 [==============================] - 0s 736us/step - loss: 0.3397 - accuracy: 0.8585
Epoch 451/500
225/225 [==============================] - 0s 740us/step - loss: 0.3394 - accuracy: 0.8587
Epoch 452/500
225/225 [==============================] - 0s 793us/step - loss: 0.3396 - accuracy: 0.8576
Epoch 453/500
225/225 [==============================] - 0s 725us/step - loss: 0.3390 - accuracy: 0.8589
Epoch 454/500
225/225 [==============================] - 0s 743us/step - loss: 0.3392 - accuracy: 0.8593
Epoch 455/500
225/225 [==============================] - 0s 759us/step - loss: 0.3393 - accuracy: 0.8581
Epoch 456/500
225/225 [==============================] - 0s 734us/step - loss: 0.3395 - accuracy: 0.8586
Epoch 457/500
225/225 [==============================] - 0s 754us/step - loss: 0.3392 - accuracy: 0.8578
Epoch 458/500
225/225 [==============================] - 0s 748us/step - loss: 0.3396 - accuracy: 0.8590
Epoch 459/500
225/225 [==============================] - 0s 733us/step - loss: 0.3394 - accuracy: 0.8569
Epoch 460/500
225/225 [==============================] - 0s 737us/step - loss: 0.3391 - accuracy: 0.8590
Epoch 461/500
225/225 [==============================] - 0s 747us/step - loss: 0.3394 - accuracy: 0.8597
Epoch 462/500
225/225 [==============================] - 0s 745us/step - loss: 0.3395 - accuracy: 0.8585
Epoch 463/500
225/225 [==============================] - 0s 731us/step - loss: 0.3393 - accuracy: 0.8576
Epoch 464/500
225/225 [==============================] - 0s 810us/step - loss: 0.3394 - accuracy: 0.8575
Epoch 465/500
225/225 [==============================] - 0s 744us/step - loss: 0.3395 - accuracy: 0.8587
Epoch 466/500
225/225 [==============================] - 0s 729us/step - loss: 0.3389 - accuracy: 0.8606
Epoch 467/500
225/225 [==============================] - 0s 746us/step - loss: 0.3392 - accuracy: 0.8565
Epoch 468/500
225/225 [==============================] - 0s 739us/step - loss: 0.3395 - accuracy: 0.8583
Epoch 469/500
225/225 [==============================] - 0s 766us/step - loss: 0.3394 - accuracy: 0.8599
Epoch 470/500
225/225 [==============================] - 0s 781us/step - loss: 0.3393 - accuracy: 0.8579
Epoch 471/500
225/225 [==============================] - 0s 739us/step - loss: 0.3395 - accuracy: 0.8599
Epoch 472/500
225/225 [==============================] - 0s 741us/step - loss: 0.3392 - accuracy: 0.8593
Epoch 473/500
225/225 [==============================] - 0s 757us/step - loss: 0.3394 - accuracy: 0.8589
Epoch 474/500
225/225 [==============================] - 0s 741us/step - loss: 0.3391 - accuracy: 0.8585
Epoch 475/500
225/225 [==============================] - 0s 771us/step - loss: 0.3393 - accuracy: 0.8590
Epoch 476/500
225/225 [==============================] - 0s 753us/step - loss: 0.3391 - accuracy: 0.8589
Epoch 477/500
225/225 [==============================] - 0s 745us/step - loss: 0.3391 - accuracy: 0.8587
Epoch 478/500
225/225 [==============================] - 0s 725us/step - loss: 0.3390 - accuracy: 0.8590
Epoch 479/500
225/225 [==============================] - 0s 743us/step - loss: 0.3394 - accuracy: 0.8574
Epoch 480/500
225/225 [==============================] - 0s 740us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 481/500
225/225 [==============================] - 0s 758us/step - loss: 0.3392 - accuracy: 0.8600
Epoch 482/500
225/225 [==============================] - 0s 729us/step - loss: 0.3392 - accuracy: 0.8594
Epoch 483/500
225/225 [==============================] - 0s 744us/step - loss: 0.3392 - accuracy: 0.8585
Epoch 484/500
225/225 [==============================] - 0s 742us/step - loss: 0.3392 - accuracy: 0.8582
Epoch 485/500
225/225 [==============================] - 0s 735us/step - loss: 0.3391 - accuracy: 0.8582
Epoch 486/500
225/225 [==============================] - 0s 738us/step - loss: 0.3391 - accuracy: 0.8572
Epoch 487/500
225/225 [==============================] - 0s 816us/step - loss: 0.3394 - accuracy: 0.8583
Epoch 488/500
225/225 [==============================] - 0s 880us/step - loss: 0.3391 - accuracy: 0.8583
Epoch 489/500
225/225 [==============================] - 0s 764us/step - loss: 0.3389 - accuracy: 0.8592
Epoch 490/500
225/225 [==============================] - 0s 809us/step - loss: 0.3391 - accuracy: 0.8596
Epoch 491/500
225/225 [==============================] - 0s 765us/step - loss: 0.3389 - accuracy: 0.8587
Epoch 492/500
225/225 [==============================] - 0s 742us/step - loss: 0.3390 - accuracy: 0.8590
Epoch 493/500
225/225 [==============================] - 0s 769us/step - loss: 0.3387 - accuracy: 0.8585
Epoch 494/500
225/225 [==============================] - 0s 782us/step - loss: 0.3396 - accuracy: 0.8578
Epoch 495/500
225/225 [==============================] - 0s 744us/step - loss: 0.3389 - accuracy: 0.8582
Epoch 496/500
225/225 [==============================] - 0s 782us/step - loss: 0.3391 - accuracy: 0.8593
Epoch 497/500
225/225 [==============================] - 0s 756us/step - loss: 0.3393 - accuracy: 0.8582
Epoch 498/500
225/225 [==============================] - 0s 760us/step - loss: 0.3392 - accuracy: 0.8583
Epoch 499/500
225/225 [==============================] - 0s 817us/step - loss: 0.3394 - accuracy: 0.8583
Epoch 500/500
225/225 [==============================] - 0s 875us/step - loss: 0.3392 - accuracy: 0.8593
Epoch 1/500
225/225 [==============================] - 0s 720us/step - loss: 0.6219 - accuracy: 0.7986
Epoch 2/500
225/225 [==============================] - 0s 745us/step - loss: 0.5477 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 728us/step - loss: 0.5208 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 714us/step - loss: 0.5103 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 849us/step - loss: 0.5059 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 722us/step - loss: 0.5040 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 733us/step - loss: 0.5031 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 735us/step - loss: 0.5027 - accuracy: 0.7986
Epoch 9/500
225/225 [==============================] - 0s 718us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 10/500
225/225 [==============================] - 0s 749us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/500
225/225 [==============================] - 0s 726us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 12/500
225/225 [==============================] - 0s 706us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 13/500
225/225 [==============================] - 0s 732us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 14/500
225/225 [==============================] - 0s 755us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/500
225/225 [==============================] - 0s 725us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/500
225/225 [==============================] - 0s 740us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/500
225/225 [==============================] - 0s 731us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 18/500
225/225 [==============================] - 0s 766us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 19/500
225/225 [==============================] - 0s 746us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 20/500
225/225 [==============================] - 0s 730us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 21/500
225/225 [==============================] - 0s 728us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 22/500
225/225 [==============================] - 0s 732us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/500
225/225 [==============================] - 0s 735us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/500
225/225 [==============================] - 0s 723us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/500
225/225 [==============================] - 0s 745us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/500
225/225 [==============================] - 0s 751us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/500
225/225 [==============================] - 0s 753us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/500
225/225 [==============================] - 0s 726us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/500
225/225 [==============================] - 0s 736us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/500
225/225 [==============================] - 0s 732us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/500
225/225 [==============================] - 0s 765us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/500
225/225 [==============================] - 0s 733us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/500
225/225 [==============================] - 0s 729us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/500
225/225 [==============================] - 0s 728us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/500
225/225 [==============================] - 0s 735us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/500
225/225 [==============================] - 0s 731us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/500
225/225 [==============================] - 0s 758us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/500
225/225 [==============================] - 0s 740us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/500
225/225 [==============================] - 0s 730us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/500
225/225 [==============================] - 0s 729us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 41/500
225/225 [==============================] - 0s 737us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 42/500
225/225 [==============================] - 0s 728us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 43/500
225/225 [==============================] - 0s 750us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 44/500
225/225 [==============================] - 0s 724us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 45/500
225/225 [==============================] - 0s 728us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 46/500
225/225 [==============================] - 0s 737us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 47/500
225/225 [==============================] - 0s 743us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 48/500
225/225 [==============================] - 0s 718us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 49/500
225/225 [==============================] - 0s 773us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 50/500
225/225 [==============================] - 0s 749us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 51/500
225/225 [==============================] - 0s 739us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 52/500
225/225 [==============================] - 0s 736us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 53/500
225/225 [==============================] - 0s 741us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 54/500
225/225 [==============================] - 0s 721us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 55/500
225/225 [==============================] - 0s 774us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 56/500
225/225 [==============================] - 0s 735us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 57/500
225/225 [==============================] - 0s 741us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 58/500
225/225 [==============================] - 0s 721us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 59/500
225/225 [==============================] - 0s 732us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 60/500
225/225 [==============================] - 0s 740us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 61/500
225/225 [==============================] - 0s 767us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 62/500
225/225 [==============================] - 0s 755us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 63/500
225/225 [==============================] - 0s 741us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 64/500
225/225 [==============================] - 0s 718us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 65/500
225/225 [==============================] - 0s 738us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 66/500
225/225 [==============================] - 0s 748us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 67/500
225/225 [==============================] - 0s 738us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 68/500
225/225 [==============================] - 0s 730us/step - loss: 0.5011 - accuracy: 0.7986
Epoch 69/500
225/225 [==============================] - 0s 740us/step - loss: 0.5009 - accuracy: 0.7986
Epoch 70/500
225/225 [==============================] - 0s 713us/step - loss: 0.5007 - accuracy: 0.7986
Epoch 71/500
225/225 [==============================] - 0s 736us/step - loss: 0.5004 - accuracy: 0.7986
Epoch 72/500
225/225 [==============================] - 0s 734us/step - loss: 0.5001 - accuracy: 0.7986
Epoch 73/500
225/225 [==============================] - 0s 757us/step - loss: 0.4997 - accuracy: 0.7986
Epoch 74/500
225/225 [==============================] - 0s 732us/step - loss: 0.4992 - accuracy: 0.7986
Epoch 75/500
225/225 [==============================] - 0s 744us/step - loss: 0.4986 - accuracy: 0.7986
Epoch 76/500
225/225 [==============================] - 0s 720us/step - loss: 0.4978 - accuracy: 0.7986
Epoch 77/500
225/225 [==============================] - 0s 736us/step - loss: 0.4968 - accuracy: 0.7986
Epoch 78/500
225/225 [==============================] - 0s 742us/step - loss: 0.4956 - accuracy: 0.7986
Epoch 79/500
225/225 [==============================] - 0s 772us/step - loss: 0.4941 - accuracy: 0.7986
Epoch 80/500
225/225 [==============================] - 0s 730us/step - loss: 0.4921 - accuracy: 0.7986
Epoch 81/500
225/225 [==============================] - 0s 741us/step - loss: 0.4897 - accuracy: 0.7986
Epoch 82/500
225/225 [==============================] - 0s 726us/step - loss: 0.4866 - accuracy: 0.7986
Epoch 83/500
225/225 [==============================] - 0s 735us/step - loss: 0.4827 - accuracy: 0.7986
Epoch 84/500
225/225 [==============================] - 0s 745us/step - loss: 0.4780 - accuracy: 0.7986
Epoch 85/500
225/225 [==============================] - 0s 807us/step - loss: 0.4724 - accuracy: 0.7986
Epoch 86/500
225/225 [==============================] - 0s 754us/step - loss: 0.4662 - accuracy: 0.7986
Epoch 87/500
225/225 [==============================] - 0s 749us/step - loss: 0.4597 - accuracy: 0.7986
Epoch 88/500
225/225 [==============================] - 0s 738us/step - loss: 0.4532 - accuracy: 0.7986
Epoch 89/500
225/225 [==============================] - 0s 752us/step - loss: 0.4471 - accuracy: 0.7986
Epoch 90/500
225/225 [==============================] - 0s 866us/step - loss: 0.4419 - accuracy: 0.7986
Epoch 91/500
225/225 [==============================] - 0s 771us/step - loss: 0.4375 - accuracy: 0.7986
Epoch 92/500
225/225 [==============================] - 0s 726us/step - loss: 0.4343 - accuracy: 0.7986
Epoch 93/500
225/225 [==============================] - 0s 735us/step - loss: 0.4319 - accuracy: 0.7986
Epoch 94/500
225/225 [==============================] - 0s 738us/step - loss: 0.4303 - accuracy: 0.7986
Epoch 95/500
225/225 [==============================] - 0s 725us/step - loss: 0.4293 - accuracy: 0.7985
Epoch 96/500
225/225 [==============================] - 0s 759us/step - loss: 0.4285 - accuracy: 0.7969
Epoch 97/500
225/225 [==============================] - 0s 726us/step - loss: 0.4280 - accuracy: 0.7978
Epoch 98/500
225/225 [==============================] - 0s 727us/step - loss: 0.4276 - accuracy: 0.7992
Epoch 99/500
225/225 [==============================] - 0s 731us/step - loss: 0.4271 - accuracy: 0.8007
Epoch 100/500
225/225 [==============================] - 0s 726us/step - loss: 0.4267 - accuracy: 0.8042
Epoch 101/500
225/225 [==============================] - 0s 724us/step - loss: 0.4263 - accuracy: 0.8040
Epoch 102/500
225/225 [==============================] - 0s 748us/step - loss: 0.4258 - accuracy: 0.8079
Epoch 103/500
225/225 [==============================] - 0s 728us/step - loss: 0.4251 - accuracy: 0.8096
Epoch 104/500
225/225 [==============================] - 0s 714us/step - loss: 0.4244 - accuracy: 0.8149
Epoch 105/500
225/225 [==============================] - 0s 765us/step - loss: 0.4235 - accuracy: 0.8169
Epoch 106/500
225/225 [==============================] - 0s 727us/step - loss: 0.4224 - accuracy: 0.8199
Epoch 107/500
225/225 [==============================] - 0s 732us/step - loss: 0.4212 - accuracy: 0.8238
Epoch 108/500
225/225 [==============================] - 0s 756us/step - loss: 0.4200 - accuracy: 0.8254
Epoch 109/500
225/225 [==============================] - 0s 739us/step - loss: 0.4187 - accuracy: 0.8283
Epoch 110/500
225/225 [==============================] - 0s 750us/step - loss: 0.4175 - accuracy: 0.8279
Epoch 111/500
225/225 [==============================] - 0s 733us/step - loss: 0.4164 - accuracy: 0.8299
Epoch 112/500
225/225 [==============================] - 0s 732us/step - loss: 0.4153 - accuracy: 0.8322
Epoch 113/500
225/225 [==============================] - 0s 728us/step - loss: 0.4143 - accuracy: 0.8324
Epoch 114/500
225/225 [==============================] - 0s 751us/step - loss: 0.4134 - accuracy: 0.8347
Epoch 115/500
225/225 [==============================] - 0s 732us/step - loss: 0.4126 - accuracy: 0.8346
Epoch 116/500
225/225 [==============================] - 0s 714us/step - loss: 0.4119 - accuracy: 0.8354
Epoch 117/500
225/225 [==============================] - 0s 745us/step - loss: 0.4112 - accuracy: 0.8343
Epoch 118/500
225/225 [==============================] - 0s 733us/step - loss: 0.4106 - accuracy: 0.8347
Epoch 119/500
225/225 [==============================] - 0s 716us/step - loss: 0.4101 - accuracy: 0.8357
Epoch 120/500
225/225 [==============================] - 0s 755us/step - loss: 0.4095 - accuracy: 0.8363
Epoch 121/500
225/225 [==============================] - 0s 742us/step - loss: 0.4089 - accuracy: 0.8354
Epoch 122/500
225/225 [==============================] - 0s 745us/step - loss: 0.4084 - accuracy: 0.8360
Epoch 123/500
225/225 [==============================] - 0s 737us/step - loss: 0.4079 - accuracy: 0.8360
Epoch 124/500
225/225 [==============================] - 0s 736us/step - loss: 0.4074 - accuracy: 0.8363
Epoch 125/500
225/225 [==============================] - 0s 713us/step - loss: 0.4071 - accuracy: 0.8367
Epoch 126/500
225/225 [==============================] - 0s 763us/step - loss: 0.4066 - accuracy: 0.8368
Epoch 127/500
225/225 [==============================] - 0s 729us/step - loss: 0.4061 - accuracy: 0.8378
Epoch 128/500
225/225 [==============================] - 0s 802us/step - loss: 0.4058 - accuracy: 0.8372
Epoch 129/500
225/225 [==============================] - 0s 766us/step - loss: 0.4053 - accuracy: 0.8357
Epoch 130/500
225/225 [==============================] - 0s 870us/step - loss: 0.4049 - accuracy: 0.8374
Epoch 131/500
225/225 [==============================] - 0s 763us/step - loss: 0.4047 - accuracy: 0.8369
Epoch 132/500
225/225 [==============================] - 0s 739us/step - loss: 0.4046 - accuracy: 0.8363
Epoch 133/500
225/225 [==============================] - 0s 732us/step - loss: 0.4042 - accuracy: 0.8386
Epoch 134/500
225/225 [==============================] - 0s 747us/step - loss: 0.4039 - accuracy: 0.8372
Epoch 135/500
225/225 [==============================] - 0s 722us/step - loss: 0.4037 - accuracy: 0.8378
Epoch 136/500
225/225 [==============================] - 0s 739us/step - loss: 0.4034 - accuracy: 0.8361
Epoch 137/500
225/225 [==============================] - 0s 763us/step - loss: 0.4029 - accuracy: 0.8365
Epoch 138/500
225/225 [==============================] - 0s 749us/step - loss: 0.4027 - accuracy: 0.8382
Epoch 139/500
225/225 [==============================] - 0s 741us/step - loss: 0.4026 - accuracy: 0.8371
Epoch 140/500
225/225 [==============================] - 0s 888us/step - loss: 0.4023 - accuracy: 0.8383
Epoch 141/500
225/225 [==============================] - 0s 738us/step - loss: 0.4021 - accuracy: 0.8382
Epoch 142/500
225/225 [==============================] - 0s 728us/step - loss: 0.4019 - accuracy: 0.8369
Epoch 143/500
225/225 [==============================] - 0s 772us/step - loss: 0.4014 - accuracy: 0.8379
Epoch 144/500
225/225 [==============================] - 0s 735us/step - loss: 0.4012 - accuracy: 0.8378
Epoch 145/500
225/225 [==============================] - 0s 755us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 146/500
225/225 [==============================] - 0s 741us/step - loss: 0.4008 - accuracy: 0.8361
Epoch 147/500
225/225 [==============================] - 0s 731us/step - loss: 0.4005 - accuracy: 0.8371
Epoch 148/500
225/225 [==============================] - 0s 730us/step - loss: 0.4000 - accuracy: 0.8393
Epoch 149/500
225/225 [==============================] - 0s 761us/step - loss: 0.4000 - accuracy: 0.8360
Epoch 150/500
225/225 [==============================] - 0s 724us/step - loss: 0.3997 - accuracy: 0.8358
Epoch 151/500
225/225 [==============================] - 0s 718us/step - loss: 0.3996 - accuracy: 0.8385
Epoch 152/500
225/225 [==============================] - 0s 738us/step - loss: 0.3993 - accuracy: 0.8356
Epoch 153/500
225/225 [==============================] - 0s 737us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 154/500
225/225 [==============================] - 0s 720us/step - loss: 0.3990 - accuracy: 0.8369
Epoch 155/500
225/225 [==============================] - 0s 761us/step - loss: 0.3988 - accuracy: 0.8375
Epoch 156/500
225/225 [==============================] - 0s 723us/step - loss: 0.3987 - accuracy: 0.8363
Epoch 157/500
225/225 [==============================] - 0s 719us/step - loss: 0.3985 - accuracy: 0.8360
Epoch 158/500
225/225 [==============================] - 0s 852us/step - loss: 0.3984 - accuracy: 0.8363
Epoch 159/500
225/225 [==============================] - 0s 737us/step - loss: 0.3983 - accuracy: 0.8364
Epoch 160/500
225/225 [==============================] - 0s 724us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 161/500
225/225 [==============================] - 0s 795us/step - loss: 0.3980 - accuracy: 0.8353
Epoch 162/500
225/225 [==============================] - 0s 738us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 163/500
225/225 [==============================] - 0s 726us/step - loss: 0.3976 - accuracy: 0.8372
Epoch 164/500
225/225 [==============================] - 0s 748us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 165/500
225/225 [==============================] - 0s 773us/step - loss: 0.3975 - accuracy: 0.8361
Epoch 166/500
225/225 [==============================] - 0s 719us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 167/500
225/225 [==============================] - 0s 748us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 168/500
225/225 [==============================] - 0s 753us/step - loss: 0.3973 - accuracy: 0.8363
Epoch 169/500
225/225 [==============================] - 0s 719us/step - loss: 0.3968 - accuracy: 0.8368
Epoch 170/500
225/225 [==============================] - 0s 740us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 171/500
225/225 [==============================] - 0s 725us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 172/500
225/225 [==============================] - 0s 718us/step - loss: 0.3968 - accuracy: 0.8369
Epoch 173/500
225/225 [==============================] - 0s 737us/step - loss: 0.3966 - accuracy: 0.8357
Epoch 174/500
225/225 [==============================] - 0s 767us/step - loss: 0.3967 - accuracy: 0.8368
Epoch 175/500
225/225 [==============================] - 0s 722us/step - loss: 0.3964 - accuracy: 0.8382
Epoch 176/500
225/225 [==============================] - 0s 743us/step - loss: 0.3965 - accuracy: 0.8378
Epoch 177/500
225/225 [==============================] - 0s 739us/step - loss: 0.3964 - accuracy: 0.8378
Epoch 178/500
225/225 [==============================] - 0s 757us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 179/500
225/225 [==============================] - 0s 747us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 180/500
225/225 [==============================] - 0s 727us/step - loss: 0.3960 - accuracy: 0.8351
Epoch 181/500
225/225 [==============================] - 0s 720us/step - loss: 0.3960 - accuracy: 0.8364
Epoch 182/500
225/225 [==============================] - 0s 741us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 183/500
225/225 [==============================] - 0s 737us/step - loss: 0.3958 - accuracy: 0.8364
Epoch 184/500
225/225 [==============================] - 0s 723us/step - loss: 0.3954 - accuracy: 0.8356
Epoch 185/500
225/225 [==============================] - 0s 771us/step - loss: 0.3959 - accuracy: 0.8368
Epoch 186/500
225/225 [==============================] - 0s 729us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 187/500
225/225 [==============================] - 0s 726us/step - loss: 0.3956 - accuracy: 0.8346
Epoch 188/500
225/225 [==============================] - 0s 740us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 189/500
225/225 [==============================] - 0s 739us/step - loss: 0.3953 - accuracy: 0.8361
Epoch 190/500
225/225 [==============================] - 0s 758us/step - loss: 0.3951 - accuracy: 0.8367
Epoch 191/500
225/225 [==============================] - 0s 738us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 192/500
225/225 [==============================] - 0s 744us/step - loss: 0.3953 - accuracy: 0.8367
Epoch 193/500
225/225 [==============================] - 0s 737us/step - loss: 0.3952 - accuracy: 0.8364
Epoch 194/500
225/225 [==============================] - 0s 745us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 195/500
225/225 [==============================] - 0s 763us/step - loss: 0.3948 - accuracy: 0.8368
Epoch 196/500
225/225 [==============================] - 0s 736us/step - loss: 0.3949 - accuracy: 0.8358
Epoch 197/500
225/225 [==============================] - 0s 777us/step - loss: 0.3945 - accuracy: 0.8365
Epoch 198/500
225/225 [==============================] - 0s 735us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 199/500
225/225 [==============================] - 0s 730us/step - loss: 0.3947 - accuracy: 0.8365
Epoch 200/500
225/225 [==============================] - 0s 726us/step - loss: 0.3941 - accuracy: 0.8372
Epoch 201/500
225/225 [==============================] - 0s 736us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 202/500
225/225 [==============================] - 0s 770us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 203/500
225/225 [==============================] - 0s 746us/step - loss: 0.3943 - accuracy: 0.8354
Epoch 204/500
225/225 [==============================] - 0s 735us/step - loss: 0.3942 - accuracy: 0.8363
Epoch 205/500
225/225 [==============================] - 0s 734us/step - loss: 0.3943 - accuracy: 0.8363
Epoch 206/500
225/225 [==============================] - 0s 736us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 207/500
225/225 [==============================] - 0s 735us/step - loss: 0.3942 - accuracy: 0.8367
Epoch 208/500
225/225 [==============================] - 0s 760us/step - loss: 0.3941 - accuracy: 0.8361
Epoch 209/500
225/225 [==============================] - 0s 727us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 210/500
225/225 [==============================] - 0s 726us/step - loss: 0.3945 - accuracy: 0.8356
Epoch 211/500
225/225 [==============================] - 0s 728us/step - loss: 0.3939 - accuracy: 0.8342
Epoch 212/500
225/225 [==============================] - 0s 723us/step - loss: 0.3939 - accuracy: 0.8350
Epoch 213/500
225/225 [==============================] - 0s 737us/step - loss: 0.3936 - accuracy: 0.8363
Epoch 214/500
225/225 [==============================] - 0s 778us/step - loss: 0.3937 - accuracy: 0.8361
Epoch 215/500
225/225 [==============================] - 0s 722us/step - loss: 0.3936 - accuracy: 0.8364
Epoch 216/500
225/225 [==============================] - 0s 739us/step - loss: 0.3935 - accuracy: 0.8382
Epoch 217/500
225/225 [==============================] - 0s 730us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 218/500
225/225 [==============================] - 0s 737us/step - loss: 0.3939 - accuracy: 0.8363
Epoch 219/500
225/225 [==============================] - 0s 721us/step - loss: 0.3938 - accuracy: 0.8361
Epoch 220/500
225/225 [==============================] - 0s 758us/step - loss: 0.3937 - accuracy: 0.8360
Epoch 221/500
225/225 [==============================] - 0s 728us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 222/500
225/225 [==============================] - 0s 730us/step - loss: 0.3933 - accuracy: 0.8351
Epoch 223/500
225/225 [==============================] - 0s 724us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 224/500
225/225 [==============================] - 0s 728us/step - loss: 0.3932 - accuracy: 0.8357
Epoch 225/500
225/225 [==============================] - 0s 719us/step - loss: 0.3934 - accuracy: 0.8375
Epoch 226/500
225/225 [==============================] - 0s 762us/step - loss: 0.3930 - accuracy: 0.8364
Epoch 227/500
225/225 [==============================] - 0s 724us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 228/500
225/225 [==============================] - 0s 732us/step - loss: 0.3932 - accuracy: 0.8386
Epoch 229/500
225/225 [==============================] - 0s 721us/step - loss: 0.3929 - accuracy: 0.8368
Epoch 230/500
225/225 [==============================] - 0s 722us/step - loss: 0.3926 - accuracy: 0.8371
Epoch 231/500
225/225 [==============================] - 0s 717us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 232/500
225/225 [==============================] - 0s 769us/step - loss: 0.3928 - accuracy: 0.8371
Epoch 233/500
225/225 [==============================] - 0s 729us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 234/500
225/225 [==============================] - 0s 719us/step - loss: 0.3923 - accuracy: 0.8360
Epoch 235/500
225/225 [==============================] - 0s 721us/step - loss: 0.3929 - accuracy: 0.8358
Epoch 236/500
225/225 [==============================] - 0s 727us/step - loss: 0.3925 - accuracy: 0.8390
Epoch 237/500
225/225 [==============================] - 0s 722us/step - loss: 0.3923 - accuracy: 0.8374
Epoch 238/500
225/225 [==============================] - 0s 762us/step - loss: 0.3924 - accuracy: 0.8382
Epoch 239/500
225/225 [==============================] - 0s 727us/step - loss: 0.3927 - accuracy: 0.8358
Epoch 240/500
225/225 [==============================] - 0s 726us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 241/500
225/225 [==============================] - 0s 723us/step - loss: 0.3924 - accuracy: 0.8363
Epoch 242/500
225/225 [==============================] - 0s 730us/step - loss: 0.3923 - accuracy: 0.8379
Epoch 243/500
225/225 [==============================] - 0s 715us/step - loss: 0.3922 - accuracy: 0.8361
Epoch 244/500
225/225 [==============================] - 0s 744us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 245/500
225/225 [==============================] - 0s 735us/step - loss: 0.3923 - accuracy: 0.8367
Epoch 246/500
225/225 [==============================] - 0s 725us/step - loss: 0.3919 - accuracy: 0.8361
Epoch 247/500
225/225 [==============================] - 0s 724us/step - loss: 0.3921 - accuracy: 0.8351
Epoch 248/500
225/225 [==============================] - 0s 730us/step - loss: 0.3915 - accuracy: 0.8372
Epoch 249/500
225/225 [==============================] - 0s 724us/step - loss: 0.3919 - accuracy: 0.8383
Epoch 250/500
225/225 [==============================] - 0s 759us/step - loss: 0.3919 - accuracy: 0.8364
Epoch 251/500
225/225 [==============================] - 0s 737us/step - loss: 0.3917 - accuracy: 0.8365
Epoch 252/500
225/225 [==============================] - 0s 726us/step - loss: 0.3915 - accuracy: 0.8382
Epoch 253/500
225/225 [==============================] - 0s 720us/step - loss: 0.3917 - accuracy: 0.8371
Epoch 254/500
225/225 [==============================] - 0s 734us/step - loss: 0.3906 - accuracy: 0.8367
Epoch 255/500
225/225 [==============================] - 0s 730us/step - loss: 0.3914 - accuracy: 0.8378
Epoch 256/500
225/225 [==============================] - 0s 767us/step - loss: 0.3912 - accuracy: 0.8363
Epoch 257/500
225/225 [==============================] - 0s 731us/step - loss: 0.3911 - accuracy: 0.8356
Epoch 258/500
225/225 [==============================] - 0s 721us/step - loss: 0.3912 - accuracy: 0.8369
Epoch 259/500
225/225 [==============================] - 0s 719us/step - loss: 0.3914 - accuracy: 0.8344
Epoch 260/500
225/225 [==============================] - 0s 725us/step - loss: 0.3909 - accuracy: 0.8372
Epoch 261/500
225/225 [==============================] - 0s 723us/step - loss: 0.3903 - accuracy: 0.8346
Epoch 262/500
225/225 [==============================] - 0s 761us/step - loss: 0.3902 - accuracy: 0.8363
Epoch 263/500
225/225 [==============================] - 0s 726us/step - loss: 0.3907 - accuracy: 0.8376
Epoch 264/500
225/225 [==============================] - 0s 739us/step - loss: 0.3903 - accuracy: 0.8369
Epoch 265/500
225/225 [==============================] - 0s 738us/step - loss: 0.3906 - accuracy: 0.8358
Epoch 266/500
225/225 [==============================] - 0s 728us/step - loss: 0.3905 - accuracy: 0.8386
Epoch 267/500
225/225 [==============================] - 0s 719us/step - loss: 0.3900 - accuracy: 0.8385
Epoch 268/500
225/225 [==============================] - 0s 761us/step - loss: 0.3905 - accuracy: 0.8374
Epoch 269/500
225/225 [==============================] - 0s 727us/step - loss: 0.3903 - accuracy: 0.8374
Epoch 270/500
225/225 [==============================] - 0s 721us/step - loss: 0.3900 - accuracy: 0.8368
Epoch 271/500
225/225 [==============================] - 0s 720us/step - loss: 0.3901 - accuracy: 0.8375
Epoch 272/500
225/225 [==============================] - 0s 730us/step - loss: 0.3900 - accuracy: 0.8375
Epoch 273/500
225/225 [==============================] - 0s 718us/step - loss: 0.3896 - accuracy: 0.8363
Epoch 274/500
225/225 [==============================] - 0s 734us/step - loss: 0.3891 - accuracy: 0.8372
Epoch 275/500
225/225 [==============================] - 0s 728us/step - loss: 0.3898 - accuracy: 0.8361
Epoch 276/500
225/225 [==============================] - 0s 726us/step - loss: 0.3896 - accuracy: 0.8386
Epoch 277/500
225/225 [==============================] - 0s 718us/step - loss: 0.3897 - accuracy: 0.8385
Epoch 278/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8376
Epoch 279/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3894 - accuracy: 0.8385
Epoch 280/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8363
Epoch 281/500
225/225 [==============================] - 0s 700us/step - loss: 0.3893 - accuracy: 0.8368
Epoch 282/500
225/225 [==============================] - 0s 963us/step - loss: 0.3893 - accuracy: 0.8375
Epoch 283/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8369
Epoch 284/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8376
Epoch 285/500
225/225 [==============================] - 0s 958us/step - loss: 0.3891 - accuracy: 0.8372
Epoch 286/500
225/225 [==============================] - 0s 865us/step - loss: 0.3887 - accuracy: 0.8369
Epoch 287/500
225/225 [==============================] - 0s 840us/step - loss: 0.3885 - accuracy: 0.8385
Epoch 288/500
225/225 [==============================] - 0s 806us/step - loss: 0.3886 - accuracy: 0.8364
Epoch 289/500
225/225 [==============================] - 0s 782us/step - loss: 0.3883 - accuracy: 0.8374
Epoch 290/500
225/225 [==============================] - 0s 875us/step - loss: 0.3884 - accuracy: 0.8361
Epoch 291/500
225/225 [==============================] - 0s 892us/step - loss: 0.3889 - accuracy: 0.8396
Epoch 292/500
225/225 [==============================] - 0s 752us/step - loss: 0.3884 - accuracy: 0.8378
Epoch 293/500
225/225 [==============================] - 0s 770us/step - loss: 0.3886 - accuracy: 0.8357
Epoch 294/500
225/225 [==============================] - 0s 779us/step - loss: 0.3883 - accuracy: 0.8385
Epoch 295/500
225/225 [==============================] - 0s 826us/step - loss: 0.3884 - accuracy: 0.8374
Epoch 296/500
225/225 [==============================] - 0s 747us/step - loss: 0.3881 - accuracy: 0.8372
Epoch 297/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3883 - accuracy: 0.8367
Epoch 298/500
225/225 [==============================] - 0s 810us/step - loss: 0.3882 - accuracy: 0.8363
Epoch 299/500
225/225 [==============================] - 0s 704us/step - loss: 0.3883 - accuracy: 0.8371
Epoch 300/500
225/225 [==============================] - 0s 791us/step - loss: 0.3881 - accuracy: 0.8381
Epoch 301/500
225/225 [==============================] - 0s 743us/step - loss: 0.3881 - accuracy: 0.8382
Epoch 302/500
225/225 [==============================] - 0s 772us/step - loss: 0.3877 - accuracy: 0.8378
Epoch 303/500
225/225 [==============================] - 0s 741us/step - loss: 0.3885 - accuracy: 0.8390
Epoch 304/500
225/225 [==============================] - 0s 738us/step - loss: 0.3881 - accuracy: 0.8382
Epoch 305/500
225/225 [==============================] - 0s 740us/step - loss: 0.3878 - accuracy: 0.8374
Epoch 306/500
225/225 [==============================] - 0s 806us/step - loss: 0.3875 - accuracy: 0.8385
Epoch 307/500
225/225 [==============================] - 0s 746us/step - loss: 0.3879 - accuracy: 0.8375
Epoch 308/500
225/225 [==============================] - 0s 887us/step - loss: 0.3879 - accuracy: 0.8382
Epoch 309/500
225/225 [==============================] - 0s 876us/step - loss: 0.3874 - accuracy: 0.8365
Epoch 310/500
225/225 [==============================] - 0s 841us/step - loss: 0.3872 - accuracy: 0.8375
Epoch 311/500
225/225 [==============================] - 0s 843us/step - loss: 0.3878 - accuracy: 0.8365
Epoch 312/500
225/225 [==============================] - 0s 812us/step - loss: 0.3874 - accuracy: 0.8390
Epoch 313/500
225/225 [==============================] - 0s 823us/step - loss: 0.3872 - accuracy: 0.8386
Epoch 314/500
225/225 [==============================] - 0s 787us/step - loss: 0.3877 - accuracy: 0.8382
Epoch 315/500
225/225 [==============================] - 0s 746us/step - loss: 0.3874 - accuracy: 0.8368
Epoch 316/500
225/225 [==============================] - 0s 740us/step - loss: 0.3872 - accuracy: 0.8397
Epoch 317/500
225/225 [==============================] - 0s 742us/step - loss: 0.3870 - accuracy: 0.8372
Epoch 318/500
225/225 [==============================] - 0s 738us/step - loss: 0.3867 - accuracy: 0.8393
Epoch 319/500
225/225 [==============================] - 0s 744us/step - loss: 0.3868 - accuracy: 0.8375
Epoch 320/500
225/225 [==============================] - 0s 738us/step - loss: 0.3870 - accuracy: 0.8404
Epoch 321/500
225/225 [==============================] - 0s 759us/step - loss: 0.3873 - accuracy: 0.8368
Epoch 322/500
225/225 [==============================] - 0s 740us/step - loss: 0.3873 - accuracy: 0.8396
Epoch 323/500
225/225 [==============================] - 0s 733us/step - loss: 0.3871 - accuracy: 0.8378
Epoch 324/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3872 - accuracy: 0.8374
Epoch 325/500
225/225 [==============================] - 0s 745us/step - loss: 0.3865 - accuracy: 0.8392
Epoch 326/500
225/225 [==============================] - 0s 767us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 327/500
225/225 [==============================] - 0s 744us/step - loss: 0.3875 - accuracy: 0.8383
Epoch 328/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8399
Epoch 329/500
225/225 [==============================] - 0s 785us/step - loss: 0.3868 - accuracy: 0.8382
Epoch 330/500
225/225 [==============================] - 0s 739us/step - loss: 0.3859 - accuracy: 0.8399
Epoch 331/500
225/225 [==============================] - 0s 772us/step - loss: 0.3874 - accuracy: 0.8381
Epoch 332/500
225/225 [==============================] - 0s 777us/step - loss: 0.3866 - accuracy: 0.8376
Epoch 333/500
225/225 [==============================] - 0s 734us/step - loss: 0.3871 - accuracy: 0.8397
Epoch 334/500
225/225 [==============================] - 0s 750us/step - loss: 0.3870 - accuracy: 0.8389
Epoch 335/500
225/225 [==============================] - 0s 779us/step - loss: 0.3871 - accuracy: 0.8390
Epoch 336/500
225/225 [==============================] - 0s 817us/step - loss: 0.3864 - accuracy: 0.8388
Epoch 337/500
225/225 [==============================] - 0s 833us/step - loss: 0.3870 - accuracy: 0.8388
Epoch 338/500
225/225 [==============================] - 0s 829us/step - loss: 0.3859 - accuracy: 0.8397
Epoch 339/500
225/225 [==============================] - 0s 829us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 340/500
225/225 [==============================] - 0s 822us/step - loss: 0.3868 - accuracy: 0.8388
Epoch 341/500
225/225 [==============================] - 0s 759us/step - loss: 0.3868 - accuracy: 0.8389
Epoch 342/500
225/225 [==============================] - 0s 767us/step - loss: 0.3871 - accuracy: 0.8378
Epoch 343/500
225/225 [==============================] - 0s 750us/step - loss: 0.3868 - accuracy: 0.8388
Epoch 344/500
225/225 [==============================] - 0s 763us/step - loss: 0.3872 - accuracy: 0.8371
Epoch 345/500
225/225 [==============================] - 0s 744us/step - loss: 0.3869 - accuracy: 0.8376
Epoch 346/500
225/225 [==============================] - 0s 741us/step - loss: 0.3867 - accuracy: 0.8396
Epoch 347/500
225/225 [==============================] - 0s 762us/step - loss: 0.3870 - accuracy: 0.8397
Epoch 348/500
225/225 [==============================] - 0s 762us/step - loss: 0.3859 - accuracy: 0.8404
Epoch 349/500
225/225 [==============================] - 0s 741us/step - loss: 0.3866 - accuracy: 0.8404
Epoch 350/500
225/225 [==============================] - 0s 724us/step - loss: 0.3865 - accuracy: 0.8394
Epoch 351/500
225/225 [==============================] - 0s 744us/step - loss: 0.3862 - accuracy: 0.8378
Epoch 352/500
225/225 [==============================] - 0s 738us/step - loss: 0.3865 - accuracy: 0.8400
Epoch 353/500
225/225 [==============================] - 0s 726us/step - loss: 0.3858 - accuracy: 0.8388
Epoch 354/500
225/225 [==============================] - 0s 784us/step - loss: 0.3872 - accuracy: 0.8394
Epoch 355/500
225/225 [==============================] - 0s 742us/step - loss: 0.3865 - accuracy: 0.8389
Epoch 356/500
225/225 [==============================] - 0s 724us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 357/500
225/225 [==============================] - 0s 757us/step - loss: 0.3868 - accuracy: 0.8379
Epoch 358/500
225/225 [==============================] - 0s 747us/step - loss: 0.3861 - accuracy: 0.8393
Epoch 359/500
225/225 [==============================] - 0s 724us/step - loss: 0.3865 - accuracy: 0.8386
Epoch 360/500
225/225 [==============================] - 0s 786us/step - loss: 0.3860 - accuracy: 0.8404
Epoch 361/500
225/225 [==============================] - 0s 741us/step - loss: 0.3866 - accuracy: 0.8394
Epoch 362/500
225/225 [==============================] - 0s 726us/step - loss: 0.3867 - accuracy: 0.8385
Epoch 363/500
225/225 [==============================] - 0s 752us/step - loss: 0.3863 - accuracy: 0.8378
Epoch 364/500
225/225 [==============================] - 0s 752us/step - loss: 0.3864 - accuracy: 0.8379
Epoch 365/500
225/225 [==============================] - 0s 722us/step - loss: 0.3865 - accuracy: 0.8400
Epoch 366/500
225/225 [==============================] - 0s 792us/step - loss: 0.3862 - accuracy: 0.8397
Epoch 367/500
225/225 [==============================] - 0s 739us/step - loss: 0.3865 - accuracy: 0.8386
Epoch 368/500
225/225 [==============================] - 0s 726us/step - loss: 0.3863 - accuracy: 0.8385
Epoch 369/500
225/225 [==============================] - 0s 745us/step - loss: 0.3868 - accuracy: 0.8375
Epoch 370/500
225/225 [==============================] - 0s 741us/step - loss: 0.3864 - accuracy: 0.8374
Epoch 371/500
225/225 [==============================] - 0s 766us/step - loss: 0.3863 - accuracy: 0.8371
Epoch 372/500
225/225 [==============================] - 0s 739us/step - loss: 0.3861 - accuracy: 0.8396
Epoch 373/500
225/225 [==============================] - 0s 768us/step - loss: 0.3868 - accuracy: 0.8382
Epoch 374/500
225/225 [==============================] - 0s 739us/step - loss: 0.3864 - accuracy: 0.8385
Epoch 375/500
225/225 [==============================] - 0s 741us/step - loss: 0.3869 - accuracy: 0.8383
Epoch 376/500
225/225 [==============================] - 0s 743us/step - loss: 0.3864 - accuracy: 0.8379
Epoch 377/500
225/225 [==============================] - 0s 754us/step - loss: 0.3853 - accuracy: 0.8385
Epoch 378/500
225/225 [==============================] - 0s 730us/step - loss: 0.3862 - accuracy: 0.8388
Epoch 379/500
225/225 [==============================] - 0s 743us/step - loss: 0.3864 - accuracy: 0.8372
Epoch 380/500
225/225 [==============================] - 0s 740us/step - loss: 0.3871 - accuracy: 0.8383
Epoch 381/500
225/225 [==============================] - 0s 735us/step - loss: 0.3857 - accuracy: 0.8385
Epoch 382/500
225/225 [==============================] - 0s 743us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 383/500
225/225 [==============================] - 0s 788us/step - loss: 0.3864 - accuracy: 0.8400
Epoch 384/500
225/225 [==============================] - 0s 734us/step - loss: 0.3861 - accuracy: 0.8371
Epoch 385/500
225/225 [==============================] - 0s 743us/step - loss: 0.3865 - accuracy: 0.8378
Epoch 386/500
225/225 [==============================] - 0s 738us/step - loss: 0.3865 - accuracy: 0.8390
Epoch 387/500
225/225 [==============================] - 0s 733us/step - loss: 0.3859 - accuracy: 0.8396
Epoch 388/500
225/225 [==============================] - 0s 743us/step - loss: 0.3865 - accuracy: 0.8368
Epoch 389/500
225/225 [==============================] - 0s 780us/step - loss: 0.3860 - accuracy: 0.8396
Epoch 390/500
225/225 [==============================] - 0s 737us/step - loss: 0.3855 - accuracy: 0.8375
Epoch 391/500
225/225 [==============================] - 0s 744us/step - loss: 0.3863 - accuracy: 0.8397
Epoch 392/500
225/225 [==============================] - 0s 739us/step - loss: 0.3855 - accuracy: 0.8375
Epoch 393/500
225/225 [==============================] - 0s 734us/step - loss: 0.3863 - accuracy: 0.8379
Epoch 394/500
225/225 [==============================] - 0s 743us/step - loss: 0.3857 - accuracy: 0.8392
Epoch 395/500
225/225 [==============================] - 0s 760us/step - loss: 0.3856 - accuracy: 0.8393
Epoch 396/500
225/225 [==============================] - 0s 748us/step - loss: 0.3863 - accuracy: 0.8386
Epoch 397/500
225/225 [==============================] - 0s 737us/step - loss: 0.3864 - accuracy: 0.8372
Epoch 398/500
225/225 [==============================] - 0s 743us/step - loss: 0.3857 - accuracy: 0.8397
Epoch 399/500
225/225 [==============================] - 0s 736us/step - loss: 0.3863 - accuracy: 0.8401
Epoch 400/500
225/225 [==============================] - 0s 730us/step - loss: 0.3861 - accuracy: 0.8386
Epoch 401/500
225/225 [==============================] - 0s 767us/step - loss: 0.3862 - accuracy: 0.8383
Epoch 402/500
225/225 [==============================] - 0s 752us/step - loss: 0.3856 - accuracy: 0.8386
Epoch 403/500
225/225 [==============================] - 0s 816us/step - loss: 0.3860 - accuracy: 0.8388
Epoch 404/500
225/225 [==============================] - 0s 742us/step - loss: 0.3856 - accuracy: 0.8374
Epoch 405/500
225/225 [==============================] - 0s 729us/step - loss: 0.3859 - accuracy: 0.8403
Epoch 406/500
225/225 [==============================] - 0s 742us/step - loss: 0.3860 - accuracy: 0.8372
Epoch 407/500
225/225 [==============================] - 0s 795us/step - loss: 0.3864 - accuracy: 0.8385
Epoch 408/500
225/225 [==============================] - 0s 769us/step - loss: 0.3862 - accuracy: 0.8385
Epoch 409/500
225/225 [==============================] - 0s 724us/step - loss: 0.3862 - accuracy: 0.8381
Epoch 410/500
225/225 [==============================] - 0s 752us/step - loss: 0.3864 - accuracy: 0.8385
Epoch 411/500
225/225 [==============================] - 0s 747us/step - loss: 0.3858 - accuracy: 0.8383
Epoch 412/500
225/225 [==============================] - 0s 735us/step - loss: 0.3861 - accuracy: 0.8417
Epoch 413/500
225/225 [==============================] - 0s 803us/step - loss: 0.3860 - accuracy: 0.8385
Epoch 414/500
225/225 [==============================] - 0s 736us/step - loss: 0.3862 - accuracy: 0.8393
Epoch 415/500
225/225 [==============================] - 0s 726us/step - loss: 0.3851 - accuracy: 0.8392
Epoch 416/500
225/225 [==============================] - 0s 743us/step - loss: 0.3863 - accuracy: 0.8390
Epoch 417/500
225/225 [==============================] - 0s 737us/step - loss: 0.3861 - accuracy: 0.8397
Epoch 418/500
225/225 [==============================] - 0s 741us/step - loss: 0.3860 - accuracy: 0.8386
Epoch 419/500
225/225 [==============================] - 0s 752us/step - loss: 0.3864 - accuracy: 0.8378
Epoch 420/500
225/225 [==============================] - 0s 740us/step - loss: 0.3859 - accuracy: 0.8375
Epoch 421/500
225/225 [==============================] - 0s 731us/step - loss: 0.3860 - accuracy: 0.8392
Epoch 422/500
225/225 [==============================] - 0s 752us/step - loss: 0.3852 - accuracy: 0.8367
Epoch 423/500
225/225 [==============================] - 0s 739us/step - loss: 0.3855 - accuracy: 0.8382
Epoch 424/500
225/225 [==============================] - 0s 751us/step - loss: 0.3857 - accuracy: 0.8381
Epoch 425/500
225/225 [==============================] - 0s 751us/step - loss: 0.3856 - accuracy: 0.8381
Epoch 426/500
225/225 [==============================] - 0s 739us/step - loss: 0.3856 - accuracy: 0.8382
Epoch 427/500
225/225 [==============================] - 0s 726us/step - loss: 0.3858 - accuracy: 0.8396
Epoch 428/500
225/225 [==============================] - 0s 757us/step - loss: 0.3860 - accuracy: 0.8392
Epoch 429/500
225/225 [==============================] - 0s 741us/step - loss: 0.3861 - accuracy: 0.8388
Epoch 430/500
225/225 [==============================] - 0s 769us/step - loss: 0.3846 - accuracy: 0.8400
Epoch 431/500
225/225 [==============================] - 0s 769us/step - loss: 0.3854 - accuracy: 0.8379
Epoch 432/500
225/225 [==============================] - 0s 748us/step - loss: 0.3850 - accuracy: 0.8385
Epoch 433/500
225/225 [==============================] - 0s 749us/step - loss: 0.3854 - accuracy: 0.8396
Epoch 434/500
225/225 [==============================] - 0s 736us/step - loss: 0.3852 - accuracy: 0.8382
Epoch 435/500
225/225 [==============================] - 0s 734us/step - loss: 0.3856 - accuracy: 0.8403
Epoch 436/500
225/225 [==============================] - 0s 937us/step - loss: 0.3857 - accuracy: 0.8393
Epoch 437/500
225/225 [==============================] - 0s 743us/step - loss: 0.3850 - accuracy: 0.8385
Epoch 438/500
225/225 [==============================] - 0s 741us/step - loss: 0.3849 - accuracy: 0.8392
Epoch 439/500
225/225 [==============================] - 0s 742us/step - loss: 0.3853 - accuracy: 0.8361
Epoch 440/500
225/225 [==============================] - 0s 728us/step - loss: 0.3850 - accuracy: 0.8382
Epoch 441/500
225/225 [==============================] - 0s 741us/step - loss: 0.3848 - accuracy: 0.8406
Epoch 442/500
225/225 [==============================] - 0s 779us/step - loss: 0.3853 - accuracy: 0.8388
Epoch 443/500
225/225 [==============================] - 0s 732us/step - loss: 0.3848 - accuracy: 0.8400
Epoch 444/500
225/225 [==============================] - 0s 740us/step - loss: 0.3842 - accuracy: 0.8390
Epoch 445/500
225/225 [==============================] - 0s 744us/step - loss: 0.3845 - accuracy: 0.8388
Epoch 446/500
225/225 [==============================] - 0s 741us/step - loss: 0.3840 - accuracy: 0.8397
Epoch 447/500
225/225 [==============================] - 0s 769us/step - loss: 0.3846 - accuracy: 0.8403
Epoch 448/500
225/225 [==============================] - 0s 742us/step - loss: 0.3846 - accuracy: 0.8383
Epoch 449/500
225/225 [==============================] - 0s 745us/step - loss: 0.3842 - accuracy: 0.8396
Epoch 450/500
225/225 [==============================] - 0s 728us/step - loss: 0.3844 - accuracy: 0.8388
Epoch 451/500
225/225 [==============================] - 0s 739us/step - loss: 0.3842 - accuracy: 0.8406
Epoch 452/500
225/225 [==============================] - 0s 889us/step - loss: 0.3843 - accuracy: 0.8414
Epoch 453/500
225/225 [==============================] - 0s 746us/step - loss: 0.3834 - accuracy: 0.8386
Epoch 454/500
225/225 [==============================] - 0s 740us/step - loss: 0.3845 - accuracy: 0.8397
Epoch 455/500
225/225 [==============================] - 0s 774us/step - loss: 0.3843 - accuracy: 0.8399
Epoch 456/500
225/225 [==============================] - 0s 733us/step - loss: 0.3842 - accuracy: 0.8390
Epoch 457/500
225/225 [==============================] - 0s 737us/step - loss: 0.3833 - accuracy: 0.8410
Epoch 458/500
225/225 [==============================] - 0s 801us/step - loss: 0.3832 - accuracy: 0.8408
Epoch 459/500
225/225 [==============================] - 0s 725us/step - loss: 0.3833 - accuracy: 0.8389
Epoch 460/500
225/225 [==============================] - 0s 745us/step - loss: 0.3831 - accuracy: 0.8400
Epoch 461/500
225/225 [==============================] - 0s 744us/step - loss: 0.3834 - accuracy: 0.8406
Epoch 462/500
225/225 [==============================] - 0s 727us/step - loss: 0.3823 - accuracy: 0.8392
Epoch 463/500
225/225 [==============================] - 0s 746us/step - loss: 0.3830 - accuracy: 0.8378
Epoch 464/500
225/225 [==============================] - 0s 749us/step - loss: 0.3830 - accuracy: 0.8408
Epoch 465/500
225/225 [==============================] - 0s 785us/step - loss: 0.3828 - accuracy: 0.8401
Epoch 466/500
225/225 [==============================] - 0s 736us/step - loss: 0.3827 - accuracy: 0.8408
Epoch 467/500
225/225 [==============================] - 0s 787us/step - loss: 0.3824 - accuracy: 0.8401
Epoch 468/500
225/225 [==============================] - 0s 747us/step - loss: 0.3819 - accuracy: 0.8406
Epoch 469/500
225/225 [==============================] - 0s 733us/step - loss: 0.3827 - accuracy: 0.8396
Epoch 470/500
225/225 [==============================] - 0s 747us/step - loss: 0.3819 - accuracy: 0.8396
Epoch 471/500
225/225 [==============================] - 0s 788us/step - loss: 0.3827 - accuracy: 0.8406
Epoch 472/500
225/225 [==============================] - 0s 723us/step - loss: 0.3824 - accuracy: 0.8407
Epoch 473/500
225/225 [==============================] - 0s 752us/step - loss: 0.3820 - accuracy: 0.8404
Epoch 474/500
225/225 [==============================] - 0s 737us/step - loss: 0.3828 - accuracy: 0.8419
Epoch 475/500
225/225 [==============================] - 0s 736us/step - loss: 0.3814 - accuracy: 0.8399
Epoch 476/500
225/225 [==============================] - 0s 743us/step - loss: 0.3819 - accuracy: 0.8414
Epoch 477/500
225/225 [==============================] - 0s 847us/step - loss: 0.3822 - accuracy: 0.8390
Epoch 478/500
225/225 [==============================] - 0s 733us/step - loss: 0.3817 - accuracy: 0.8415
Epoch 479/500
225/225 [==============================] - 0s 732us/step - loss: 0.3820 - accuracy: 0.8401
Epoch 480/500
225/225 [==============================] - 0s 738us/step - loss: 0.3817 - accuracy: 0.8401
Epoch 481/500
225/225 [==============================] - 0s 758us/step - loss: 0.3822 - accuracy: 0.8411
Epoch 482/500
225/225 [==============================] - 0s 741us/step - loss: 0.3815 - accuracy: 0.8411
Epoch 483/500
225/225 [==============================] - 0s 748us/step - loss: 0.3811 - accuracy: 0.8413
Epoch 484/500
225/225 [==============================] - 0s 752us/step - loss: 0.3818 - accuracy: 0.8392
Epoch 485/500
225/225 [==============================] - 0s 725us/step - loss: 0.3820 - accuracy: 0.8415
Epoch 486/500
225/225 [==============================] - 0s 746us/step - loss: 0.3818 - accuracy: 0.8404
Epoch 487/500
225/225 [==============================] - 0s 747us/step - loss: 0.3825 - accuracy: 0.8394
Epoch 488/500
225/225 [==============================] - 0s 760us/step - loss: 0.3815 - accuracy: 0.8400
Epoch 489/500
225/225 [==============================] - 0s 741us/step - loss: 0.3822 - accuracy: 0.8399
Epoch 490/500
225/225 [==============================] - 0s 791us/step - loss: 0.3817 - accuracy: 0.8401
Epoch 491/500
225/225 [==============================] - 0s 727us/step - loss: 0.3816 - accuracy: 0.8431
Epoch 492/500
225/225 [==============================] - 0s 746us/step - loss: 0.3813 - accuracy: 0.8403
Epoch 493/500
225/225 [==============================] - 0s 749us/step - loss: 0.3820 - accuracy: 0.8404
Epoch 494/500
225/225 [==============================] - 0s 767us/step - loss: 0.3813 - accuracy: 0.8421
Epoch 495/500
225/225 [==============================] - 0s 738us/step - loss: 0.3820 - accuracy: 0.8390
Epoch 496/500
225/225 [==============================] - 0s 743us/step - loss: 0.3809 - accuracy: 0.8413
Epoch 497/500
225/225 [==============================] - 0s 732us/step - loss: 0.3815 - accuracy: 0.8413
Epoch 498/500
225/225 [==============================] - 0s 737us/step - loss: 0.3811 - accuracy: 0.8406
Epoch 499/500
225/225 [==============================] - 0s 746us/step - loss: 0.3817 - accuracy: 0.8404
Epoch 500/500
225/225 [==============================] - 0s 742us/step - loss: 0.3816 - accuracy: 0.8408
Epoch 1/500
225/225 [==============================] - 0s 738us/step - loss: 0.6225 - accuracy: 0.7958
Epoch 2/500
225/225 [==============================] - 0s 766us/step - loss: 0.5486 - accuracy: 0.7978
Epoch 3/500
225/225 [==============================] - 0s 788us/step - loss: 0.5219 - accuracy: 0.7978
Epoch 4/500
225/225 [==============================] - 0s 826us/step - loss: 0.5115 - accuracy: 0.7978
Epoch 5/500
225/225 [==============================] - 0s 745us/step - loss: 0.5071 - accuracy: 0.7978
Epoch 6/500
225/225 [==============================] - 0s 778us/step - loss: 0.5051 - accuracy: 0.7978
Epoch 7/500
225/225 [==============================] - 0s 770us/step - loss: 0.5042 - accuracy: 0.7978
Epoch 8/500
225/225 [==============================] - 0s 808us/step - loss: 0.5038 - accuracy: 0.7978
Epoch 9/500
225/225 [==============================] - 0s 767us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 10/500
225/225 [==============================] - 0s 767us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 11/500
225/225 [==============================] - 0s 773us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 12/500
225/225 [==============================] - 0s 765us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 13/500
225/225 [==============================] - 0s 771us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 14/500
225/225 [==============================] - 0s 770us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 15/500
225/225 [==============================] - 0s 765us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 16/500
225/225 [==============================] - 0s 793us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 17/500
225/225 [==============================] - 0s 778us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 18/500
225/225 [==============================] - 0s 752us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 19/500
225/225 [==============================] - 0s 807us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 20/500
225/225 [==============================] - 0s 776us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 21/500
225/225 [==============================] - 0s 773us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 22/500
225/225 [==============================] - 0s 759us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 23/500
225/225 [==============================] - 0s 769us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 24/500
225/225 [==============================] - 0s 761us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 25/500
225/225 [==============================] - 0s 818us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 26/500
225/225 [==============================] - 0s 776us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 27/500
225/225 [==============================] - 0s 761us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 28/500
225/225 [==============================] - 0s 754us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 29/500
225/225 [==============================] - 0s 761us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 30/500
225/225 [==============================] - 0s 768us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 31/500
225/225 [==============================] - 0s 765us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 32/500
225/225 [==============================] - 0s 760us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 33/500
225/225 [==============================] - 0s 839us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 34/500
225/225 [==============================] - 0s 767us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 35/500
225/225 [==============================] - 0s 755us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 36/500
225/225 [==============================] - 0s 792us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 37/500
225/225 [==============================] - 0s 836us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 38/500
225/225 [==============================] - 0s 872us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 39/500
225/225 [==============================] - 0s 748us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 40/500
225/225 [==============================] - 0s 768us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 41/500
225/225 [==============================] - 0s 766us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 42/500
225/225 [==============================] - 0s 750us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 43/500
225/225 [==============================] - 0s 808us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 44/500
225/225 [==============================] - 0s 782us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 45/500
225/225 [==============================] - 0s 780us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 46/500
225/225 [==============================] - 0s 766us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 47/500
225/225 [==============================] - 0s 776us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 48/500
225/225 [==============================] - 0s 766us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 49/500
225/225 [==============================] - 0s 813us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 50/500
225/225 [==============================] - 0s 774us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 51/500
225/225 [==============================] - 0s 757us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 52/500
225/225 [==============================] - 0s 764us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 53/500
225/225 [==============================] - 0s 767us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 54/500
225/225 [==============================] - 0s 766us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 55/500
225/225 [==============================] - ETA: 0s - loss: 0.5022 - accuracy: 0.79 - 0s 780us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 56/500
225/225 [==============================] - 0s 749us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 57/500
225/225 [==============================] - 0s 773us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 58/500
225/225 [==============================] - 0s 767us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 59/500
225/225 [==============================] - 0s 751us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 60/500
225/225 [==============================] - 0s 792us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 61/500
225/225 [==============================] - 0s 788us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 62/500
225/225 [==============================] - 0s 741us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 63/500
225/225 [==============================] - 0s 765us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 64/500
225/225 [==============================] - 0s 766us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 65/500
225/225 [==============================] - 0s 747us/step - loss: 0.5027 - accuracy: 0.7978
Epoch 66/500
225/225 [==============================] - 0s 785us/step - loss: 0.5026 - accuracy: 0.7978
Epoch 67/500
225/225 [==============================] - 0s 795us/step - loss: 0.5025 - accuracy: 0.7978
Epoch 68/500
225/225 [==============================] - 0s 763us/step - loss: 0.5023 - accuracy: 0.7978
Epoch 69/500
225/225 [==============================] - 0s 753us/step - loss: 0.5021 - accuracy: 0.7978
Epoch 70/500
225/225 [==============================] - 0s 764us/step - loss: 0.5018 - accuracy: 0.7978
Epoch 71/500
225/225 [==============================] - 0s 762us/step - loss: 0.5015 - accuracy: 0.7978
Epoch 72/500
225/225 [==============================] - 0s 791us/step - loss: 0.5011 - accuracy: 0.7978
Epoch 73/500
225/225 [==============================] - 0s 769us/step - loss: 0.5005 - accuracy: 0.7978
Epoch 74/500
225/225 [==============================] - 0s 772us/step - loss: 0.4998 - accuracy: 0.7978
Epoch 75/500
225/225 [==============================] - 0s 775us/step - loss: 0.4989 - accuracy: 0.7978
Epoch 76/500
225/225 [==============================] - 0s 761us/step - loss: 0.4976 - accuracy: 0.7978
Epoch 77/500
225/225 [==============================] - 0s 814us/step - loss: 0.4958 - accuracy: 0.7978
Epoch 78/500
225/225 [==============================] - 0s 779us/step - loss: 0.4934 - accuracy: 0.7978
Epoch 79/500
225/225 [==============================] - 0s 756us/step - loss: 0.4901 - accuracy: 0.7978
Epoch 80/500
225/225 [==============================] - 0s 777us/step - loss: 0.4855 - accuracy: 0.7978
Epoch 81/500
225/225 [==============================] - 0s 764us/step - loss: 0.4795 - accuracy: 0.7978
Epoch 82/500
225/225 [==============================] - 0s 753us/step - loss: 0.4723 - accuracy: 0.7978
Epoch 83/500
225/225 [==============================] - 0s 833us/step - loss: 0.4648 - accuracy: 0.7982
Epoch 84/500
225/225 [==============================] - 0s 765us/step - loss: 0.4580 - accuracy: 0.8006
Epoch 85/500
225/225 [==============================] - 0s 765us/step - loss: 0.4528 - accuracy: 0.8022
Epoch 86/500
225/225 [==============================] - 0s 755us/step - loss: 0.4488 - accuracy: 0.8035
Epoch 87/500
225/225 [==============================] - 0s 766us/step - loss: 0.4457 - accuracy: 0.8057
Epoch 88/500
225/225 [==============================] - 0s 766us/step - loss: 0.4433 - accuracy: 0.8081
Epoch 89/500
225/225 [==============================] - 0s 779us/step - loss: 0.4412 - accuracy: 0.8087
Epoch 90/500
225/225 [==============================] - 0s 773us/step - loss: 0.4394 - accuracy: 0.8094
Epoch 91/500
225/225 [==============================] - 0s 769us/step - loss: 0.4377 - accuracy: 0.8099
Epoch 92/500
225/225 [==============================] - 0s 781us/step - loss: 0.4358 - accuracy: 0.8104
Epoch 93/500
225/225 [==============================] - 0s 761us/step - loss: 0.4338 - accuracy: 0.8111
Epoch 94/500
225/225 [==============================] - 0s 829us/step - loss: 0.4318 - accuracy: 0.8124
Epoch 95/500
225/225 [==============================] - 0s 777us/step - loss: 0.4296 - accuracy: 0.8143
Epoch 96/500
225/225 [==============================] - 0s 751us/step - loss: 0.4274 - accuracy: 0.8142
Epoch 97/500
225/225 [==============================] - 0s 772us/step - loss: 0.4252 - accuracy: 0.8154
Epoch 98/500
225/225 [==============================] - 0s 782us/step - loss: 0.4230 - accuracy: 0.8174
Epoch 99/500
225/225 [==============================] - 0s 750us/step - loss: 0.4209 - accuracy: 0.8188
Epoch 100/500
225/225 [==============================] - 0s 796us/step - loss: 0.4185 - accuracy: 0.8217
Epoch 101/500
225/225 [==============================] - 0s 808us/step - loss: 0.4161 - accuracy: 0.8238
Epoch 102/500
225/225 [==============================] - 0s 770us/step - loss: 0.4133 - accuracy: 0.8249
Epoch 103/500
225/225 [==============================] - 0s 786us/step - loss: 0.4105 - accuracy: 0.8264
Epoch 104/500
225/225 [==============================] - 0s 765us/step - loss: 0.4075 - accuracy: 0.8274
Epoch 105/500
225/225 [==============================] - 0s 779us/step - loss: 0.4044 - accuracy: 0.8282
Epoch 106/500
225/225 [==============================] - 0s 828us/step - loss: 0.4013 - accuracy: 0.8310
Epoch 107/500
225/225 [==============================] - 0s 759us/step - loss: 0.3979 - accuracy: 0.8303
Epoch 108/500
225/225 [==============================] - 0s 774us/step - loss: 0.3944 - accuracy: 0.8332
Epoch 109/500
225/225 [==============================] - 0s 774us/step - loss: 0.3908 - accuracy: 0.8358
Epoch 110/500
225/225 [==============================] - 0s 752us/step - loss: 0.3873 - accuracy: 0.8371
Epoch 111/500
225/225 [==============================] - 0s 824us/step - loss: 0.3838 - accuracy: 0.8400
Epoch 112/500
225/225 [==============================] - 0s 779us/step - loss: 0.3806 - accuracy: 0.8418
Epoch 113/500
225/225 [==============================] - 0s 757us/step - loss: 0.3775 - accuracy: 0.8453
Epoch 114/500
225/225 [==============================] - 0s 771us/step - loss: 0.3742 - accuracy: 0.8457
Epoch 115/500
225/225 [==============================] - 0s 771us/step - loss: 0.3713 - accuracy: 0.8478
Epoch 116/500
225/225 [==============================] - 0s 780us/step - loss: 0.3687 - accuracy: 0.8482
Epoch 117/500
225/225 [==============================] - 0s 781us/step - loss: 0.3665 - accuracy: 0.8486
Epoch 118/500
225/225 [==============================] - 0s 778us/step - loss: 0.3647 - accuracy: 0.8490
Epoch 119/500
225/225 [==============================] - 0s 775us/step - loss: 0.3628 - accuracy: 0.8499
Epoch 120/500
225/225 [==============================] - 0s 748us/step - loss: 0.3614 - accuracy: 0.8508
Epoch 121/500
225/225 [==============================] - 0s 785us/step - loss: 0.3601 - accuracy: 0.8512
Epoch 122/500
225/225 [==============================] - 0s 772us/step - loss: 0.3588 - accuracy: 0.8522
Epoch 123/500
225/225 [==============================] - 0s 807us/step - loss: 0.3578 - accuracy: 0.8522
Epoch 124/500
225/225 [==============================] - 0s 790us/step - loss: 0.3567 - accuracy: 0.8528
Epoch 125/500
225/225 [==============================] - 0s 770us/step - loss: 0.3555 - accuracy: 0.8529
Epoch 126/500
225/225 [==============================] - 0s 779us/step - loss: 0.3547 - accuracy: 0.8561
Epoch 127/500
225/225 [==============================] - 0s 755us/step - loss: 0.3537 - accuracy: 0.8553
Epoch 128/500
225/225 [==============================] - 0s 819us/step - loss: 0.3534 - accuracy: 0.8558
Epoch 129/500
225/225 [==============================] - 0s 779us/step - loss: 0.3526 - accuracy: 0.8568
Epoch 130/500
225/225 [==============================] - 0s 768us/step - loss: 0.3519 - accuracy: 0.8565
Epoch 131/500
225/225 [==============================] - 0s 752us/step - loss: 0.3510 - accuracy: 0.8592
Epoch 132/500
225/225 [==============================] - 0s 782us/step - loss: 0.3506 - accuracy: 0.8585
Epoch 133/500
225/225 [==============================] - 0s 774us/step - loss: 0.3500 - accuracy: 0.8587
Epoch 134/500
225/225 [==============================] - 0s 772us/step - loss: 0.3495 - accuracy: 0.8571
Epoch 135/500
225/225 [==============================] - 0s 793us/step - loss: 0.3490 - accuracy: 0.8585
Epoch 136/500
225/225 [==============================] - 0s 786us/step - loss: 0.3483 - accuracy: 0.8604
Epoch 137/500
225/225 [==============================] - 0s 717us/step - loss: 0.3480 - accuracy: 0.8601
Epoch 138/500
225/225 [==============================] - 0s 739us/step - loss: 0.3473 - accuracy: 0.8603
Epoch 139/500
225/225 [==============================] - 0s 726us/step - loss: 0.3467 - accuracy: 0.8586
Epoch 140/500
225/225 [==============================] - 0s 755us/step - loss: 0.3467 - accuracy: 0.8603
Epoch 141/500
225/225 [==============================] - 0s 742us/step - loss: 0.3461 - accuracy: 0.8589
Epoch 142/500
225/225 [==============================] - 0s 729us/step - loss: 0.3457 - accuracy: 0.8597
Epoch 143/500
225/225 [==============================] - 0s 720us/step - loss: 0.3456 - accuracy: 0.8610
Epoch 144/500
225/225 [==============================] - 0s 733us/step - loss: 0.3452 - accuracy: 0.8597
Epoch 145/500
225/225 [==============================] - 0s 732us/step - loss: 0.3448 - accuracy: 0.8603
Epoch 146/500
225/225 [==============================] - 0s 763us/step - loss: 0.3447 - accuracy: 0.8597
Epoch 147/500
225/225 [==============================] - 0s 746us/step - loss: 0.3444 - accuracy: 0.8596
Epoch 148/500
225/225 [==============================] - 0s 730us/step - loss: 0.3442 - accuracy: 0.8590
Epoch 149/500
225/225 [==============================] - 0s 709us/step - loss: 0.3435 - accuracy: 0.8599
Epoch 150/500
225/225 [==============================] - 0s 749us/step - loss: 0.3434 - accuracy: 0.8589
Epoch 151/500
225/225 [==============================] - 0s 728us/step - loss: 0.3429 - accuracy: 0.8596
Epoch 152/500
225/225 [==============================] - 0s 780us/step - loss: 0.3425 - accuracy: 0.8600
Epoch 153/500
225/225 [==============================] - 0s 723us/step - loss: 0.3423 - accuracy: 0.8596
Epoch 154/500
225/225 [==============================] - 0s 727us/step - loss: 0.3423 - accuracy: 0.8610
Epoch 155/500
225/225 [==============================] - 0s 712us/step - loss: 0.3416 - accuracy: 0.8606
Epoch 156/500
225/225 [==============================] - 0s 729us/step - loss: 0.3417 - accuracy: 0.8603
Epoch 157/500
225/225 [==============================] - 0s 749us/step - loss: 0.3407 - accuracy: 0.8615
Epoch 158/500
225/225 [==============================] - 0s 721us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 159/500
225/225 [==============================] - 0s 748us/step - loss: 0.3404 - accuracy: 0.8608
Epoch 160/500
225/225 [==============================] - 0s 727us/step - loss: 0.3397 - accuracy: 0.8617
Epoch 161/500
225/225 [==============================] - 0s 725us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 162/500
225/225 [==============================] - 0s 729us/step - loss: 0.3392 - accuracy: 0.8617
Epoch 163/500
225/225 [==============================] - 0s 768us/step - loss: 0.3387 - accuracy: 0.8614
Epoch 164/500
225/225 [==============================] - 0s 737us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 165/500
225/225 [==============================] - 0s 720us/step - loss: 0.3377 - accuracy: 0.8617
Epoch 166/500
225/225 [==============================] - 0s 730us/step - loss: 0.3370 - accuracy: 0.8622
Epoch 167/500
225/225 [==============================] - 0s 742us/step - loss: 0.3369 - accuracy: 0.8615
Epoch 168/500
225/225 [==============================] - 0s 716us/step - loss: 0.3366 - accuracy: 0.8625
Epoch 169/500
225/225 [==============================] - 0s 756us/step - loss: 0.3362 - accuracy: 0.8632
Epoch 170/500
225/225 [==============================] - 0s 722us/step - loss: 0.3360 - accuracy: 0.8614
Epoch 171/500
225/225 [==============================] - 0s 769us/step - loss: 0.3359 - accuracy: 0.8604
Epoch 172/500
225/225 [==============================] - 0s 741us/step - loss: 0.3354 - accuracy: 0.8618
Epoch 173/500
225/225 [==============================] - 0s 799us/step - loss: 0.3352 - accuracy: 0.8628
Epoch 174/500
225/225 [==============================] - 0s 719us/step - loss: 0.3347 - accuracy: 0.8639
Epoch 175/500
225/225 [==============================] - 0s 728us/step - loss: 0.3346 - accuracy: 0.8643
Epoch 176/500
225/225 [==============================] - 0s 738us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 177/500
225/225 [==============================] - 0s 718us/step - loss: 0.3342 - accuracy: 0.8626
Epoch 178/500
225/225 [==============================] - 0s 712us/step - loss: 0.3338 - accuracy: 0.8640
Epoch 179/500
225/225 [==============================] - 0s 850us/step - loss: 0.3333 - accuracy: 0.8625
Epoch 180/500
225/225 [==============================] - 0s 721us/step - loss: 0.3334 - accuracy: 0.8615
Epoch 181/500
225/225 [==============================] - 0s 726us/step - loss: 0.3332 - accuracy: 0.8629
Epoch 182/500
225/225 [==============================] - 0s 735us/step - loss: 0.3328 - accuracy: 0.8636
Epoch 183/500
225/225 [==============================] - 0s 731us/step - loss: 0.3327 - accuracy: 0.8644
Epoch 184/500
225/225 [==============================] - 0s 735us/step - loss: 0.3323 - accuracy: 0.8649
Epoch 185/500
225/225 [==============================] - 0s 730us/step - loss: 0.3323 - accuracy: 0.8644
Epoch 186/500
225/225 [==============================] - 0s 723us/step - loss: 0.3318 - accuracy: 0.8644
Epoch 187/500
225/225 [==============================] - 0s 730us/step - loss: 0.3317 - accuracy: 0.8643
Epoch 188/500
225/225 [==============================] - 0s 812us/step - loss: 0.3320 - accuracy: 0.8633
Epoch 189/500
225/225 [==============================] - 0s 726us/step - loss: 0.3314 - accuracy: 0.8647
Epoch 190/500
225/225 [==============================] - 0s 732us/step - loss: 0.3310 - accuracy: 0.8646
Epoch 191/500
225/225 [==============================] - 0s 735us/step - loss: 0.3314 - accuracy: 0.8651
Epoch 192/500
225/225 [==============================] - 0s 767us/step - loss: 0.3310 - accuracy: 0.8654
Epoch 193/500
225/225 [==============================] - 0s 731us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 194/500
225/225 [==============================] - 0s 729us/step - loss: 0.3306 - accuracy: 0.8649
Epoch 195/500
225/225 [==============================] - 0s 719us/step - loss: 0.3309 - accuracy: 0.8640
Epoch 196/500
225/225 [==============================] - 0s 732us/step - loss: 0.3306 - accuracy: 0.8642
Epoch 197/500
225/225 [==============================] - 0s 736us/step - loss: 0.3303 - accuracy: 0.8654
Epoch 198/500
225/225 [==============================] - 0s 735us/step - loss: 0.3304 - accuracy: 0.8661
Epoch 199/500
225/225 [==============================] - 0s 753us/step - loss: 0.3288 - accuracy: 0.8674
Epoch 200/500
225/225 [==============================] - 0s 729us/step - loss: 0.3302 - accuracy: 0.8649
Epoch 201/500
225/225 [==============================] - 0s 717us/step - loss: 0.3299 - accuracy: 0.8657
Epoch 202/500
225/225 [==============================] - 0s 732us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 203/500
225/225 [==============================] - 0s 728us/step - loss: 0.3295 - accuracy: 0.8669
Epoch 204/500
225/225 [==============================] - 0s 733us/step - loss: 0.3295 - accuracy: 0.8649
Epoch 205/500
225/225 [==============================] - 0s 802us/step - loss: 0.3295 - accuracy: 0.8660
Epoch 206/500
225/225 [==============================] - 0s 734us/step - loss: 0.3293 - accuracy: 0.8646
Epoch 207/500
225/225 [==============================] - 0s 733us/step - loss: 0.3295 - accuracy: 0.8644
Epoch 208/500
225/225 [==============================] - 0s 732us/step - loss: 0.3295 - accuracy: 0.8664
Epoch 209/500
225/225 [==============================] - 0s 750us/step - loss: 0.3292 - accuracy: 0.8651
Epoch 210/500
225/225 [==============================] - 0s 729us/step - loss: 0.3294 - accuracy: 0.8664
Epoch 211/500
225/225 [==============================] - 0s 748us/step - loss: 0.3296 - accuracy: 0.8646
Epoch 212/500
225/225 [==============================] - 0s 733us/step - loss: 0.3294 - accuracy: 0.8656
Epoch 213/500
225/225 [==============================] - 0s 717us/step - loss: 0.3287 - accuracy: 0.8656
Epoch 214/500
225/225 [==============================] - 0s 726us/step - loss: 0.3291 - accuracy: 0.8650
Epoch 215/500
225/225 [==============================] - 0s 731us/step - loss: 0.3288 - accuracy: 0.8662
Epoch 216/500
225/225 [==============================] - 0s 723us/step - loss: 0.3286 - accuracy: 0.8660
Epoch 217/500
225/225 [==============================] - 0s 758us/step - loss: 0.3289 - accuracy: 0.8664
Epoch 218/500
225/225 [==============================] - 0s 752us/step - loss: 0.3291 - accuracy: 0.8665
Epoch 219/500
225/225 [==============================] - 0s 725us/step - loss: 0.3291 - accuracy: 0.8647
Epoch 220/500
225/225 [==============================] - 0s 728us/step - loss: 0.3284 - accuracy: 0.8669
Epoch 221/500
225/225 [==============================] - 0s 736us/step - loss: 0.3289 - accuracy: 0.8661
Epoch 222/500
225/225 [==============================] - 0s 723us/step - loss: 0.3290 - accuracy: 0.8653
Epoch 223/500
225/225 [==============================] - 0s 767us/step - loss: 0.3282 - accuracy: 0.8667
Epoch 224/500
225/225 [==============================] - 0s 728us/step - loss: 0.3287 - accuracy: 0.8671
Epoch 225/500
225/225 [==============================] - 0s 718us/step - loss: 0.3287 - accuracy: 0.8660
Epoch 226/500
225/225 [==============================] - 0s 752us/step - loss: 0.3284 - accuracy: 0.8664
Epoch 227/500
225/225 [==============================] - 0s 734us/step - loss: 0.3285 - accuracy: 0.8678
Epoch 228/500
225/225 [==============================] - 0s 718us/step - loss: 0.3287 - accuracy: 0.8654
Epoch 229/500
225/225 [==============================] - 0s 748us/step - loss: 0.3284 - accuracy: 0.8671
Epoch 230/500
225/225 [==============================] - 0s 732us/step - loss: 0.3287 - accuracy: 0.8678
Epoch 231/500
225/225 [==============================] - 0s 724us/step - loss: 0.3285 - accuracy: 0.8678
Epoch 232/500
225/225 [==============================] - 0s 740us/step - loss: 0.3286 - accuracy: 0.8646
Epoch 233/500
225/225 [==============================] - 0s 730us/step - loss: 0.3285 - accuracy: 0.8672
Epoch 234/500
225/225 [==============================] - 0s 737us/step - loss: 0.3286 - accuracy: 0.8656
Epoch 235/500
225/225 [==============================] - 0s 745us/step - loss: 0.3285 - accuracy: 0.8656
Epoch 236/500
225/225 [==============================] - 0s 730us/step - loss: 0.3283 - accuracy: 0.8665
Epoch 237/500
225/225 [==============================] - 0s 731us/step - loss: 0.3287 - accuracy: 0.8658
Epoch 238/500
225/225 [==============================] - 0s 724us/step - loss: 0.3286 - accuracy: 0.8650
Epoch 239/500
225/225 [==============================] - 0s 740us/step - loss: 0.3284 - accuracy: 0.8661
Epoch 240/500
225/225 [==============================] - 0s 726us/step - loss: 0.3284 - accuracy: 0.8644
Epoch 241/500
225/225 [==============================] - 0s 764us/step - loss: 0.3282 - accuracy: 0.8661
Epoch 242/500
225/225 [==============================] - 0s 747us/step - loss: 0.3284 - accuracy: 0.8657
Epoch 243/500
225/225 [==============================] - 0s 724us/step - loss: 0.3286 - accuracy: 0.8651
Epoch 244/500
225/225 [==============================] - 0s 733us/step - loss: 0.3282 - accuracy: 0.8651
Epoch 245/500
225/225 [==============================] - 0s 729us/step - loss: 0.3282 - accuracy: 0.8649
Epoch 246/500
225/225 [==============================] - 0s 722us/step - loss: 0.3285 - accuracy: 0.8676
Epoch 247/500
225/225 [==============================] - 0s 782us/step - loss: 0.3280 - accuracy: 0.8682
Epoch 248/500
225/225 [==============================] - 0s 730us/step - loss: 0.3282 - accuracy: 0.8676
Epoch 249/500
225/225 [==============================] - 0s 714us/step - loss: 0.3281 - accuracy: 0.8658
Epoch 250/500
225/225 [==============================] - 0s 731us/step - loss: 0.3283 - accuracy: 0.8640
Epoch 251/500
225/225 [==============================] - 0s 727us/step - loss: 0.3282 - accuracy: 0.8664
Epoch 252/500
225/225 [==============================] - 0s 745us/step - loss: 0.3281 - accuracy: 0.8669
Epoch 253/500
225/225 [==============================] - 0s 742us/step - loss: 0.3280 - accuracy: 0.8676
Epoch 254/500
225/225 [==============================] - 0s 750us/step - loss: 0.3282 - accuracy: 0.8661
Epoch 255/500
225/225 [==============================] - 0s 725us/step - loss: 0.3278 - accuracy: 0.8672
Epoch 256/500
225/225 [==============================] - 0s 736us/step - loss: 0.3283 - accuracy: 0.8675
Epoch 257/500
225/225 [==============================] - 0s 866us/step - loss: 0.3282 - accuracy: 0.8669
Epoch 258/500
225/225 [==============================] - 0s 772us/step - loss: 0.3280 - accuracy: 0.8656
Epoch 259/500
225/225 [==============================] - 0s 714us/step - loss: 0.3279 - accuracy: 0.8650
Epoch 260/500
225/225 [==============================] - 0s 732us/step - loss: 0.3280 - accuracy: 0.8679
Epoch 261/500
225/225 [==============================] - 0s 744us/step - loss: 0.3283 - accuracy: 0.8669
Epoch 262/500
225/225 [==============================] - 0s 711us/step - loss: 0.3277 - accuracy: 0.8660
Epoch 263/500
225/225 [==============================] - 0s 728us/step - loss: 0.3282 - accuracy: 0.8668
Epoch 264/500
225/225 [==============================] - 0s 769us/step - loss: 0.3279 - accuracy: 0.8674
Epoch 265/500
225/225 [==============================] - 0s 718us/step - loss: 0.3283 - accuracy: 0.8657
Epoch 266/500
225/225 [==============================] - 0s 731us/step - loss: 0.3283 - accuracy: 0.8658
Epoch 267/500
225/225 [==============================] - 0s 738us/step - loss: 0.3279 - accuracy: 0.8668
Epoch 268/500
225/225 [==============================] - 0s 716us/step - loss: 0.3282 - accuracy: 0.8690
Epoch 269/500
225/225 [==============================] - 0s 733us/step - loss: 0.3281 - accuracy: 0.8667
Epoch 270/500
225/225 [==============================] - 0s 757us/step - loss: 0.3283 - accuracy: 0.8674
Epoch 271/500
225/225 [==============================] - 0s 715us/step - loss: 0.3279 - accuracy: 0.8656
Epoch 272/500
225/225 [==============================] - 0s 731us/step - loss: 0.3277 - accuracy: 0.8678
Epoch 273/500
225/225 [==============================] - 0s 736us/step - loss: 0.3280 - accuracy: 0.8665
Epoch 274/500
225/225 [==============================] - 0s 714us/step - loss: 0.3282 - accuracy: 0.8660
Epoch 275/500
225/225 [==============================] - 0s 737us/step - loss: 0.3279 - accuracy: 0.8654
Epoch 276/500
225/225 [==============================] - 0s 784us/step - loss: 0.3284 - accuracy: 0.8672
Epoch 277/500
225/225 [==============================] - 0s 739us/step - loss: 0.3275 - accuracy: 0.8668
Epoch 278/500
225/225 [==============================] - 0s 731us/step - loss: 0.3278 - accuracy: 0.8667
Epoch 279/500
225/225 [==============================] - 0s 758us/step - loss: 0.3278 - accuracy: 0.8653
Epoch 280/500
225/225 [==============================] - 0s 723us/step - loss: 0.3280 - accuracy: 0.8640
Epoch 281/500
225/225 [==============================] - 0s 731us/step - loss: 0.3281 - accuracy: 0.8676
Epoch 282/500
225/225 [==============================] - 0s 926us/step - loss: 0.3277 - accuracy: 0.8649
Epoch 283/500
225/225 [==============================] - 0s 716us/step - loss: 0.3275 - accuracy: 0.8690
Epoch 284/500
225/225 [==============================] - 0s 734us/step - loss: 0.3282 - accuracy: 0.8667
Epoch 285/500
225/225 [==============================] - 0s 731us/step - loss: 0.3280 - accuracy: 0.8662
Epoch 286/500
225/225 [==============================] - 0s 715us/step - loss: 0.3274 - accuracy: 0.8662
Epoch 287/500
225/225 [==============================] - 0s 738us/step - loss: 0.3280 - accuracy: 0.8660
Epoch 288/500
225/225 [==============================] - 0s 776us/step - loss: 0.3278 - accuracy: 0.8674
Epoch 289/500
225/225 [==============================] - 0s 717us/step - loss: 0.3276 - accuracy: 0.8668
Epoch 290/500
225/225 [==============================] - 0s 729us/step - loss: 0.3277 - accuracy: 0.8676
Epoch 291/500
225/225 [==============================] - 0s 742us/step - loss: 0.3276 - accuracy: 0.8657
Epoch 292/500
225/225 [==============================] - 0s 716us/step - loss: 0.3278 - accuracy: 0.8657
Epoch 293/500
225/225 [==============================] - 0s 731us/step - loss: 0.3278 - accuracy: 0.8658
Epoch 294/500
225/225 [==============================] - 0s 748us/step - loss: 0.3279 - accuracy: 0.8662
Epoch 295/500
225/225 [==============================] - 0s 719us/step - loss: 0.3277 - accuracy: 0.8668
Epoch 296/500
225/225 [==============================] - 0s 735us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 297/500
225/225 [==============================] - 0s 736us/step - loss: 0.3279 - accuracy: 0.8658
Epoch 298/500
225/225 [==============================] - 0s 720us/step - loss: 0.3276 - accuracy: 0.8664
Epoch 299/500
225/225 [==============================] - 0s 734us/step - loss: 0.3276 - accuracy: 0.8656
Epoch 300/500
225/225 [==============================] - 0s 772us/step - loss: 0.3280 - accuracy: 0.8664
Epoch 301/500
225/225 [==============================] - 0s 749us/step - loss: 0.3274 - accuracy: 0.8662
Epoch 302/500
225/225 [==============================] - 0s 723us/step - loss: 0.3273 - accuracy: 0.8658
Epoch 303/500
225/225 [==============================] - 0s 736us/step - loss: 0.3280 - accuracy: 0.8654
Epoch 304/500
225/225 [==============================] - 0s 733us/step - loss: 0.3273 - accuracy: 0.8669
Epoch 305/500
225/225 [==============================] - 0s 710us/step - loss: 0.3274 - accuracy: 0.8669
Epoch 306/500
225/225 [==============================] - 0s 768us/step - loss: 0.3273 - accuracy: 0.8679
Epoch 307/500
225/225 [==============================] - 0s 740us/step - loss: 0.3275 - accuracy: 0.8664
Epoch 308/500
225/225 [==============================] - 0s 714us/step - loss: 0.3277 - accuracy: 0.8674
Epoch 309/500
225/225 [==============================] - 0s 738us/step - loss: 0.3273 - accuracy: 0.8661
Epoch 310/500
225/225 [==============================] - 0s 731us/step - loss: 0.3274 - accuracy: 0.8675
Epoch 311/500
225/225 [==============================] - 0s 718us/step - loss: 0.3277 - accuracy: 0.8667
Epoch 312/500
225/225 [==============================] - 0s 778us/step - loss: 0.3277 - accuracy: 0.8671
Epoch 313/500
225/225 [==============================] - 0s 775us/step - loss: 0.3277 - accuracy: 0.8656
Epoch 314/500
225/225 [==============================] - 0s 803us/step - loss: 0.3274 - accuracy: 0.8649
Epoch 315/500
225/225 [==============================] - 0s 727us/step - loss: 0.3279 - accuracy: 0.8640
Epoch 316/500
225/225 [==============================] - 0s 715us/step - loss: 0.3276 - accuracy: 0.8667
Epoch 317/500
225/225 [==============================] - 0s 731us/step - loss: 0.3278 - accuracy: 0.8681
Epoch 318/500
225/225 [==============================] - 0s 788us/step - loss: 0.3278 - accuracy: 0.8668
Epoch 319/500
225/225 [==============================] - 0s 740us/step - loss: 0.3279 - accuracy: 0.8654
Epoch 320/500
225/225 [==============================] - 0s 718us/step - loss: 0.3271 - accuracy: 0.8651
Epoch 321/500
225/225 [==============================] - 0s 732us/step - loss: 0.3277 - accuracy: 0.8651
Epoch 322/500
225/225 [==============================] - 0s 726us/step - loss: 0.3278 - accuracy: 0.8658
Epoch 323/500
225/225 [==============================] - 0s 715us/step - loss: 0.3278 - accuracy: 0.8664
Epoch 324/500
225/225 [==============================] - 0s 765us/step - loss: 0.3275 - accuracy: 0.8669
Epoch 325/500
225/225 [==============================] - 0s 728us/step - loss: 0.3277 - accuracy: 0.8658
Epoch 326/500
225/225 [==============================] - 0s 720us/step - loss: 0.3271 - accuracy: 0.8662
Epoch 327/500
225/225 [==============================] - 0s 744us/step - loss: 0.3278 - accuracy: 0.8676
Epoch 328/500
225/225 [==============================] - 0s 731us/step - loss: 0.3275 - accuracy: 0.8667
Epoch 329/500
225/225 [==============================] - 0s 716us/step - loss: 0.3275 - accuracy: 0.8678
Epoch 330/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3277 - accuracy: 0.8667
Epoch 331/500
225/225 [==============================] - 0s 738us/step - loss: 0.3277 - accuracy: 0.8658
Epoch 332/500
225/225 [==============================] - 0s 736us/step - loss: 0.3274 - accuracy: 0.8674
Epoch 333/500
225/225 [==============================] - 0s 731us/step - loss: 0.3279 - accuracy: 0.8646
Epoch 334/500
225/225 [==============================] - 0s 735us/step - loss: 0.3277 - accuracy: 0.8664
Epoch 335/500
225/225 [==============================] - 0s 771us/step - loss: 0.3276 - accuracy: 0.8674
Epoch 336/500
225/225 [==============================] - 0s 757us/step - loss: 0.3272 - accuracy: 0.8669
Epoch 337/500
225/225 [==============================] - 0s 738us/step - loss: 0.3278 - accuracy: 0.8667
Epoch 338/500
225/225 [==============================] - 0s 739us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 339/500
225/225 [==============================] - 0s 845us/step - loss: 0.3276 - accuracy: 0.8668
Epoch 340/500
225/225 [==============================] - 0s 741us/step - loss: 0.3273 - accuracy: 0.8671
Epoch 341/500
225/225 [==============================] - 0s 800us/step - loss: 0.3276 - accuracy: 0.8660
Epoch 342/500
225/225 [==============================] - 0s 720us/step - loss: 0.3275 - accuracy: 0.8665
Epoch 343/500
225/225 [==============================] - 0s 742us/step - loss: 0.3270 - accuracy: 0.8650
Epoch 344/500
225/225 [==============================] - 0s 742us/step - loss: 0.3271 - accuracy: 0.8671
Epoch 345/500
225/225 [==============================] - 0s 724us/step - loss: 0.3275 - accuracy: 0.8671
Epoch 346/500
225/225 [==============================] - 0s 735us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 347/500
225/225 [==============================] - 0s 785us/step - loss: 0.3274 - accuracy: 0.8667
Epoch 348/500
225/225 [==============================] - 0s 719us/step - loss: 0.3275 - accuracy: 0.8660
Epoch 349/500
225/225 [==============================] - 0s 735us/step - loss: 0.3268 - accuracy: 0.8660
Epoch 350/500
225/225 [==============================] - 0s 742us/step - loss: 0.3267 - accuracy: 0.8678
Epoch 351/500
225/225 [==============================] - 0s 725us/step - loss: 0.3278 - accuracy: 0.8660
Epoch 352/500
225/225 [==============================] - 0s 741us/step - loss: 0.3272 - accuracy: 0.8674
Epoch 353/500
225/225 [==============================] - 0s 766us/step - loss: 0.3274 - accuracy: 0.8665
Epoch 354/500
225/225 [==============================] - 0s 718us/step - loss: 0.3276 - accuracy: 0.8661
Epoch 355/500
225/225 [==============================] - 0s 735us/step - loss: 0.3275 - accuracy: 0.8662
Epoch 356/500
225/225 [==============================] - 0s 747us/step - loss: 0.3272 - accuracy: 0.8676
Epoch 357/500
225/225 [==============================] - 0s 749us/step - loss: 0.3277 - accuracy: 0.8664
Epoch 358/500
225/225 [==============================] - 0s 722us/step - loss: 0.3270 - accuracy: 0.8665
Epoch 359/500
225/225 [==============================] - 0s 741us/step - loss: 0.3269 - accuracy: 0.8669
Epoch 360/500
225/225 [==============================] - 0s 762us/step - loss: 0.3270 - accuracy: 0.8662
Epoch 361/500
225/225 [==============================] - 0s 725us/step - loss: 0.3272 - accuracy: 0.8651
Epoch 362/500
225/225 [==============================] - 0s 738us/step - loss: 0.3273 - accuracy: 0.8675
Epoch 363/500
225/225 [==============================] - 0s 737us/step - loss: 0.3273 - accuracy: 0.8657
Epoch 364/500
225/225 [==============================] - 0s 717us/step - loss: 0.3275 - accuracy: 0.8669
Epoch 365/500
225/225 [==============================] - 0s 774us/step - loss: 0.3270 - accuracy: 0.8675
Epoch 366/500
225/225 [==============================] - 0s 737us/step - loss: 0.3272 - accuracy: 0.8662
Epoch 367/500
225/225 [==============================] - 0s 719us/step - loss: 0.3271 - accuracy: 0.8661
Epoch 368/500
225/225 [==============================] - 0s 740us/step - loss: 0.3276 - accuracy: 0.8660
Epoch 369/500
225/225 [==============================] - 0s 736us/step - loss: 0.3271 - accuracy: 0.8658
Epoch 370/500
225/225 [==============================] - 0s 761us/step - loss: 0.3272 - accuracy: 0.8660
Epoch 371/500
225/225 [==============================] - 0s 740us/step - loss: 0.3276 - accuracy: 0.8649
Epoch 372/500
225/225 [==============================] - 0s 744us/step - loss: 0.3273 - accuracy: 0.8660
Epoch 373/500
225/225 [==============================] - 0s 725us/step - loss: 0.3273 - accuracy: 0.8668
Epoch 374/500
225/225 [==============================] - 0s 748us/step - loss: 0.3274 - accuracy: 0.8667
Epoch 375/500
225/225 [==============================] - 0s 741us/step - loss: 0.3273 - accuracy: 0.8662
Epoch 376/500
225/225 [==============================] - 0s 758us/step - loss: 0.3274 - accuracy: 0.8661
Epoch 377/500
225/225 [==============================] - 0s 754us/step - loss: 0.3267 - accuracy: 0.8654
Epoch 378/500
225/225 [==============================] - 0s 735us/step - loss: 0.3274 - accuracy: 0.8669
Epoch 379/500
225/225 [==============================] - 0s 718us/step - loss: 0.3276 - accuracy: 0.8679
Epoch 380/500
225/225 [==============================] - 0s 739us/step - loss: 0.3267 - accuracy: 0.8675
Epoch 381/500
225/225 [==============================] - 0s 737us/step - loss: 0.3273 - accuracy: 0.8668
Epoch 382/500
225/225 [==============================] - 0s 735us/step - loss: 0.3277 - accuracy: 0.8661
Epoch 383/500
225/225 [==============================] - 0s 757us/step - loss: 0.3272 - accuracy: 0.8679
Epoch 384/500
225/225 [==============================] - 0s 745us/step - loss: 0.3272 - accuracy: 0.8656
Epoch 385/500
225/225 [==============================] - 0s 720us/step - loss: 0.3269 - accuracy: 0.8660
Epoch 386/500
225/225 [==============================] - 0s 774us/step - loss: 0.3271 - accuracy: 0.8668
Epoch 387/500
225/225 [==============================] - 0s 750us/step - loss: 0.3273 - accuracy: 0.8660
Epoch 388/500
225/225 [==============================] - 0s 749us/step - loss: 0.3272 - accuracy: 0.8668
Epoch 389/500
225/225 [==============================] - 0s 744us/step - loss: 0.3273 - accuracy: 0.8650
Epoch 390/500
225/225 [==============================] - 0s 737us/step - loss: 0.3267 - accuracy: 0.8665
Epoch 391/500
225/225 [==============================] - 0s 729us/step - loss: 0.3266 - accuracy: 0.8665
Epoch 392/500
225/225 [==============================] - 0s 741us/step - loss: 0.3270 - accuracy: 0.8656
Epoch 393/500
225/225 [==============================] - 0s 733us/step - loss: 0.3270 - accuracy: 0.8667
Epoch 394/500
225/225 [==============================] - 0s 765us/step - loss: 0.3270 - accuracy: 0.8669
Epoch 395/500
225/225 [==============================] - 0s 754us/step - loss: 0.3268 - accuracy: 0.8665
Epoch 396/500
225/225 [==============================] - 0s 733us/step - loss: 0.3269 - accuracy: 0.8658
Epoch 397/500
225/225 [==============================] - 0s 735us/step - loss: 0.3275 - accuracy: 0.8672
Epoch 398/500
225/225 [==============================] - 0s 727us/step - loss: 0.3268 - accuracy: 0.8667
Epoch 399/500
225/225 [==============================] - 0s 737us/step - loss: 0.3272 - accuracy: 0.8664
Epoch 400/500
225/225 [==============================] - 0s 779us/step - loss: 0.3269 - accuracy: 0.8669
Epoch 401/500
225/225 [==============================] - 0s 728us/step - loss: 0.3273 - accuracy: 0.8669
Epoch 402/500
225/225 [==============================] - 0s 735us/step - loss: 0.3272 - accuracy: 0.8662
Epoch 403/500
225/225 [==============================] - 0s 738us/step - loss: 0.3267 - accuracy: 0.8654
Epoch 404/500
225/225 [==============================] - 0s 727us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 405/500
225/225 [==============================] - 0s 734us/step - loss: 0.3268 - accuracy: 0.8671
Epoch 406/500
225/225 [==============================] - 0s 843us/step - loss: 0.3272 - accuracy: 0.8664
Epoch 407/500
225/225 [==============================] - 0s 736us/step - loss: 0.3270 - accuracy: 0.8661
Epoch 408/500
225/225 [==============================] - 0s 729us/step - loss: 0.3266 - accuracy: 0.8665
Epoch 409/500
225/225 [==============================] - 0s 739us/step - loss: 0.3270 - accuracy: 0.8668
Epoch 410/500
225/225 [==============================] - 0s 732us/step - loss: 0.3269 - accuracy: 0.8658
Epoch 411/500
225/225 [==============================] - 0s 731us/step - loss: 0.3273 - accuracy: 0.8665
Epoch 412/500
225/225 [==============================] - 0s 752us/step - loss: 0.3271 - accuracy: 0.8676
Epoch 413/500
225/225 [==============================] - 0s 732us/step - loss: 0.3271 - accuracy: 0.8681
Epoch 414/500
225/225 [==============================] - 0s 733us/step - loss: 0.3272 - accuracy: 0.8658
Epoch 415/500
225/225 [==============================] - 0s 734us/step - loss: 0.3269 - accuracy: 0.8657
Epoch 416/500
225/225 [==============================] - 0s 726us/step - loss: 0.3272 - accuracy: 0.8669
Epoch 417/500
225/225 [==============================] - 0s 734us/step - loss: 0.3271 - accuracy: 0.8665
Epoch 418/500
225/225 [==============================] - 0s 765us/step - loss: 0.3268 - accuracy: 0.8661
Epoch 419/500
225/225 [==============================] - 0s 748us/step - loss: 0.3266 - accuracy: 0.8662
Epoch 420/500
225/225 [==============================] - 0s 731us/step - loss: 0.3267 - accuracy: 0.8658
Epoch 421/500
225/225 [==============================] - 0s 740us/step - loss: 0.3270 - accuracy: 0.8662
Epoch 422/500
225/225 [==============================] - 0s 729us/step - loss: 0.3268 - accuracy: 0.8658
Epoch 423/500
225/225 [==============================] - 0s 773us/step - loss: 0.3267 - accuracy: 0.8675
Epoch 424/500
225/225 [==============================] - 0s 742us/step - loss: 0.3267 - accuracy: 0.8683
Epoch 425/500
225/225 [==============================] - 0s 738us/step - loss: 0.3266 - accuracy: 0.8671
Epoch 426/500
225/225 [==============================] - 0s 738us/step - loss: 0.3269 - accuracy: 0.8687
Epoch 427/500
225/225 [==============================] - 0s 733us/step - loss: 0.3270 - accuracy: 0.8667
Epoch 428/500
225/225 [==============================] - 0s 729us/step - loss: 0.3273 - accuracy: 0.8664
Epoch 429/500
225/225 [==============================] - 0s 769us/step - loss: 0.3271 - accuracy: 0.8661
Epoch 430/500
225/225 [==============================] - 0s 735us/step - loss: 0.3267 - accuracy: 0.8653
Epoch 431/500
225/225 [==============================] - 0s 738us/step - loss: 0.3270 - accuracy: 0.8660
Epoch 432/500
225/225 [==============================] - 0s 722us/step - loss: 0.3266 - accuracy: 0.8687
Epoch 433/500
225/225 [==============================] - 0s 738us/step - loss: 0.3267 - accuracy: 0.8664
Epoch 434/500
225/225 [==============================] - 0s 742us/step - loss: 0.3271 - accuracy: 0.8669
Epoch 435/500
225/225 [==============================] - 0s 739us/step - loss: 0.3266 - accuracy: 0.8678
Epoch 436/500
225/225 [==============================] - 0s 743us/step - loss: 0.3270 - accuracy: 0.8653
Epoch 437/500
225/225 [==============================] - 0s 740us/step - loss: 0.3268 - accuracy: 0.8661
Epoch 438/500
225/225 [==============================] - 0s 717us/step - loss: 0.3271 - accuracy: 0.8668
Epoch 439/500
225/225 [==============================] - 0s 733us/step - loss: 0.3268 - accuracy: 0.8678
Epoch 440/500
225/225 [==============================] - 0s 739us/step - loss: 0.3266 - accuracy: 0.8667
Epoch 441/500
225/225 [==============================] - 0s 746us/step - loss: 0.3264 - accuracy: 0.8665
Epoch 442/500
225/225 [==============================] - 0s 731us/step - loss: 0.3270 - accuracy: 0.8664
Epoch 443/500
225/225 [==============================] - 0s 745us/step - loss: 0.3266 - accuracy: 0.8676
Epoch 444/500
225/225 [==============================] - 0s 719us/step - loss: 0.3268 - accuracy: 0.8678
Epoch 445/500
225/225 [==============================] - 0s 738us/step - loss: 0.3267 - accuracy: 0.8660
Epoch 446/500
225/225 [==============================] - 0s 749us/step - loss: 0.3268 - accuracy: 0.8671
Epoch 447/500
225/225 [==============================] - 0s 756us/step - loss: 0.3269 - accuracy: 0.8662
Epoch 448/500
225/225 [==============================] - 0s 734us/step - loss: 0.3266 - accuracy: 0.8672
Epoch 449/500
225/225 [==============================] - 0s 743us/step - loss: 0.3267 - accuracy: 0.8662
Epoch 450/500
225/225 [==============================] - 0s 731us/step - loss: 0.3266 - accuracy: 0.8667
Epoch 451/500
225/225 [==============================] - 0s 734us/step - loss: 0.3266 - accuracy: 0.8668
Epoch 452/500
225/225 [==============================] - 0s 741us/step - loss: 0.3265 - accuracy: 0.8671
Epoch 453/500
225/225 [==============================] - 0s 747us/step - loss: 0.3266 - accuracy: 0.8671
Epoch 454/500
225/225 [==============================] - 0s 758us/step - loss: 0.3271 - accuracy: 0.8662
Epoch 455/500
225/225 [==============================] - 0s 754us/step - loss: 0.3264 - accuracy: 0.8682
Epoch 456/500
225/225 [==============================] - 0s 734us/step - loss: 0.3266 - accuracy: 0.8662
Epoch 457/500
225/225 [==============================] - 0s 736us/step - loss: 0.3269 - accuracy: 0.8674
Epoch 458/500
225/225 [==============================] - 0s 743us/step - loss: 0.3269 - accuracy: 0.8690
Epoch 459/500
225/225 [==============================] - 0s 760us/step - loss: 0.3268 - accuracy: 0.8679
Epoch 460/500
225/225 [==============================] - 0s 732us/step - loss: 0.3267 - accuracy: 0.8662
Epoch 461/500
225/225 [==============================] - 0s 734us/step - loss: 0.3268 - accuracy: 0.8678
Epoch 462/500
225/225 [==============================] - 0s 722us/step - loss: 0.3267 - accuracy: 0.8656
Epoch 463/500
225/225 [==============================] - 0s 728us/step - loss: 0.3267 - accuracy: 0.8667
Epoch 464/500
225/225 [==============================] - 0s 722us/step - loss: 0.3268 - accuracy: 0.8665
Epoch 465/500
225/225 [==============================] - 0s 758us/step - loss: 0.3265 - accuracy: 0.8679
Epoch 466/500
225/225 [==============================] - 0s 831us/step - loss: 0.3268 - accuracy: 0.8664
Epoch 467/500
225/225 [==============================] - 0s 741us/step - loss: 0.3265 - accuracy: 0.8665
Epoch 468/500
225/225 [==============================] - 0s 724us/step - loss: 0.3265 - accuracy: 0.8657
Epoch 469/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3265 - accuracy: 0.8675
Epoch 470/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3268 - accuracy: 0.8667
Epoch 471/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3265 - accuracy: 0.8686
Epoch 472/500
225/225 [==============================] - 0s 724us/step - loss: 0.3269 - accuracy: 0.8683
Epoch 473/500
225/225 [==============================] - 0s 739us/step - loss: 0.3268 - accuracy: 0.8665
Epoch 474/500
225/225 [==============================] - 0s 776us/step - loss: 0.3264 - accuracy: 0.8679
Epoch 475/500
225/225 [==============================] - 0s 993us/step - loss: 0.3268 - accuracy: 0.8662
Epoch 476/500
225/225 [==============================] - 0s 901us/step - loss: 0.3267 - accuracy: 0.8669
Epoch 477/500
225/225 [==============================] - 0s 787us/step - loss: 0.3270 - accuracy: 0.8669
Epoch 478/500
225/225 [==============================] - 0s 973us/step - loss: 0.3267 - accuracy: 0.8669
Epoch 479/500
225/225 [==============================] - 0s 846us/step - loss: 0.3267 - accuracy: 0.8658
Epoch 480/500
225/225 [==============================] - 0s 965us/step - loss: 0.3265 - accuracy: 0.8672
Epoch 481/500
225/225 [==============================] - 0s 820us/step - loss: 0.3265 - accuracy: 0.8674
Epoch 482/500
225/225 [==============================] - 0s 789us/step - loss: 0.3268 - accuracy: 0.8674
Epoch 483/500
225/225 [==============================] - 0s 884us/step - loss: 0.3268 - accuracy: 0.8671
Epoch 484/500
225/225 [==============================] - 0s 771us/step - loss: 0.3264 - accuracy: 0.8662
Epoch 485/500
225/225 [==============================] - 0s 757us/step - loss: 0.3265 - accuracy: 0.8657
Epoch 486/500
225/225 [==============================] - 0s 894us/step - loss: 0.3267 - accuracy: 0.8675
Epoch 487/500
225/225 [==============================] - 0s 749us/step - loss: 0.3267 - accuracy: 0.8683
Epoch 488/500
225/225 [==============================] - 0s 792us/step - loss: 0.3265 - accuracy: 0.8676
Epoch 489/500
225/225 [==============================] - 0s 849us/step - loss: 0.3266 - accuracy: 0.8693
Epoch 490/500
225/225 [==============================] - 0s 709us/step - loss: 0.3264 - accuracy: 0.8654
Epoch 491/500
225/225 [==============================] - 0s 758us/step - loss: 0.3270 - accuracy: 0.8658
Epoch 492/500
225/225 [==============================] - 0s 742us/step - loss: 0.3263 - accuracy: 0.8669
Epoch 493/500
225/225 [==============================] - 0s 720us/step - loss: 0.3265 - accuracy: 0.8662
Epoch 494/500
225/225 [==============================] - 0s 797us/step - loss: 0.3266 - accuracy: 0.8676
Epoch 495/500
225/225 [==============================] - 0s 759us/step - loss: 0.3264 - accuracy: 0.8675
Epoch 496/500
225/225 [==============================] - 0s 726us/step - loss: 0.3269 - accuracy: 0.8671
Epoch 497/500
225/225 [==============================] - 0s 728us/step - loss: 0.3266 - accuracy: 0.8662
Epoch 498/500
225/225 [==============================] - 0s 762us/step - loss: 0.3266 - accuracy: 0.8667
Epoch 499/500
225/225 [==============================] - 0s 723us/step - loss: 0.3264 - accuracy: 0.8658
Epoch 500/500
225/225 [==============================] - 0s 734us/step - loss: 0.3263 - accuracy: 0.8671
Epoch 1/500
225/225 [==============================] - 0s 961us/step - loss: 0.6241 - accuracy: 0.7926
Epoch 2/500
225/225 [==============================] - 0s 808us/step - loss: 0.5521 - accuracy: 0.7940
Epoch 3/500
225/225 [==============================] - 0s 810us/step - loss: 0.5263 - accuracy: 0.7940
Epoch 4/500
225/225 [==============================] - 0s 807us/step - loss: 0.5162 - accuracy: 0.7940
Epoch 5/500
225/225 [==============================] - 0s 820us/step - loss: 0.5119 - accuracy: 0.7940
Epoch 6/500
225/225 [==============================] - 0s 792us/step - loss: 0.5101 - accuracy: 0.7940
Epoch 7/500
225/225 [==============================] - 0s 734us/step - loss: 0.5093 - accuracy: 0.7940
Epoch 8/500
225/225 [==============================] - 0s 722us/step - loss: 0.5089 - accuracy: 0.7940
Epoch 9/500
225/225 [==============================] - 0s 724us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 10/500
225/225 [==============================] - 0s 722us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 11/500
225/225 [==============================] - 0s 760us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 12/500
225/225 [==============================] - 0s 728us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 13/500
225/225 [==============================] - 0s 727us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 14/500
225/225 [==============================] - 0s 959us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 15/500
225/225 [==============================] - 0s 973us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 16/500
225/225 [==============================] - 0s 746us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 17/500
225/225 [==============================] - 0s 739us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 18/500
225/225 [==============================] - 0s 719us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 19/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7940
Epoch 20/500
225/225 [==============================] - 0s 744us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 21/500
225/225 [==============================] - 0s 746us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 22/500
225/225 [==============================] - 0s 758us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 23/500
225/225 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 24/500
225/225 [==============================] - 0s 813us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 25/500
225/225 [==============================] - 0s 809us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 26/500
225/225 [==============================] - 0s 784us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 27/500
225/225 [==============================] - 0s 745us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 28/500
225/225 [==============================] - 0s 777us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 29/500
225/225 [==============================] - 0s 818us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 30/500
225/225 [==============================] - 0s 814us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 31/500
225/225 [==============================] - 0s 814us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 32/500
225/225 [==============================] - 0s 820us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 33/500
225/225 [==============================] - 0s 829us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 34/500
225/225 [==============================] - 0s 735us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 35/500
225/225 [==============================] - 0s 723us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 36/500
225/225 [==============================] - 0s 721us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 37/500
225/225 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 38/500
225/225 [==============================] - 0s 776us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 39/500
225/225 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 40/500
225/225 [==============================] - 0s 718us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 41/500
225/225 [==============================] - 0s 713us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 42/500
225/225 [==============================] - 0s 740us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 43/500
225/225 [==============================] - 0s 718us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 44/500
225/225 [==============================] - 0s 743us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 45/500
225/225 [==============================] - 0s 727us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 46/500
225/225 [==============================] - 0s 718us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 47/500
225/225 [==============================] - 0s 720us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 48/500
225/225 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 49/500
225/225 [==============================] - 0s 725us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 50/500
225/225 [==============================] - 0s 752us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 51/500
225/225 [==============================] - 0s 726us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 52/500
225/225 [==============================] - 0s 724us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 53/500
225/225 [==============================] - 0s 720us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 54/500
225/225 [==============================] - 0s 735us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 55/500
225/225 [==============================] - 0s 735us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 56/500
225/225 [==============================] - 0s 746us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 57/500
225/225 [==============================] - 0s 737us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 58/500
225/225 [==============================] - 0s 717us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 59/500
225/225 [==============================] - 0s 720us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 60/500
225/225 [==============================] - 0s 744us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 61/500
225/225 [==============================] - 0s 722us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 62/500
225/225 [==============================] - 0s 751us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 63/500
225/225 [==============================] - 0s 753us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 64/500
225/225 [==============================] - 0s 718us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 65/500
225/225 [==============================] - 0s 717us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 66/500
225/225 [==============================] - 0s 729us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 67/500
225/225 [==============================] - 0s 723us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 68/500
225/225 [==============================] - 0s 758us/step - loss: 0.5079 - accuracy: 0.7940
Epoch 69/500
225/225 [==============================] - 0s 732us/step - loss: 0.5078 - accuracy: 0.7940
Epoch 70/500
225/225 [==============================] - 0s 720us/step - loss: 0.5077 - accuracy: 0.7940
Epoch 71/500
225/225 [==============================] - 0s 716us/step - loss: 0.5076 - accuracy: 0.7940
Epoch 72/500
225/225 [==============================] - 0s 725us/step - loss: 0.5074 - accuracy: 0.7940
Epoch 73/500
225/225 [==============================] - 0s 722us/step - loss: 0.5072 - accuracy: 0.7940
Epoch 74/500
225/225 [==============================] - 0s 779us/step - loss: 0.5070 - accuracy: 0.7940
Epoch 75/500
225/225 [==============================] - 0s 718us/step - loss: 0.5068 - accuracy: 0.7940
Epoch 76/500
225/225 [==============================] - 0s 724us/step - loss: 0.5065 - accuracy: 0.7940
Epoch 77/500
225/225 [==============================] - 0s 719us/step - loss: 0.5061 - accuracy: 0.7940
Epoch 78/500
225/225 [==============================] - 0s 725us/step - loss: 0.5056 - accuracy: 0.7940
Epoch 79/500
225/225 [==============================] - 0s 722us/step - loss: 0.5050 - accuracy: 0.7940
Epoch 80/500
225/225 [==============================] - 0s 765us/step - loss: 0.5043 - accuracy: 0.7940
Epoch 81/500
225/225 [==============================] - 0s 722us/step - loss: 0.5034 - accuracy: 0.7940
Epoch 82/500
225/225 [==============================] - 0s 721us/step - loss: 0.5022 - accuracy: 0.7940
Epoch 83/500
225/225 [==============================] - 0s 722us/step - loss: 0.5007 - accuracy: 0.7940
Epoch 84/500
225/225 [==============================] - 0s 721us/step - loss: 0.4987 - accuracy: 0.7940
Epoch 85/500
225/225 [==============================] - 0s 721us/step - loss: 0.4961 - accuracy: 0.7940
Epoch 86/500
225/225 [==============================] - 0s 743us/step - loss: 0.4926 - accuracy: 0.7940
Epoch 87/500
225/225 [==============================] - 0s 835us/step - loss: 0.4880 - accuracy: 0.7940
Epoch 88/500
225/225 [==============================] - 0s 748us/step - loss: 0.4822 - accuracy: 0.7940
Epoch 89/500
225/225 [==============================] - 0s 718us/step - loss: 0.4750 - accuracy: 0.7940
Epoch 90/500
225/225 [==============================] - 0s 741us/step - loss: 0.4670 - accuracy: 0.7940
Epoch 91/500
225/225 [==============================] - 0s 756us/step - loss: 0.4591 - accuracy: 0.7937
Epoch 92/500
225/225 [==============================] - 0s 763us/step - loss: 0.4524 - accuracy: 0.7939
Epoch 93/500
225/225 [==============================] - 0s 776us/step - loss: 0.4474 - accuracy: 0.7957
Epoch 94/500
225/225 [==============================] - 0s 820us/step - loss: 0.4437 - accuracy: 0.7976
Epoch 95/500
225/225 [==============================] - 0s 753us/step - loss: 0.4408 - accuracy: 0.8003
Epoch 96/500
225/225 [==============================] - 0s 790us/step - loss: 0.4384 - accuracy: 0.8026
Epoch 97/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4362 - accuracy: 0.8032
Epoch 98/500
225/225 [==============================] - 0s 938us/step - loss: 0.4338 - accuracy: 0.8049
Epoch 99/500
225/225 [==============================] - 0s 775us/step - loss: 0.4312 - accuracy: 0.8064
Epoch 100/500
225/225 [==============================] - 0s 757us/step - loss: 0.4283 - accuracy: 0.8092
Epoch 101/500
225/225 [==============================] - 0s 775us/step - loss: 0.4248 - accuracy: 0.8101
Epoch 102/500
225/225 [==============================] - 0s 1ms/step - loss: 0.4212 - accuracy: 0.8121
Epoch 103/500
225/225 [==============================] - 0s 849us/step - loss: 0.4172 - accuracy: 0.8161
Epoch 104/500
225/225 [==============================] - 0s 744us/step - loss: 0.4127 - accuracy: 0.8199
Epoch 105/500
225/225 [==============================] - 0s 718us/step - loss: 0.4078 - accuracy: 0.8242
Epoch 106/500
225/225 [==============================] - 0s 739us/step - loss: 0.4026 - accuracy: 0.8276
Epoch 107/500
225/225 [==============================] - 0s 741us/step - loss: 0.3975 - accuracy: 0.8308
Epoch 108/500
225/225 [==============================] - 0s 750us/step - loss: 0.3925 - accuracy: 0.8356
Epoch 109/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3875 - accuracy: 0.8378
Epoch 110/500
225/225 [==============================] - 0s 728us/step - loss: 0.3827 - accuracy: 0.8404
Epoch 111/500
225/225 [==============================] - 0s 897us/step - loss: 0.3783 - accuracy: 0.8447
Epoch 112/500
225/225 [==============================] - 0s 736us/step - loss: 0.3742 - accuracy: 0.8456
Epoch 113/500
225/225 [==============================] - 0s 880us/step - loss: 0.3705 - accuracy: 0.8485
Epoch 114/500
225/225 [==============================] - 0s 755us/step - loss: 0.3669 - accuracy: 0.8492
Epoch 115/500
225/225 [==============================] - 0s 736us/step - loss: 0.3642 - accuracy: 0.8515
Epoch 116/500
225/225 [==============================] - 0s 738us/step - loss: 0.3617 - accuracy: 0.8542
Epoch 117/500
225/225 [==============================] - 0s 725us/step - loss: 0.3600 - accuracy: 0.8539
Epoch 118/500
225/225 [==============================] - 0s 747us/step - loss: 0.3582 - accuracy: 0.8572
Epoch 119/500
225/225 [==============================] - 0s 909us/step - loss: 0.3570 - accuracy: 0.8568
Epoch 120/500
225/225 [==============================] - 0s 759us/step - loss: 0.3557 - accuracy: 0.8572
Epoch 121/500
225/225 [==============================] - 0s 727us/step - loss: 0.3548 - accuracy: 0.8587
Epoch 122/500
225/225 [==============================] - 0s 750us/step - loss: 0.3537 - accuracy: 0.8583
Epoch 123/500
225/225 [==============================] - 0s 971us/step - loss: 0.3530 - accuracy: 0.8593
Epoch 124/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3528 - accuracy: 0.8572
Epoch 125/500
225/225 [==============================] - 0s 952us/step - loss: 0.3523 - accuracy: 0.8594
Epoch 126/500
225/225 [==============================] - 0s 875us/step - loss: 0.3517 - accuracy: 0.8592
Epoch 127/500
225/225 [==============================] - 0s 920us/step - loss: 0.3514 - accuracy: 0.8576
Epoch 128/500
225/225 [==============================] - 0s 880us/step - loss: 0.3509 - accuracy: 0.8597
Epoch 129/500
225/225 [==============================] - 0s 800us/step - loss: 0.3509 - accuracy: 0.8578
Epoch 130/500
225/225 [==============================] - 0s 971us/step - loss: 0.3506 - accuracy: 0.8571
Epoch 131/500
225/225 [==============================] - 0s 966us/step - loss: 0.3506 - accuracy: 0.8575
Epoch 132/500
225/225 [==============================] - 0s 797us/step - loss: 0.3504 - accuracy: 0.8574
Epoch 133/500
225/225 [==============================] - 0s 841us/step - loss: 0.3502 - accuracy: 0.8583
Epoch 134/500
225/225 [==============================] - 0s 791us/step - loss: 0.3497 - accuracy: 0.8594
Epoch 135/500
225/225 [==============================] - 0s 810us/step - loss: 0.3500 - accuracy: 0.8567
Epoch 136/500
225/225 [==============================] - 0s 750us/step - loss: 0.3495 - accuracy: 0.8568
Epoch 137/500
225/225 [==============================] - 0s 742us/step - loss: 0.3496 - accuracy: 0.8590
Epoch 138/500
225/225 [==============================] - 0s 743us/step - loss: 0.3497 - accuracy: 0.8586
Epoch 139/500
225/225 [==============================] - 0s 757us/step - loss: 0.3491 - accuracy: 0.8585
Epoch 140/500
225/225 [==============================] - 0s 758us/step - loss: 0.3491 - accuracy: 0.8569
Epoch 141/500
225/225 [==============================] - 0s 763us/step - loss: 0.3493 - accuracy: 0.8578
Epoch 142/500
225/225 [==============================] - 0s 721us/step - loss: 0.3491 - accuracy: 0.8571
Epoch 143/500
225/225 [==============================] - 0s 740us/step - loss: 0.3489 - accuracy: 0.8575
Epoch 144/500
225/225 [==============================] - 0s 755us/step - loss: 0.3488 - accuracy: 0.8574
Epoch 145/500
225/225 [==============================] - 0s 756us/step - loss: 0.3489 - accuracy: 0.8576
Epoch 146/500
225/225 [==============================] - 0s 743us/step - loss: 0.3485 - accuracy: 0.8590
Epoch 147/500
225/225 [==============================] - 0s 746us/step - loss: 0.3486 - accuracy: 0.8587
Epoch 148/500
225/225 [==============================] - 0s 722us/step - loss: 0.3486 - accuracy: 0.8581
Epoch 149/500
225/225 [==============================] - 0s 738us/step - loss: 0.3483 - accuracy: 0.8597
Epoch 150/500
225/225 [==============================] - 0s 742us/step - loss: 0.3483 - accuracy: 0.8586
Epoch 151/500
225/225 [==============================] - 0s 748us/step - loss: 0.3481 - accuracy: 0.8594
Epoch 152/500
225/225 [==============================] - 0s 734us/step - loss: 0.3485 - accuracy: 0.8564
Epoch 153/500
225/225 [==============================] - 0s 787us/step - loss: 0.3482 - accuracy: 0.8585
Epoch 154/500
225/225 [==============================] - 0s 720us/step - loss: 0.3477 - accuracy: 0.8599
Epoch 155/500
225/225 [==============================] - 0s 747us/step - loss: 0.3482 - accuracy: 0.8572
Epoch 156/500
225/225 [==============================] - 0s 746us/step - loss: 0.3482 - accuracy: 0.8594
Epoch 157/500
225/225 [==============================] - 0s 784us/step - loss: 0.3476 - accuracy: 0.8586
Epoch 158/500
225/225 [==============================] - 0s 727us/step - loss: 0.3479 - accuracy: 0.8589
Epoch 159/500
225/225 [==============================] - 0s 734us/step - loss: 0.3476 - accuracy: 0.8596
Epoch 160/500
225/225 [==============================] - 0s 734us/step - loss: 0.3471 - accuracy: 0.8586
Epoch 161/500
225/225 [==============================] - 0s 721us/step - loss: 0.3474 - accuracy: 0.8592
Epoch 162/500
225/225 [==============================] - 0s 742us/step - loss: 0.3476 - accuracy: 0.8589
Epoch 163/500
225/225 [==============================] - 0s 752us/step - loss: 0.3476 - accuracy: 0.8578
Epoch 164/500
225/225 [==============================] - 0s 731us/step - loss: 0.3472 - accuracy: 0.8590
Epoch 165/500
225/225 [==============================] - 0s 736us/step - loss: 0.3472 - accuracy: 0.8581
Epoch 166/500
225/225 [==============================] - 0s 730us/step - loss: 0.3476 - accuracy: 0.8576
Epoch 167/500
225/225 [==============================] - 0s 728us/step - loss: 0.3469 - accuracy: 0.8562
Epoch 168/500
225/225 [==============================] - 0s 784us/step - loss: 0.3472 - accuracy: 0.8590
Epoch 169/500
225/225 [==============================] - 0s 742us/step - loss: 0.3472 - accuracy: 0.8581
Epoch 170/500
225/225 [==============================] - 0s 723us/step - loss: 0.3470 - accuracy: 0.8578
Epoch 171/500
225/225 [==============================] - 0s 737us/step - loss: 0.3469 - accuracy: 0.8586
Epoch 172/500
225/225 [==============================] - 0s 735us/step - loss: 0.3472 - accuracy: 0.8578
Epoch 173/500
225/225 [==============================] - 0s 726us/step - loss: 0.3468 - accuracy: 0.8589
Epoch 174/500
225/225 [==============================] - 0s 754us/step - loss: 0.3468 - accuracy: 0.8594
Epoch 175/500
225/225 [==============================] - 0s 734us/step - loss: 0.3464 - accuracy: 0.8561
Epoch 176/500
225/225 [==============================] - 0s 756us/step - loss: 0.3466 - accuracy: 0.8569
Epoch 177/500
225/225 [==============================] - 0s 736us/step - loss: 0.3467 - accuracy: 0.8579
Epoch 178/500
225/225 [==============================] - 0s 734us/step - loss: 0.3463 - accuracy: 0.8593
Epoch 179/500
225/225 [==============================] - 0s 734us/step - loss: 0.3458 - accuracy: 0.8593
Epoch 180/500
225/225 [==============================] - 0s 770us/step - loss: 0.3464 - accuracy: 0.8592
Epoch 181/500
225/225 [==============================] - 0s 736us/step - loss: 0.3462 - accuracy: 0.8579
Epoch 182/500
225/225 [==============================] - 0s 727us/step - loss: 0.3462 - accuracy: 0.8592
Epoch 183/500
225/225 [==============================] - 0s 738us/step - loss: 0.3463 - accuracy: 0.8592
Epoch 184/500
225/225 [==============================] - 0s 735us/step - loss: 0.3464 - accuracy: 0.8582
Epoch 185/500
225/225 [==============================] - 0s 731us/step - loss: 0.3466 - accuracy: 0.8581
Epoch 186/500
225/225 [==============================] - 0s 781us/step - loss: 0.3461 - accuracy: 0.8581
Epoch 187/500
225/225 [==============================] - 0s 736us/step - loss: 0.3460 - accuracy: 0.8590
Epoch 188/500
225/225 [==============================] - 0s 733us/step - loss: 0.3463 - accuracy: 0.8596
Epoch 189/500
225/225 [==============================] - 0s 732us/step - loss: 0.3460 - accuracy: 0.8582
Epoch 190/500
225/225 [==============================] - 0s 737us/step - loss: 0.3460 - accuracy: 0.8589
Epoch 191/500
225/225 [==============================] - 0s 724us/step - loss: 0.3462 - accuracy: 0.8585
Epoch 192/500
225/225 [==============================] - 0s 786us/step - loss: 0.3466 - accuracy: 0.8601
Epoch 193/500
225/225 [==============================] - 0s 733us/step - loss: 0.3458 - accuracy: 0.8586
Epoch 194/500
225/225 [==============================] - 0s 723us/step - loss: 0.3458 - accuracy: 0.8587
Epoch 195/500
225/225 [==============================] - 0s 738us/step - loss: 0.3458 - accuracy: 0.8592
Epoch 196/500
225/225 [==============================] - 0s 748us/step - loss: 0.3456 - accuracy: 0.8594
Epoch 197/500
225/225 [==============================] - 0s 726us/step - loss: 0.3457 - accuracy: 0.8586
Epoch 198/500
225/225 [==============================] - 0s 726us/step - loss: 0.3450 - accuracy: 0.8592
Epoch 199/500
225/225 [==============================] - 0s 753us/step - loss: 0.3464 - accuracy: 0.8589
Epoch 200/500
225/225 [==============================] - 0s 741us/step - loss: 0.3453 - accuracy: 0.8582
Epoch 201/500
225/225 [==============================] - 0s 715us/step - loss: 0.3460 - accuracy: 0.8597
Epoch 202/500
225/225 [==============================] - 0s 725us/step - loss: 0.3460 - accuracy: 0.8603
Epoch 203/500
225/225 [==============================] - 0s 798us/step - loss: 0.3458 - accuracy: 0.8583
Epoch 204/500
225/225 [==============================] - 0s 802us/step - loss: 0.3456 - accuracy: 0.8585
Epoch 205/500
225/225 [==============================] - 0s 762us/step - loss: 0.3452 - accuracy: 0.8578
Epoch 206/500
225/225 [==============================] - 0s 731us/step - loss: 0.3457 - accuracy: 0.8582
Epoch 207/500
225/225 [==============================] - 0s 731us/step - loss: 0.3457 - accuracy: 0.8589
Epoch 208/500
225/225 [==============================] - 0s 750us/step - loss: 0.3455 - accuracy: 0.8600
Epoch 209/500
225/225 [==============================] - 0s 753us/step - loss: 0.3455 - accuracy: 0.8569
Epoch 210/500
225/225 [==============================] - 0s 732us/step - loss: 0.3455 - accuracy: 0.8593
Epoch 211/500
225/225 [==============================] - 0s 734us/step - loss: 0.3456 - accuracy: 0.8589
Epoch 212/500
225/225 [==============================] - 0s 746us/step - loss: 0.3454 - accuracy: 0.8597
Epoch 213/500
225/225 [==============================] - 0s 723us/step - loss: 0.3451 - accuracy: 0.8581
Epoch 214/500
225/225 [==============================] - 0s 737us/step - loss: 0.3453 - accuracy: 0.8581
Epoch 215/500
225/225 [==============================] - 0s 744us/step - loss: 0.3453 - accuracy: 0.8590
Epoch 216/500
225/225 [==============================] - 0s 758us/step - loss: 0.3454 - accuracy: 0.8586
Epoch 217/500
225/225 [==============================] - 0s 735us/step - loss: 0.3454 - accuracy: 0.8585
Epoch 218/500
225/225 [==============================] - 0s 749us/step - loss: 0.3444 - accuracy: 0.8583
Epoch 219/500
225/225 [==============================] - 0s 716us/step - loss: 0.3453 - accuracy: 0.8594
Epoch 220/500
225/225 [==============================] - 0s 744us/step - loss: 0.3453 - accuracy: 0.8596
Epoch 221/500
225/225 [==============================] - 0s 757us/step - loss: 0.3450 - accuracy: 0.8574
Epoch 222/500
225/225 [==============================] - 0s 723us/step - loss: 0.3451 - accuracy: 0.8600
Epoch 223/500
225/225 [==============================] - 0s 742us/step - loss: 0.3449 - accuracy: 0.8582
Epoch 224/500
225/225 [==============================] - 0s 750us/step - loss: 0.3453 - accuracy: 0.8581
Epoch 225/500
225/225 [==============================] - 0s 719us/step - loss: 0.3452 - accuracy: 0.8581
Epoch 226/500
225/225 [==============================] - 0s 771us/step - loss: 0.3451 - accuracy: 0.8590
Epoch 227/500
225/225 [==============================] - 0s 790us/step - loss: 0.3453 - accuracy: 0.8592
Epoch 228/500
225/225 [==============================] - 0s 721us/step - loss: 0.3446 - accuracy: 0.8578
Epoch 229/500
225/225 [==============================] - 0s 741us/step - loss: 0.3441 - accuracy: 0.8585
Epoch 230/500
225/225 [==============================] - 0s 745us/step - loss: 0.3452 - accuracy: 0.8569
Epoch 231/500
225/225 [==============================] - 0s 722us/step - loss: 0.3452 - accuracy: 0.8597
Epoch 232/500
225/225 [==============================] - 0s 736us/step - loss: 0.3448 - accuracy: 0.8604
Epoch 233/500
225/225 [==============================] - 0s 786us/step - loss: 0.3448 - accuracy: 0.8572
Epoch 234/500
225/225 [==============================] - 0s 718us/step - loss: 0.3448 - accuracy: 0.8586
Epoch 235/500
225/225 [==============================] - 0s 758us/step - loss: 0.3446 - accuracy: 0.8575
Epoch 236/500
225/225 [==============================] - 0s 751us/step - loss: 0.3450 - accuracy: 0.8581
Epoch 237/500
225/225 [==============================] - 0s 877us/step - loss: 0.3446 - accuracy: 0.8579
Epoch 238/500
225/225 [==============================] - 0s 727us/step - loss: 0.3445 - accuracy: 0.8586
Epoch 239/500
225/225 [==============================] - 0s 788us/step - loss: 0.3445 - accuracy: 0.8575
Epoch 240/500
225/225 [==============================] - 0s 737us/step - loss: 0.3443 - accuracy: 0.8583
Epoch 241/500
225/225 [==============================] - 0s 721us/step - loss: 0.3450 - accuracy: 0.8583
Epoch 242/500
225/225 [==============================] - 0s 752us/step - loss: 0.3447 - accuracy: 0.8576
Epoch 243/500
225/225 [==============================] - 0s 738us/step - loss: 0.3445 - accuracy: 0.8569
Epoch 244/500
225/225 [==============================] - 0s 719us/step - loss: 0.3445 - accuracy: 0.8569
Epoch 245/500
225/225 [==============================] - 0s 777us/step - loss: 0.3443 - accuracy: 0.8575
Epoch 246/500
225/225 [==============================] - 0s 738us/step - loss: 0.3443 - accuracy: 0.8567
Epoch 247/500
225/225 [==============================] - 0s 723us/step - loss: 0.3442 - accuracy: 0.8583
Epoch 248/500
225/225 [==============================] - 0s 746us/step - loss: 0.3443 - accuracy: 0.8576
Epoch 249/500
225/225 [==============================] - 0s 738us/step - loss: 0.3439 - accuracy: 0.8589
Epoch 250/500
225/225 [==============================] - 0s 718us/step - loss: 0.3445 - accuracy: 0.8575
Epoch 251/500
225/225 [==============================] - 0s 791us/step - loss: 0.3443 - accuracy: 0.8575
Epoch 252/500
225/225 [==============================] - 0s 742us/step - loss: 0.3448 - accuracy: 0.8576
Epoch 253/500
225/225 [==============================] - 0s 723us/step - loss: 0.3443 - accuracy: 0.8586
Epoch 254/500
225/225 [==============================] - 0s 743us/step - loss: 0.3435 - accuracy: 0.8590
Epoch 255/500
225/225 [==============================] - 0s 738us/step - loss: 0.3439 - accuracy: 0.8579
Epoch 256/500
225/225 [==============================] - 0s 722us/step - loss: 0.3439 - accuracy: 0.8585
Epoch 257/500
225/225 [==============================] - 0s 791us/step - loss: 0.3437 - accuracy: 0.8572
Epoch 258/500
225/225 [==============================] - 0s 755us/step - loss: 0.3443 - accuracy: 0.8594
Epoch 259/500
225/225 [==============================] - 0s 722us/step - loss: 0.3442 - accuracy: 0.8574
Epoch 260/500
225/225 [==============================] - 0s 746us/step - loss: 0.3442 - accuracy: 0.8597
Epoch 261/500
225/225 [==============================] - 0s 737us/step - loss: 0.3440 - accuracy: 0.8585
Epoch 262/500
225/225 [==============================] - 0s 722us/step - loss: 0.3441 - accuracy: 0.8576
Epoch 263/500
225/225 [==============================] - 0s 785us/step - loss: 0.3445 - accuracy: 0.8576
Epoch 264/500
225/225 [==============================] - 0s 742us/step - loss: 0.3441 - accuracy: 0.8596
Epoch 265/500
225/225 [==============================] - 0s 731us/step - loss: 0.3441 - accuracy: 0.8576
Epoch 266/500
225/225 [==============================] - 0s 727us/step - loss: 0.3439 - accuracy: 0.8562
Epoch 267/500
225/225 [==============================] - 0s 746us/step - loss: 0.3440 - accuracy: 0.8586
Epoch 268/500
225/225 [==============================] - 0s 747us/step - loss: 0.3441 - accuracy: 0.8587
Epoch 269/500
225/225 [==============================] - 0s 779us/step - loss: 0.3439 - accuracy: 0.8583
Epoch 270/500
225/225 [==============================] - 0s 739us/step - loss: 0.3435 - accuracy: 0.8597
Epoch 271/500
225/225 [==============================] - 0s 736us/step - loss: 0.3438 - accuracy: 0.8586
Epoch 272/500
225/225 [==============================] - 0s 728us/step - loss: 0.3438 - accuracy: 0.8578
Epoch 273/500
225/225 [==============================] - 0s 748us/step - loss: 0.3434 - accuracy: 0.8594
Epoch 274/500
225/225 [==============================] - 0s 774us/step - loss: 0.3439 - accuracy: 0.8589
Epoch 275/500
225/225 [==============================] - 0s 723us/step - loss: 0.3439 - accuracy: 0.8585
Epoch 276/500
225/225 [==============================] - 0s 737us/step - loss: 0.3441 - accuracy: 0.8589
Epoch 277/500
225/225 [==============================] - 0s 734us/step - loss: 0.3438 - accuracy: 0.8568
Epoch 278/500
225/225 [==============================] - 0s 729us/step - loss: 0.3439 - accuracy: 0.8594
Epoch 279/500
225/225 [==============================] - 0s 738us/step - loss: 0.3436 - accuracy: 0.8578
Epoch 280/500
225/225 [==============================] - 0s 810us/step - loss: 0.3437 - accuracy: 0.8582
Epoch 281/500
225/225 [==============================] - 0s 731us/step - loss: 0.3433 - accuracy: 0.8587
Epoch 282/500
225/225 [==============================] - 0s 739us/step - loss: 0.3428 - accuracy: 0.8589
Epoch 283/500
225/225 [==============================] - 0s 735us/step - loss: 0.3437 - accuracy: 0.8579
Epoch 284/500
225/225 [==============================] - 0s 728us/step - loss: 0.3436 - accuracy: 0.8569
Epoch 285/500
225/225 [==============================] - 0s 753us/step - loss: 0.3438 - accuracy: 0.8587
Epoch 286/500
225/225 [==============================] - 0s 862us/step - loss: 0.3435 - accuracy: 0.8593
Epoch 287/500
225/225 [==============================] - 0s 768us/step - loss: 0.3432 - accuracy: 0.8575
Epoch 288/500
225/225 [==============================] - 0s 720us/step - loss: 0.3436 - accuracy: 0.8572
Epoch 289/500
225/225 [==============================] - 0s 748us/step - loss: 0.3431 - accuracy: 0.8579
Epoch 290/500
225/225 [==============================] - 0s 735us/step - loss: 0.3432 - accuracy: 0.8608
Epoch 291/500
225/225 [==============================] - 0s 720us/step - loss: 0.3435 - accuracy: 0.8575
Epoch 292/500
225/225 [==============================] - 0s 808us/step - loss: 0.3435 - accuracy: 0.8593
Epoch 293/500
225/225 [==============================] - 0s 763us/step - loss: 0.3433 - accuracy: 0.8574
Epoch 294/500
225/225 [==============================] - 0s 760us/step - loss: 0.3428 - accuracy: 0.8597
Epoch 295/500
225/225 [==============================] - 0s 800us/step - loss: 0.3433 - accuracy: 0.8587
Epoch 296/500
225/225 [==============================] - 0s 738us/step - loss: 0.3429 - accuracy: 0.8574
Epoch 297/500
225/225 [==============================] - 0s 716us/step - loss: 0.3426 - accuracy: 0.8592
Epoch 298/500
225/225 [==============================] - 0s 764us/step - loss: 0.3432 - accuracy: 0.8585
Epoch 299/500
225/225 [==============================] - 0s 735us/step - loss: 0.3429 - accuracy: 0.8575
Epoch 300/500
225/225 [==============================] - 0s 722us/step - loss: 0.3430 - accuracy: 0.8574
Epoch 301/500
225/225 [==============================] - 0s 748us/step - loss: 0.3432 - accuracy: 0.8585
Epoch 302/500
225/225 [==============================] - 0s 738us/step - loss: 0.3429 - accuracy: 0.8592
Epoch 303/500
225/225 [==============================] - 0s 723us/step - loss: 0.3427 - accuracy: 0.8582
Epoch 304/500
225/225 [==============================] - 0s 793us/step - loss: 0.3433 - accuracy: 0.8593
Epoch 305/500
225/225 [==============================] - 0s 737us/step - loss: 0.3427 - accuracy: 0.8585
Epoch 306/500
225/225 [==============================] - 0s 722us/step - loss: 0.3427 - accuracy: 0.8581
Epoch 307/500
225/225 [==============================] - 0s 736us/step - loss: 0.3428 - accuracy: 0.8578
Epoch 308/500
225/225 [==============================] - 0s 737us/step - loss: 0.3429 - accuracy: 0.8594
Epoch 309/500
225/225 [==============================] - 0s 725us/step - loss: 0.3430 - accuracy: 0.8587
Epoch 310/500
225/225 [==============================] - 0s 774us/step - loss: 0.3419 - accuracy: 0.8582
Epoch 311/500
225/225 [==============================] - 0s 740us/step - loss: 0.3432 - accuracy: 0.8554
Epoch 312/500
225/225 [==============================] - 0s 735us/step - loss: 0.3427 - accuracy: 0.8579
Epoch 313/500
225/225 [==============================] - 0s 728us/step - loss: 0.3428 - accuracy: 0.8586
Epoch 314/500
225/225 [==============================] - 0s 739us/step - loss: 0.3431 - accuracy: 0.8596
Epoch 315/500
225/225 [==============================] - 0s 786us/step - loss: 0.3431 - accuracy: 0.8604
Epoch 316/500
225/225 [==============================] - 0s 739us/step - loss: 0.3424 - accuracy: 0.8592
Epoch 317/500
225/225 [==============================] - 0s 776us/step - loss: 0.3429 - accuracy: 0.8576
Epoch 318/500
225/225 [==============================] - 0s 731us/step - loss: 0.3426 - accuracy: 0.8569
Epoch 319/500
225/225 [==============================] - 0s 733us/step - loss: 0.3420 - accuracy: 0.8582
Epoch 320/500
225/225 [==============================] - 0s 744us/step - loss: 0.3427 - accuracy: 0.8586
Epoch 321/500
225/225 [==============================] - 0s 784us/step - loss: 0.3427 - accuracy: 0.8600
Epoch 322/500
225/225 [==============================] - 0s 732us/step - loss: 0.3426 - accuracy: 0.8586
Epoch 323/500
225/225 [==============================] - 0s 738us/step - loss: 0.3427 - accuracy: 0.8575
Epoch 324/500
225/225 [==============================] - 0s 751us/step - loss: 0.3429 - accuracy: 0.8569
Epoch 325/500
225/225 [==============================] - 0s 733us/step - loss: 0.3426 - accuracy: 0.8586
Epoch 326/500
225/225 [==============================] - 0s 741us/step - loss: 0.3430 - accuracy: 0.8583
Epoch 327/500
225/225 [==============================] - 0s 759us/step - loss: 0.3430 - accuracy: 0.8586
Epoch 328/500
225/225 [==============================] - 0s 728us/step - loss: 0.3427 - accuracy: 0.8587
Epoch 329/500
225/225 [==============================] - 0s 771us/step - loss: 0.3427 - accuracy: 0.8587
Epoch 330/500
225/225 [==============================] - 0s 731us/step - loss: 0.3425 - accuracy: 0.8571
Epoch 331/500
225/225 [==============================] - 0s 731us/step - loss: 0.3425 - accuracy: 0.8596
Epoch 332/500
225/225 [==============================] - 0s 731us/step - loss: 0.3422 - accuracy: 0.8590
Epoch 333/500
225/225 [==============================] - 0s 789us/step - loss: 0.3427 - accuracy: 0.8568
Epoch 334/500
225/225 [==============================] - 0s 728us/step - loss: 0.3425 - accuracy: 0.8589
Epoch 335/500
225/225 [==============================] - 0s 743us/step - loss: 0.3430 - accuracy: 0.8582
Epoch 336/500
225/225 [==============================] - 0s 739us/step - loss: 0.3425 - accuracy: 0.8586
Epoch 337/500
225/225 [==============================] - 0s 732us/step - loss: 0.3427 - accuracy: 0.8575
Epoch 338/500
225/225 [==============================] - 0s 717us/step - loss: 0.3429 - accuracy: 0.8601
Epoch 339/500
225/225 [==============================] - 0s 844us/step - loss: 0.3429 - accuracy: 0.8575
Epoch 340/500
225/225 [==============================] - 0s 740us/step - loss: 0.3429 - accuracy: 0.8578
Epoch 341/500
225/225 [==============================] - 0s 721us/step - loss: 0.3428 - accuracy: 0.8572
Epoch 342/500
225/225 [==============================] - 0s 735us/step - loss: 0.3425 - accuracy: 0.8592
Epoch 343/500
225/225 [==============================] - 0s 795us/step - loss: 0.3427 - accuracy: 0.8589
Epoch 344/500
225/225 [==============================] - 0s 765us/step - loss: 0.3425 - accuracy: 0.8585
Epoch 345/500
225/225 [==============================] - 0s 746us/step - loss: 0.3424 - accuracy: 0.8586
Epoch 346/500
225/225 [==============================] - 0s 738us/step - loss: 0.3426 - accuracy: 0.8592
Epoch 347/500
225/225 [==============================] - 0s 721us/step - loss: 0.3424 - accuracy: 0.8583
Epoch 348/500
225/225 [==============================] - 0s 748us/step - loss: 0.3427 - accuracy: 0.8567
Epoch 349/500
225/225 [==============================] - 0s 764us/step - loss: 0.3429 - accuracy: 0.8586
Epoch 350/500
225/225 [==============================] - 0s 723us/step - loss: 0.3429 - accuracy: 0.8594
Epoch 351/500
225/225 [==============================] - 0s 778us/step - loss: 0.3418 - accuracy: 0.8583
Epoch 352/500
225/225 [==============================] - 0s 779us/step - loss: 0.3428 - accuracy: 0.8571
Epoch 353/500
225/225 [==============================] - 0s 721us/step - loss: 0.3426 - accuracy: 0.8604
Epoch 354/500
225/225 [==============================] - 0s 734us/step - loss: 0.3426 - accuracy: 0.8589
Epoch 355/500
225/225 [==============================] - 0s 746us/step - loss: 0.3424 - accuracy: 0.8582
Epoch 356/500
225/225 [==============================] - 0s 752us/step - loss: 0.3426 - accuracy: 0.8567
Epoch 357/500
225/225 [==============================] - 0s 731us/step - loss: 0.3422 - accuracy: 0.8582
Epoch 358/500
225/225 [==============================] - 0s 750us/step - loss: 0.3428 - accuracy: 0.8583
Epoch 359/500
225/225 [==============================] - 0s 723us/step - loss: 0.3426 - accuracy: 0.8587
Epoch 360/500
225/225 [==============================] - 0s 733us/step - loss: 0.3430 - accuracy: 0.8592
Epoch 361/500
225/225 [==============================] - 0s 739us/step - loss: 0.3426 - accuracy: 0.8576
Epoch 362/500
225/225 [==============================] - 0s 774us/step - loss: 0.3421 - accuracy: 0.8586
Epoch 363/500
225/225 [==============================] - 0s 734us/step - loss: 0.3425 - accuracy: 0.8593
Epoch 364/500
225/225 [==============================] - 0s 734us/step - loss: 0.3426 - accuracy: 0.8572
Epoch 365/500
225/225 [==============================] - 0s 721us/step - loss: 0.3427 - accuracy: 0.8589
Epoch 366/500
225/225 [==============================] - 0s 743us/step - loss: 0.3424 - accuracy: 0.8586
Epoch 367/500
225/225 [==============================] - 0s 741us/step - loss: 0.3422 - accuracy: 0.8594
Epoch 368/500
225/225 [==============================] - 0s 743us/step - loss: 0.3426 - accuracy: 0.8579
Epoch 369/500
225/225 [==============================] - 0s 750us/step - loss: 0.3428 - accuracy: 0.8579
Epoch 370/500
225/225 [==============================] - 0s 741us/step - loss: 0.3425 - accuracy: 0.8574
Epoch 371/500
225/225 [==============================] - 0s 720us/step - loss: 0.3420 - accuracy: 0.8576
Epoch 372/500
225/225 [==============================] - 0s 785us/step - loss: 0.3422 - accuracy: 0.8578
Epoch 373/500
225/225 [==============================] - 0s 743us/step - loss: 0.3423 - accuracy: 0.8596
Epoch 374/500
225/225 [==============================] - 0s 720us/step - loss: 0.3424 - accuracy: 0.8585
Epoch 375/500
225/225 [==============================] - 0s 737us/step - loss: 0.3425 - accuracy: 0.8583
Epoch 376/500
225/225 [==============================] - 0s 750us/step - loss: 0.3420 - accuracy: 0.8582
Epoch 377/500
225/225 [==============================] - 0s 723us/step - loss: 0.3422 - accuracy: 0.8562
Epoch 378/500
225/225 [==============================] - 0s 738us/step - loss: 0.3422 - accuracy: 0.8579
Epoch 379/500
225/225 [==============================] - 0s 737us/step - loss: 0.3423 - accuracy: 0.8575
Epoch 380/500
225/225 [==============================] - 0s 723us/step - loss: 0.3425 - accuracy: 0.8567
Epoch 381/500
225/225 [==============================] - 0s 773us/step - loss: 0.3426 - accuracy: 0.8582
Epoch 382/500
225/225 [==============================] - 0s 750us/step - loss: 0.3421 - accuracy: 0.8575
Epoch 383/500
225/225 [==============================] - 0s 722us/step - loss: 0.3423 - accuracy: 0.8601
Epoch 384/500
225/225 [==============================] - 0s 747us/step - loss: 0.3421 - accuracy: 0.8594
Epoch 385/500
225/225 [==============================] - 0s 742us/step - loss: 0.3420 - accuracy: 0.8585
Epoch 386/500
225/225 [==============================] - 0s 793us/step - loss: 0.3422 - accuracy: 0.8569
Epoch 387/500
225/225 [==============================] - 0s 720us/step - loss: 0.3422 - accuracy: 0.8575
Epoch 388/500
225/225 [==============================] - 0s 740us/step - loss: 0.3422 - accuracy: 0.8578
Epoch 389/500
225/225 [==============================] - 0s 744us/step - loss: 0.3424 - accuracy: 0.8575
Epoch 390/500
225/225 [==============================] - 0s 717us/step - loss: 0.3420 - accuracy: 0.8585
Epoch 391/500
225/225 [==============================] - 0s 746us/step - loss: 0.3422 - accuracy: 0.8579
Epoch 392/500
225/225 [==============================] - 0s 781us/step - loss: 0.3419 - accuracy: 0.8590
Epoch 393/500
225/225 [==============================] - 0s 722us/step - loss: 0.3411 - accuracy: 0.8582
Epoch 394/500
225/225 [==============================] - 0s 738us/step - loss: 0.3423 - accuracy: 0.8585
Epoch 395/500
225/225 [==============================] - 0s 732us/step - loss: 0.3419 - accuracy: 0.8571
Epoch 396/500
225/225 [==============================] - 0s 731us/step - loss: 0.3419 - accuracy: 0.8596
Epoch 397/500
225/225 [==============================] - 0s 747us/step - loss: 0.3418 - accuracy: 0.8575
Epoch 398/500
225/225 [==============================] - 0s 754us/step - loss: 0.3420 - accuracy: 0.8586
Epoch 399/500
225/225 [==============================] - 0s 732us/step - loss: 0.3420 - accuracy: 0.8589
Epoch 400/500
225/225 [==============================] - 0s 751us/step - loss: 0.3421 - accuracy: 0.8582
Epoch 401/500
225/225 [==============================] - 0s 744us/step - loss: 0.3416 - accuracy: 0.8565
Epoch 402/500
225/225 [==============================] - 0s 743us/step - loss: 0.3421 - accuracy: 0.8587
Epoch 403/500
225/225 [==============================] - 0s 754us/step - loss: 0.3417 - accuracy: 0.8590
Epoch 404/500
225/225 [==============================] - 0s 777us/step - loss: 0.3419 - accuracy: 0.8589
Epoch 405/500
225/225 [==============================] - 0s 721us/step - loss: 0.3422 - accuracy: 0.8576
Epoch 406/500
225/225 [==============================] - 0s 742us/step - loss: 0.3419 - accuracy: 0.8590
Epoch 407/500
225/225 [==============================] - 0s 742us/step - loss: 0.3415 - accuracy: 0.8597
Epoch 408/500
225/225 [==============================] - 0s 729us/step - loss: 0.3414 - accuracy: 0.8575
Epoch 409/500
225/225 [==============================] - 0s 740us/step - loss: 0.3420 - accuracy: 0.8568
Epoch 410/500
225/225 [==============================] - 0s 769us/step - loss: 0.3421 - accuracy: 0.8597
Epoch 411/500
225/225 [==============================] - 0s 749us/step - loss: 0.3413 - accuracy: 0.8585
Epoch 412/500
225/225 [==============================] - 0s 740us/step - loss: 0.3417 - accuracy: 0.8579
Epoch 413/500
225/225 [==============================] - 0s 744us/step - loss: 0.3421 - accuracy: 0.8585
Epoch 414/500
225/225 [==============================] - 0s 721us/step - loss: 0.3419 - accuracy: 0.8597
Epoch 415/500
225/225 [==============================] - 0s 746us/step - loss: 0.3419 - accuracy: 0.8569
Epoch 416/500
225/225 [==============================] - 0s 791us/step - loss: 0.3418 - accuracy: 0.8603
Epoch 417/500
225/225 [==============================] - 0s 738us/step - loss: 0.3421 - accuracy: 0.8604
Epoch 418/500
225/225 [==============================] - 0s 727us/step - loss: 0.3419 - accuracy: 0.8569
Epoch 419/500
225/225 [==============================] - 0s 741us/step - loss: 0.3420 - accuracy: 0.8590
Epoch 420/500
225/225 [==============================] - 0s 738us/step - loss: 0.3418 - accuracy: 0.8587
Epoch 421/500
225/225 [==============================] - 0s 754us/step - loss: 0.3413 - accuracy: 0.8601
Epoch 422/500
225/225 [==============================] - 0s 739us/step - loss: 0.3419 - accuracy: 0.8586
Epoch 423/500
225/225 [==============================] - 0s 739us/step - loss: 0.3419 - accuracy: 0.8587
Epoch 424/500
225/225 [==============================] - 0s 727us/step - loss: 0.3414 - accuracy: 0.8579
Epoch 425/500
225/225 [==============================] - 0s 738us/step - loss: 0.3415 - accuracy: 0.8578
Epoch 426/500
225/225 [==============================] - 0s 740us/step - loss: 0.3420 - accuracy: 0.8572
Epoch 427/500
225/225 [==============================] - 0s 765us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 428/500
225/225 [==============================] - 0s 747us/step - loss: 0.3420 - accuracy: 0.8586
Epoch 429/500
225/225 [==============================] - 0s 737us/step - loss: 0.3418 - accuracy: 0.8583
Epoch 430/500
225/225 [==============================] - 0s 727us/step - loss: 0.3416 - accuracy: 0.8572
Epoch 431/500
225/225 [==============================] - 0s 736us/step - loss: 0.3415 - accuracy: 0.8562
Epoch 432/500
225/225 [==============================] - 0s 748us/step - loss: 0.3419 - accuracy: 0.8586
Epoch 433/500
225/225 [==============================] - 0s 765us/step - loss: 0.3419 - accuracy: 0.8582
Epoch 434/500
225/225 [==============================] - 0s 736us/step - loss: 0.3420 - accuracy: 0.8585
Epoch 435/500
225/225 [==============================] - 0s 754us/step - loss: 0.3420 - accuracy: 0.8583
Epoch 436/500
225/225 [==============================] - 0s 727us/step - loss: 0.3419 - accuracy: 0.8575
Epoch 437/500
225/225 [==============================] - 0s 738us/step - loss: 0.3416 - accuracy: 0.8581
Epoch 438/500
225/225 [==============================] - 0s 736us/step - loss: 0.3419 - accuracy: 0.8585
Epoch 439/500
225/225 [==============================] - 0s 776us/step - loss: 0.3415 - accuracy: 0.8585
Epoch 440/500
225/225 [==============================] - 0s 736us/step - loss: 0.3416 - accuracy: 0.8581
Epoch 441/500
225/225 [==============================] - 0s 748us/step - loss: 0.3419 - accuracy: 0.8593
Epoch 442/500
225/225 [==============================] - 0s 727us/step - loss: 0.3416 - accuracy: 0.8586
Epoch 443/500
225/225 [==============================] - 0s 741us/step - loss: 0.3421 - accuracy: 0.8604
Epoch 444/500
225/225 [==============================] - 0s 736us/step - loss: 0.3416 - accuracy: 0.8587
Epoch 445/500
225/225 [==============================] - 0s 835us/step - loss: 0.3419 - accuracy: 0.8612
Epoch 446/500
225/225 [==============================] - 0s 785us/step - loss: 0.3411 - accuracy: 0.8594
Epoch 447/500
225/225 [==============================] - 0s 781us/step - loss: 0.3419 - accuracy: 0.8587
Epoch 448/500
225/225 [==============================] - 0s 783us/step - loss: 0.3414 - accuracy: 0.8607
Epoch 449/500
225/225 [==============================] - 0s 761us/step - loss: 0.3417 - accuracy: 0.8585
Epoch 450/500
225/225 [==============================] - 0s 780us/step - loss: 0.3417 - accuracy: 0.8596
Epoch 451/500
225/225 [==============================] - 0s 762us/step - loss: 0.3418 - accuracy: 0.8603
Epoch 452/500
225/225 [==============================] - 0s 732us/step - loss: 0.3418 - accuracy: 0.8589
Epoch 453/500
225/225 [==============================] - 0s 776us/step - loss: 0.3417 - accuracy: 0.8574
Epoch 454/500
225/225 [==============================] - 0s 735us/step - loss: 0.3418 - accuracy: 0.8590
Epoch 455/500
225/225 [==============================] - 0s 746us/step - loss: 0.3410 - accuracy: 0.8597
Epoch 456/500
225/225 [==============================] - 0s 780us/step - loss: 0.3413 - accuracy: 0.8581
Epoch 457/500
225/225 [==============================] - 0s 751us/step - loss: 0.3418 - accuracy: 0.8579
Epoch 458/500
225/225 [==============================] - 0s 747us/step - loss: 0.3418 - accuracy: 0.8581
Epoch 459/500
225/225 [==============================] - 0s 747us/step - loss: 0.3417 - accuracy: 0.8583
Epoch 460/500
225/225 [==============================] - 0s 745us/step - loss: 0.3414 - accuracy: 0.8594
Epoch 461/500
225/225 [==============================] - 0s 750us/step - loss: 0.3418 - accuracy: 0.8592
Epoch 462/500
225/225 [==============================] - 0s 771us/step - loss: 0.3417 - accuracy: 0.8587
Epoch 463/500
225/225 [==============================] - 0s 741us/step - loss: 0.3413 - accuracy: 0.8596
Epoch 464/500
225/225 [==============================] - 0s 744us/step - loss: 0.3416 - accuracy: 0.8586
Epoch 465/500
225/225 [==============================] - 0s 760us/step - loss: 0.3417 - accuracy: 0.8597
Epoch 466/500
225/225 [==============================] - 0s 759us/step - loss: 0.3416 - accuracy: 0.8592
Epoch 467/500
225/225 [==============================] - 0s 738us/step - loss: 0.3416 - accuracy: 0.8594
Epoch 468/500
225/225 [==============================] - 0s 777us/step - loss: 0.3416 - accuracy: 0.8599
Epoch 469/500
225/225 [==============================] - 0s 756us/step - loss: 0.3416 - accuracy: 0.8582
Epoch 470/500
225/225 [==============================] - 0s 753us/step - loss: 0.3419 - accuracy: 0.8590
Epoch 471/500
225/225 [==============================] - 0s 727us/step - loss: 0.3418 - accuracy: 0.8585
Epoch 472/500
225/225 [==============================] - 0s 742us/step - loss: 0.3416 - accuracy: 0.8601
Epoch 473/500
225/225 [==============================] - 0s 733us/step - loss: 0.3409 - accuracy: 0.8606
Epoch 474/500
225/225 [==============================] - 0s 890us/step - loss: 0.3418 - accuracy: 0.8582
Epoch 475/500
225/225 [==============================] - 0s 726us/step - loss: 0.3419 - accuracy: 0.8586
Epoch 476/500
225/225 [==============================] - 0s 731us/step - loss: 0.3414 - accuracy: 0.8601
Epoch 477/500
225/225 [==============================] - 0s 748us/step - loss: 0.3417 - accuracy: 0.8579
Epoch 478/500
225/225 [==============================] - 0s 718us/step - loss: 0.3419 - accuracy: 0.8592
Epoch 479/500
225/225 [==============================] - 0s 737us/step - loss: 0.3414 - accuracy: 0.8587
Epoch 480/500
225/225 [==============================] - 0s 759us/step - loss: 0.3416 - accuracy: 0.8597
Epoch 481/500
225/225 [==============================] - 0s 723us/step - loss: 0.3413 - accuracy: 0.8607
Epoch 482/500
225/225 [==============================] - 0s 736us/step - loss: 0.3416 - accuracy: 0.8583
Epoch 483/500
225/225 [==============================] - 0s 737us/step - loss: 0.3415 - accuracy: 0.8599
Epoch 484/500
225/225 [==============================] - 0s 725us/step - loss: 0.3412 - accuracy: 0.8587
Epoch 485/500
225/225 [==============================] - 0s 740us/step - loss: 0.3417 - accuracy: 0.8592
Epoch 486/500
225/225 [==============================] - 0s 772us/step - loss: 0.3413 - accuracy: 0.8581
Epoch 487/500
225/225 [==============================] - 0s 719us/step - loss: 0.3415 - accuracy: 0.8583
Epoch 488/500
225/225 [==============================] - 0s 847us/step - loss: 0.3410 - accuracy: 0.8581
Epoch 489/500
225/225 [==============================] - 0s 746us/step - loss: 0.3414 - accuracy: 0.8587
Epoch 490/500
225/225 [==============================] - 0s 721us/step - loss: 0.3416 - accuracy: 0.8594
Epoch 491/500
225/225 [==============================] - 0s 783us/step - loss: 0.3416 - accuracy: 0.8579
Epoch 492/500
225/225 [==============================] - 0s 754us/step - loss: 0.3414 - accuracy: 0.8589
Epoch 493/500
225/225 [==============================] - 0s 772us/step - loss: 0.3413 - accuracy: 0.8597
Epoch 494/500
225/225 [==============================] - 0s 741us/step - loss: 0.3415 - accuracy: 0.8594
Epoch 495/500
225/225 [==============================] - 0s 736us/step - loss: 0.3415 - accuracy: 0.8594
Epoch 496/500
225/225 [==============================] - 0s 721us/step - loss: 0.3414 - accuracy: 0.8583
Epoch 497/500
225/225 [==============================] - 0s 777us/step - loss: 0.3414 - accuracy: 0.8576
Epoch 498/500
225/225 [==============================] - 0s 738us/step - loss: 0.3415 - accuracy: 0.8599
Epoch 499/500
225/225 [==============================] - 0s 729us/step - loss: 0.3417 - accuracy: 0.8614
Epoch 500/500
225/225 [==============================] - 0s 745us/step - loss: 0.3416 - accuracy: 0.8585
Epoch 1/500
225/225 [==============================] - 0s 789us/step - loss: 0.6231 - accuracy: 0.7958
Epoch 2/500
225/225 [==============================] - 0s 785us/step - loss: 0.5501 - accuracy: 0.7960
Epoch 3/500
225/225 [==============================] - 0s 816us/step - loss: 0.5238 - accuracy: 0.7960
Epoch 4/500
225/225 [==============================] - 0s 764us/step - loss: 0.5137 - accuracy: 0.7960
Epoch 5/500
225/225 [==============================] - 0s 775us/step - loss: 0.5094 - accuracy: 0.7960
Epoch 6/500
225/225 [==============================] - 0s 768us/step - loss: 0.5075 - accuracy: 0.7960
Epoch 7/500
225/225 [==============================] - 0s 817us/step - loss: 0.5067 - accuracy: 0.7960
Epoch 8/500
225/225 [==============================] - 0s 760us/step - loss: 0.5063 - accuracy: 0.7960
Epoch 9/500
225/225 [==============================] - 0s 775us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 10/500
225/225 [==============================] - 0s 799us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 11/500
225/225 [==============================] - 0s 750us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 12/500
225/225 [==============================] - 0s 811us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 13/500
225/225 [==============================] - 0s 782us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 14/500
225/225 [==============================] - 0s 766us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 15/500
225/225 [==============================] - 0s 776us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 16/500
225/225 [==============================] - 0s 886us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 17/500
225/225 [==============================] - 0s 769us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 18/500
225/225 [==============================] - 0s 814us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 19/500
225/225 [==============================] - 0s 773us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 20/500
225/225 [==============================] - 0s 779us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 21/500
225/225 [==============================] - 0s 774us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 22/500
225/225 [==============================] - 0s 757us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 23/500
225/225 [==============================] - 0s 796us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 24/500
225/225 [==============================] - 0s 778us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 25/500
225/225 [==============================] - 0s 787us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 26/500
225/225 [==============================] - 0s 783us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 27/500
225/225 [==============================] - 0s 792us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 28/500
225/225 [==============================] - 0s 765us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 29/500
225/225 [==============================] - 0s 845us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 30/500
225/225 [==============================] - 0s 777us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 31/500
225/225 [==============================] - 0s 791us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 32/500
225/225 [==============================] - 0s 768us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 33/500
225/225 [==============================] - 0s 782us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 34/500
225/225 [==============================] - 0s 786us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 35/500
225/225 [==============================] - 0s 796us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 36/500
225/225 [==============================] - 0s 760us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 37/500
225/225 [==============================] - 0s 784us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 38/500
225/225 [==============================] - 0s 795us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 39/500
225/225 [==============================] - 0s 763us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 40/500
225/225 [==============================] - 0s 812us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 41/500
225/225 [==============================] - 0s 778us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 42/500
225/225 [==============================] - 0s 787us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 43/500
225/225 [==============================] - 0s 762us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 44/500
225/225 [==============================] - 0s 925us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 45/500
225/225 [==============================] - 0s 744us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 46/500
225/225 [==============================] - 0s 741us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 47/500
225/225 [==============================] - 0s 764us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 48/500
225/225 [==============================] - 0s 740us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 49/500
225/225 [==============================] - 0s 724us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 50/500
225/225 [==============================] - 0s 771us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 51/500
225/225 [==============================] - 0s 742us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 52/500
225/225 [==============================] - 0s 744us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 53/500
225/225 [==============================] - 0s 728us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 54/500
225/225 [==============================] - 0s 736us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 55/500
225/225 [==============================] - 0s 750us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 56/500
225/225 [==============================] - 0s 728us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 57/500
225/225 [==============================] - 0s 793us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 58/500
225/225 [==============================] - 0s 745us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 59/500
225/225 [==============================] - 0s 722us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 60/500
225/225 [==============================] - 0s 735us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 61/500
225/225 [==============================] - 0s 751us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 62/500
225/225 [==============================] - 0s 719us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 63/500
225/225 [==============================] - 0s 783us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 64/500
225/225 [==============================] - 0s 765us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 65/500
225/225 [==============================] - 0s 717us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 66/500
225/225 [==============================] - 0s 732us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 67/500
225/225 [==============================] - 0s 756us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 68/500
225/225 [==============================] - 0s 724us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 69/500
225/225 [==============================] - 0s 795us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 70/500
225/225 [==============================] - 0s 752us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 71/500
225/225 [==============================] - 0s 731us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 72/500
225/225 [==============================] - 0s 742us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 73/500
225/225 [==============================] - 0s 780us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 74/500
225/225 [==============================] - 0s 736us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 75/500
225/225 [==============================] - 0s 757us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 76/500
225/225 [==============================] - 0s 756us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 77/500
225/225 [==============================] - 0s 742us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 78/500
225/225 [==============================] - 0s 720us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 79/500
225/225 [==============================] - 0s 744us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 80/500
225/225 [==============================] - 0s 740us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 81/500
225/225 [==============================] - 0s 769us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 82/500
225/225 [==============================] - 0s 768us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 83/500
225/225 [==============================] - 0s 743us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 84/500
225/225 [==============================] - 0s 726us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 85/500
225/225 [==============================] - 0s 744us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 86/500
225/225 [==============================] - 0s 738us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 87/500
225/225 [==============================] - 0s 770us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 88/500
225/225 [==============================] - 0s 745us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 89/500
225/225 [==============================] - 0s 737us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 90/500
225/225 [==============================] - 0s 721us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 91/500
225/225 [==============================] - 0s 746us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 92/500
225/225 [==============================] - 0s 737us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 93/500
225/225 [==============================] - 0s 769us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 94/500
225/225 [==============================] - 0s 741us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 95/500
225/225 [==============================] - 0s 741us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 96/500
225/225 [==============================] - 0s 726us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 97/500
225/225 [==============================] - 0s 753us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 98/500
225/225 [==============================] - 0s 784us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 99/500
225/225 [==============================] - 0s 723us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 100/500
225/225 [==============================] - 0s 743us/step - loss: 0.5052 - accuracy: 0.7960
Epoch 101/500
225/225 [==============================] - 0s 736us/step - loss: 0.5050 - accuracy: 0.7960
Epoch 102/500
225/225 [==============================] - 0s 723us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 103/500
225/225 [==============================] - 0s 751us/step - loss: 0.5047 - accuracy: 0.7960
Epoch 104/500
225/225 [==============================] - 0s 783us/step - loss: 0.5045 - accuracy: 0.7960
Epoch 105/500
225/225 [==============================] - 0s 736us/step - loss: 0.5043 - accuracy: 0.7960
Epoch 106/500
225/225 [==============================] - 0s 759us/step - loss: 0.5040 - accuracy: 0.7960
Epoch 107/500
225/225 [==============================] - 0s 737us/step - loss: 0.5036 - accuracy: 0.7960
Epoch 108/500
225/225 [==============================] - 0s 738us/step - loss: 0.5032 - accuracy: 0.7960
Epoch 109/500
225/225 [==============================] - 0s 728us/step - loss: 0.5026 - accuracy: 0.7960
Epoch 110/500
225/225 [==============================] - 0s 770us/step - loss: 0.5020 - accuracy: 0.7960
Epoch 111/500
225/225 [==============================] - 0s 738us/step - loss: 0.5011 - accuracy: 0.7960
Epoch 112/500
225/225 [==============================] - 0s 741us/step - loss: 0.5000 - accuracy: 0.7960
Epoch 113/500
225/225 [==============================] - 0s 737us/step - loss: 0.4986 - accuracy: 0.7960
Epoch 114/500
225/225 [==============================] - 0s 763us/step - loss: 0.4967 - accuracy: 0.7960
Epoch 115/500
225/225 [==============================] - 0s 735us/step - loss: 0.4943 - accuracy: 0.7960
Epoch 116/500
225/225 [==============================] - 0s 838us/step - loss: 0.4911 - accuracy: 0.7960
Epoch 117/500
225/225 [==============================] - 0s 734us/step - loss: 0.4870 - accuracy: 0.7960
Epoch 118/500
225/225 [==============================] - 0s 738us/step - loss: 0.4815 - accuracy: 0.7960
Epoch 119/500
225/225 [==============================] - 0s 731us/step - loss: 0.4746 - accuracy: 0.7960
Epoch 120/500
225/225 [==============================] - 0s 746us/step - loss: 0.4664 - accuracy: 0.7960
Epoch 121/500
225/225 [==============================] - 0s 744us/step - loss: 0.4577 - accuracy: 0.7957
Epoch 122/500
225/225 [==============================] - 0s 741us/step - loss: 0.4497 - accuracy: 0.7954
Epoch 123/500
225/225 [==============================] - 0s 779us/step - loss: 0.4433 - accuracy: 0.7939
Epoch 124/500
225/225 [==============================] - 0s 734us/step - loss: 0.4388 - accuracy: 0.7953
Epoch 125/500
225/225 [==============================] - 0s 731us/step - loss: 0.4356 - accuracy: 0.7976
Epoch 126/500
225/225 [==============================] - 0s 746us/step - loss: 0.4333 - accuracy: 0.7997
Epoch 127/500
225/225 [==============================] - 0s 760us/step - loss: 0.4316 - accuracy: 0.8043
Epoch 128/500
225/225 [==============================] - 0s 744us/step - loss: 0.4302 - accuracy: 0.8054
Epoch 129/500
225/225 [==============================] - 0s 742us/step - loss: 0.4288 - accuracy: 0.8069
Epoch 130/500
225/225 [==============================] - 0s 731us/step - loss: 0.4275 - accuracy: 0.8083
Epoch 131/500
225/225 [==============================] - 0s 738us/step - loss: 0.4262 - accuracy: 0.8103
Epoch 132/500
225/225 [==============================] - 0s 742us/step - loss: 0.4247 - accuracy: 0.8124
Epoch 133/500
225/225 [==============================] - 0s 752us/step - loss: 0.4231 - accuracy: 0.8156
Epoch 134/500
225/225 [==============================] - 0s 755us/step - loss: 0.4211 - accuracy: 0.8175
Epoch 135/500
225/225 [==============================] - 0s 735us/step - loss: 0.4190 - accuracy: 0.8194
Epoch 136/500
225/225 [==============================] - 0s 731us/step - loss: 0.4164 - accuracy: 0.8218
Epoch 137/500
225/225 [==============================] - 0s 739us/step - loss: 0.4134 - accuracy: 0.8253
Epoch 138/500
225/225 [==============================] - 0s 742us/step - loss: 0.4102 - accuracy: 0.8265
Epoch 139/500
225/225 [==============================] - 0s 729us/step - loss: 0.4066 - accuracy: 0.8304
Epoch 140/500
225/225 [==============================] - 0s 779us/step - loss: 0.4027 - accuracy: 0.8325
Epoch 141/500
225/225 [==============================] - 0s 782us/step - loss: 0.3987 - accuracy: 0.8368
Epoch 142/500
225/225 [==============================] - 0s 731us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 143/500
225/225 [==============================] - 0s 745us/step - loss: 0.3897 - accuracy: 0.8408
Epoch 144/500
225/225 [==============================] - 0s 736us/step - loss: 0.3856 - accuracy: 0.8439
Epoch 145/500
225/225 [==============================] - 0s 794us/step - loss: 0.3813 - accuracy: 0.8456
Epoch 146/500
225/225 [==============================] - 0s 725us/step - loss: 0.3775 - accuracy: 0.8456
Epoch 147/500
225/225 [==============================] - 0s 753us/step - loss: 0.3742 - accuracy: 0.8494
Epoch 148/500
225/225 [==============================] - 0s 734us/step - loss: 0.3710 - accuracy: 0.8506
Epoch 149/500
225/225 [==============================] - 0s 725us/step - loss: 0.3683 - accuracy: 0.8507
Epoch 150/500
225/225 [==============================] - 0s 741us/step - loss: 0.3657 - accuracy: 0.8512
Epoch 151/500
225/225 [==============================] - 0s 769us/step - loss: 0.3637 - accuracy: 0.8535
Epoch 152/500
225/225 [==============================] - 0s 722us/step - loss: 0.3617 - accuracy: 0.8539
Epoch 153/500
225/225 [==============================] - 0s 739us/step - loss: 0.3601 - accuracy: 0.8543
Epoch 154/500
225/225 [==============================] - 0s 738us/step - loss: 0.3587 - accuracy: 0.8551
Epoch 155/500
225/225 [==============================] - 0s 746us/step - loss: 0.3571 - accuracy: 0.8568
Epoch 156/500
225/225 [==============================] - 1s 2ms/step - loss: 0.3561 - accuracy: 0.8572
Epoch 157/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3548 - accuracy: 0.8558
Epoch 158/500
225/225 [==============================] - 0s 714us/step - loss: 0.3539 - accuracy: 0.8587
Epoch 159/500
225/225 [==============================] - 0s 983us/step - loss: 0.3527 - accuracy: 0.8564
Epoch 160/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3519 - accuracy: 0.8583
Epoch 161/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3513 - accuracy: 0.8599
Epoch 162/500
225/225 [==============================] - 0s 913us/step - loss: 0.3501 - accuracy: 0.8587
Epoch 163/500
225/225 [==============================] - 0s 904us/step - loss: 0.3495 - accuracy: 0.8586
Epoch 164/500
225/225 [==============================] - 0s 837us/step - loss: 0.3495 - accuracy: 0.8590
Epoch 165/500
225/225 [==============================] - 0s 889us/step - loss: 0.3490 - accuracy: 0.8576
Epoch 166/500
225/225 [==============================] - 0s 884us/step - loss: 0.3485 - accuracy: 0.8593
Epoch 167/500
225/225 [==============================] - 0s 796us/step - loss: 0.3484 - accuracy: 0.8587
Epoch 168/500
225/225 [==============================] - 0s 835us/step - loss: 0.3478 - accuracy: 0.8579
Epoch 169/500
225/225 [==============================] - 0s 783us/step - loss: 0.3473 - accuracy: 0.8585
Epoch 170/500
225/225 [==============================] - 0s 756us/step - loss: 0.3475 - accuracy: 0.8575
Epoch 171/500
225/225 [==============================] - 0s 813us/step - loss: 0.3472 - accuracy: 0.8582
Epoch 172/500
225/225 [==============================] - 0s 807us/step - loss: 0.3470 - accuracy: 0.8582
Epoch 173/500
225/225 [==============================] - 0s 879us/step - loss: 0.3465 - accuracy: 0.8571
Epoch 174/500
225/225 [==============================] - 0s 886us/step - loss: 0.3468 - accuracy: 0.8578
Epoch 175/500
225/225 [==============================] - 0s 737us/step - loss: 0.3464 - accuracy: 0.8594
Epoch 176/500
225/225 [==============================] - 0s 784us/step - loss: 0.3461 - accuracy: 0.8607
Epoch 177/500
225/225 [==============================] - 0s 756us/step - loss: 0.3453 - accuracy: 0.8551
Epoch 178/500
225/225 [==============================] - 0s 762us/step - loss: 0.3456 - accuracy: 0.8583
Epoch 179/500
225/225 [==============================] - 0s 762us/step - loss: 0.3458 - accuracy: 0.8594
Epoch 180/500
225/225 [==============================] - 0s 729us/step - loss: 0.3459 - accuracy: 0.8594
Epoch 181/500
225/225 [==============================] - 0s 723us/step - loss: 0.3456 - accuracy: 0.8579
Epoch 182/500
225/225 [==============================] - 0s 757us/step - loss: 0.3455 - accuracy: 0.8592
Epoch 183/500
225/225 [==============================] - 0s 757us/step - loss: 0.3452 - accuracy: 0.8586
Epoch 184/500
225/225 [==============================] - 0s 761us/step - loss: 0.3453 - accuracy: 0.8585
Epoch 185/500
225/225 [==============================] - 0s 773us/step - loss: 0.3448 - accuracy: 0.8590
Epoch 186/500
225/225 [==============================] - 0s 847us/step - loss: 0.3451 - accuracy: 0.8604
Epoch 187/500
225/225 [==============================] - 0s 917us/step - loss: 0.3443 - accuracy: 0.8589
Epoch 188/500
225/225 [==============================] - 0s 806us/step - loss: 0.3447 - accuracy: 0.8600
Epoch 189/500
225/225 [==============================] - 0s 834us/step - loss: 0.3447 - accuracy: 0.8603
Epoch 190/500
225/225 [==============================] - 0s 828us/step - loss: 0.3444 - accuracy: 0.8590
Epoch 191/500
225/225 [==============================] - 0s 823us/step - loss: 0.3441 - accuracy: 0.8593
Epoch 192/500
225/225 [==============================] - 0s 725us/step - loss: 0.3442 - accuracy: 0.8594
Epoch 193/500
225/225 [==============================] - 0s 746us/step - loss: 0.3437 - accuracy: 0.8587
Epoch 194/500
225/225 [==============================] - 0s 756us/step - loss: 0.3438 - accuracy: 0.8593
Epoch 195/500
225/225 [==============================] - 0s 733us/step - loss: 0.3438 - accuracy: 0.8597
Epoch 196/500
225/225 [==============================] - 0s 744us/step - loss: 0.3436 - accuracy: 0.8581
Epoch 197/500
225/225 [==============================] - 0s 785us/step - loss: 0.3435 - accuracy: 0.8600
Epoch 198/500
225/225 [==============================] - 0s 727us/step - loss: 0.3434 - accuracy: 0.8608
Epoch 199/500
225/225 [==============================] - 0s 734us/step - loss: 0.3428 - accuracy: 0.8600
Epoch 200/500
225/225 [==============================] - 0s 752us/step - loss: 0.3434 - accuracy: 0.8601
Epoch 201/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3435 - accuracy: 0.8607
Epoch 202/500
225/225 [==============================] - 0s 768us/step - loss: 0.3432 - accuracy: 0.8607
Epoch 203/500
225/225 [==============================] - 0s 726us/step - loss: 0.3431 - accuracy: 0.8587
Epoch 204/500
225/225 [==============================] - 0s 742us/step - loss: 0.3428 - accuracy: 0.8586
Epoch 205/500
  1/225 [..............................] - ETA: 0s - loss: 0.3151 - accuracy: 0.8438WARNING:tensorflow:Method (on_train_batch_end) is slow compared to the batch update (0.109403). Check your callbacks.
225/225 [==============================] - 0s 1ms/step - loss: 0.3430 - accuracy: 0.8604
Epoch 206/500
225/225 [==============================] - 0s 775us/step - loss: 0.3430 - accuracy: 0.8596
Epoch 207/500
225/225 [==============================] - 0s 782us/step - loss: 0.3429 - accuracy: 0.8575
Epoch 208/500
225/225 [==============================] - 0s 734us/step - loss: 0.3429 - accuracy: 0.8603
Epoch 209/500
225/225 [==============================] - 0s 744us/step - loss: 0.3427 - accuracy: 0.8615
Epoch 210/500
225/225 [==============================] - 0s 747us/step - loss: 0.3422 - accuracy: 0.8594
Epoch 211/500
225/225 [==============================] - 0s 758us/step - loss: 0.3428 - accuracy: 0.8606
Epoch 212/500
225/225 [==============================] - 0s 729us/step - loss: 0.3427 - accuracy: 0.8590
Epoch 213/500
225/225 [==============================] - 0s 843us/step - loss: 0.3425 - accuracy: 0.8607
Epoch 214/500
225/225 [==============================] - 0s 846us/step - loss: 0.3425 - accuracy: 0.8615
Epoch 215/500
225/225 [==============================] - 0s 801us/step - loss: 0.3424 - accuracy: 0.8589
Epoch 216/500
225/225 [==============================] - 0s 845us/step - loss: 0.3422 - accuracy: 0.8600
Epoch 217/500
225/225 [==============================] - 0s 832us/step - loss: 0.3426 - accuracy: 0.8592
Epoch 218/500
225/225 [==============================] - 0s 767us/step - loss: 0.3421 - accuracy: 0.8607
Epoch 219/500
225/225 [==============================] - 0s 768us/step - loss: 0.3422 - accuracy: 0.8601
Epoch 220/500
225/225 [==============================] - 0s 743us/step - loss: 0.3422 - accuracy: 0.8601
Epoch 221/500
225/225 [==============================] - 0s 741us/step - loss: 0.3423 - accuracy: 0.8599
Epoch 222/500
225/225 [==============================] - 0s 737us/step - loss: 0.3421 - accuracy: 0.8592
Epoch 223/500
225/225 [==============================] - 0s 764us/step - loss: 0.3422 - accuracy: 0.8606
Epoch 224/500
225/225 [==============================] - 0s 756us/step - loss: 0.3419 - accuracy: 0.8617
Epoch 225/500
225/225 [==============================] - 0s 733us/step - loss: 0.3423 - accuracy: 0.8594
Epoch 226/500
225/225 [==============================] - 0s 742us/step - loss: 0.3418 - accuracy: 0.8607
Epoch 227/500
225/225 [==============================] - 0s 746us/step - loss: 0.3421 - accuracy: 0.8587
Epoch 228/500
225/225 [==============================] - 0s 749us/step - loss: 0.3421 - accuracy: 0.8600
Epoch 229/500
225/225 [==============================] - 0s 721us/step - loss: 0.3419 - accuracy: 0.8617
Epoch 230/500
225/225 [==============================] - 0s 785us/step - loss: 0.3422 - accuracy: 0.8592
Epoch 231/500
225/225 [==============================] - 0s 749us/step - loss: 0.3414 - accuracy: 0.8603
Epoch 232/500
225/225 [==============================] - 0s 724us/step - loss: 0.3416 - accuracy: 0.8615
Epoch 233/500
225/225 [==============================] - 0s 753us/step - loss: 0.3419 - accuracy: 0.8585
Epoch 234/500
225/225 [==============================] - 0s 913us/step - loss: 0.3416 - accuracy: 0.8590
Epoch 235/500
225/225 [==============================] - 0s 762us/step - loss: 0.3417 - accuracy: 0.8612
Epoch 236/500
225/225 [==============================] - 0s 755us/step - loss: 0.3417 - accuracy: 0.8600
Epoch 237/500
225/225 [==============================] - 0s 750us/step - loss: 0.3419 - accuracy: 0.8625
Epoch 238/500
225/225 [==============================] - 0s 733us/step - loss: 0.3414 - accuracy: 0.8611
Epoch 239/500
225/225 [==============================] - 0s 756us/step - loss: 0.3418 - accuracy: 0.8587
Epoch 240/500
225/225 [==============================] - 0s 750us/step - loss: 0.3415 - accuracy: 0.8594
Epoch 241/500
225/225 [==============================] - 0s 786us/step - loss: 0.3417 - accuracy: 0.8583
Epoch 242/500
225/225 [==============================] - 0s 734us/step - loss: 0.3414 - accuracy: 0.8600
Epoch 243/500
225/225 [==============================] - 0s 742us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 244/500
225/225 [==============================] - 0s 745us/step - loss: 0.3417 - accuracy: 0.8600
Epoch 245/500
225/225 [==============================] - 0s 737us/step - loss: 0.3413 - accuracy: 0.8594
Epoch 246/500
225/225 [==============================] - 0s 732us/step - loss: 0.3414 - accuracy: 0.8596
Epoch 247/500
225/225 [==============================] - 0s 863us/step - loss: 0.3411 - accuracy: 0.8607
Epoch 248/500
225/225 [==============================] - 0s 760us/step - loss: 0.3414 - accuracy: 0.8592
Epoch 249/500
225/225 [==============================] - 0s 753us/step - loss: 0.3413 - accuracy: 0.8603
Epoch 250/500
225/225 [==============================] - 0s 743us/step - loss: 0.3409 - accuracy: 0.8597
Epoch 251/500
225/225 [==============================] - 0s 759us/step - loss: 0.3410 - accuracy: 0.8599
Epoch 252/500
225/225 [==============================] - 0s 740us/step - loss: 0.3410 - accuracy: 0.8600
Epoch 253/500
225/225 [==============================] - 0s 743us/step - loss: 0.3409 - accuracy: 0.8600
Epoch 254/500
225/225 [==============================] - 0s 732us/step - loss: 0.3409 - accuracy: 0.8597
Epoch 255/500
225/225 [==============================] - 0s 735us/step - loss: 0.3411 - accuracy: 0.8600
Epoch 256/500
225/225 [==============================] - 0s 728us/step - loss: 0.3411 - accuracy: 0.8596
Epoch 257/500
225/225 [==============================] - 0s 735us/step - loss: 0.3410 - accuracy: 0.8589
Epoch 258/500
225/225 [==============================] - 0s 837us/step - loss: 0.3410 - accuracy: 0.8600
Epoch 259/500
225/225 [==============================] - 0s 795us/step - loss: 0.3407 - accuracy: 0.8596
Epoch 260/500
225/225 [==============================] - 0s 728us/step - loss: 0.3405 - accuracy: 0.8599
Epoch 261/500
225/225 [==============================] - 0s 736us/step - loss: 0.3409 - accuracy: 0.8586
Epoch 262/500
225/225 [==============================] - 0s 750us/step - loss: 0.3407 - accuracy: 0.8601
Epoch 263/500
225/225 [==============================] - 0s 736us/step - loss: 0.3408 - accuracy: 0.8592
Epoch 264/500
225/225 [==============================] - 0s 759us/step - loss: 0.3404 - accuracy: 0.8607
Epoch 265/500
225/225 [==============================] - 0s 735us/step - loss: 0.3408 - accuracy: 0.8597
Epoch 266/500
225/225 [==============================] - 0s 728us/step - loss: 0.3411 - accuracy: 0.8600
Epoch 267/500
225/225 [==============================] - 0s 743us/step - loss: 0.3410 - accuracy: 0.8615
Epoch 268/500
225/225 [==============================] - 0s 741us/step - loss: 0.3409 - accuracy: 0.8607
Epoch 269/500
225/225 [==============================] - 0s 731us/step - loss: 0.3403 - accuracy: 0.8604
Epoch 270/500
225/225 [==============================] - 0s 741us/step - loss: 0.3405 - accuracy: 0.8603
Epoch 271/500
225/225 [==============================] - 0s 759us/step - loss: 0.3403 - accuracy: 0.8607
Epoch 272/500
225/225 [==============================] - 0s 762us/step - loss: 0.3407 - accuracy: 0.8597
Epoch 273/500
225/225 [==============================] - 0s 726us/step - loss: 0.3405 - accuracy: 0.8619
Epoch 274/500
225/225 [==============================] - 0s 743us/step - loss: 0.3406 - accuracy: 0.8594
Epoch 275/500
225/225 [==============================] - 0s 747us/step - loss: 0.3404 - accuracy: 0.8600
Epoch 276/500
225/225 [==============================] - 0s 757us/step - loss: 0.3404 - accuracy: 0.8589
Epoch 277/500
225/225 [==============================] - 0s 754us/step - loss: 0.3407 - accuracy: 0.8607
Epoch 278/500
225/225 [==============================] - 0s 743us/step - loss: 0.3403 - accuracy: 0.8601
Epoch 279/500
225/225 [==============================] - 0s 730us/step - loss: 0.3401 - accuracy: 0.8597
Epoch 280/500
225/225 [==============================] - 0s 749us/step - loss: 0.3404 - accuracy: 0.8614
Epoch 281/500
225/225 [==============================] - 0s 749us/step - loss: 0.3401 - accuracy: 0.8603
Epoch 282/500
225/225 [==============================] - 0s 756us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 283/500
225/225 [==============================] - 0s 776us/step - loss: 0.3405 - accuracy: 0.8589
Epoch 284/500
225/225 [==============================] - 0s 743us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 285/500
225/225 [==============================] - 0s 729us/step - loss: 0.3400 - accuracy: 0.8596
Epoch 286/500
225/225 [==============================] - 0s 755us/step - loss: 0.3401 - accuracy: 0.8587
Epoch 287/500
225/225 [==============================] - 0s 751us/step - loss: 0.3396 - accuracy: 0.8603
Epoch 288/500
225/225 [==============================] - 0s 770us/step - loss: 0.3397 - accuracy: 0.8601
Epoch 289/500
225/225 [==============================] - 0s 756us/step - loss: 0.3399 - accuracy: 0.8596
Epoch 290/500
225/225 [==============================] - 0s 740us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 291/500
225/225 [==============================] - 0s 741us/step - loss: 0.3398 - accuracy: 0.8597
Epoch 292/500
225/225 [==============================] - 0s 743us/step - loss: 0.3394 - accuracy: 0.8593
Epoch 293/500
225/225 [==============================] - 0s 742us/step - loss: 0.3397 - accuracy: 0.8596
Epoch 294/500
225/225 [==============================] - 0s 775us/step - loss: 0.3390 - accuracy: 0.8596
Epoch 295/500
225/225 [==============================] - 0s 751us/step - loss: 0.3391 - accuracy: 0.8585
Epoch 296/500
225/225 [==============================] - 0s 752us/step - loss: 0.3392 - accuracy: 0.8590
Epoch 297/500
225/225 [==============================] - 0s 741us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 298/500
225/225 [==============================] - 0s 767us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 299/500
225/225 [==============================] - 0s 763us/step - loss: 0.3385 - accuracy: 0.8601
Epoch 300/500
225/225 [==============================] - 0s 743us/step - loss: 0.3388 - accuracy: 0.8608
Epoch 301/500
225/225 [==============================] - 0s 760us/step - loss: 0.3380 - accuracy: 0.8589
Epoch 302/500
225/225 [==============================] - 0s 746us/step - loss: 0.3377 - accuracy: 0.8608
Epoch 303/500
225/225 [==============================] - 0s 740us/step - loss: 0.3381 - accuracy: 0.8611
Epoch 304/500
225/225 [==============================] - 0s 742us/step - loss: 0.3373 - accuracy: 0.8594
Epoch 305/500
225/225 [==============================] - 0s 762us/step - loss: 0.3375 - accuracy: 0.8601
Epoch 306/500
225/225 [==============================] - 0s 810us/step - loss: 0.3373 - accuracy: 0.8585
Epoch 307/500
225/225 [==============================] - 0s 834us/step - loss: 0.3370 - accuracy: 0.8610
Epoch 308/500
225/225 [==============================] - 0s 725us/step - loss: 0.3368 - accuracy: 0.8625
Epoch 309/500
225/225 [==============================] - 0s 740us/step - loss: 0.3365 - accuracy: 0.8608
Epoch 310/500
225/225 [==============================] - 0s 762us/step - loss: 0.3366 - accuracy: 0.8618
Epoch 311/500
225/225 [==============================] - 0s 748us/step - loss: 0.3363 - accuracy: 0.8601
Epoch 312/500
225/225 [==============================] - 0s 740us/step - loss: 0.3363 - accuracy: 0.8615
Epoch 313/500
225/225 [==============================] - 0s 746us/step - loss: 0.3365 - accuracy: 0.8617
Epoch 314/500
225/225 [==============================] - 0s 725us/step - loss: 0.3358 - accuracy: 0.8615
Epoch 315/500
225/225 [==============================] - 0s 738us/step - loss: 0.3358 - accuracy: 0.8607
Epoch 316/500
225/225 [==============================] - 0s 752us/step - loss: 0.3358 - accuracy: 0.8594
Epoch 317/500
225/225 [==============================] - 0s 749us/step - loss: 0.3353 - accuracy: 0.8612
Epoch 318/500
225/225 [==============================] - 0s 727us/step - loss: 0.3357 - accuracy: 0.8619
Epoch 319/500
225/225 [==============================] - 0s 740us/step - loss: 0.3355 - accuracy: 0.8614
Epoch 320/500
225/225 [==============================] - 0s 724us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 321/500
225/225 [==============================] - 0s 742us/step - loss: 0.3355 - accuracy: 0.8606
Epoch 322/500
225/225 [==============================] - 0s 735us/step - loss: 0.3355 - accuracy: 0.8619
Epoch 323/500
225/225 [==============================] - 0s 756us/step - loss: 0.3356 - accuracy: 0.8621
Epoch 324/500
225/225 [==============================] - 0s 726us/step - loss: 0.3346 - accuracy: 0.8628
Epoch 325/500
225/225 [==============================] - 0s 736us/step - loss: 0.3355 - accuracy: 0.8611
Epoch 326/500
225/225 [==============================] - 0s 784us/step - loss: 0.3354 - accuracy: 0.8612
Epoch 327/500
225/225 [==============================] - 0s 810us/step - loss: 0.3355 - accuracy: 0.8615
Epoch 328/500
225/225 [==============================] - 0s 820us/step - loss: 0.3348 - accuracy: 0.8612
Epoch 329/500
225/225 [==============================] - 0s 822us/step - loss: 0.3349 - accuracy: 0.8644
Epoch 330/500
225/225 [==============================] - 0s 860us/step - loss: 0.3354 - accuracy: 0.8624
Epoch 331/500
225/225 [==============================] - 0s 770us/step - loss: 0.3347 - accuracy: 0.8625
Epoch 332/500
225/225 [==============================] - 0s 734us/step - loss: 0.3344 - accuracy: 0.8618
Epoch 333/500
225/225 [==============================] - 0s 731us/step - loss: 0.3351 - accuracy: 0.8612
Epoch 334/500
225/225 [==============================] - 0s 762us/step - loss: 0.3346 - accuracy: 0.8625
Epoch 335/500
225/225 [==============================] - 0s 733us/step - loss: 0.3349 - accuracy: 0.8643
Epoch 336/500
225/225 [==============================] - 0s 736us/step - loss: 0.3345 - accuracy: 0.8644
Epoch 337/500
225/225 [==============================] - 0s 725us/step - loss: 0.3350 - accuracy: 0.8607
Epoch 338/500
225/225 [==============================] - 0s 732us/step - loss: 0.3347 - accuracy: 0.8637
Epoch 339/500
225/225 [==============================] - 0s 733us/step - loss: 0.3341 - accuracy: 0.8640
Epoch 340/500
225/225 [==============================] - 0s 771us/step - loss: 0.3348 - accuracy: 0.8637
Epoch 341/500
225/225 [==============================] - 0s 723us/step - loss: 0.3347 - accuracy: 0.8621
Epoch 342/500
225/225 [==============================] - 0s 774us/step - loss: 0.3345 - accuracy: 0.8639
Epoch 343/500
225/225 [==============================] - 0s 734us/step - loss: 0.3345 - accuracy: 0.8631
Epoch 344/500
225/225 [==============================] - 0s 729us/step - loss: 0.3343 - accuracy: 0.8631
Epoch 345/500
225/225 [==============================] - 0s 726us/step - loss: 0.3350 - accuracy: 0.8622
Epoch 346/500
225/225 [==============================] - 0s 779us/step - loss: 0.3344 - accuracy: 0.8636
Epoch 347/500
225/225 [==============================] - 0s 728us/step - loss: 0.3342 - accuracy: 0.8635
Epoch 348/500
225/225 [==============================] - 0s 735us/step - loss: 0.3343 - accuracy: 0.8643
Epoch 349/500
225/225 [==============================] - 0s 727us/step - loss: 0.3342 - accuracy: 0.8625
Epoch 350/500
225/225 [==============================] - 0s 719us/step - loss: 0.3340 - accuracy: 0.8640
Epoch 351/500
225/225 [==============================] - 0s 739us/step - loss: 0.3339 - accuracy: 0.8621
Epoch 352/500
225/225 [==============================] - 0s 770us/step - loss: 0.3349 - accuracy: 0.8631
Epoch 353/500
225/225 [==============================] - 0s 729us/step - loss: 0.3344 - accuracy: 0.8636
Epoch 354/500
225/225 [==============================] - 0s 736us/step - loss: 0.3336 - accuracy: 0.8636
Epoch 355/500
225/225 [==============================] - 0s 730us/step - loss: 0.3344 - accuracy: 0.8642
Epoch 356/500
225/225 [==============================] - 0s 730us/step - loss: 0.3342 - accuracy: 0.8617
Epoch 357/500
225/225 [==============================] - 0s 747us/step - loss: 0.3341 - accuracy: 0.8619
Epoch 358/500
225/225 [==============================] - 0s 749us/step - loss: 0.3341 - accuracy: 0.8635
Epoch 359/500
225/225 [==============================] - 0s 734us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 360/500
225/225 [==============================] - 0s 776us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 361/500
225/225 [==============================] - 0s 725us/step - loss: 0.3342 - accuracy: 0.8642
Epoch 362/500
225/225 [==============================] - 0s 767us/step - loss: 0.3342 - accuracy: 0.8636
Epoch 363/500
225/225 [==============================] - 0s 745us/step - loss: 0.3344 - accuracy: 0.8628
Epoch 364/500
225/225 [==============================] - 0s 733us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 365/500
225/225 [==============================] - 0s 730us/step - loss: 0.3343 - accuracy: 0.8646
Epoch 366/500
225/225 [==============================] - 0s 740us/step - loss: 0.3341 - accuracy: 0.8632
Epoch 367/500
225/225 [==============================] - 0s 725us/step - loss: 0.3336 - accuracy: 0.8639
Epoch 368/500
225/225 [==============================] - 0s 730us/step - loss: 0.3344 - accuracy: 0.8639
Epoch 369/500
225/225 [==============================] - 0s 740us/step - loss: 0.3342 - accuracy: 0.8633
Epoch 370/500
225/225 [==============================] - 0s 726us/step - loss: 0.3338 - accuracy: 0.8633
Epoch 371/500
225/225 [==============================] - 0s 779us/step - loss: 0.3338 - accuracy: 0.8635
Epoch 372/500
225/225 [==============================] - 0s 736us/step - loss: 0.3342 - accuracy: 0.8646
Epoch 373/500
225/225 [==============================] - 0s 724us/step - loss: 0.3343 - accuracy: 0.8654
Epoch 374/500
225/225 [==============================] - 0s 732us/step - loss: 0.3340 - accuracy: 0.8643
Epoch 375/500
225/225 [==============================] - 0s 774us/step - loss: 0.3342 - accuracy: 0.8643
Epoch 376/500
225/225 [==============================] - 0s 729us/step - loss: 0.3337 - accuracy: 0.8626
Epoch 377/500
225/225 [==============================] - 0s 725us/step - loss: 0.3341 - accuracy: 0.8628
Epoch 378/500
225/225 [==============================] - 0s 733us/step - loss: 0.3341 - accuracy: 0.8646
Epoch 379/500
225/225 [==============================] - 0s 727us/step - loss: 0.3334 - accuracy: 0.8647
Epoch 380/500
225/225 [==============================] - 0s 735us/step - loss: 0.3340 - accuracy: 0.8631
Epoch 381/500
225/225 [==============================] - 0s 778us/step - loss: 0.3338 - accuracy: 0.8658
Epoch 382/500
225/225 [==============================] - 0s 740us/step - loss: 0.3337 - accuracy: 0.8647
Epoch 383/500
225/225 [==============================] - 0s 724us/step - loss: 0.3340 - accuracy: 0.8646
Epoch 384/500
225/225 [==============================] - 0s 729us/step - loss: 0.3340 - accuracy: 0.8635
Epoch 385/500
225/225 [==============================] - 0s 728us/step - loss: 0.3340 - accuracy: 0.8625
Epoch 386/500
225/225 [==============================] - 0s 853us/step - loss: 0.3338 - accuracy: 0.8650
Epoch 387/500
225/225 [==============================] - 0s 735us/step - loss: 0.3342 - accuracy: 0.8640
Epoch 388/500
225/225 [==============================] - 0s 737us/step - loss: 0.3336 - accuracy: 0.8657
Epoch 389/500
225/225 [==============================] - 0s 765us/step - loss: 0.3340 - accuracy: 0.8646
Epoch 390/500
225/225 [==============================] - 0s 726us/step - loss: 0.3336 - accuracy: 0.8651
Epoch 391/500
225/225 [==============================] - 0s 754us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 392/500
225/225 [==============================] - 0s 760us/step - loss: 0.3342 - accuracy: 0.8653
Epoch 393/500
225/225 [==============================] - 0s 737us/step - loss: 0.3338 - accuracy: 0.8632
Epoch 394/500
225/225 [==============================] - 0s 803us/step - loss: 0.3341 - accuracy: 0.8636
Epoch 395/500
225/225 [==============================] - 0s 743us/step - loss: 0.3338 - accuracy: 0.8640
Epoch 396/500
225/225 [==============================] - 0s 735us/step - loss: 0.3334 - accuracy: 0.8658
Epoch 397/500
225/225 [==============================] - 0s 748us/step - loss: 0.3337 - accuracy: 0.8644
Epoch 398/500
225/225 [==============================] - 0s 743us/step - loss: 0.3338 - accuracy: 0.8656
Epoch 399/500
225/225 [==============================] - 0s 769us/step - loss: 0.3334 - accuracy: 0.8658
Epoch 400/500
225/225 [==============================] - 0s 739us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 401/500
225/225 [==============================] - 0s 740us/step - loss: 0.3335 - accuracy: 0.8668
Epoch 402/500
225/225 [==============================] - 0s 735us/step - loss: 0.3337 - accuracy: 0.8636
Epoch 403/500
225/225 [==============================] - 0s 743us/step - loss: 0.3335 - accuracy: 0.8661
Epoch 404/500
225/225 [==============================] - 0s 755us/step - loss: 0.3336 - accuracy: 0.8649
Epoch 405/500
225/225 [==============================] - 0s 747us/step - loss: 0.3335 - accuracy: 0.8650
Epoch 406/500
225/225 [==============================] - 0s 749us/step - loss: 0.3333 - accuracy: 0.8656
Epoch 407/500
225/225 [==============================] - 0s 739us/step - loss: 0.3336 - accuracy: 0.8640
Epoch 408/500
225/225 [==============================] - 0s 755us/step - loss: 0.3339 - accuracy: 0.8649
Epoch 409/500
225/225 [==============================] - 0s 731us/step - loss: 0.3332 - accuracy: 0.8640
Epoch 410/500
225/225 [==============================] - 0s 739us/step - loss: 0.3338 - accuracy: 0.8639
Epoch 411/500
225/225 [==============================] - 0s 778us/step - loss: 0.3339 - accuracy: 0.8650
Epoch 412/500
225/225 [==============================] - 0s 732us/step - loss: 0.3334 - accuracy: 0.8643
Epoch 413/500
225/225 [==============================] - 0s 744us/step - loss: 0.3336 - accuracy: 0.8674
Epoch 414/500
225/225 [==============================] - 0s 751us/step - loss: 0.3330 - accuracy: 0.8647
Epoch 415/500
225/225 [==============================] - 0s 753us/step - loss: 0.3336 - accuracy: 0.8635
Epoch 416/500
225/225 [==============================] - 0s 762us/step - loss: 0.3334 - accuracy: 0.8633
Epoch 417/500
225/225 [==============================] - 0s 767us/step - loss: 0.3330 - accuracy: 0.8650
Epoch 418/500
225/225 [==============================] - 0s 727us/step - loss: 0.3329 - accuracy: 0.8650
Epoch 419/500
225/225 [==============================] - 0s 740us/step - loss: 0.3334 - accuracy: 0.8644
Epoch 420/500
225/225 [==============================] - 0s 747us/step - loss: 0.3332 - accuracy: 0.8660
Epoch 421/500
225/225 [==============================] - 0s 729us/step - loss: 0.3333 - accuracy: 0.8653
Epoch 422/500
225/225 [==============================] - 0s 737us/step - loss: 0.3329 - accuracy: 0.8636
Epoch 423/500
225/225 [==============================] - 0s 767us/step - loss: 0.3329 - accuracy: 0.8635
Epoch 424/500
225/225 [==============================] - 0s 750us/step - loss: 0.3331 - accuracy: 0.8649
Epoch 425/500
225/225 [==============================] - 0s 754us/step - loss: 0.3333 - accuracy: 0.8612
Epoch 426/500
225/225 [==============================] - 0s 742us/step - loss: 0.3336 - accuracy: 0.8651
Epoch 427/500
225/225 [==============================] - 0s 730us/step - loss: 0.3331 - accuracy: 0.8626
Epoch 428/500
225/225 [==============================] - 0s 753us/step - loss: 0.3334 - accuracy: 0.8640
Epoch 429/500
225/225 [==============================] - 0s 782us/step - loss: 0.3329 - accuracy: 0.8631
Epoch 430/500
225/225 [==============================] - 0s 745us/step - loss: 0.3333 - accuracy: 0.8631
Epoch 431/500
225/225 [==============================] - 0s 734us/step - loss: 0.3328 - accuracy: 0.8646
Epoch 432/500
225/225 [==============================] - 0s 740us/step - loss: 0.3331 - accuracy: 0.8658
Epoch 433/500
225/225 [==============================] - 0s 739us/step - loss: 0.3333 - accuracy: 0.8643
Epoch 434/500
225/225 [==============================] - 0s 789us/step - loss: 0.3331 - accuracy: 0.8646
Epoch 435/500
225/225 [==============================] - 0s 739us/step - loss: 0.3328 - accuracy: 0.8653
Epoch 436/500
225/225 [==============================] - 0s 739us/step - loss: 0.3331 - accuracy: 0.8656
Epoch 437/500
225/225 [==============================] - 0s 733us/step - loss: 0.3330 - accuracy: 0.8647
Epoch 438/500
225/225 [==============================] - 0s 741us/step - loss: 0.3333 - accuracy: 0.8653
Epoch 439/500
225/225 [==============================] - 0s 747us/step - loss: 0.3325 - accuracy: 0.8662
Epoch 440/500
225/225 [==============================] - 0s 849us/step - loss: 0.3327 - accuracy: 0.8661
Epoch 441/500
225/225 [==============================] - 0s 743us/step - loss: 0.3334 - accuracy: 0.8642
Epoch 442/500
225/225 [==============================] - 0s 743us/step - loss: 0.3330 - accuracy: 0.8635
Epoch 443/500
225/225 [==============================] - 0s 731us/step - loss: 0.3330 - accuracy: 0.8643
Epoch 444/500
225/225 [==============================] - 0s 870us/step - loss: 0.3330 - accuracy: 0.8661
Epoch 445/500
225/225 [==============================] - 0s 742us/step - loss: 0.3327 - accuracy: 0.8639
Epoch 446/500
225/225 [==============================] - 0s 765us/step - loss: 0.3333 - accuracy: 0.8632
Epoch 447/500
225/225 [==============================] - 0s 750us/step - loss: 0.3335 - accuracy: 0.8624
Epoch 448/500
225/225 [==============================] - 0s 742us/step - loss: 0.3333 - accuracy: 0.8656
Epoch 449/500
225/225 [==============================] - 0s 748us/step - loss: 0.3329 - accuracy: 0.8662
Epoch 450/500
225/225 [==============================] - 0s 740us/step - loss: 0.3334 - accuracy: 0.8660
Epoch 451/500
225/225 [==============================] - 0s 739us/step - loss: 0.3331 - accuracy: 0.8660
Epoch 452/500
225/225 [==============================] - 0s 783us/step - loss: 0.3333 - accuracy: 0.8647
Epoch 453/500
225/225 [==============================] - 0s 733us/step - loss: 0.3331 - accuracy: 0.8639
Epoch 454/500
225/225 [==============================] - 0s 746us/step - loss: 0.3330 - accuracy: 0.8644
Epoch 455/500
225/225 [==============================] - 0s 756us/step - loss: 0.3327 - accuracy: 0.8633
Epoch 456/500
225/225 [==============================] - 0s 734us/step - loss: 0.3331 - accuracy: 0.8647
Epoch 457/500
225/225 [==============================] - 0s 742us/step - loss: 0.3332 - accuracy: 0.8642
Epoch 458/500
225/225 [==============================] - 0s 758us/step - loss: 0.3334 - accuracy: 0.8644
Epoch 459/500
225/225 [==============================] - 0s 737us/step - loss: 0.3328 - accuracy: 0.8628
Epoch 460/500
225/225 [==============================] - 0s 724us/step - loss: 0.3329 - accuracy: 0.8643
Epoch 461/500
225/225 [==============================] - 0s 748us/step - loss: 0.3327 - accuracy: 0.8649
Epoch 462/500
225/225 [==============================] - 0s 744us/step - loss: 0.3326 - accuracy: 0.8637
Epoch 463/500
225/225 [==============================] - 0s 767us/step - loss: 0.3331 - accuracy: 0.8653
Epoch 464/500
225/225 [==============================] - 0s 746us/step - loss: 0.3327 - accuracy: 0.8646
Epoch 465/500
225/225 [==============================] - 0s 746us/step - loss: 0.3334 - accuracy: 0.8651
Epoch 466/500
225/225 [==============================] - 0s 733us/step - loss: 0.3328 - accuracy: 0.8657
Epoch 467/500
225/225 [==============================] - 0s 749us/step - loss: 0.3329 - accuracy: 0.8671
Epoch 468/500
225/225 [==============================] - 0s 743us/step - loss: 0.3331 - accuracy: 0.8628
Epoch 469/500
225/225 [==============================] - 0s 750us/step - loss: 0.3333 - accuracy: 0.8671
Epoch 470/500
225/225 [==============================] - 0s 749us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 471/500
225/225 [==============================] - 0s 750us/step - loss: 0.3328 - accuracy: 0.8643
Epoch 472/500
225/225 [==============================] - 0s 730us/step - loss: 0.3328 - accuracy: 0.8646
Epoch 473/500
225/225 [==============================] - 0s 750us/step - loss: 0.3331 - accuracy: 0.8656
Epoch 474/500
225/225 [==============================] - 0s 743us/step - loss: 0.3334 - accuracy: 0.8651
Epoch 475/500
225/225 [==============================] - 0s 763us/step - loss: 0.3329 - accuracy: 0.8651
Epoch 476/500
225/225 [==============================] - 0s 751us/step - loss: 0.3328 - accuracy: 0.8651
Epoch 477/500
225/225 [==============================] - 0s 741us/step - loss: 0.3326 - accuracy: 0.8662
Epoch 478/500
225/225 [==============================] - 0s 731us/step - loss: 0.3326 - accuracy: 0.8646
Epoch 479/500
225/225 [==============================] - 0s 750us/step - loss: 0.3330 - accuracy: 0.8647
Epoch 480/500
225/225 [==============================] - 0s 749us/step - loss: 0.3327 - accuracy: 0.8633
Epoch 481/500
225/225 [==============================] - 0s 788us/step - loss: 0.3329 - accuracy: 0.8650
Epoch 482/500
225/225 [==============================] - 0s 784us/step - loss: 0.3328 - accuracy: 0.8656
Epoch 483/500
225/225 [==============================] - 0s 748us/step - loss: 0.3326 - accuracy: 0.8653
Epoch 484/500
225/225 [==============================] - 0s 756us/step - loss: 0.3328 - accuracy: 0.8632
Epoch 485/500
225/225 [==============================] - 0s 740us/step - loss: 0.3328 - accuracy: 0.8658
Epoch 486/500
225/225 [==============================] - 0s 743us/step - loss: 0.3328 - accuracy: 0.8629
Epoch 487/500
225/225 [==============================] - 0s 804us/step - loss: 0.3331 - accuracy: 0.8665
Epoch 488/500
225/225 [==============================] - 0s 733us/step - loss: 0.3327 - accuracy: 0.8637
Epoch 489/500
225/225 [==============================] - 0s 748us/step - loss: 0.3330 - accuracy: 0.8647
Epoch 490/500
225/225 [==============================] - 0s 753us/step - loss: 0.3328 - accuracy: 0.8640
Epoch 491/500
225/225 [==============================] - 0s 732us/step - loss: 0.3331 - accuracy: 0.8644
Epoch 492/500
225/225 [==============================] - 0s 795us/step - loss: 0.3329 - accuracy: 0.8640
Epoch 493/500
225/225 [==============================] - 0s 770us/step - loss: 0.3329 - accuracy: 0.8647
Epoch 494/500
225/225 [==============================] - 0s 729us/step - loss: 0.3329 - accuracy: 0.8662
Epoch 495/500
225/225 [==============================] - 0s 740us/step - loss: 0.3324 - accuracy: 0.8664
Epoch 496/500
225/225 [==============================] - 0s 762us/step - loss: 0.3328 - accuracy: 0.8647
Epoch 497/500
225/225 [==============================] - 0s 738us/step - loss: 0.3329 - accuracy: 0.8657
Epoch 498/500
225/225 [==============================] - 0s 751us/step - loss: 0.3329 - accuracy: 0.8643
Epoch 499/500
225/225 [==============================] - 0s 757us/step - loss: 0.3326 - accuracy: 0.8654
Epoch 500/500
225/225 [==============================] - 0s 745us/step - loss: 0.3330 - accuracy: 0.8644
Epoch 1/500
225/225 [==============================] - 0s 748us/step - loss: 0.6234 - accuracy: 0.7953
Epoch 2/500
225/225 [==============================] - 0s 793us/step - loss: 0.5506 - accuracy: 0.7953
Epoch 3/500
225/225 [==============================] - 0s 801us/step - loss: 0.5246 - accuracy: 0.7953
Epoch 4/500
225/225 [==============================] - 0s 759us/step - loss: 0.5144 - accuracy: 0.7953
Epoch 5/500
225/225 [==============================] - 0s 748us/step - loss: 0.5102 - accuracy: 0.7953
Epoch 6/500
225/225 [==============================] - 0s 888us/step - loss: 0.5084 - accuracy: 0.7953
Epoch 7/500
225/225 [==============================] - 0s 759us/step - loss: 0.5076 - accuracy: 0.7953
Epoch 8/500
225/225 [==============================] - 0s 802us/step - loss: 0.5072 - accuracy: 0.7953
Epoch 9/500
225/225 [==============================] - 0s 771us/step - loss: 0.5071 - accuracy: 0.7953
Epoch 10/500
225/225 [==============================] - 0s 785us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 11/500
225/225 [==============================] - 0s 777us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 12/500
225/225 [==============================] - 0s 748us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 13/500
225/225 [==============================] - 0s 783us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 14/500
225/225 [==============================] - 0s 772us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 15/500
225/225 [==============================] - 0s 784us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 16/500
225/225 [==============================] - 0s 769us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 17/500
225/225 [==============================] - 0s 770us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 18/500
225/225 [==============================] - 0s 759us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 19/500
225/225 [==============================] - 0s 812us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 20/500
225/225 [==============================] - 0s 770us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/500
225/225 [==============================] - 0s 769us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/500
225/225 [==============================] - 0s 755us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/500
225/225 [==============================] - 0s 775us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/500
225/225 [==============================] - 0s 769us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/500
225/225 [==============================] - 0s 797us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 26/500
225/225 [==============================] - 0s 776us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/500
225/225 [==============================] - 0s 768us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/500
225/225 [==============================] - 0s 770us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 29/500
225/225 [==============================] - 0s 759us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 30/500
225/225 [==============================] - 0s 790us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 31/500
225/225 [==============================] - 0s 769us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 32/500
225/225 [==============================] - 0s 744us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 33/500
225/225 [==============================] - 0s 774us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 34/500
225/225 [==============================] - 0s 929us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 35/500
225/225 [==============================] - 0s 760us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 36/500
225/225 [==============================] - 0s 782us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 37/500
225/225 [==============================] - 0s 814us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 38/500
225/225 [==============================] - 0s 768us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 39/500
225/225 [==============================] - 0s 751us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 40/500
225/225 [==============================] - 0s 780us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 41/500
225/225 [==============================] - 0s 808us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 42/500
225/225 [==============================] - 0s 769us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 43/500
225/225 [==============================] - 0s 765us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 44/500
225/225 [==============================] - 0s 765us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 45/500
225/225 [==============================] - 0s 779us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 46/500
225/225 [==============================] - 0s 752us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 47/500
225/225 [==============================] - 0s 791us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 48/500
225/225 [==============================] - 0s 778us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 49/500
225/225 [==============================] - 0s 764us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 50/500
225/225 [==============================] - 0s 753us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 51/500
225/225 [==============================] - 0s 779us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 52/500
225/225 [==============================] - 0s 784us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 53/500
225/225 [==============================] - 0s 791us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 54/500
225/225 [==============================] - 0s 776us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 55/500
225/225 [==============================] - 0s 765us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 56/500
225/225 [==============================] - 0s 747us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 57/500
225/225 [==============================] - 0s 816us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 58/500
225/225 [==============================] - 0s 773us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 59/500
225/225 [==============================] - 0s 769us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 60/500
225/225 [==============================] - 0s 781us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 61/500
225/225 [==============================] - 0s 773us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 62/500
225/225 [==============================] - 0s 773us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 63/500
225/225 [==============================] - 0s 775us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 64/500
225/225 [==============================] - 0s 786us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 65/500
225/225 [==============================] - 0s 814us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 66/500
225/225 [==============================] - 0s 780us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 67/500
225/225 [==============================] - 0s 747us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 68/500
225/225 [==============================] - 0s 773us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 69/500
225/225 [==============================] - 0s 808us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 70/500
225/225 [==============================] - 0s 781us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 71/500
225/225 [==============================] - 0s 772us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 72/500
225/225 [==============================] - 0s 770us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 73/500
225/225 [==============================] - 0s 753us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 74/500
225/225 [==============================] - 0s 780us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 75/500
225/225 [==============================] - 0s 798us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 76/500
225/225 [==============================] - 0s 786us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 77/500
225/225 [==============================] - 0s 762us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 78/500
225/225 [==============================] - 0s 771us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 79/500
225/225 [==============================] - 0s 767us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 80/500
225/225 [==============================] - 0s 784us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 81/500
225/225 [==============================] - 0s 776us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 82/500
225/225 [==============================] - 0s 766us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 83/500
225/225 [==============================] - 0s 781us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 84/500
225/225 [==============================] - 0s 753us/step - loss: 0.5061 - accuracy: 0.7953
Epoch 85/500
225/225 [==============================] - 0s 791us/step - loss: 0.5060 - accuracy: 0.7953
Epoch 86/500
225/225 [==============================] - 0s 803us/step - loss: 0.5058 - accuracy: 0.7953
Epoch 87/500
225/225 [==============================] - 0s 767us/step - loss: 0.5057 - accuracy: 0.7953
Epoch 88/500
225/225 [==============================] - 0s 765us/step - loss: 0.5055 - accuracy: 0.7953
Epoch 89/500
225/225 [==============================] - 0s 766us/step - loss: 0.5052 - accuracy: 0.7953
Epoch 90/500
225/225 [==============================] - 0s 774us/step - loss: 0.5049 - accuracy: 0.7953
Epoch 91/500
225/225 [==============================] - 0s 772us/step - loss: 0.5046 - accuracy: 0.7953
Epoch 92/500
225/225 [==============================] - 0s 820us/step - loss: 0.5041 - accuracy: 0.7953
Epoch 93/500
225/225 [==============================] - 0s 791us/step - loss: 0.5036 - accuracy: 0.7953
Epoch 94/500
225/225 [==============================] - 0s 765us/step - loss: 0.5030 - accuracy: 0.7953
Epoch 95/500
225/225 [==============================] - 0s 765us/step - loss: 0.5022 - accuracy: 0.7953
Epoch 96/500
225/225 [==============================] - 0s 764us/step - loss: 0.5012 - accuracy: 0.7953
Epoch 97/500
225/225 [==============================] - 0s 757us/step - loss: 0.4999 - accuracy: 0.7953
Epoch 98/500
225/225 [==============================] - 0s 794us/step - loss: 0.4984 - accuracy: 0.7953
Epoch 99/500
225/225 [==============================] - 0s 772us/step - loss: 0.4964 - accuracy: 0.7953
Epoch 100/500
225/225 [==============================] - 0s 767us/step - loss: 0.4939 - accuracy: 0.7953
Epoch 101/500
225/225 [==============================] - 0s 757us/step - loss: 0.4909 - accuracy: 0.7953
Epoch 102/500
225/225 [==============================] - 0s 769us/step - loss: 0.4870 - accuracy: 0.7953
Epoch 103/500
225/225 [==============================] - 0s 827us/step - loss: 0.4825 - accuracy: 0.7953
Epoch 104/500
225/225 [==============================] - 0s 749us/step - loss: 0.4772 - accuracy: 0.7953
Epoch 105/500
225/225 [==============================] - 0s 765us/step - loss: 0.4712 - accuracy: 0.7953
Epoch 106/500
225/225 [==============================] - 0s 767us/step - loss: 0.4649 - accuracy: 0.7953
Epoch 107/500
225/225 [==============================] - 0s 762us/step - loss: 0.4585 - accuracy: 0.7953
Epoch 108/500
225/225 [==============================] - 0s 741us/step - loss: 0.4524 - accuracy: 0.7953
Epoch 109/500
225/225 [==============================] - 0s 831us/step - loss: 0.4468 - accuracy: 0.7953
Epoch 110/500
225/225 [==============================] - 0s 765us/step - loss: 0.4420 - accuracy: 0.7953
Epoch 111/500
225/225 [==============================] - 0s 755us/step - loss: 0.4380 - accuracy: 0.7953
Epoch 112/500
225/225 [==============================] - 0s 766us/step - loss: 0.4349 - accuracy: 0.7953
Epoch 113/500
225/225 [==============================] - 0s 770us/step - loss: 0.4323 - accuracy: 0.7951
Epoch 114/500
225/225 [==============================] - 0s 755us/step - loss: 0.4303 - accuracy: 0.7950
Epoch 115/500
225/225 [==============================] - 0s 789us/step - loss: 0.4285 - accuracy: 0.7939
Epoch 116/500
225/225 [==============================] - 0s 793us/step - loss: 0.4268 - accuracy: 0.7929
Epoch 117/500
225/225 [==============================] - 0s 774us/step - loss: 0.4250 - accuracy: 0.7936
Epoch 118/500
225/225 [==============================] - 0s 750us/step - loss: 0.4230 - accuracy: 0.7964
Epoch 119/500
225/225 [==============================] - 0s 761us/step - loss: 0.4207 - accuracy: 0.7992
Epoch 120/500
225/225 [==============================] - 0s 791us/step - loss: 0.4183 - accuracy: 0.8058
Epoch 121/500
225/225 [==============================] - 0s 770us/step - loss: 0.4153 - accuracy: 0.8129
Epoch 122/500
225/225 [==============================] - 0s 768us/step - loss: 0.4121 - accuracy: 0.8206
Epoch 123/500
225/225 [==============================] - 0s 783us/step - loss: 0.4082 - accuracy: 0.8251
Epoch 124/500
225/225 [==============================] - 0s 753us/step - loss: 0.4038 - accuracy: 0.8313
Epoch 125/500
225/225 [==============================] - 0s 768us/step - loss: 0.3988 - accuracy: 0.8360
Epoch 126/500
225/225 [==============================] - 0s 825us/step - loss: 0.3936 - accuracy: 0.8382
Epoch 127/500
225/225 [==============================] - 0s 789us/step - loss: 0.3888 - accuracy: 0.8408
Epoch 128/500
225/225 [==============================] - 0s 747us/step - loss: 0.3837 - accuracy: 0.8449
Epoch 129/500
225/225 [==============================] - 0s 772us/step - loss: 0.3792 - accuracy: 0.8481
Epoch 130/500
225/225 [==============================] - 0s 762us/step - loss: 0.3751 - accuracy: 0.8514
Epoch 131/500
225/225 [==============================] - 0s 768us/step - loss: 0.3711 - accuracy: 0.8504
Epoch 132/500
225/225 [==============================] - 0s 792us/step - loss: 0.3677 - accuracy: 0.8529
Epoch 133/500
225/225 [==============================] - 0s 771us/step - loss: 0.3647 - accuracy: 0.8529
Epoch 134/500
225/225 [==============================] - 0s 777us/step - loss: 0.3618 - accuracy: 0.8532
Epoch 135/500
225/225 [==============================] - 0s 755us/step - loss: 0.3598 - accuracy: 0.8536
Epoch 136/500
225/225 [==============================] - 0s 763us/step - loss: 0.3577 - accuracy: 0.8554
Epoch 137/500
225/225 [==============================] - 0s 765us/step - loss: 0.3560 - accuracy: 0.8564
Epoch 138/500
225/225 [==============================] - 0s 793us/step - loss: 0.3544 - accuracy: 0.8567
Epoch 139/500
225/225 [==============================] - 0s 757us/step - loss: 0.3528 - accuracy: 0.8578
Epoch 140/500
225/225 [==============================] - 0s 911us/step - loss: 0.3515 - accuracy: 0.8568
Epoch 141/500
225/225 [==============================] - 0s 741us/step - loss: 0.3505 - accuracy: 0.8582
Epoch 142/500
225/225 [==============================] - 0s 760us/step - loss: 0.3496 - accuracy: 0.8583
Epoch 143/500
225/225 [==============================] - 0s 819us/step - loss: 0.3488 - accuracy: 0.8590
Epoch 144/500
225/225 [==============================] - 0s 750us/step - loss: 0.3477 - accuracy: 0.8599
Epoch 145/500
225/225 [==============================] - 0s 762us/step - loss: 0.3474 - accuracy: 0.8581
Epoch 146/500
225/225 [==============================] - 0s 780us/step - loss: 0.3468 - accuracy: 0.8585
Epoch 147/500
225/225 [==============================] - 0s 765us/step - loss: 0.3462 - accuracy: 0.8604
Epoch 148/500
225/225 [==============================] - 0s 757us/step - loss: 0.3457 - accuracy: 0.8585
Epoch 149/500
225/225 [==============================] - 0s 797us/step - loss: 0.3454 - accuracy: 0.8592
Epoch 150/500
225/225 [==============================] - 0s 811us/step - loss: 0.3445 - accuracy: 0.8603
Epoch 151/500
225/225 [==============================] - 0s 758us/step - loss: 0.3449 - accuracy: 0.8594
Epoch 152/500
225/225 [==============================] - 0s 769us/step - loss: 0.3440 - accuracy: 0.8587
Epoch 153/500
225/225 [==============================] - 0s 759us/step - loss: 0.3445 - accuracy: 0.8599
Epoch 154/500
225/225 [==============================] - 0s 844us/step - loss: 0.3441 - accuracy: 0.8583
Epoch 155/500
225/225 [==============================] - 0s 816us/step - loss: 0.3436 - accuracy: 0.8600
Epoch 156/500
225/225 [==============================] - 0s 725us/step - loss: 0.3437 - accuracy: 0.8607
Epoch 157/500
225/225 [==============================] - 0s 736us/step - loss: 0.3435 - accuracy: 0.8606
Epoch 158/500
225/225 [==============================] - 0s 712us/step - loss: 0.3430 - accuracy: 0.8610
Epoch 159/500
225/225 [==============================] - 0s 720us/step - loss: 0.3432 - accuracy: 0.8607
Epoch 160/500
225/225 [==============================] - 0s 773us/step - loss: 0.3431 - accuracy: 0.8599
Epoch 161/500
225/225 [==============================] - 0s 713us/step - loss: 0.3429 - accuracy: 0.8587
Epoch 162/500
225/225 [==============================] - 0s 724us/step - loss: 0.3430 - accuracy: 0.8599
Epoch 163/500
225/225 [==============================] - 0s 724us/step - loss: 0.3426 - accuracy: 0.8599
Epoch 164/500
225/225 [==============================] - 0s 711us/step - loss: 0.3422 - accuracy: 0.8589
Epoch 165/500
225/225 [==============================] - 0s 727us/step - loss: 0.3422 - accuracy: 0.8604
Epoch 166/500
225/225 [==============================] - 0s 837us/step - loss: 0.3426 - accuracy: 0.8603
Epoch 167/500
225/225 [==============================] - 0s 713us/step - loss: 0.3425 - accuracy: 0.8583
Epoch 168/500
225/225 [==============================] - 0s 733us/step - loss: 0.3423 - accuracy: 0.8597
Epoch 169/500
225/225 [==============================] - 0s 732us/step - loss: 0.3422 - accuracy: 0.8593
Epoch 170/500
225/225 [==============================] - 0s 714us/step - loss: 0.3421 - accuracy: 0.8593
Epoch 171/500
225/225 [==============================] - 0s 729us/step - loss: 0.3420 - accuracy: 0.8604
Epoch 172/500
225/225 [==============================] - 0s 751us/step - loss: 0.3416 - accuracy: 0.8603
Epoch 173/500
225/225 [==============================] - 0s 721us/step - loss: 0.3414 - accuracy: 0.8582
Epoch 174/500
225/225 [==============================] - 0s 755us/step - loss: 0.3413 - accuracy: 0.8593
Epoch 175/500
225/225 [==============================] - 0s 740us/step - loss: 0.3415 - accuracy: 0.8596
Epoch 176/500
225/225 [==============================] - 0s 719us/step - loss: 0.3416 - accuracy: 0.8596
Epoch 177/500
225/225 [==============================] - 0s 722us/step - loss: 0.3414 - accuracy: 0.8600
Epoch 178/500
225/225 [==============================] - 0s 772us/step - loss: 0.3412 - accuracy: 0.8604
Epoch 179/500
225/225 [==============================] - 0s 714us/step - loss: 0.3408 - accuracy: 0.8582
Epoch 180/500
225/225 [==============================] - 0s 736us/step - loss: 0.3415 - accuracy: 0.8599
Epoch 181/500
225/225 [==============================] - 0s 741us/step - loss: 0.3405 - accuracy: 0.8606
Epoch 182/500
225/225 [==============================] - 0s 718us/step - loss: 0.3408 - accuracy: 0.8590
Epoch 183/500
225/225 [==============================] - 0s 728us/step - loss: 0.3407 - accuracy: 0.8581
Epoch 184/500
225/225 [==============================] - 0s 794us/step - loss: 0.3404 - accuracy: 0.8592
Epoch 185/500
225/225 [==============================] - 0s 722us/step - loss: 0.3399 - accuracy: 0.8606
Epoch 186/500
225/225 [==============================] - 0s 759us/step - loss: 0.3397 - accuracy: 0.8597
Epoch 187/500
225/225 [==============================] - 0s 733us/step - loss: 0.3396 - accuracy: 0.8592
Epoch 188/500
225/225 [==============================] - 0s 717us/step - loss: 0.3397 - accuracy: 0.8614
Epoch 189/500
225/225 [==============================] - 0s 730us/step - loss: 0.3387 - accuracy: 0.8606
Epoch 190/500
225/225 [==============================] - 0s 767us/step - loss: 0.3391 - accuracy: 0.8600
Epoch 191/500
225/225 [==============================] - 0s 708us/step - loss: 0.3394 - accuracy: 0.8606
Epoch 192/500
225/225 [==============================] - 0s 716us/step - loss: 0.3386 - accuracy: 0.8607
Epoch 193/500
225/225 [==============================] - 0s 728us/step - loss: 0.3385 - accuracy: 0.8607
Epoch 194/500
225/225 [==============================] - 0s 715us/step - loss: 0.3390 - accuracy: 0.8596
Epoch 195/500
225/225 [==============================] - 0s 730us/step - loss: 0.3387 - accuracy: 0.8611
Epoch 196/500
225/225 [==============================] - 0s 786us/step - loss: 0.3383 - accuracy: 0.8621
Epoch 197/500
225/225 [==============================] - 0s 708us/step - loss: 0.3385 - accuracy: 0.8603
Epoch 198/500
225/225 [==============================] - 0s 718us/step - loss: 0.3381 - accuracy: 0.8596
Epoch 199/500
225/225 [==============================] - 0s 737us/step - loss: 0.3379 - accuracy: 0.8617
Epoch 200/500
225/225 [==============================] - 0s 725us/step - loss: 0.3375 - accuracy: 0.8614
Epoch 201/500
225/225 [==============================] - 0s 706us/step - loss: 0.3380 - accuracy: 0.8615
Epoch 202/500
225/225 [==============================] - 0s 751us/step - loss: 0.3378 - accuracy: 0.8612
Epoch 203/500
225/225 [==============================] - 0s 716us/step - loss: 0.3371 - accuracy: 0.8628
Epoch 204/500
225/225 [==============================] - 0s 723us/step - loss: 0.3373 - accuracy: 0.8614
Epoch 205/500
225/225 [==============================] - 0s 727us/step - loss: 0.3369 - accuracy: 0.8624
Epoch 206/500
225/225 [==============================] - 0s 718us/step - loss: 0.3373 - accuracy: 0.8612
Epoch 207/500
225/225 [==============================] - 0s 766us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 208/500
225/225 [==============================] - 0s 726us/step - loss: 0.3371 - accuracy: 0.8610
Epoch 209/500
225/225 [==============================] - 0s 749us/step - loss: 0.3370 - accuracy: 0.8611
Epoch 210/500
225/225 [==============================] - 0s 713us/step - loss: 0.3362 - accuracy: 0.8610
Epoch 211/500
225/225 [==============================] - 0s 738us/step - loss: 0.3367 - accuracy: 0.8606
Epoch 212/500
225/225 [==============================] - 0s 726us/step - loss: 0.3368 - accuracy: 0.8608
Epoch 213/500
225/225 [==============================] - 0s 706us/step - loss: 0.3367 - accuracy: 0.8607
Epoch 214/500
225/225 [==============================] - 0s 754us/step - loss: 0.3357 - accuracy: 0.8626
Epoch 215/500
225/225 [==============================] - 0s 713us/step - loss: 0.3362 - accuracy: 0.8612
Epoch 216/500
225/225 [==============================] - 0s 716us/step - loss: 0.3363 - accuracy: 0.8615
Epoch 217/500
225/225 [==============================] - 0s 727us/step - loss: 0.3363 - accuracy: 0.8624
Epoch 218/500
225/225 [==============================] - 0s 711us/step - loss: 0.3363 - accuracy: 0.8594
Epoch 219/500
225/225 [==============================] - 0s 727us/step - loss: 0.3357 - accuracy: 0.8608
Epoch 220/500
225/225 [==============================] - 0s 762us/step - loss: 0.3355 - accuracy: 0.8606
Epoch 221/500
225/225 [==============================] - 0s 716us/step - loss: 0.3359 - accuracy: 0.8611
Epoch 222/500
225/225 [==============================] - 0s 726us/step - loss: 0.3358 - accuracy: 0.8618
Epoch 223/500
225/225 [==============================] - 0s 723us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 224/500
225/225 [==============================] - 0s 715us/step - loss: 0.3356 - accuracy: 0.8614
Epoch 225/500
225/225 [==============================] - 0s 726us/step - loss: 0.3357 - accuracy: 0.8597
Epoch 226/500
225/225 [==============================] - 0s 782us/step - loss: 0.3355 - accuracy: 0.8603
Epoch 227/500
225/225 [==============================] - 0s 724us/step - loss: 0.3358 - accuracy: 0.8614
Epoch 228/500
225/225 [==============================] - 0s 724us/step - loss: 0.3359 - accuracy: 0.8618
Epoch 229/500
225/225 [==============================] - 0s 724us/step - loss: 0.3354 - accuracy: 0.8621
Epoch 230/500
225/225 [==============================] - 0s 758us/step - loss: 0.3356 - accuracy: 0.8636
Epoch 231/500
225/225 [==============================] - 0s 727us/step - loss: 0.3355 - accuracy: 0.8624
Epoch 232/500
225/225 [==============================] - 0s 725us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 233/500
225/225 [==============================] - 0s 744us/step - loss: 0.3359 - accuracy: 0.8615
Epoch 234/500
225/225 [==============================] - 0s 724us/step - loss: 0.3354 - accuracy: 0.8608
Epoch 235/500
225/225 [==============================] - 0s 725us/step - loss: 0.3352 - accuracy: 0.8621
Epoch 236/500
225/225 [==============================] - 0s 726us/step - loss: 0.3356 - accuracy: 0.8622
Epoch 237/500
225/225 [==============================] - 0s 728us/step - loss: 0.3356 - accuracy: 0.8624
Epoch 238/500
225/225 [==============================] - 0s 724us/step - loss: 0.3355 - accuracy: 0.8614
Epoch 239/500
225/225 [==============================] - 0s 762us/step - loss: 0.3348 - accuracy: 0.8619
Epoch 240/500
225/225 [==============================] - 0s 725us/step - loss: 0.3355 - accuracy: 0.8622
Epoch 241/500
225/225 [==============================] - 0s 726us/step - loss: 0.3351 - accuracy: 0.8633
Epoch 242/500
225/225 [==============================] - 0s 721us/step - loss: 0.3357 - accuracy: 0.8626
Epoch 243/500
225/225 [==============================] - 0s 742us/step - loss: 0.3354 - accuracy: 0.8612
Epoch 244/500
225/225 [==============================] - 0s 731us/step - loss: 0.3348 - accuracy: 0.8615
Epoch 245/500
225/225 [==============================] - 0s 714us/step - loss: 0.3351 - accuracy: 0.8644
Epoch 246/500
225/225 [==============================] - 0s 722us/step - loss: 0.3350 - accuracy: 0.8608
Epoch 247/500
225/225 [==============================] - 0s 720us/step - loss: 0.3351 - accuracy: 0.8607
Epoch 248/500
225/225 [==============================] - 0s 724us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 249/500
225/225 [==============================] - 0s 728us/step - loss: 0.3353 - accuracy: 0.8615
Epoch 250/500
225/225 [==============================] - 0s 771us/step - loss: 0.3348 - accuracy: 0.8626
Epoch 251/500
225/225 [==============================] - 0s 718us/step - loss: 0.3343 - accuracy: 0.8633
Epoch 252/500
225/225 [==============================] - 0s 725us/step - loss: 0.3352 - accuracy: 0.8637
Epoch 253/500
225/225 [==============================] - 0s 727us/step - loss: 0.3351 - accuracy: 0.8617
Epoch 254/500
225/225 [==============================] - 0s 720us/step - loss: 0.3347 - accuracy: 0.8622
Epoch 255/500
225/225 [==============================] - 0s 772us/step - loss: 0.3351 - accuracy: 0.8629
Epoch 256/500
225/225 [==============================] - 0s 731us/step - loss: 0.3345 - accuracy: 0.8621
Epoch 257/500
225/225 [==============================] - 0s 717us/step - loss: 0.3346 - accuracy: 0.8618
Epoch 258/500
225/225 [==============================] - 0s 732us/step - loss: 0.3350 - accuracy: 0.8611
Epoch 259/500
225/225 [==============================] - 0s 730us/step - loss: 0.3347 - accuracy: 0.8637
Epoch 260/500
225/225 [==============================] - 0s 733us/step - loss: 0.3351 - accuracy: 0.8617
Epoch 261/500
225/225 [==============================] - 0s 735us/step - loss: 0.3350 - accuracy: 0.8640
Epoch 262/500
225/225 [==============================] - 0s 756us/step - loss: 0.3347 - accuracy: 0.8629
Epoch 263/500
225/225 [==============================] - 0s 720us/step - loss: 0.3348 - accuracy: 0.8619
Epoch 264/500
225/225 [==============================] - 0s 726us/step - loss: 0.3347 - accuracy: 0.8628
Epoch 265/500
225/225 [==============================] - 0s 728us/step - loss: 0.3349 - accuracy: 0.8617
Epoch 266/500
225/225 [==============================] - 0s 719us/step - loss: 0.3347 - accuracy: 0.8625
Epoch 267/500
225/225 [==============================] - 0s 726us/step - loss: 0.3341 - accuracy: 0.8639
Epoch 268/500
225/225 [==============================] - 0s 754us/step - loss: 0.3347 - accuracy: 0.8610
Epoch 269/500
225/225 [==============================] - 0s 744us/step - loss: 0.3345 - accuracy: 0.8615
Epoch 270/500
225/225 [==============================] - 0s 727us/step - loss: 0.3342 - accuracy: 0.8621
Epoch 271/500
225/225 [==============================] - 0s 730us/step - loss: 0.3346 - accuracy: 0.8619
Epoch 272/500
225/225 [==============================] - 0s 722us/step - loss: 0.3340 - accuracy: 0.8624
Epoch 273/500
225/225 [==============================] - 0s 722us/step - loss: 0.3345 - accuracy: 0.8617
Epoch 274/500
225/225 [==============================] - 0s 737us/step - loss: 0.3333 - accuracy: 0.8610
Epoch 275/500
225/225 [==============================] - 0s 722us/step - loss: 0.3342 - accuracy: 0.8632
Epoch 276/500
225/225 [==============================] - 0s 721us/step - loss: 0.3343 - accuracy: 0.8624
Epoch 277/500
225/225 [==============================] - 0s 728us/step - loss: 0.3342 - accuracy: 0.8607
Epoch 278/500
225/225 [==============================] - 0s 709us/step - loss: 0.3341 - accuracy: 0.8617
Epoch 279/500
225/225 [==============================] - 0s 724us/step - loss: 0.3338 - accuracy: 0.8628
Epoch 280/500
225/225 [==============================] - 0s 765us/step - loss: 0.3339 - accuracy: 0.8619
Epoch 281/500
225/225 [==============================] - 0s 717us/step - loss: 0.3338 - accuracy: 0.8621
Epoch 282/500
225/225 [==============================] - 0s 727us/step - loss: 0.3340 - accuracy: 0.8642
Epoch 283/500
225/225 [==============================] - 0s 722us/step - loss: 0.3339 - accuracy: 0.8636
Epoch 284/500
225/225 [==============================] - 0s 720us/step - loss: 0.3339 - accuracy: 0.8632
Epoch 285/500
225/225 [==============================] - 0s 710us/step - loss: 0.3338 - accuracy: 0.8621
Epoch 286/500
225/225 [==============================] - 0s 875us/step - loss: 0.3339 - accuracy: 0.8628
Epoch 287/500
225/225 [==============================] - 0s 720us/step - loss: 0.3341 - accuracy: 0.8612
Epoch 288/500
225/225 [==============================] - 0s 725us/step - loss: 0.3336 - accuracy: 0.8628
Epoch 289/500
225/225 [==============================] - 0s 724us/step - loss: 0.3340 - accuracy: 0.8625
Epoch 290/500
225/225 [==============================] - 0s 715us/step - loss: 0.3337 - accuracy: 0.8639
Epoch 291/500
225/225 [==============================] - 0s 738us/step - loss: 0.3337 - accuracy: 0.8632
Epoch 292/500
225/225 [==============================] - 0s 790us/step - loss: 0.3340 - accuracy: 0.8621
Epoch 293/500
225/225 [==============================] - 0s 731us/step - loss: 0.3335 - accuracy: 0.8617
Epoch 294/500
225/225 [==============================] - 0s 727us/step - loss: 0.3335 - accuracy: 0.8619
Epoch 295/500
225/225 [==============================] - 0s 723us/step - loss: 0.3337 - accuracy: 0.8629
Epoch 296/500
225/225 [==============================] - 0s 726us/step - loss: 0.3338 - accuracy: 0.8621
Epoch 297/500
225/225 [==============================] - 0s 726us/step - loss: 0.3340 - accuracy: 0.8633
Epoch 298/500
225/225 [==============================] - 0s 749us/step - loss: 0.3338 - accuracy: 0.8628
Epoch 299/500
225/225 [==============================] - 0s 722us/step - loss: 0.3338 - accuracy: 0.8629
Epoch 300/500
225/225 [==============================] - 0s 727us/step - loss: 0.3337 - accuracy: 0.8632
Epoch 301/500
225/225 [==============================] - 0s 726us/step - loss: 0.3342 - accuracy: 0.8619
Epoch 302/500
225/225 [==============================] - 0s 723us/step - loss: 0.3331 - accuracy: 0.8640
Epoch 303/500
225/225 [==============================] - 0s 728us/step - loss: 0.3334 - accuracy: 0.8622
Epoch 304/500
225/225 [==============================] - 0s 763us/step - loss: 0.3334 - accuracy: 0.8631
Epoch 305/500
225/225 [==============================] - 0s 720us/step - loss: 0.3338 - accuracy: 0.8612
Epoch 306/500
225/225 [==============================] - 0s 727us/step - loss: 0.3337 - accuracy: 0.8629
Epoch 307/500
225/225 [==============================] - 0s 728us/step - loss: 0.3339 - accuracy: 0.8612
Epoch 308/500
225/225 [==============================] - 0s 852us/step - loss: 0.3329 - accuracy: 0.8622
Epoch 309/500
225/225 [==============================] - 0s 773us/step - loss: 0.3337 - accuracy: 0.8614
Epoch 310/500
225/225 [==============================] - 0s 725us/step - loss: 0.3338 - accuracy: 0.8619
Epoch 311/500
225/225 [==============================] - 0s 718us/step - loss: 0.3339 - accuracy: 0.8644
Epoch 312/500
225/225 [==============================] - 0s 724us/step - loss: 0.3334 - accuracy: 0.8628
Epoch 313/500
225/225 [==============================] - 0s 724us/step - loss: 0.3333 - accuracy: 0.8631
Epoch 314/500
225/225 [==============================] - 0s 720us/step - loss: 0.3337 - accuracy: 0.8621
Epoch 315/500
225/225 [==============================] - 0s 732us/step - loss: 0.3334 - accuracy: 0.8618
Epoch 316/500
225/225 [==============================] - 0s 760us/step - loss: 0.3338 - accuracy: 0.8624
Epoch 317/500
225/225 [==============================] - 0s 722us/step - loss: 0.3335 - accuracy: 0.8626
Epoch 318/500
225/225 [==============================] - 0s 729us/step - loss: 0.3331 - accuracy: 0.8621
Epoch 319/500
225/225 [==============================] - 0s 728us/step - loss: 0.3331 - accuracy: 0.8617
Epoch 320/500
225/225 [==============================] - 0s 719us/step - loss: 0.3330 - accuracy: 0.8629
Epoch 321/500
225/225 [==============================] - 0s 726us/step - loss: 0.3337 - accuracy: 0.8626
Epoch 322/500
225/225 [==============================] - 0s 759us/step - loss: 0.3332 - accuracy: 0.8612
Epoch 323/500
225/225 [==============================] - 0s 721us/step - loss: 0.3333 - accuracy: 0.8633
Epoch 324/500
225/225 [==============================] - 0s 728us/step - loss: 0.3337 - accuracy: 0.8624
Epoch 325/500
225/225 [==============================] - 0s 725us/step - loss: 0.3336 - accuracy: 0.8628
Epoch 326/500
225/225 [==============================] - 0s 719us/step - loss: 0.3331 - accuracy: 0.8614
Epoch 327/500
225/225 [==============================] - 0s 722us/step - loss: 0.3332 - accuracy: 0.8632
Epoch 328/500
225/225 [==============================] - 0s 756us/step - loss: 0.3334 - accuracy: 0.8599
Epoch 329/500
225/225 [==============================] - 0s 768us/step - loss: 0.3331 - accuracy: 0.8629
Epoch 330/500
225/225 [==============================] - 0s 725us/step - loss: 0.3324 - accuracy: 0.8607
Epoch 331/500
225/225 [==============================] - 0s 727us/step - loss: 0.3332 - accuracy: 0.8610
Epoch 332/500
225/225 [==============================] - 0s 731us/step - loss: 0.3331 - accuracy: 0.8633
Epoch 333/500
225/225 [==============================] - 0s 723us/step - loss: 0.3325 - accuracy: 0.8633
Epoch 334/500
225/225 [==============================] - 0s 780us/step - loss: 0.3334 - accuracy: 0.8626
Epoch 335/500
225/225 [==============================] - 0s 723us/step - loss: 0.3326 - accuracy: 0.8625
Epoch 336/500
225/225 [==============================] - 0s 729us/step - loss: 0.3331 - accuracy: 0.8614
Epoch 337/500
225/225 [==============================] - 0s 723us/step - loss: 0.3328 - accuracy: 0.8629
Epoch 338/500
225/225 [==============================] - 0s 724us/step - loss: 0.3329 - accuracy: 0.8618
Epoch 339/500
225/225 [==============================] - 0s 770us/step - loss: 0.3327 - accuracy: 0.8633
Epoch 340/500
225/225 [==============================] - 0s 725us/step - loss: 0.3334 - accuracy: 0.8631
Epoch 341/500
225/225 [==============================] - 0s 728us/step - loss: 0.3328 - accuracy: 0.8633
Epoch 342/500
225/225 [==============================] - 0s 735us/step - loss: 0.3332 - accuracy: 0.8618
Epoch 343/500
225/225 [==============================] - 0s 734us/step - loss: 0.3327 - accuracy: 0.8635
Epoch 344/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3335 - accuracy: 0.8624
Epoch 345/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3336 - accuracy: 0.8603
Epoch 346/500
225/225 [==============================] - 0s 852us/step - loss: 0.3332 - accuracy: 0.8619
Epoch 347/500
225/225 [==============================] - 0s 732us/step - loss: 0.3332 - accuracy: 0.8614
Epoch 348/500
225/225 [==============================] - 0s 935us/step - loss: 0.3334 - accuracy: 0.8606
Epoch 349/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3333 - accuracy: 0.8625
Epoch 350/500
225/225 [==============================] - 0s 965us/step - loss: 0.3335 - accuracy: 0.8612
Epoch 351/500
225/225 [==============================] - 0s 820us/step - loss: 0.3327 - accuracy: 0.8628
Epoch 352/500
225/225 [==============================] - 0s 900us/step - loss: 0.3329 - accuracy: 0.8606
Epoch 353/500
225/225 [==============================] - 0s 869us/step - loss: 0.3329 - accuracy: 0.8632
Epoch 354/500
225/225 [==============================] - 0s 763us/step - loss: 0.3331 - accuracy: 0.8611
Epoch 355/500
225/225 [==============================] - 0s 747us/step - loss: 0.3328 - accuracy: 0.8625
Epoch 356/500
225/225 [==============================] - 0s 873us/step - loss: 0.3334 - accuracy: 0.8626
Epoch 357/500
225/225 [==============================] - 0s 969us/step - loss: 0.3329 - accuracy: 0.8621
Epoch 358/500
225/225 [==============================] - 0s 812us/step - loss: 0.3330 - accuracy: 0.8618
Epoch 359/500
225/225 [==============================] - 0s 750us/step - loss: 0.3329 - accuracy: 0.8612
Epoch 360/500
225/225 [==============================] - 0s 839us/step - loss: 0.3332 - accuracy: 0.8610
Epoch 361/500
225/225 [==============================] - 0s 857us/step - loss: 0.3332 - accuracy: 0.8628
Epoch 362/500
225/225 [==============================] - 0s 810us/step - loss: 0.3326 - accuracy: 0.8610
Epoch 363/500
225/225 [==============================] - 0s 891us/step - loss: 0.3330 - accuracy: 0.8614
Epoch 364/500
225/225 [==============================] - 0s 745us/step - loss: 0.3326 - accuracy: 0.8624
Epoch 365/500
225/225 [==============================] - 0s 776us/step - loss: 0.3333 - accuracy: 0.8604
Epoch 366/500
225/225 [==============================] - 0s 750us/step - loss: 0.3328 - accuracy: 0.8619
Epoch 367/500
225/225 [==============================] - 0s 722us/step - loss: 0.3330 - accuracy: 0.8618
Epoch 368/500
225/225 [==============================] - 0s 803us/step - loss: 0.3333 - accuracy: 0.8618
Epoch 369/500
225/225 [==============================] - 0s 739us/step - loss: 0.3327 - accuracy: 0.8632
Epoch 370/500
225/225 [==============================] - 0s 727us/step - loss: 0.3330 - accuracy: 0.8603
Epoch 371/500
225/225 [==============================] - 0s 803us/step - loss: 0.3331 - accuracy: 0.8619
Epoch 372/500
225/225 [==============================] - 0s 752us/step - loss: 0.3330 - accuracy: 0.8622
Epoch 373/500
225/225 [==============================] - 0s 724us/step - loss: 0.3331 - accuracy: 0.8619
Epoch 374/500
225/225 [==============================] - 0s 754us/step - loss: 0.3328 - accuracy: 0.8624
Epoch 375/500
225/225 [==============================] - 0s 862us/step - loss: 0.3331 - accuracy: 0.8631
Epoch 376/500
225/225 [==============================] - 0s 819us/step - loss: 0.3330 - accuracy: 0.8625
Epoch 377/500
225/225 [==============================] - 0s 885us/step - loss: 0.3329 - accuracy: 0.8632
Epoch 378/500
225/225 [==============================] - 0s 833us/step - loss: 0.3329 - accuracy: 0.8611
Epoch 379/500
225/225 [==============================] - 0s 796us/step - loss: 0.3327 - accuracy: 0.8618
Epoch 380/500
225/225 [==============================] - 0s 791us/step - loss: 0.3329 - accuracy: 0.8615
Epoch 381/500
225/225 [==============================] - 0s 735us/step - loss: 0.3329 - accuracy: 0.8607
Epoch 382/500
225/225 [==============================] - 0s 743us/step - loss: 0.3333 - accuracy: 0.8632
Epoch 383/500
225/225 [==============================] - 0s 742us/step - loss: 0.3331 - accuracy: 0.8622
Epoch 384/500
225/225 [==============================] - 0s 723us/step - loss: 0.3331 - accuracy: 0.8614
Epoch 385/500
225/225 [==============================] - 0s 749us/step - loss: 0.3328 - accuracy: 0.8614
Epoch 386/500
225/225 [==============================] - 0s 740us/step - loss: 0.3329 - accuracy: 0.8610
Epoch 387/500
225/225 [==============================] - 0s 782us/step - loss: 0.3332 - accuracy: 0.8619
Epoch 388/500
225/225 [==============================] - 0s 739us/step - loss: 0.3324 - accuracy: 0.8619
Epoch 389/500
225/225 [==============================] - 0s 739us/step - loss: 0.3328 - accuracy: 0.8629
Epoch 390/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8628
Epoch 391/500
225/225 [==============================] - 0s 747us/step - loss: 0.3326 - accuracy: 0.8614
Epoch 392/500
225/225 [==============================] - 0s 750us/step - loss: 0.3326 - accuracy: 0.8628
Epoch 393/500
225/225 [==============================] - 0s 738us/step - loss: 0.3330 - accuracy: 0.8618
Epoch 394/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3324 - accuracy: 0.8619
Epoch 395/500
225/225 [==============================] - 0s 754us/step - loss: 0.3328 - accuracy: 0.8612
Epoch 396/500
225/225 [==============================] - 0s 724us/step - loss: 0.3326 - accuracy: 0.8624
Epoch 397/500
225/225 [==============================] - 0s 792us/step - loss: 0.3329 - accuracy: 0.8621
Epoch 398/500
225/225 [==============================] - 0s 768us/step - loss: 0.3331 - accuracy: 0.8615
Epoch 399/500
225/225 [==============================] - 0s 737us/step - loss: 0.3325 - accuracy: 0.8618
Epoch 400/500
225/225 [==============================] - 0s 734us/step - loss: 0.3324 - accuracy: 0.8621
Epoch 401/500
225/225 [==============================] - 0s 786us/step - loss: 0.3329 - accuracy: 0.8640
Epoch 402/500
225/225 [==============================] - 0s 809us/step - loss: 0.3331 - accuracy: 0.8621
Epoch 403/500
225/225 [==============================] - 0s 813us/step - loss: 0.3328 - accuracy: 0.8618
Epoch 404/500
225/225 [==============================] - 0s 873us/step - loss: 0.3327 - accuracy: 0.8614
Epoch 405/500
225/225 [==============================] - 0s 835us/step - loss: 0.3328 - accuracy: 0.8603
Epoch 406/500
225/225 [==============================] - 0s 825us/step - loss: 0.3328 - accuracy: 0.8624
Epoch 407/500
225/225 [==============================] - 0s 739us/step - loss: 0.3325 - accuracy: 0.8614
Epoch 408/500
225/225 [==============================] - 0s 758us/step - loss: 0.3325 - accuracy: 0.8625
Epoch 409/500
225/225 [==============================] - 0s 773us/step - loss: 0.3329 - accuracy: 0.8629
Epoch 410/500
225/225 [==============================] - 0s 735us/step - loss: 0.3324 - accuracy: 0.8643
Epoch 411/500
225/225 [==============================] - 0s 740us/step - loss: 0.3327 - accuracy: 0.8593
Epoch 412/500
225/225 [==============================] - 0s 837us/step - loss: 0.3328 - accuracy: 0.8606
Epoch 413/500
225/225 [==============================] - 0s 735us/step - loss: 0.3328 - accuracy: 0.8619
Epoch 414/500
225/225 [==============================] - 0s 768us/step - loss: 0.3331 - accuracy: 0.8608
Epoch 415/500
225/225 [==============================] - 0s 745us/step - loss: 0.3330 - accuracy: 0.8629
Epoch 416/500
225/225 [==============================] - 0s 721us/step - loss: 0.3331 - accuracy: 0.8611
Epoch 417/500
225/225 [==============================] - 0s 759us/step - loss: 0.3330 - accuracy: 0.8614
Epoch 418/500
225/225 [==============================] - 0s 745us/step - loss: 0.3330 - accuracy: 0.8606
Epoch 419/500
225/225 [==============================] - 0s 738us/step - loss: 0.3327 - accuracy: 0.8619
Epoch 420/500
225/225 [==============================] - 0s 766us/step - loss: 0.3321 - accuracy: 0.8626
Epoch 421/500
225/225 [==============================] - 0s 745us/step - loss: 0.3326 - accuracy: 0.8621
Epoch 422/500
225/225 [==============================] - 0s 727us/step - loss: 0.3330 - accuracy: 0.8607
Epoch 423/500
225/225 [==============================] - 0s 741us/step - loss: 0.3324 - accuracy: 0.8617
Epoch 424/500
225/225 [==============================] - 0s 746us/step - loss: 0.3332 - accuracy: 0.8625
Epoch 425/500
225/225 [==============================] - 0s 766us/step - loss: 0.3326 - accuracy: 0.8631
Epoch 426/500
225/225 [==============================] - 0s 723us/step - loss: 0.3322 - accuracy: 0.8618
Epoch 427/500
225/225 [==============================] - 0s 742us/step - loss: 0.3326 - accuracy: 0.8618
Epoch 428/500
225/225 [==============================] - 0s 740us/step - loss: 0.3325 - accuracy: 0.8632
Epoch 429/500
225/225 [==============================] - 0s 737us/step - loss: 0.3324 - accuracy: 0.8624
Epoch 430/500
225/225 [==============================] - 0s 760us/step - loss: 0.3328 - accuracy: 0.8606
Epoch 431/500
225/225 [==============================] - 0s 744us/step - loss: 0.3328 - accuracy: 0.8643
Epoch 432/500
225/225 [==============================] - 0s 766us/step - loss: 0.3327 - accuracy: 0.8614
Epoch 433/500
225/225 [==============================] - 0s 736us/step - loss: 0.3332 - accuracy: 0.8622
Epoch 434/500
225/225 [==============================] - 0s 738us/step - loss: 0.3326 - accuracy: 0.8628
Epoch 435/500
225/225 [==============================] - 0s 722us/step - loss: 0.3329 - accuracy: 0.8612
Epoch 436/500
225/225 [==============================] - 0s 867us/step - loss: 0.3323 - accuracy: 0.8611
Epoch 437/500
225/225 [==============================] - 0s 773us/step - loss: 0.3321 - accuracy: 0.8617
Epoch 438/500
225/225 [==============================] - 0s 732us/step - loss: 0.3321 - accuracy: 0.8621
Epoch 439/500
225/225 [==============================] - 0s 770us/step - loss: 0.3332 - accuracy: 0.8622
Epoch 440/500
225/225 [==============================] - 0s 739us/step - loss: 0.3328 - accuracy: 0.8615
Epoch 441/500
225/225 [==============================] - 0s 747us/step - loss: 0.3323 - accuracy: 0.8626
Epoch 442/500
225/225 [==============================] - 0s 730us/step - loss: 0.3324 - accuracy: 0.8607
Epoch 443/500
225/225 [==============================] - 0s 781us/step - loss: 0.3325 - accuracy: 0.8644
Epoch 444/500
225/225 [==============================] - 0s 743us/step - loss: 0.3323 - accuracy: 0.8625
Epoch 445/500
225/225 [==============================] - 0s 723us/step - loss: 0.3325 - accuracy: 0.8637
Epoch 446/500
225/225 [==============================] - 0s 734us/step - loss: 0.3324 - accuracy: 0.8635
Epoch 447/500
225/225 [==============================] - 0s 755us/step - loss: 0.3322 - accuracy: 0.8621
Epoch 448/500
225/225 [==============================] - 0s 729us/step - loss: 0.3326 - accuracy: 0.8618
Epoch 449/500
225/225 [==============================] - 0s 756us/step - loss: 0.3326 - accuracy: 0.8617
Epoch 450/500
225/225 [==============================] - 0s 742us/step - loss: 0.3327 - accuracy: 0.8597
Epoch 451/500
225/225 [==============================] - 0s 728us/step - loss: 0.3326 - accuracy: 0.8608
Epoch 452/500
225/225 [==============================] - 0s 734us/step - loss: 0.3329 - accuracy: 0.8631
Epoch 453/500
225/225 [==============================] - 0s 745us/step - loss: 0.3325 - accuracy: 0.8607
Epoch 454/500
225/225 [==============================] - 0s 737us/step - loss: 0.3325 - accuracy: 0.8624
Epoch 455/500
225/225 [==============================] - 0s 766us/step - loss: 0.3328 - accuracy: 0.8626
Epoch 456/500
225/225 [==============================] - 0s 749us/step - loss: 0.3326 - accuracy: 0.8622
Epoch 457/500
225/225 [==============================] - 0s 725us/step - loss: 0.3327 - accuracy: 0.8612
Epoch 458/500
225/225 [==============================] - 0s 733us/step - loss: 0.3326 - accuracy: 0.8614
Epoch 459/500
225/225 [==============================] - 0s 741us/step - loss: 0.3322 - accuracy: 0.8643
Epoch 460/500
225/225 [==============================] - 0s 723us/step - loss: 0.3328 - accuracy: 0.8607
Epoch 461/500
225/225 [==============================] - 0s 783us/step - loss: 0.3332 - accuracy: 0.8629
Epoch 462/500
225/225 [==============================] - 0s 763us/step - loss: 0.3321 - accuracy: 0.8628
Epoch 463/500
225/225 [==============================] - 0s 729us/step - loss: 0.3327 - accuracy: 0.8599
Epoch 464/500
225/225 [==============================] - 0s 734us/step - loss: 0.3323 - accuracy: 0.8625
Epoch 465/500
225/225 [==============================] - 0s 750us/step - loss: 0.3326 - accuracy: 0.8621
Epoch 466/500
225/225 [==============================] - 0s 751us/step - loss: 0.3323 - accuracy: 0.8617
Epoch 467/500
225/225 [==============================] - 0s 747us/step - loss: 0.3325 - accuracy: 0.8639
Epoch 468/500
225/225 [==============================] - 0s 757us/step - loss: 0.3328 - accuracy: 0.8629
Epoch 469/500
225/225 [==============================] - 0s 729us/step - loss: 0.3324 - accuracy: 0.8628
Epoch 470/500
225/225 [==============================] - 0s 725us/step - loss: 0.3328 - accuracy: 0.8626
Epoch 471/500
225/225 [==============================] - 0s 745us/step - loss: 0.3325 - accuracy: 0.8622
Epoch 472/500
225/225 [==============================] - 0s 720us/step - loss: 0.3325 - accuracy: 0.8617
Epoch 473/500
225/225 [==============================] - 0s 765us/step - loss: 0.3324 - accuracy: 0.8608
Epoch 474/500
225/225 [==============================] - 0s 757us/step - loss: 0.3326 - accuracy: 0.8617
Epoch 475/500
225/225 [==============================] - 0s 733us/step - loss: 0.3324 - accuracy: 0.8626
Epoch 476/500
225/225 [==============================] - 0s 726us/step - loss: 0.3329 - accuracy: 0.8618
Epoch 477/500
225/225 [==============================] - 0s 755us/step - loss: 0.3327 - accuracy: 0.8612
Epoch 478/500
225/225 [==============================] - 0s 753us/step - loss: 0.3329 - accuracy: 0.8625
Epoch 479/500
225/225 [==============================] - 0s 751us/step - loss: 0.3325 - accuracy: 0.8622
Epoch 480/500
225/225 [==============================] - 0s 745us/step - loss: 0.3329 - accuracy: 0.8619
Epoch 481/500
225/225 [==============================] - 0s 732us/step - loss: 0.3325 - accuracy: 0.8624
Epoch 482/500
225/225 [==============================] - 0s 723us/step - loss: 0.3327 - accuracy: 0.8614
Epoch 483/500
225/225 [==============================] - 0s 758us/step - loss: 0.3329 - accuracy: 0.8621
Epoch 484/500
225/225 [==============================] - 0s 738us/step - loss: 0.3324 - accuracy: 0.8603
Epoch 485/500
225/225 [==============================] - 0s 752us/step - loss: 0.3329 - accuracy: 0.8622
Epoch 486/500
225/225 [==============================] - 0s 749us/step - loss: 0.3322 - accuracy: 0.8622
Epoch 487/500
225/225 [==============================] - 0s 735us/step - loss: 0.3325 - accuracy: 0.8618
Epoch 488/500
225/225 [==============================] - 0s 729us/step - loss: 0.3326 - accuracy: 0.8635
Epoch 489/500
225/225 [==============================] - 0s 757us/step - loss: 0.3325 - accuracy: 0.8612
Epoch 490/500
225/225 [==============================] - 0s 787us/step - loss: 0.3322 - accuracy: 0.8636
Epoch 491/500
225/225 [==============================] - 0s 733us/step - loss: 0.3328 - accuracy: 0.8611
Epoch 492/500
225/225 [==============================] - 0s 736us/step - loss: 0.3322 - accuracy: 0.8622
Epoch 493/500
225/225 [==============================] - 0s 740us/step - loss: 0.3322 - accuracy: 0.8642
Epoch 494/500
225/225 [==============================] - 0s 731us/step - loss: 0.3324 - accuracy: 0.8628
Epoch 495/500
225/225 [==============================] - 0s 744us/step - loss: 0.3330 - accuracy: 0.8606
Epoch 496/500
225/225 [==============================] - 0s 781us/step - loss: 0.3329 - accuracy: 0.8619
Epoch 497/500
225/225 [==============================] - 0s 770us/step - loss: 0.3325 - accuracy: 0.8626
Epoch 498/500
225/225 [==============================] - 0s 747us/step - loss: 0.3328 - accuracy: 0.8617
Epoch 499/500
225/225 [==============================] - 0s 739us/step - loss: 0.3327 - accuracy: 0.8631
Epoch 500/500
225/225 [==============================] - 0s 740us/step - loss: 0.3321 - accuracy: 0.8619
Epoch 1/500
225/225 [==============================] - 0s 814us/step - loss: 0.6225 - accuracy: 0.7953
Epoch 2/500
225/225 [==============================] - 0s 711us/step - loss: 0.5487 - accuracy: 0.7974
Epoch 3/500
225/225 [==============================] - 0s 729us/step - loss: 0.5222 - accuracy: 0.7974
Epoch 4/500
225/225 [==============================] - 0s 739us/step - loss: 0.5119 - accuracy: 0.7974
Epoch 5/500
225/225 [==============================] - 0s 719us/step - loss: 0.5076 - accuracy: 0.7974
Epoch 6/500
225/225 [==============================] - 0s 753us/step - loss: 0.5057 - accuracy: 0.7974
Epoch 7/500
225/225 [==============================] - 0s 736us/step - loss: 0.5048 - accuracy: 0.7974
Epoch 8/500
225/225 [==============================] - 0s 719us/step - loss: 0.5044 - accuracy: 0.7974
Epoch 9/500
225/225 [==============================] - 0s 731us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 10/500
225/225 [==============================] - 0s 741us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 11/500
225/225 [==============================] - 0s 777us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 12/500
225/225 [==============================] - 0s 737us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 13/500
225/225 [==============================] - 0s 744us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 14/500
225/225 [==============================] - 0s 722us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 15/500
225/225 [==============================] - 0s 735us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 16/500
225/225 [==============================] - 0s 774us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 17/500
225/225 [==============================] - 0s 734us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 18/500
225/225 [==============================] - 0s 774us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 19/500
225/225 [==============================] - 0s 924us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 20/500
225/225 [==============================] - 0s 735us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 21/500
225/225 [==============================] - 0s 715us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 22/500
225/225 [==============================] - 0s 767us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 23/500
225/225 [==============================] - 0s 731us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 24/500
225/225 [==============================] - 0s 722us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 25/500
225/225 [==============================] - 0s 752us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 26/500
225/225 [==============================] - 0s 732us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 27/500
225/225 [==============================] - 0s 717us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 28/500
225/225 [==============================] - 0s 758us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 29/500
225/225 [==============================] - 0s 714us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 30/500
225/225 [==============================] - 0s 716us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 31/500
225/225 [==============================] - 0s 780us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 32/500
225/225 [==============================] - 0s 756us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 33/500
225/225 [==============================] - 0s 723us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 34/500
225/225 [==============================] - 0s 746us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 35/500
225/225 [==============================] - 0s 770us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 36/500
225/225 [==============================] - 0s 717us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 37/500
225/225 [==============================] - 0s 733us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 38/500
225/225 [==============================] - 0s 732us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 39/500
225/225 [==============================] - 0s 723us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 40/500
225/225 [==============================] - 0s 734us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 41/500
225/225 [==============================] - 0s 740us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 42/500
225/225 [==============================] - 0s 733us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 43/500
225/225 [==============================] - 0s 754us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 44/500
225/225 [==============================] - 0s 737us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 45/500
225/225 [==============================] - 0s 726us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 46/500
225/225 [==============================] - 0s 744us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 47/500
225/225 [==============================] - 0s 766us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 48/500
225/225 [==============================] - 0s 743us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 49/500
225/225 [==============================] - 0s 743us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 50/500
225/225 [==============================] - 0s 731us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 51/500
225/225 [==============================] - 0s 720us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 52/500
225/225 [==============================] - 0s 744us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 53/500
225/225 [==============================] - 0s 836us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 54/500
225/225 [==============================] - 0s 741us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 55/500
225/225 [==============================] - 0s 726us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 56/500
225/225 [==============================] - 0s 730us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 57/500
225/225 [==============================] - 0s 736us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 58/500
225/225 [==============================] - 0s 723us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 59/500
225/225 [==============================] - 0s 749us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 60/500
225/225 [==============================] - 0s 720us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 61/500
225/225 [==============================] - 0s 724us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 62/500
225/225 [==============================] - 0s 824us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 63/500
225/225 [==============================] - 0s 729us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 64/500
225/225 [==============================] - 0s 737us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 65/500
225/225 [==============================] - 0s 775us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 66/500
225/225 [==============================] - 0s 720us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 67/500
225/225 [==============================] - 0s 747us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 68/500
225/225 [==============================] - 0s 736us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 69/500
225/225 [==============================] - 0s 738us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 70/500
225/225 [==============================] - 0s 721us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 71/500
225/225 [==============================] - 0s 792us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 72/500
225/225 [==============================] - 0s 735us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 73/500
225/225 [==============================] - 0s 730us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 74/500
225/225 [==============================] - 0s 729us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 75/500
225/225 [==============================] - 0s 756us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 76/500
225/225 [==============================] - 0s 723us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 77/500
225/225 [==============================] - 0s 729us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 78/500
225/225 [==============================] - 0s 754us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 79/500
225/225 [==============================] - 0s 727us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 80/500
225/225 [==============================] - 0s 736us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 81/500
225/225 [==============================] - 0s 729us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 82/500
225/225 [==============================] - 0s 732us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 83/500
225/225 [==============================] - 0s 731us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 84/500
225/225 [==============================] - 0s 789us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 85/500
225/225 [==============================] - 0s 729us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 86/500
225/225 [==============================] - 0s 728us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 87/500
225/225 [==============================] - 0s 734us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 88/500
225/225 [==============================] - 0s 775us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 89/500
225/225 [==============================] - 0s 729us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 90/500
225/225 [==============================] - 0s 730us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 91/500
225/225 [==============================] - 0s 723us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 92/500
225/225 [==============================] - 0s 738us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 93/500
225/225 [==============================] - 0s 730us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 94/500
225/225 [==============================] - 0s 747us/step - loss: 0.5034 - accuracy: 0.7974
Epoch 95/500
225/225 [==============================] - 0s 756us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 96/500
225/225 [==============================] - 0s 729us/step - loss: 0.5032 - accuracy: 0.7974
Epoch 97/500
225/225 [==============================] - 0s 726us/step - loss: 0.5031 - accuracy: 0.7974
Epoch 98/500
225/225 [==============================] - 0s 729us/step - loss: 0.5030 - accuracy: 0.7974
Epoch 99/500
225/225 [==============================] - 0s 740us/step - loss: 0.5028 - accuracy: 0.7974
Epoch 100/500
225/225 [==============================] - 0s 825us/step - loss: 0.5027 - accuracy: 0.7974
Epoch 101/500
225/225 [==============================] - 0s 751us/step - loss: 0.5024 - accuracy: 0.7974
Epoch 102/500
225/225 [==============================] - 0s 765us/step - loss: 0.5022 - accuracy: 0.7974
Epoch 103/500
225/225 [==============================] - 0s 726us/step - loss: 0.5018 - accuracy: 0.7974
Epoch 104/500
225/225 [==============================] - 0s 754us/step - loss: 0.5014 - accuracy: 0.7974
Epoch 105/500
225/225 [==============================] - 0s 753us/step - loss: 0.5009 - accuracy: 0.7974
Epoch 106/500
225/225 [==============================] - 0s 746us/step - loss: 0.5003 - accuracy: 0.7974
Epoch 107/500
225/225 [==============================] - 0s 721us/step - loss: 0.4995 - accuracy: 0.7974
Epoch 108/500
225/225 [==============================] - 0s 752us/step - loss: 0.4985 - accuracy: 0.7974
Epoch 109/500
225/225 [==============================] - 0s 736us/step - loss: 0.4971 - accuracy: 0.7974
Epoch 110/500
225/225 [==============================] - 0s 728us/step - loss: 0.4953 - accuracy: 0.7974
Epoch 111/500
225/225 [==============================] - 0s 728us/step - loss: 0.4930 - accuracy: 0.7974
Epoch 112/500
225/225 [==============================] - 0s 745us/step - loss: 0.4899 - accuracy: 0.7974
Epoch 113/500
225/225 [==============================] - 0s 762us/step - loss: 0.4858 - accuracy: 0.7974
Epoch 114/500
225/225 [==============================] - 0s 733us/step - loss: 0.4803 - accuracy: 0.7974
Epoch 115/500
225/225 [==============================] - 0s 735us/step - loss: 0.4734 - accuracy: 0.7974
Epoch 116/500
225/225 [==============================] - 0s 716us/step - loss: 0.4651 - accuracy: 0.7974
Epoch 117/500
225/225 [==============================] - 0s 734us/step - loss: 0.4560 - accuracy: 0.7974
Epoch 118/500
225/225 [==============================] - 0s 782us/step - loss: 0.4475 - accuracy: 0.7976
Epoch 119/500
225/225 [==============================] - 0s 714us/step - loss: 0.4404 - accuracy: 0.7978
Epoch 120/500
225/225 [==============================] - 0s 730us/step - loss: 0.4350 - accuracy: 0.8031
Epoch 121/500
225/225 [==============================] - 0s 725us/step - loss: 0.4312 - accuracy: 0.8062
Epoch 122/500
225/225 [==============================] - 0s 719us/step - loss: 0.4284 - accuracy: 0.8112
Epoch 123/500
225/225 [==============================] - 0s 736us/step - loss: 0.4262 - accuracy: 0.8122
Epoch 124/500
225/225 [==============================] - 0s 741us/step - loss: 0.4244 - accuracy: 0.8154
Epoch 125/500
225/225 [==============================] - 0s 719us/step - loss: 0.4230 - accuracy: 0.8186
Epoch 126/500
225/225 [==============================] - 0s 723us/step - loss: 0.4216 - accuracy: 0.8201
Epoch 127/500
225/225 [==============================] - 0s 730us/step - loss: 0.4204 - accuracy: 0.8221
Epoch 128/500
225/225 [==============================] - 0s 718us/step - loss: 0.4193 - accuracy: 0.8236
Epoch 129/500
225/225 [==============================] - 0s 720us/step - loss: 0.4183 - accuracy: 0.8246
Epoch 130/500
225/225 [==============================] - 0s 764us/step - loss: 0.4174 - accuracy: 0.8265
Epoch 131/500
225/225 [==============================] - 0s 719us/step - loss: 0.4165 - accuracy: 0.8276
Epoch 132/500
225/225 [==============================] - 0s 718us/step - loss: 0.4156 - accuracy: 0.8281
Epoch 133/500
225/225 [==============================] - 0s 735us/step - loss: 0.4148 - accuracy: 0.8279
Epoch 134/500
225/225 [==============================] - 0s 720us/step - loss: 0.4142 - accuracy: 0.8304
Epoch 135/500
225/225 [==============================] - 0s 719us/step - loss: 0.4135 - accuracy: 0.8321
Epoch 136/500
225/225 [==============================] - 0s 743us/step - loss: 0.4127 - accuracy: 0.8321
Epoch 137/500
225/225 [==============================] - 0s 717us/step - loss: 0.4121 - accuracy: 0.8326
Epoch 138/500
225/225 [==============================] - 0s 741us/step - loss: 0.4115 - accuracy: 0.8326
Epoch 139/500
225/225 [==============================] - 0s 720us/step - loss: 0.4108 - accuracy: 0.8332
Epoch 140/500
225/225 [==============================] - 0s 718us/step - loss: 0.4101 - accuracy: 0.8326
Epoch 141/500
225/225 [==============================] - 0s 720us/step - loss: 0.4095 - accuracy: 0.8333
Epoch 142/500
225/225 [==============================] - 0s 769us/step - loss: 0.4089 - accuracy: 0.8338
Epoch 143/500
225/225 [==============================] - 0s 720us/step - loss: 0.4082 - accuracy: 0.8340
Epoch 144/500
225/225 [==============================] - 0s 732us/step - loss: 0.4079 - accuracy: 0.8333
Epoch 145/500
225/225 [==============================] - 0s 730us/step - loss: 0.4074 - accuracy: 0.8347
Epoch 146/500
225/225 [==============================] - 0s 759us/step - loss: 0.4068 - accuracy: 0.8354
Epoch 147/500
225/225 [==============================] - 0s 718us/step - loss: 0.4064 - accuracy: 0.8346
Epoch 148/500
225/225 [==============================] - 0s 723us/step - loss: 0.4060 - accuracy: 0.8350
Epoch 149/500
225/225 [==============================] - 0s 717us/step - loss: 0.4055 - accuracy: 0.8356
Epoch 150/500
225/225 [==============================] - 0s 719us/step - loss: 0.4053 - accuracy: 0.8339
Epoch 151/500
225/225 [==============================] - 0s 722us/step - loss: 0.4050 - accuracy: 0.8367
Epoch 152/500
225/225 [==============================] - 0s 725us/step - loss: 0.4047 - accuracy: 0.8349
Epoch 153/500
225/225 [==============================] - 0s 716us/step - loss: 0.4043 - accuracy: 0.8378
Epoch 154/500
225/225 [==============================] - 0s 728us/step - loss: 0.4042 - accuracy: 0.8374
Epoch 155/500
225/225 [==============================] - 0s 753us/step - loss: 0.4039 - accuracy: 0.8358
Epoch 156/500
225/225 [==============================] - 0s 717us/step - loss: 0.4035 - accuracy: 0.8358
Epoch 157/500
225/225 [==============================] - 0s 732us/step - loss: 0.4034 - accuracy: 0.8369
Epoch 158/500
225/225 [==============================] - 0s 725us/step - loss: 0.4029 - accuracy: 0.8365
Epoch 159/500
225/225 [==============================] - 0s 718us/step - loss: 0.4029 - accuracy: 0.8368
Epoch 160/500
225/225 [==============================] - 0s 760us/step - loss: 0.4026 - accuracy: 0.8356
Epoch 161/500
225/225 [==============================] - 0s 723us/step - loss: 0.4023 - accuracy: 0.8365
Epoch 162/500
225/225 [==============================] - 0s 718us/step - loss: 0.4021 - accuracy: 0.8350
Epoch 163/500
225/225 [==============================] - 0s 722us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 164/500
225/225 [==============================] - 0s 723us/step - loss: 0.4017 - accuracy: 0.8376
Epoch 165/500
225/225 [==============================] - 0s 730us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 166/500
225/225 [==============================] - 0s 726us/step - loss: 0.4015 - accuracy: 0.8369
Epoch 167/500
225/225 [==============================] - 0s 772us/step - loss: 0.4013 - accuracy: 0.8364
Epoch 168/500
225/225 [==============================] - 0s 722us/step - loss: 0.4011 - accuracy: 0.8368
Epoch 169/500
225/225 [==============================] - 0s 719us/step - loss: 0.4010 - accuracy: 0.8369
Epoch 170/500
225/225 [==============================] - 0s 720us/step - loss: 0.4007 - accuracy: 0.8374
Epoch 171/500
225/225 [==============================] - 0s 722us/step - loss: 0.4008 - accuracy: 0.8378
Epoch 172/500
225/225 [==============================] - 0s 762us/step - loss: 0.4003 - accuracy: 0.8378
Epoch 173/500
225/225 [==============================] - 0s 783us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 174/500
225/225 [==============================] - 0s 727us/step - loss: 0.3999 - accuracy: 0.8374
Epoch 175/500
225/225 [==============================] - 0s 716us/step - loss: 0.3999 - accuracy: 0.8365
Epoch 176/500
225/225 [==============================] - 0s 730us/step - loss: 0.3994 - accuracy: 0.8376
Epoch 177/500
225/225 [==============================] - 0s 722us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 178/500
225/225 [==============================] - 0s 746us/step - loss: 0.3991 - accuracy: 0.8354
Epoch 179/500
225/225 [==============================] - 0s 724us/step - loss: 0.3992 - accuracy: 0.8371
Epoch 180/500
225/225 [==============================] - 0s 721us/step - loss: 0.3990 - accuracy: 0.8360
Epoch 181/500
225/225 [==============================] - 0s 716us/step - loss: 0.3985 - accuracy: 0.8361
Epoch 182/500
225/225 [==============================] - 0s 712us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 183/500
225/225 [==============================] - 0s 711us/step - loss: 0.3984 - accuracy: 0.8368
Epoch 184/500
225/225 [==============================] - 0s 763us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 185/500
225/225 [==============================] - 0s 723us/step - loss: 0.3980 - accuracy: 0.8349
Epoch 186/500
225/225 [==============================] - 0s 722us/step - loss: 0.3975 - accuracy: 0.8368
Epoch 187/500
225/225 [==============================] - 0s 714us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 188/500
225/225 [==============================] - 0s 721us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 189/500
225/225 [==============================] - 0s 716us/step - loss: 0.3972 - accuracy: 0.8376
Epoch 190/500
225/225 [==============================] - 0s 739us/step - loss: 0.3969 - accuracy: 0.8353
Epoch 191/500
225/225 [==============================] - 0s 723us/step - loss: 0.3969 - accuracy: 0.8365
Epoch 192/500
225/225 [==============================] - 0s 716us/step - loss: 0.3965 - accuracy: 0.8364
Epoch 193/500
225/225 [==============================] - 0s 824us/step - loss: 0.3964 - accuracy: 0.8367
Epoch 194/500
225/225 [==============================] - 0s 725us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 195/500
225/225 [==============================] - 0s 730us/step - loss: 0.3962 - accuracy: 0.8368
Epoch 196/500
225/225 [==============================] - 0s 773us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 197/500
225/225 [==============================] - 0s 739us/step - loss: 0.3955 - accuracy: 0.8361
Epoch 198/500
225/225 [==============================] - 0s 779us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 199/500
225/225 [==============================] - 0s 734us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 200/500
225/225 [==============================] - 0s 726us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 201/500
225/225 [==============================] - 0s 744us/step - loss: 0.3945 - accuracy: 0.8371
Epoch 202/500
225/225 [==============================] - 0s 772us/step - loss: 0.3943 - accuracy: 0.8361
Epoch 203/500
225/225 [==============================] - 0s 732us/step - loss: 0.3938 - accuracy: 0.8367
Epoch 204/500
225/225 [==============================] - 0s 719us/step - loss: 0.3933 - accuracy: 0.8399
Epoch 205/500
225/225 [==============================] - 0s 734us/step - loss: 0.3930 - accuracy: 0.8378
Epoch 206/500
225/225 [==============================] - 0s 726us/step - loss: 0.3930 - accuracy: 0.8379
Epoch 207/500
225/225 [==============================] - 0s 715us/step - loss: 0.3929 - accuracy: 0.8385
Epoch 208/500
225/225 [==============================] - 0s 775us/step - loss: 0.3924 - accuracy: 0.8381
Epoch 209/500
225/225 [==============================] - 0s 744us/step - loss: 0.3923 - accuracy: 0.8385
Epoch 210/500
225/225 [==============================] - 0s 754us/step - loss: 0.3916 - accuracy: 0.8378
Epoch 211/500
225/225 [==============================] - 0s 734us/step - loss: 0.3916 - accuracy: 0.8371
Epoch 212/500
225/225 [==============================] - 0s 743us/step - loss: 0.3913 - accuracy: 0.8393
Epoch 213/500
225/225 [==============================] - 0s 716us/step - loss: 0.3912 - accuracy: 0.8383
Epoch 214/500
225/225 [==============================] - 0s 784us/step - loss: 0.3910 - accuracy: 0.8378
Epoch 215/500
225/225 [==============================] - 0s 737us/step - loss: 0.3907 - accuracy: 0.8382
Epoch 216/500
225/225 [==============================] - 0s 722us/step - loss: 0.3907 - accuracy: 0.8379
Epoch 217/500
225/225 [==============================] - 0s 734us/step - loss: 0.3901 - accuracy: 0.8392
Epoch 218/500
225/225 [==============================] - 0s 739us/step - loss: 0.3902 - accuracy: 0.8379
Epoch 219/500
225/225 [==============================] - 0s 724us/step - loss: 0.3898 - accuracy: 0.8388
Epoch 220/500
225/225 [==============================] - 0s 754us/step - loss: 0.3899 - accuracy: 0.8383
Epoch 221/500
225/225 [==============================] - 0s 740us/step - loss: 0.3891 - accuracy: 0.8374
Epoch 222/500
225/225 [==============================] - 0s 715us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 223/500
225/225 [==============================] - 0s 726us/step - loss: 0.3889 - accuracy: 0.8368
Epoch 224/500
225/225 [==============================] - 0s 744us/step - loss: 0.3879 - accuracy: 0.8375
Epoch 225/500
225/225 [==============================] - 0s 722us/step - loss: 0.3885 - accuracy: 0.8381
Epoch 226/500
225/225 [==============================] - 0s 800us/step - loss: 0.3878 - accuracy: 0.8383
Epoch 227/500
225/225 [==============================] - 0s 741us/step - loss: 0.3876 - accuracy: 0.8394
Epoch 228/500
225/225 [==============================] - 0s 728us/step - loss: 0.3872 - accuracy: 0.8396
Epoch 229/500
225/225 [==============================] - 0s 733us/step - loss: 0.3870 - accuracy: 0.8392
Epoch 230/500
225/225 [==============================] - 0s 734us/step - loss: 0.3866 - accuracy: 0.8389
Epoch 231/500
225/225 [==============================] - 0s 721us/step - loss: 0.3858 - accuracy: 0.8399
Epoch 232/500
225/225 [==============================] - 0s 790us/step - loss: 0.3858 - accuracy: 0.8400
Epoch 233/500
225/225 [==============================] - 0s 760us/step - loss: 0.3855 - accuracy: 0.8396
Epoch 234/500
225/225 [==============================] - 0s 722us/step - loss: 0.3852 - accuracy: 0.8376
Epoch 235/500
225/225 [==============================] - 0s 738us/step - loss: 0.3842 - accuracy: 0.8411
Epoch 236/500
225/225 [==============================] - 0s 749us/step - loss: 0.3841 - accuracy: 0.8403
Epoch 237/500
225/225 [==============================] - 0s 767us/step - loss: 0.3838 - accuracy: 0.8408
Epoch 238/500
225/225 [==============================] - 0s 752us/step - loss: 0.3833 - accuracy: 0.8408
Epoch 239/500
225/225 [==============================] - 0s 740us/step - loss: 0.3828 - accuracy: 0.8404
Epoch 240/500
225/225 [==============================] - 0s 720us/step - loss: 0.3825 - accuracy: 0.8421
Epoch 241/500
225/225 [==============================] - 0s 735us/step - loss: 0.3814 - accuracy: 0.8422
Epoch 242/500
225/225 [==============================] - 0s 742us/step - loss: 0.3817 - accuracy: 0.8414
Epoch 243/500
225/225 [==============================] - 0s 716us/step - loss: 0.3812 - accuracy: 0.8410
Epoch 244/500
225/225 [==============================] - 0s 762us/step - loss: 0.3808 - accuracy: 0.8425
Epoch 245/500
225/225 [==============================] - 0s 748us/step - loss: 0.3798 - accuracy: 0.8436
Epoch 246/500
225/225 [==============================] - 0s 732us/step - loss: 0.3798 - accuracy: 0.8418
Epoch 247/500
225/225 [==============================] - 0s 717us/step - loss: 0.3792 - accuracy: 0.8419
Epoch 248/500
225/225 [==============================] - 0s 740us/step - loss: 0.3787 - accuracy: 0.8432
Epoch 249/500
225/225 [==============================] - 0s 766us/step - loss: 0.3786 - accuracy: 0.8422
Epoch 250/500
225/225 [==============================] - 0s 732us/step - loss: 0.3779 - accuracy: 0.8429
Epoch 251/500
225/225 [==============================] - 0s 741us/step - loss: 0.3776 - accuracy: 0.8450
Epoch 252/500
225/225 [==============================] - 0s 733us/step - loss: 0.3770 - accuracy: 0.8447
Epoch 253/500
225/225 [==============================] - 0s 730us/step - loss: 0.3766 - accuracy: 0.8442
Epoch 254/500
225/225 [==============================] - 0s 885us/step - loss: 0.3763 - accuracy: 0.8451
Epoch 255/500
225/225 [==============================] - 0s 743us/step - loss: 0.3757 - accuracy: 0.8457
Epoch 256/500
225/225 [==============================] - 0s 717us/step - loss: 0.3754 - accuracy: 0.8449
Epoch 257/500
225/225 [==============================] - 0s 769us/step - loss: 0.3749 - accuracy: 0.8460
Epoch 258/500
225/225 [==============================] - 0s 732us/step - loss: 0.3748 - accuracy: 0.8446
Epoch 259/500
225/225 [==============================] - 0s 724us/step - loss: 0.3743 - accuracy: 0.8451
Epoch 260/500
225/225 [==============================] - 0s 745us/step - loss: 0.3736 - accuracy: 0.8478
Epoch 261/500
225/225 [==============================] - 0s 817us/step - loss: 0.3731 - accuracy: 0.8481
Epoch 262/500
225/225 [==============================] - 0s 754us/step - loss: 0.3727 - accuracy: 0.8476
Epoch 263/500
225/225 [==============================] - 0s 732us/step - loss: 0.3729 - accuracy: 0.8476
Epoch 264/500
225/225 [==============================] - 0s 744us/step - loss: 0.3723 - accuracy: 0.8472
Epoch 265/500
225/225 [==============================] - 0s 742us/step - loss: 0.3719 - accuracy: 0.8486
Epoch 266/500
225/225 [==============================] - 0s 741us/step - loss: 0.3719 - accuracy: 0.8486
Epoch 267/500
225/225 [==============================] - 0s 734us/step - loss: 0.3713 - accuracy: 0.8461
Epoch 268/500
225/225 [==============================] - 0s 740us/step - loss: 0.3713 - accuracy: 0.8464
Epoch 269/500
225/225 [==============================] - 0s 720us/step - loss: 0.3708 - accuracy: 0.8475
Epoch 270/500
225/225 [==============================] - 0s 732us/step - loss: 0.3709 - accuracy: 0.8475
Epoch 271/500
225/225 [==============================] - 0s 741us/step - loss: 0.3700 - accuracy: 0.8483
Epoch 272/500
225/225 [==============================] - 0s 730us/step - loss: 0.3700 - accuracy: 0.8487
Epoch 273/500
225/225 [==============================] - 0s 779us/step - loss: 0.3695 - accuracy: 0.8478
Epoch 274/500
225/225 [==============================] - 0s 730us/step - loss: 0.3693 - accuracy: 0.8490
Epoch 275/500
225/225 [==============================] - 0s 845us/step - loss: 0.3695 - accuracy: 0.8481
Epoch 276/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3686 - accuracy: 0.8482
Epoch 277/500
225/225 [==============================] - 0s 882us/step - loss: 0.3684 - accuracy: 0.8490
Epoch 278/500
225/225 [==============================] - 0s 809us/step - loss: 0.3680 - accuracy: 0.8485
Epoch 279/500
225/225 [==============================] - 0s 802us/step - loss: 0.3684 - accuracy: 0.8487
Epoch 280/500
225/225 [==============================] - 0s 790us/step - loss: 0.3678 - accuracy: 0.8482
Epoch 281/500
225/225 [==============================] - 0s 802us/step - loss: 0.3680 - accuracy: 0.8492
Epoch 282/500
225/225 [==============================] - 0s 857us/step - loss: 0.3675 - accuracy: 0.8489
Epoch 283/500
225/225 [==============================] - 0s 794us/step - loss: 0.3668 - accuracy: 0.8492
Epoch 284/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3672 - accuracy: 0.8503
Epoch 285/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3669 - accuracy: 0.8506
Epoch 286/500
225/225 [==============================] - 0s 788us/step - loss: 0.3661 - accuracy: 0.8507
Epoch 287/500
225/225 [==============================] - 0s 745us/step - loss: 0.3663 - accuracy: 0.8496
Epoch 288/500
225/225 [==============================] - 0s 744us/step - loss: 0.3665 - accuracy: 0.8497
Epoch 289/500
225/225 [==============================] - 0s 778us/step - loss: 0.3656 - accuracy: 0.8487
Epoch 290/500
225/225 [==============================] - 0s 740us/step - loss: 0.3659 - accuracy: 0.8519
Epoch 291/500
225/225 [==============================] - 0s 730us/step - loss: 0.3644 - accuracy: 0.8515
Epoch 292/500
225/225 [==============================] - 0s 747us/step - loss: 0.3653 - accuracy: 0.8518
Epoch 293/500
225/225 [==============================] - 0s 764us/step - loss: 0.3646 - accuracy: 0.8506
Epoch 294/500
225/225 [==============================] - 0s 736us/step - loss: 0.3644 - accuracy: 0.8508
Epoch 295/500
225/225 [==============================] - 0s 747us/step - loss: 0.3635 - accuracy: 0.8525
Epoch 296/500
225/225 [==============================] - 0s 739us/step - loss: 0.3635 - accuracy: 0.8504
Epoch 297/500
225/225 [==============================] - 0s 724us/step - loss: 0.3625 - accuracy: 0.8508
Epoch 298/500
225/225 [==============================] - 0s 752us/step - loss: 0.3628 - accuracy: 0.8532
Epoch 299/500
225/225 [==============================] - 0s 799us/step - loss: 0.3624 - accuracy: 0.8521
Epoch 300/500
225/225 [==============================] - 0s 729us/step - loss: 0.3621 - accuracy: 0.8497
Epoch 301/500
225/225 [==============================] - 0s 761us/step - loss: 0.3618 - accuracy: 0.8525
Epoch 302/500
225/225 [==============================] - 0s 739us/step - loss: 0.3610 - accuracy: 0.8542
Epoch 303/500
225/225 [==============================] - 0s 727us/step - loss: 0.3610 - accuracy: 0.8533
Epoch 304/500
225/225 [==============================] - 0s 751us/step - loss: 0.3606 - accuracy: 0.8522
Epoch 305/500
225/225 [==============================] - 0s 790us/step - loss: 0.3599 - accuracy: 0.8510
Epoch 306/500
225/225 [==============================] - 0s 732us/step - loss: 0.3595 - accuracy: 0.8532
Epoch 307/500
225/225 [==============================] - 0s 759us/step - loss: 0.3586 - accuracy: 0.8529
Epoch 308/500
225/225 [==============================] - 0s 736us/step - loss: 0.3589 - accuracy: 0.8529
Epoch 309/500
225/225 [==============================] - 0s 729us/step - loss: 0.3585 - accuracy: 0.8546
Epoch 310/500
225/225 [==============================] - 0s 744us/step - loss: 0.3585 - accuracy: 0.8537
Epoch 311/500
225/225 [==============================] - 0s 729us/step - loss: 0.3579 - accuracy: 0.8540
Epoch 312/500
225/225 [==============================] - 0s 798us/step - loss: 0.3576 - accuracy: 0.8537
Epoch 313/500
225/225 [==============================] - 0s 818us/step - loss: 0.3567 - accuracy: 0.8562
Epoch 314/500
225/225 [==============================] - 0s 739us/step - loss: 0.3564 - accuracy: 0.8553
Epoch 315/500
225/225 [==============================] - 0s 738us/step - loss: 0.3558 - accuracy: 0.8543
Epoch 316/500
225/225 [==============================] - 0s 752us/step - loss: 0.3551 - accuracy: 0.8550
Epoch 317/500
225/225 [==============================] - 0s 781us/step - loss: 0.3546 - accuracy: 0.8560
Epoch 318/500
225/225 [==============================] - 0s 736us/step - loss: 0.3544 - accuracy: 0.8571
Epoch 319/500
225/225 [==============================] - 0s 744us/step - loss: 0.3546 - accuracy: 0.8550
Epoch 320/500
225/225 [==============================] - 0s 743us/step - loss: 0.3543 - accuracy: 0.8551
Epoch 321/500
225/225 [==============================] - 0s 739us/step - loss: 0.3538 - accuracy: 0.8569
Epoch 322/500
225/225 [==============================] - 0s 773us/step - loss: 0.3534 - accuracy: 0.8537
Epoch 323/500
225/225 [==============================] - 0s 758us/step - loss: 0.3524 - accuracy: 0.8585
Epoch 324/500
225/225 [==============================] - 0s 765us/step - loss: 0.3527 - accuracy: 0.8571
Epoch 325/500
225/225 [==============================] - 0s 731us/step - loss: 0.3527 - accuracy: 0.8564
Epoch 326/500
225/225 [==============================] - 0s 739us/step - loss: 0.3522 - accuracy: 0.8568
Epoch 327/500
225/225 [==============================] - 0s 867us/step - loss: 0.3513 - accuracy: 0.8579
Epoch 328/500
225/225 [==============================] - 0s 755us/step - loss: 0.3514 - accuracy: 0.8594
Epoch 329/500
225/225 [==============================] - 0s 735us/step - loss: 0.3503 - accuracy: 0.8571
Epoch 330/500
225/225 [==============================] - 0s 740us/step - loss: 0.3507 - accuracy: 0.8576
Epoch 331/500
225/225 [==============================] - 0s 727us/step - loss: 0.3507 - accuracy: 0.8587
Epoch 332/500
225/225 [==============================] - 0s 737us/step - loss: 0.3506 - accuracy: 0.8567
Epoch 333/500
225/225 [==============================] - 0s 747us/step - loss: 0.3500 - accuracy: 0.8601
Epoch 334/500
225/225 [==============================] - 0s 747us/step - loss: 0.3501 - accuracy: 0.8582
Epoch 335/500
225/225 [==============================] - 0s 737us/step - loss: 0.3499 - accuracy: 0.8571
Epoch 336/500
225/225 [==============================] - 0s 749us/step - loss: 0.3496 - accuracy: 0.8582
Epoch 337/500
225/225 [==============================] - 0s 724us/step - loss: 0.3490 - accuracy: 0.8608
Epoch 338/500
225/225 [==============================] - 0s 735us/step - loss: 0.3493 - accuracy: 0.8565
Epoch 339/500
225/225 [==============================] - 0s 741us/step - loss: 0.3488 - accuracy: 0.8579
Epoch 340/500
225/225 [==============================] - 0s 779us/step - loss: 0.3484 - accuracy: 0.8582
Epoch 341/500
225/225 [==============================] - 0s 742us/step - loss: 0.3491 - accuracy: 0.8597
Epoch 342/500
225/225 [==============================] - 0s 741us/step - loss: 0.3486 - accuracy: 0.8585
Epoch 343/500
225/225 [==============================] - 0s 739us/step - loss: 0.3484 - accuracy: 0.8587
Epoch 344/500
225/225 [==============================] - 0s 731us/step - loss: 0.3485 - accuracy: 0.8597
Epoch 345/500
225/225 [==============================] - 0s 747us/step - loss: 0.3480 - accuracy: 0.8603
Epoch 346/500
225/225 [==============================] - 0s 810us/step - loss: 0.3481 - accuracy: 0.8586
Epoch 347/500
225/225 [==============================] - 0s 745us/step - loss: 0.3476 - accuracy: 0.8596
Epoch 348/500
225/225 [==============================] - 0s 749us/step - loss: 0.3485 - accuracy: 0.8585
Epoch 349/500
225/225 [==============================] - 0s 740us/step - loss: 0.3477 - accuracy: 0.8587
Epoch 350/500
225/225 [==============================] - 0s 733us/step - loss: 0.3473 - accuracy: 0.8583
Epoch 351/500
225/225 [==============================] - 0s 816us/step - loss: 0.3479 - accuracy: 0.8589
Epoch 352/500
225/225 [==============================] - 0s 853us/step - loss: 0.3470 - accuracy: 0.8589
Epoch 353/500
225/225 [==============================] - 0s 746us/step - loss: 0.3469 - accuracy: 0.8586
Epoch 354/500
225/225 [==============================] - 0s 729us/step - loss: 0.3477 - accuracy: 0.8600
Epoch 355/500
225/225 [==============================] - 0s 750us/step - loss: 0.3463 - accuracy: 0.8592
Epoch 356/500
225/225 [==============================] - 0s 738us/step - loss: 0.3470 - accuracy: 0.8601
Epoch 357/500
225/225 [==============================] - 0s 783us/step - loss: 0.3471 - accuracy: 0.8590
Epoch 358/500
225/225 [==============================] - 0s 742us/step - loss: 0.3468 - accuracy: 0.8592
Epoch 359/500
225/225 [==============================] - 0s 742us/step - loss: 0.3470 - accuracy: 0.8594
Epoch 360/500
225/225 [==============================] - 0s 734us/step - loss: 0.3471 - accuracy: 0.8599
Epoch 361/500
225/225 [==============================] - 0s 741us/step - loss: 0.3463 - accuracy: 0.8626
Epoch 362/500
225/225 [==============================] - 0s 739us/step - loss: 0.3464 - accuracy: 0.8610
Epoch 363/500
225/225 [==============================] - 0s 755us/step - loss: 0.3471 - accuracy: 0.8569
Epoch 364/500
225/225 [==============================] - 0s 743us/step - loss: 0.3464 - accuracy: 0.8601
Epoch 365/500
225/225 [==============================] - 0s 743us/step - loss: 0.3458 - accuracy: 0.8599
Epoch 366/500
225/225 [==============================] - 0s 730us/step - loss: 0.3460 - accuracy: 0.8590
Epoch 367/500
225/225 [==============================] - 0s 740us/step - loss: 0.3462 - accuracy: 0.8583
Epoch 368/500
225/225 [==============================] - 0s 742us/step - loss: 0.3455 - accuracy: 0.8583
Epoch 369/500
225/225 [==============================] - 0s 765us/step - loss: 0.3461 - accuracy: 0.8607
Epoch 370/500
225/225 [==============================] - 0s 773us/step - loss: 0.3460 - accuracy: 0.8594
Epoch 371/500
225/225 [==============================] - 0s 754us/step - loss: 0.3460 - accuracy: 0.8611
Epoch 372/500
225/225 [==============================] - 0s 736us/step - loss: 0.3455 - accuracy: 0.8592
Epoch 373/500
225/225 [==============================] - 0s 737us/step - loss: 0.3458 - accuracy: 0.8585
Epoch 374/500
225/225 [==============================] - 0s 745us/step - loss: 0.3454 - accuracy: 0.8603
Epoch 375/500
225/225 [==============================] - 0s 807us/step - loss: 0.3450 - accuracy: 0.8597
Epoch 376/500
225/225 [==============================] - 0s 732us/step - loss: 0.3452 - accuracy: 0.8597
Epoch 377/500
225/225 [==============================] - 0s 747us/step - loss: 0.3457 - accuracy: 0.8607
Epoch 378/500
225/225 [==============================] - 0s 744us/step - loss: 0.3450 - accuracy: 0.8611
Epoch 379/500
225/225 [==============================] - 0s 735us/step - loss: 0.3450 - accuracy: 0.8603
Epoch 380/500
225/225 [==============================] - 0s 738us/step - loss: 0.3451 - accuracy: 0.8581
Epoch 381/500
225/225 [==============================] - 0s 792us/step - loss: 0.3450 - accuracy: 0.8600
Epoch 382/500
225/225 [==============================] - 0s 724us/step - loss: 0.3454 - accuracy: 0.8600
Epoch 383/500
225/225 [==============================] - 0s 863us/step - loss: 0.3453 - accuracy: 0.8590
Epoch 384/500
225/225 [==============================] - 0s 740us/step - loss: 0.3451 - accuracy: 0.8572
Epoch 385/500
225/225 [==============================] - 0s 730us/step - loss: 0.3447 - accuracy: 0.8594
Epoch 386/500
225/225 [==============================] - 0s 741us/step - loss: 0.3448 - accuracy: 0.8576
Epoch 387/500
225/225 [==============================] - 0s 779us/step - loss: 0.3445 - accuracy: 0.8593
Epoch 388/500
225/225 [==============================] - 0s 724us/step - loss: 0.3444 - accuracy: 0.8581
Epoch 389/500
225/225 [==============================] - 0s 743us/step - loss: 0.3442 - accuracy: 0.8606
Epoch 390/500
225/225 [==============================] - 0s 739us/step - loss: 0.3449 - accuracy: 0.8597
Epoch 391/500
225/225 [==============================] - 0s 728us/step - loss: 0.3448 - accuracy: 0.8596
Epoch 392/500
225/225 [==============================] - 0s 767us/step - loss: 0.3444 - accuracy: 0.8593
Epoch 393/500
225/225 [==============================] - 0s 741us/step - loss: 0.3446 - accuracy: 0.8590
Epoch 394/500
225/225 [==============================] - 0s 733us/step - loss: 0.3448 - accuracy: 0.8597
Epoch 395/500
225/225 [==============================] - 0s 728us/step - loss: 0.3443 - accuracy: 0.8587
Epoch 396/500
225/225 [==============================] - 0s 740us/step - loss: 0.3445 - accuracy: 0.8581
Epoch 397/500
225/225 [==============================] - 0s 737us/step - loss: 0.3439 - accuracy: 0.8607
Epoch 398/500
225/225 [==============================] - 0s 780us/step - loss: 0.3439 - accuracy: 0.8600
Epoch 399/500
225/225 [==============================] - 0s 740us/step - loss: 0.3433 - accuracy: 0.8614
Epoch 400/500
225/225 [==============================] - 0s 740us/step - loss: 0.3438 - accuracy: 0.8587
Epoch 401/500
225/225 [==============================] - 0s 742us/step - loss: 0.3448 - accuracy: 0.8586
Epoch 402/500
225/225 [==============================] - 0s 744us/step - loss: 0.3431 - accuracy: 0.8592
Epoch 403/500
225/225 [==============================] - 0s 738us/step - loss: 0.3441 - accuracy: 0.8592
Epoch 404/500
225/225 [==============================] - 0s 762us/step - loss: 0.3438 - accuracy: 0.8621
Epoch 405/500
225/225 [==============================] - 0s 757us/step - loss: 0.3436 - accuracy: 0.8586
Epoch 406/500
225/225 [==============================] - 0s 746us/step - loss: 0.3440 - accuracy: 0.8599
Epoch 407/500
225/225 [==============================] - 0s 732us/step - loss: 0.3444 - accuracy: 0.8604
Epoch 408/500
225/225 [==============================] - 0s 738us/step - loss: 0.3441 - accuracy: 0.8585
Epoch 409/500
225/225 [==============================] - 0s 739us/step - loss: 0.3434 - accuracy: 0.8600
Epoch 410/500
225/225 [==============================] - 0s 764us/step - loss: 0.3433 - accuracy: 0.8610
Epoch 411/500
225/225 [==============================] - 0s 738us/step - loss: 0.3433 - accuracy: 0.8583
Epoch 412/500
225/225 [==============================] - 0s 737us/step - loss: 0.3434 - accuracy: 0.8615
Epoch 413/500
225/225 [==============================] - 0s 732us/step - loss: 0.3433 - accuracy: 0.8590
Epoch 414/500
225/225 [==============================] - 0s 740us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 415/500
225/225 [==============================] - 0s 735us/step - loss: 0.3431 - accuracy: 0.8579
Epoch 416/500
225/225 [==============================] - 0s 754us/step - loss: 0.3426 - accuracy: 0.8606
Epoch 417/500
225/225 [==============================] - 0s 739us/step - loss: 0.3423 - accuracy: 0.8603
Epoch 418/500
225/225 [==============================] - 0s 738us/step - loss: 0.3429 - accuracy: 0.8601
Epoch 419/500
225/225 [==============================] - 0s 724us/step - loss: 0.3432 - accuracy: 0.8587
Epoch 420/500
225/225 [==============================] - 0s 742us/step - loss: 0.3425 - accuracy: 0.8603
Epoch 421/500
225/225 [==============================] - 0s 739us/step - loss: 0.3429 - accuracy: 0.8608
Epoch 422/500
225/225 [==============================] - 0s 802us/step - loss: 0.3431 - accuracy: 0.8597
Epoch 423/500
225/225 [==============================] - 0s 899us/step - loss: 0.3434 - accuracy: 0.8594
Epoch 424/500
225/225 [==============================] - 0s 778us/step - loss: 0.3431 - accuracy: 0.8596
Epoch 425/500
225/225 [==============================] - 0s 809us/step - loss: 0.3431 - accuracy: 0.8593
Epoch 426/500
225/225 [==============================] - 0s 749us/step - loss: 0.3432 - accuracy: 0.8594
Epoch 427/500
225/225 [==============================] - 0s 761us/step - loss: 0.3429 - accuracy: 0.8618
Epoch 428/500
225/225 [==============================] - 0s 768us/step - loss: 0.3430 - accuracy: 0.8590
Epoch 429/500
225/225 [==============================] - 0s 818us/step - loss: 0.3427 - accuracy: 0.8604
Epoch 430/500
225/225 [==============================] - 0s 749us/step - loss: 0.3427 - accuracy: 0.8599
Epoch 431/500
225/225 [==============================] - 0s 774us/step - loss: 0.3430 - accuracy: 0.8597
Epoch 432/500
225/225 [==============================] - 0s 765us/step - loss: 0.3433 - accuracy: 0.8608
Epoch 433/500
225/225 [==============================] - 0s 764us/step - loss: 0.3422 - accuracy: 0.8611
Epoch 434/500
225/225 [==============================] - 0s 820us/step - loss: 0.3422 - accuracy: 0.8617
Epoch 435/500
225/225 [==============================] - 0s 892us/step - loss: 0.3428 - accuracy: 0.8596
Epoch 436/500
225/225 [==============================] - 0s 848us/step - loss: 0.3427 - accuracy: 0.8596
Epoch 437/500
225/225 [==============================] - 0s 729us/step - loss: 0.3425 - accuracy: 0.8571
Epoch 438/500
225/225 [==============================] - 0s 750us/step - loss: 0.3426 - accuracy: 0.8600
Epoch 439/500
225/225 [==============================] - 0s 751us/step - loss: 0.3428 - accuracy: 0.8615
Epoch 440/500
225/225 [==============================] - 0s 731us/step - loss: 0.3424 - accuracy: 0.8608
Epoch 441/500
225/225 [==============================] - 0s 734us/step - loss: 0.3424 - accuracy: 0.8608
Epoch 442/500
225/225 [==============================] - 0s 748us/step - loss: 0.3425 - accuracy: 0.8597
Epoch 443/500
225/225 [==============================] - 0s 728us/step - loss: 0.3423 - accuracy: 0.8590
Epoch 444/500
225/225 [==============================] - 0s 760us/step - loss: 0.3416 - accuracy: 0.8589
Epoch 445/500
225/225 [==============================] - 0s 751us/step - loss: 0.3420 - accuracy: 0.8596
Epoch 446/500
225/225 [==============================] - 0s 726us/step - loss: 0.3428 - accuracy: 0.8590
Epoch 447/500
225/225 [==============================] - 0s 739us/step - loss: 0.3420 - accuracy: 0.8600
Epoch 448/500
225/225 [==============================] - 0s 750us/step - loss: 0.3423 - accuracy: 0.8589
Epoch 449/500
225/225 [==============================] - 0s 726us/step - loss: 0.3420 - accuracy: 0.8592
Epoch 450/500
225/225 [==============================] - 0s 778us/step - loss: 0.3421 - accuracy: 0.8601
Epoch 451/500
225/225 [==============================] - 0s 849us/step - loss: 0.3418 - accuracy: 0.8608
Epoch 452/500
225/225 [==============================] - 0s 734us/step - loss: 0.3419 - accuracy: 0.8615
Epoch 453/500
225/225 [==============================] - 0s 715us/step - loss: 0.3417 - accuracy: 0.8614
Epoch 454/500
225/225 [==============================] - 0s 772us/step - loss: 0.3421 - accuracy: 0.8603
Epoch 455/500
225/225 [==============================] - 0s 750us/step - loss: 0.3418 - accuracy: 0.8603
Epoch 456/500
225/225 [==============================] - 0s 764us/step - loss: 0.3425 - accuracy: 0.8604
Epoch 457/500
225/225 [==============================] - 0s 755us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 458/500
225/225 [==============================] - 0s 741us/step - loss: 0.3417 - accuracy: 0.8614
Epoch 459/500
225/225 [==============================] - 0s 724us/step - loss: 0.3412 - accuracy: 0.8619
Epoch 460/500
225/225 [==============================] - 0s 758us/step - loss: 0.3421 - accuracy: 0.8597
Epoch 461/500
225/225 [==============================] - 0s 736us/step - loss: 0.3421 - accuracy: 0.8589
Epoch 462/500
225/225 [==============================] - 0s 761us/step - loss: 0.3421 - accuracy: 0.8610
Epoch 463/500
225/225 [==============================] - 0s 779us/step - loss: 0.3420 - accuracy: 0.8607
Epoch 464/500
225/225 [==============================] - 0s 734us/step - loss: 0.3420 - accuracy: 0.8571
Epoch 465/500
225/225 [==============================] - 0s 727us/step - loss: 0.3416 - accuracy: 0.8606
Epoch 466/500
225/225 [==============================] - 0s 757us/step - loss: 0.3415 - accuracy: 0.8593
Epoch 467/500
225/225 [==============================] - 0s 741us/step - loss: 0.3413 - accuracy: 0.8604
Epoch 468/500
225/225 [==============================] - 0s 740us/step - loss: 0.3416 - accuracy: 0.8615
Epoch 469/500
225/225 [==============================] - 0s 750us/step - loss: 0.3418 - accuracy: 0.8597
Epoch 470/500
225/225 [==============================] - 0s 736us/step - loss: 0.3411 - accuracy: 0.8610
Epoch 471/500
225/225 [==============================] - 0s 721us/step - loss: 0.3413 - accuracy: 0.8610
Epoch 472/500
225/225 [==============================] - 0s 746us/step - loss: 0.3410 - accuracy: 0.8606
Epoch 473/500
225/225 [==============================] - 0s 740us/step - loss: 0.3416 - accuracy: 0.8596
Epoch 474/500
225/225 [==============================] - 0s 838us/step - loss: 0.3414 - accuracy: 0.8600
Epoch 475/500
225/225 [==============================] - 0s 732us/step - loss: 0.3415 - accuracy: 0.8592
Epoch 476/500
225/225 [==============================] - 0s 741us/step - loss: 0.3416 - accuracy: 0.8597
Epoch 477/500
225/225 [==============================] - 0s 737us/step - loss: 0.3406 - accuracy: 0.8626
Epoch 478/500
225/225 [==============================] - 0s 733us/step - loss: 0.3413 - accuracy: 0.8597
Epoch 479/500
225/225 [==============================] - 0s 765us/step - loss: 0.3409 - accuracy: 0.8614
Epoch 480/500
225/225 [==============================] - 0s 737us/step - loss: 0.3414 - accuracy: 0.8596
Epoch 481/500
225/225 [==============================] - 0s 731us/step - loss: 0.3408 - accuracy: 0.8597
Epoch 482/500
225/225 [==============================] - 0s 740us/step - loss: 0.3413 - accuracy: 0.8604
Epoch 483/500
225/225 [==============================] - 0s 739us/step - loss: 0.3412 - accuracy: 0.8585
Epoch 484/500
225/225 [==============================] - 0s 732us/step - loss: 0.3413 - accuracy: 0.8604
Epoch 485/500
225/225 [==============================] - 0s 761us/step - loss: 0.3406 - accuracy: 0.8617
Epoch 486/500
225/225 [==============================] - 0s 737us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 487/500
225/225 [==============================] - 0s 748us/step - loss: 0.3412 - accuracy: 0.8597
Epoch 488/500
225/225 [==============================] - 0s 738us/step - loss: 0.3412 - accuracy: 0.8610
Epoch 489/500
225/225 [==============================] - 0s 742us/step - loss: 0.3407 - accuracy: 0.8590
Epoch 490/500
225/225 [==============================] - 0s 730us/step - loss: 0.3409 - accuracy: 0.8632
Epoch 491/500
225/225 [==============================] - 0s 762us/step - loss: 0.3414 - accuracy: 0.8614
Epoch 492/500
225/225 [==============================] - 0s 742us/step - loss: 0.3406 - accuracy: 0.8617
Epoch 493/500
225/225 [==============================] - 0s 728us/step - loss: 0.3402 - accuracy: 0.8606
Epoch 494/500
225/225 [==============================] - 0s 738us/step - loss: 0.3414 - accuracy: 0.8603
Epoch 495/500
225/225 [==============================] - 0s 745us/step - loss: 0.3405 - accuracy: 0.8624
Epoch 496/500
225/225 [==============================] - 0s 728us/step - loss: 0.3412 - accuracy: 0.8601
Epoch 497/500
225/225 [==============================] - 0s 780us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 498/500
225/225 [==============================] - 0s 736us/step - loss: 0.3409 - accuracy: 0.8601
Epoch 499/500
225/225 [==============================] - 0s 725us/step - loss: 0.3413 - accuracy: 0.8608
Epoch 500/500
225/225 [==============================] - 0s 736us/step - loss: 0.3409 - accuracy: 0.8601
Epoch 1/500
225/225 [==============================] - 0s 831us/step - loss: 0.6220 - accuracy: 0.7971
Epoch 2/500
225/225 [==============================] - 0s 770us/step - loss: 0.5476 - accuracy: 0.7986
Epoch 3/500
225/225 [==============================] - 0s 779us/step - loss: 0.5207 - accuracy: 0.7986
Epoch 4/500
225/225 [==============================] - 0s 759us/step - loss: 0.5102 - accuracy: 0.7986
Epoch 5/500
225/225 [==============================] - 0s 783us/step - loss: 0.5058 - accuracy: 0.7986
Epoch 6/500
225/225 [==============================] - 0s 803us/step - loss: 0.5039 - accuracy: 0.7986
Epoch 7/500
225/225 [==============================] - 0s 754us/step - loss: 0.5030 - accuracy: 0.7986
Epoch 8/500
225/225 [==============================] - 0s 784us/step - loss: 0.5026 - accuracy: 0.7986
Epoch 9/500
225/225 [==============================] - 0s 769us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 10/500
225/225 [==============================] - 0s 754us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 11/500
225/225 [==============================] - 0s 805us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 12/500
225/225 [==============================] - 0s 835us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 13/500
225/225 [==============================] - 0s 783us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 14/500
225/225 [==============================] - 0s 767us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 15/500
225/225 [==============================] - 0s 771us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 16/500
225/225 [==============================] - 0s 785us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 17/500
225/225 [==============================] - 0s 771us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 18/500
225/225 [==============================] - 0s 831us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 19/500
225/225 [==============================] - 0s 829us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 20/500
225/225 [==============================] - 0s 773us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 21/500
225/225 [==============================] - 0s 764us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 22/500
225/225 [==============================] - 0s 783us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 23/500
225/225 [==============================] - 0s 785us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 24/500
225/225 [==============================] - 0s 788us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 25/500
225/225 [==============================] - 0s 771us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 26/500
225/225 [==============================] - 0s 781us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 27/500
225/225 [==============================] - 0s 774us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 28/500
225/225 [==============================] - 0s 770us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 29/500
225/225 [==============================] - 0s 829us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 30/500
225/225 [==============================] - 0s 777us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 31/500
225/225 [==============================] - 0s 792us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 32/500
225/225 [==============================] - 0s 761us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 33/500
225/225 [==============================] - 0s 2ms/step - loss: 0.5019 - accuracy: 0.7986
Epoch 34/500
225/225 [==============================] - 0s 2ms/step - loss: 0.5018 - accuracy: 0.7986
Epoch 35/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5017 - accuracy: 0.7986
Epoch 36/500
225/225 [==============================] - 0s 740us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 37/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5016 - accuracy: 0.7986
Epoch 38/500
225/225 [==============================] - 0s 1ms/step - loss: 0.5015 - accuracy: 0.7986
Epoch 39/500
225/225 [==============================] - 0s 988us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 40/500
225/225 [==============================] - 0s 868us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 41/500
225/225 [==============================] - 0s 843us/step - loss: 0.5010 - accuracy: 0.7986
Epoch 42/500
225/225 [==============================] - 0s 834us/step - loss: 0.5009 - accuracy: 0.7986
Epoch 43/500
225/225 [==============================] - 0s 859us/step - loss: 0.5006 - accuracy: 0.7986
Epoch 44/500
225/225 [==============================] - 0s 926us/step - loss: 0.5004 - accuracy: 0.7986
Epoch 45/500
225/225 [==============================] - 0s 778us/step - loss: 0.5001 - accuracy: 0.7986
Epoch 46/500
225/225 [==============================] - 0s 867us/step - loss: 0.4997 - accuracy: 0.7986
Epoch 47/500
225/225 [==============================] - 0s 782us/step - loss: 0.4993 - accuracy: 0.7986
Epoch 48/500
225/225 [==============================] - 0s 764us/step - loss: 0.4987 - accuracy: 0.7986
Epoch 49/500
225/225 [==============================] - 0s 764us/step - loss: 0.4980 - accuracy: 0.7986
Epoch 50/500
225/225 [==============================] - 0s 816us/step - loss: 0.4973 - accuracy: 0.7986
Epoch 51/500
225/225 [==============================] - 0s 885us/step - loss: 0.4963 - accuracy: 0.7986
Epoch 52/500
225/225 [==============================] - 0s 781us/step - loss: 0.4951 - accuracy: 0.7986
Epoch 53/500
225/225 [==============================] - 0s 714us/step - loss: 0.4935 - accuracy: 0.7986
Epoch 54/500
225/225 [==============================] - 0s 782us/step - loss: 0.4916 - accuracy: 0.7986
Epoch 55/500
225/225 [==============================] - 0s 853us/step - loss: 0.4892 - accuracy: 0.7986
Epoch 56/500
225/225 [==============================] - 0s 723us/step - loss: 0.4862 - accuracy: 0.7986
Epoch 57/500
225/225 [==============================] - 0s 816us/step - loss: 0.4824 - accuracy: 0.7986
Epoch 58/500
225/225 [==============================] - 0s 758us/step - loss: 0.4776 - accuracy: 0.7986
Epoch 59/500
225/225 [==============================] - 0s 723us/step - loss: 0.4716 - accuracy: 0.7986
Epoch 60/500
225/225 [==============================] - 0s 742us/step - loss: 0.4646 - accuracy: 0.7986
Epoch 61/500
225/225 [==============================] - 0s 747us/step - loss: 0.4569 - accuracy: 0.7987
Epoch 62/500
225/225 [==============================] - 0s 728us/step - loss: 0.4494 - accuracy: 0.7983
Epoch 63/500
225/225 [==============================] - 0s 765us/step - loss: 0.4429 - accuracy: 0.7974
Epoch 64/500
225/225 [==============================] - 0s 869us/step - loss: 0.4380 - accuracy: 0.7975
Epoch 65/500
225/225 [==============================] - 0s 917us/step - loss: 0.4342 - accuracy: 0.7979
Epoch 66/500
225/225 [==============================] - 0s 808us/step - loss: 0.4313 - accuracy: 0.7994
Epoch 67/500
225/225 [==============================] - 0s 780us/step - loss: 0.4285 - accuracy: 0.8021
Epoch 68/500
225/225 [==============================] - 0s 811us/step - loss: 0.4255 - accuracy: 0.8033
Epoch 69/500
225/225 [==============================] - 0s 808us/step - loss: 0.4220 - accuracy: 0.8046
Epoch 70/500
225/225 [==============================] - 0s 729us/step - loss: 0.4180 - accuracy: 0.8058
Epoch 71/500
225/225 [==============================] - 0s 796us/step - loss: 0.4134 - accuracy: 0.8075
Epoch 72/500
225/225 [==============================] - 0s 822us/step - loss: 0.4084 - accuracy: 0.8099
Epoch 73/500
225/225 [==============================] - 0s 757us/step - loss: 0.4031 - accuracy: 0.8129
Epoch 74/500
225/225 [==============================] - 0s 848us/step - loss: 0.3979 - accuracy: 0.8172
Epoch 75/500
225/225 [==============================] - 0s 770us/step - loss: 0.3925 - accuracy: 0.8257
Epoch 76/500
225/225 [==============================] - 0s 733us/step - loss: 0.3873 - accuracy: 0.8303
Epoch 77/500
225/225 [==============================] - 0s 729us/step - loss: 0.3824 - accuracy: 0.8340
Epoch 78/500
225/225 [==============================] - 0s 887us/step - loss: 0.3781 - accuracy: 0.8369
Epoch 79/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3742 - accuracy: 0.8418
Epoch 80/500
225/225 [==============================] - 0s 773us/step - loss: 0.3708 - accuracy: 0.8438
Epoch 81/500
225/225 [==============================] - 0s 752us/step - loss: 0.3679 - accuracy: 0.8464
Epoch 82/500
225/225 [==============================] - 0s 745us/step - loss: 0.3653 - accuracy: 0.8465
Epoch 83/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3630 - accuracy: 0.8494
Epoch 84/500
225/225 [==============================] - 0s 874us/step - loss: 0.3610 - accuracy: 0.8506
Epoch 85/500
225/225 [==============================] - 0s 767us/step - loss: 0.3591 - accuracy: 0.8506
Epoch 86/500
225/225 [==============================] - 0s 780us/step - loss: 0.3575 - accuracy: 0.8521
Epoch 87/500
225/225 [==============================] - 0s 753us/step - loss: 0.3559 - accuracy: 0.8542
Epoch 88/500
225/225 [==============================] - 0s 758us/step - loss: 0.3549 - accuracy: 0.8528
Epoch 89/500
225/225 [==============================] - 0s 769us/step - loss: 0.3537 - accuracy: 0.8544
Epoch 90/500
225/225 [==============================] - 0s 779us/step - loss: 0.3529 - accuracy: 0.8551
Epoch 91/500
225/225 [==============================] - 0s 848us/step - loss: 0.3520 - accuracy: 0.8544
Epoch 92/500
225/225 [==============================] - 0s 852us/step - loss: 0.3515 - accuracy: 0.8553
Epoch 93/500
225/225 [==============================] - 0s 815us/step - loss: 0.3507 - accuracy: 0.8556
Epoch 94/500
225/225 [==============================] - 0s 863us/step - loss: 0.3502 - accuracy: 0.8557
Epoch 95/500
225/225 [==============================] - 0s 813us/step - loss: 0.3499 - accuracy: 0.8581
Epoch 96/500
225/225 [==============================] - 0s 765us/step - loss: 0.3492 - accuracy: 0.8567
Epoch 97/500
225/225 [==============================] - 0s 755us/step - loss: 0.3488 - accuracy: 0.8572
Epoch 98/500
225/225 [==============================] - 0s 755us/step - loss: 0.3486 - accuracy: 0.8594
Epoch 99/500
225/225 [==============================] - 0s 759us/step - loss: 0.3482 - accuracy: 0.8606
Epoch 100/500
225/225 [==============================] - 0s 725us/step - loss: 0.3479 - accuracy: 0.8597
Epoch 101/500
225/225 [==============================] - 0s 750us/step - loss: 0.3475 - accuracy: 0.8600
Epoch 102/500
225/225 [==============================] - 0s 785us/step - loss: 0.3472 - accuracy: 0.8601
Epoch 103/500
225/225 [==============================] - 0s 737us/step - loss: 0.3469 - accuracy: 0.8594
Epoch 104/500
225/225 [==============================] - 0s 742us/step - loss: 0.3465 - accuracy: 0.8593
Epoch 105/500
225/225 [==============================] - 0s 753us/step - loss: 0.3463 - accuracy: 0.8606
Epoch 106/500
225/225 [==============================] - 0s 737us/step - loss: 0.3461 - accuracy: 0.8606
Epoch 107/500
225/225 [==============================] - 0s 767us/step - loss: 0.3456 - accuracy: 0.8612
Epoch 108/500
225/225 [==============================] - 0s 798us/step - loss: 0.3456 - accuracy: 0.8597
Epoch 109/500
225/225 [==============================] - 0s 753us/step - loss: 0.3450 - accuracy: 0.8612
Epoch 110/500
225/225 [==============================] - 0s 734us/step - loss: 0.3447 - accuracy: 0.8608
Epoch 111/500
225/225 [==============================] - 0s 748us/step - loss: 0.3446 - accuracy: 0.8610
Epoch 112/500
225/225 [==============================] - 0s 758us/step - loss: 0.3443 - accuracy: 0.8600
Epoch 113/500
225/225 [==============================] - 0s 791us/step - loss: 0.3440 - accuracy: 0.8608
Epoch 114/500
225/225 [==============================] - 0s 745us/step - loss: 0.3437 - accuracy: 0.8624
Epoch 115/500
225/225 [==============================] - 0s 751us/step - loss: 0.3439 - accuracy: 0.8614
Epoch 116/500
225/225 [==============================] - 0s 729us/step - loss: 0.3432 - accuracy: 0.8612
Epoch 117/500
225/225 [==============================] - 0s 755us/step - loss: 0.3432 - accuracy: 0.8621
Epoch 118/500
225/225 [==============================] - 0s 887us/step - loss: 0.3430 - accuracy: 0.8604
Epoch 119/500
225/225 [==============================] - 0s 743us/step - loss: 0.3424 - accuracy: 0.8607
Epoch 120/500
225/225 [==============================] - 0s 778us/step - loss: 0.3429 - accuracy: 0.8607
Epoch 121/500
225/225 [==============================] - 0s 749us/step - loss: 0.3427 - accuracy: 0.8611
Epoch 122/500
225/225 [==============================] - 0s 747us/step - loss: 0.3423 - accuracy: 0.8611
Epoch 123/500
225/225 [==============================] - 0s 763us/step - loss: 0.3420 - accuracy: 0.8619
Epoch 124/500
225/225 [==============================] - 0s 749us/step - loss: 0.3420 - accuracy: 0.8619
Epoch 125/500
225/225 [==============================] - 0s 786us/step - loss: 0.3419 - accuracy: 0.8610
Epoch 126/500
225/225 [==============================] - 0s 751us/step - loss: 0.3420 - accuracy: 0.8603
Epoch 127/500
225/225 [==============================] - 0s 762us/step - loss: 0.3415 - accuracy: 0.8612
Epoch 128/500
225/225 [==============================] - 0s 760us/step - loss: 0.3414 - accuracy: 0.8612
Epoch 129/500
225/225 [==============================] - 0s 739us/step - loss: 0.3413 - accuracy: 0.8606
Epoch 130/500
225/225 [==============================] - 0s 747us/step - loss: 0.3412 - accuracy: 0.8619
Epoch 131/500
225/225 [==============================] - 0s 777us/step - loss: 0.3413 - accuracy: 0.8607
Epoch 132/500
225/225 [==============================] - 0s 731us/step - loss: 0.3407 - accuracy: 0.8619
Epoch 133/500
225/225 [==============================] - 0s 742us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 134/500
225/225 [==============================] - 0s 749us/step - loss: 0.3405 - accuracy: 0.8601
Epoch 135/500
225/225 [==============================] - 0s 760us/step - loss: 0.3403 - accuracy: 0.8610
Epoch 136/500
225/225 [==============================] - 0s 791us/step - loss: 0.3400 - accuracy: 0.8608
Epoch 137/500
225/225 [==============================] - 0s 754us/step - loss: 0.3399 - accuracy: 0.8597
Epoch 138/500
225/225 [==============================] - 0s 753us/step - loss: 0.3391 - accuracy: 0.8614
Epoch 139/500
225/225 [==============================] - 0s 734us/step - loss: 0.3393 - accuracy: 0.8624
Epoch 140/500
225/225 [==============================] - 0s 751us/step - loss: 0.3388 - accuracy: 0.8617
Epoch 141/500
225/225 [==============================] - 0s 753us/step - loss: 0.3385 - accuracy: 0.8612
Epoch 142/500
225/225 [==============================] - 0s 729us/step - loss: 0.3385 - accuracy: 0.8611
Epoch 143/500
225/225 [==============================] - 0s 800us/step - loss: 0.3385 - accuracy: 0.8617
Epoch 144/500
225/225 [==============================] - 0s 743us/step - loss: 0.3379 - accuracy: 0.8614
Epoch 145/500
225/225 [==============================] - 0s 733us/step - loss: 0.3380 - accuracy: 0.8607
Epoch 146/500
225/225 [==============================] - 0s 765us/step - loss: 0.3375 - accuracy: 0.8633
Epoch 147/500
225/225 [==============================] - 0s 749us/step - loss: 0.3373 - accuracy: 0.8624
Epoch 148/500
225/225 [==============================] - 0s 785us/step - loss: 0.3369 - accuracy: 0.8617
Epoch 149/500
225/225 [==============================] - 0s 748us/step - loss: 0.3368 - accuracy: 0.8635
Epoch 150/500
225/225 [==============================] - 0s 760us/step - loss: 0.3361 - accuracy: 0.8612
Epoch 151/500
225/225 [==============================] - 0s 731us/step - loss: 0.3361 - accuracy: 0.8639
Epoch 152/500
225/225 [==============================] - 0s 755us/step - loss: 0.3362 - accuracy: 0.8622
Epoch 153/500
225/225 [==============================] - 0s 750us/step - loss: 0.3356 - accuracy: 0.8603
Epoch 154/500
225/225 [==============================] - 0s 728us/step - loss: 0.3354 - accuracy: 0.8622
Epoch 155/500
225/225 [==============================] - 0s 787us/step - loss: 0.3353 - accuracy: 0.8628
Epoch 156/500
225/225 [==============================] - 0s 793us/step - loss: 0.3349 - accuracy: 0.8629
Epoch 157/500
225/225 [==============================] - 0s 759us/step - loss: 0.3345 - accuracy: 0.8635
Epoch 158/500
225/225 [==============================] - 0s 752us/step - loss: 0.3349 - accuracy: 0.8639
Epoch 159/500
225/225 [==============================] - 0s 750us/step - loss: 0.3346 - accuracy: 0.8612
Epoch 160/500
225/225 [==============================] - 0s 765us/step - loss: 0.3346 - accuracy: 0.8637
Epoch 161/500
225/225 [==============================] - 0s 765us/step - loss: 0.3340 - accuracy: 0.8643
Epoch 162/500
225/225 [==============================] - 0s 768us/step - loss: 0.3347 - accuracy: 0.8619
Epoch 163/500
225/225 [==============================] - 0s 779us/step - loss: 0.3342 - accuracy: 0.8639
Epoch 164/500
225/225 [==============================] - 0s 800us/step - loss: 0.3344 - accuracy: 0.8644
Epoch 165/500
225/225 [==============================] - 0s 789us/step - loss: 0.3344 - accuracy: 0.8628
Epoch 166/500
225/225 [==============================] - 0s 847us/step - loss: 0.3342 - accuracy: 0.8628
Epoch 167/500
225/225 [==============================] - 0s 760us/step - loss: 0.3338 - accuracy: 0.8625
Epoch 168/500
225/225 [==============================] - 0s 738us/step - loss: 0.3343 - accuracy: 0.8626
Epoch 169/500
225/225 [==============================] - 0s 766us/step - loss: 0.3339 - accuracy: 0.8625
Epoch 170/500
225/225 [==============================] - 0s 762us/step - loss: 0.3342 - accuracy: 0.8625
Epoch 171/500
225/225 [==============================] - 0s 880us/step - loss: 0.3343 - accuracy: 0.8622
Epoch 172/500
225/225 [==============================] - 0s 759us/step - loss: 0.3337 - accuracy: 0.8644
Epoch 173/500
225/225 [==============================] - 0s 767us/step - loss: 0.3338 - accuracy: 0.8636
Epoch 174/500
225/225 [==============================] - 0s 771us/step - loss: 0.3341 - accuracy: 0.8625
Epoch 175/500
225/225 [==============================] - 0s 759us/step - loss: 0.3340 - accuracy: 0.8632
Epoch 176/500
225/225 [==============================] - 0s 775us/step - loss: 0.3336 - accuracy: 0.8646
Epoch 177/500
225/225 [==============================] - 0s 756us/step - loss: 0.3336 - accuracy: 0.8643
Epoch 178/500
225/225 [==============================] - 0s 740us/step - loss: 0.3338 - accuracy: 0.8611
Epoch 179/500
225/225 [==============================] - 0s 755us/step - loss: 0.3341 - accuracy: 0.8618
Epoch 180/500
225/225 [==============================] - 0s 757us/step - loss: 0.3338 - accuracy: 0.8619
Epoch 181/500
225/225 [==============================] - 0s 792us/step - loss: 0.3337 - accuracy: 0.8651
Epoch 182/500
225/225 [==============================] - 0s 755us/step - loss: 0.3340 - accuracy: 0.8629
Epoch 183/500
225/225 [==============================] - 0s 802us/step - loss: 0.3336 - accuracy: 0.8661
Epoch 184/500
225/225 [==============================] - 0s 782us/step - loss: 0.3336 - accuracy: 0.8649
Epoch 185/500
225/225 [==============================] - 0s 735us/step - loss: 0.3336 - accuracy: 0.8656
Epoch 186/500
225/225 [==============================] - 0s 751us/step - loss: 0.3338 - accuracy: 0.8631
Epoch 187/500
225/225 [==============================] - 0s 759us/step - loss: 0.3337 - accuracy: 0.8653
Epoch 188/500
225/225 [==============================] - 0s 838us/step - loss: 0.3337 - accuracy: 0.8633
Epoch 189/500
225/225 [==============================] - 0s 769us/step - loss: 0.3337 - accuracy: 0.8654
Epoch 190/500
225/225 [==============================] - 0s 747us/step - loss: 0.3340 - accuracy: 0.8642
Epoch 191/500
225/225 [==============================] - 0s 749us/step - loss: 0.3331 - accuracy: 0.8637
Epoch 192/500
225/225 [==============================] - 0s 734us/step - loss: 0.3334 - accuracy: 0.8629
Epoch 193/500
225/225 [==============================] - 0s 746us/step - loss: 0.3336 - accuracy: 0.8657
Epoch 194/500
225/225 [==============================] - 0s 792us/step - loss: 0.3331 - accuracy: 0.8650
Epoch 195/500
225/225 [==============================] - 0s 738us/step - loss: 0.3335 - accuracy: 0.8649
Epoch 196/500
225/225 [==============================] - 0s 743us/step - loss: 0.3331 - accuracy: 0.8633
Epoch 197/500
225/225 [==============================] - 0s 744us/step - loss: 0.3332 - accuracy: 0.8649
Epoch 198/500
225/225 [==============================] - 0s 744us/step - loss: 0.3333 - accuracy: 0.8631
Epoch 199/500
225/225 [==============================] - 0s 752us/step - loss: 0.3338 - accuracy: 0.8654
Epoch 200/500
225/225 [==============================] - 0s 770us/step - loss: 0.3335 - accuracy: 0.8640
Epoch 201/500
225/225 [==============================] - 0s 743us/step - loss: 0.3336 - accuracy: 0.8644
Epoch 202/500
225/225 [==============================] - 0s 746us/step - loss: 0.3333 - accuracy: 0.8658
Epoch 203/500
225/225 [==============================] - 0s 745us/step - loss: 0.3333 - accuracy: 0.8642
Epoch 204/500
225/225 [==============================] - 0s 738us/step - loss: 0.3331 - accuracy: 0.8656
Epoch 205/500
225/225 [==============================] - 0s 741us/step - loss: 0.3335 - accuracy: 0.8626
Epoch 206/500
225/225 [==============================] - 0s 775us/step - loss: 0.3336 - accuracy: 0.8647
Epoch 207/500
225/225 [==============================] - 0s 773us/step - loss: 0.3334 - accuracy: 0.8647
Epoch 208/500
225/225 [==============================] - 0s 762us/step - loss: 0.3334 - accuracy: 0.8649
Epoch 209/500
225/225 [==============================] - 0s 751us/step - loss: 0.3335 - accuracy: 0.8631
Epoch 210/500
225/225 [==============================] - 0s 752us/step - loss: 0.3336 - accuracy: 0.8632
Epoch 211/500
225/225 [==============================] - 0s 755us/step - loss: 0.3330 - accuracy: 0.8651
Epoch 212/500
225/225 [==============================] - 0s 754us/step - loss: 0.3332 - accuracy: 0.8650
Epoch 213/500
225/225 [==============================] - 0s 852us/step - loss: 0.3334 - accuracy: 0.8653
Epoch 214/500
225/225 [==============================] - 0s 743us/step - loss: 0.3332 - accuracy: 0.8653
Epoch 215/500
225/225 [==============================] - 0s 744us/step - loss: 0.3333 - accuracy: 0.8635
Epoch 216/500
225/225 [==============================] - 0s 753us/step - loss: 0.3328 - accuracy: 0.8646
Epoch 217/500
225/225 [==============================] - 0s 761us/step - loss: 0.3332 - accuracy: 0.8658
Epoch 218/500
225/225 [==============================] - 0s 765us/step - loss: 0.3334 - accuracy: 0.8639
Epoch 219/500
225/225 [==============================] - 0s 798us/step - loss: 0.3333 - accuracy: 0.8646
Epoch 220/500
225/225 [==============================] - 0s 745us/step - loss: 0.3328 - accuracy: 0.8642
Epoch 221/500
225/225 [==============================] - 0s 747us/step - loss: 0.3334 - accuracy: 0.8654
Epoch 222/500
225/225 [==============================] - 0s 756us/step - loss: 0.3329 - accuracy: 0.8650
Epoch 223/500
225/225 [==============================] - 0s 760us/step - loss: 0.3324 - accuracy: 0.8656
Epoch 224/500
225/225 [==============================] - 0s 746us/step - loss: 0.3336 - accuracy: 0.8649
Epoch 225/500
225/225 [==============================] - 0s 755us/step - loss: 0.3333 - accuracy: 0.8644
Epoch 226/500
225/225 [==============================] - 0s 725us/step - loss: 0.3332 - accuracy: 0.8649
Epoch 227/500
225/225 [==============================] - 0s 741us/step - loss: 0.3330 - accuracy: 0.8629
Epoch 228/500
225/225 [==============================] - 0s 753us/step - loss: 0.3332 - accuracy: 0.8640
Epoch 229/500
225/225 [==============================] - 0s 773us/step - loss: 0.3330 - accuracy: 0.8632
Epoch 230/500
225/225 [==============================] - 0s 734us/step - loss: 0.3332 - accuracy: 0.8636
Epoch 231/500
225/225 [==============================] - 0s 753us/step - loss: 0.3333 - accuracy: 0.8657
Epoch 232/500
225/225 [==============================] - 0s 741us/step - loss: 0.3326 - accuracy: 0.8637
Epoch 233/500
225/225 [==============================] - 0s 874us/step - loss: 0.3330 - accuracy: 0.8639
Epoch 234/500
225/225 [==============================] - 0s 787us/step - loss: 0.3325 - accuracy: 0.8646
Epoch 235/500
225/225 [==============================] - 0s 751us/step - loss: 0.3336 - accuracy: 0.8654
Epoch 236/500
225/225 [==============================] - 0s 737us/step - loss: 0.3333 - accuracy: 0.8654
Epoch 237/500
225/225 [==============================] - 0s 751us/step - loss: 0.3329 - accuracy: 0.8656
Epoch 238/500
225/225 [==============================] - 0s 744us/step - loss: 0.3332 - accuracy: 0.8657
Epoch 239/500
225/225 [==============================] - 0s 738us/step - loss: 0.3333 - accuracy: 0.8662
Epoch 240/500
225/225 [==============================] - 0s 786us/step - loss: 0.3330 - accuracy: 0.8644
Epoch 241/500
225/225 [==============================] - 0s 744us/step - loss: 0.3327 - accuracy: 0.8637
Epoch 242/500
225/225 [==============================] - 0s 774us/step - loss: 0.3333 - accuracy: 0.8653
Epoch 243/500
225/225 [==============================] - 0s 727us/step - loss: 0.3330 - accuracy: 0.8654
Epoch 244/500
225/225 [==============================] - 0s 745us/step - loss: 0.3329 - accuracy: 0.8660
Epoch 245/500
225/225 [==============================] - 0s 753us/step - loss: 0.3331 - accuracy: 0.8632
Epoch 246/500
225/225 [==============================] - 0s 808us/step - loss: 0.3331 - accuracy: 0.8626
Epoch 247/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3327 - accuracy: 0.8664
Epoch 248/500
225/225 [==============================] - 0s 883us/step - loss: 0.3330 - accuracy: 0.8649
Epoch 249/500
225/225 [==============================] - 0s 819us/step - loss: 0.3327 - accuracy: 0.8647
Epoch 250/500
225/225 [==============================] - 0s 782us/step - loss: 0.3330 - accuracy: 0.8665
Epoch 251/500
225/225 [==============================] - 0s 728us/step - loss: 0.3325 - accuracy: 0.8646
Epoch 252/500
225/225 [==============================] - 0s 743us/step - loss: 0.3331 - accuracy: 0.8625
Epoch 253/500
225/225 [==============================] - 0s 752us/step - loss: 0.3328 - accuracy: 0.8661
Epoch 254/500
225/225 [==============================] - 0s 722us/step - loss: 0.3328 - accuracy: 0.8631
Epoch 255/500
225/225 [==============================] - 0s 736us/step - loss: 0.3328 - accuracy: 0.8651
Epoch 256/500
225/225 [==============================] - 0s 752us/step - loss: 0.3325 - accuracy: 0.8668
Epoch 257/500
225/225 [==============================] - 0s 799us/step - loss: 0.3326 - accuracy: 0.8647
Epoch 258/500
225/225 [==============================] - 0s 744us/step - loss: 0.3325 - accuracy: 0.8640
Epoch 259/500
225/225 [==============================] - 0s 748us/step - loss: 0.3319 - accuracy: 0.8654
Epoch 260/500
225/225 [==============================] - 0s 728us/step - loss: 0.3326 - accuracy: 0.8642
Epoch 261/500
225/225 [==============================] - 0s 761us/step - loss: 0.3326 - accuracy: 0.8629
Epoch 262/500
225/225 [==============================] - 0s 749us/step - loss: 0.3325 - accuracy: 0.8651
Epoch 263/500
225/225 [==============================] - 0s 726us/step - loss: 0.3320 - accuracy: 0.8654
Epoch 264/500
225/225 [==============================] - 0s 766us/step - loss: 0.3323 - accuracy: 0.8651
Epoch 265/500
225/225 [==============================] - 0s 745us/step - loss: 0.3319 - accuracy: 0.8658
Epoch 266/500
225/225 [==============================] - 0s 752us/step - loss: 0.3311 - accuracy: 0.8669
Epoch 267/500
225/225 [==============================] - 0s 732us/step - loss: 0.3320 - accuracy: 0.8668
Epoch 268/500
225/225 [==============================] - 0s 754us/step - loss: 0.3316 - accuracy: 0.8667
Epoch 269/500
225/225 [==============================] - 0s 754us/step - loss: 0.3318 - accuracy: 0.8631
Epoch 270/500
225/225 [==============================] - 0s 751us/step - loss: 0.3320 - accuracy: 0.8653
Epoch 271/500
225/225 [==============================] - 0s 767us/step - loss: 0.3319 - accuracy: 0.8647
Epoch 272/500
225/225 [==============================] - 0s 736us/step - loss: 0.3317 - accuracy: 0.8664
Epoch 273/500
225/225 [==============================] - 0s 736us/step - loss: 0.3317 - accuracy: 0.8658
Epoch 274/500
225/225 [==============================] - 0s 788us/step - loss: 0.3314 - accuracy: 0.8647
Epoch 275/500
225/225 [==============================] - 0s 753us/step - loss: 0.3314 - accuracy: 0.8654
Epoch 276/500
225/225 [==============================] - 0s 726us/step - loss: 0.3314 - accuracy: 0.8650
Epoch 277/500
225/225 [==============================] - 0s 746us/step - loss: 0.3313 - accuracy: 0.8662
Epoch 278/500
225/225 [==============================] - 0s 751us/step - loss: 0.3310 - accuracy: 0.8654
Epoch 279/500
225/225 [==============================] - 0s 728us/step - loss: 0.3313 - accuracy: 0.8656
Epoch 280/500
225/225 [==============================] - 0s 798us/step - loss: 0.3306 - accuracy: 0.8649
Epoch 281/500
225/225 [==============================] - 0s 747us/step - loss: 0.3306 - accuracy: 0.8629
Epoch 282/500
225/225 [==============================] - 0s 734us/step - loss: 0.3305 - accuracy: 0.8640
Epoch 283/500
225/225 [==============================] - 0s 755us/step - loss: 0.3307 - accuracy: 0.8654
Epoch 284/500
225/225 [==============================] - 0s 743us/step - loss: 0.3302 - accuracy: 0.8667
Epoch 285/500
225/225 [==============================] - 0s 735us/step - loss: 0.3305 - accuracy: 0.8650
Epoch 286/500
225/225 [==============================] - 0s 789us/step - loss: 0.3302 - accuracy: 0.8658
Epoch 287/500
225/225 [==============================] - 0s 764us/step - loss: 0.3297 - accuracy: 0.8653
Epoch 288/500
225/225 [==============================] - 0s 741us/step - loss: 0.3300 - accuracy: 0.8660
Epoch 289/500
225/225 [==============================] - 0s 738us/step - loss: 0.3297 - accuracy: 0.8674
Epoch 290/500
225/225 [==============================] - 0s 793us/step - loss: 0.3302 - accuracy: 0.8651
Epoch 291/500
225/225 [==============================] - 0s 753us/step - loss: 0.3301 - accuracy: 0.8661
Epoch 292/500
225/225 [==============================] - 0s 760us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 293/500
225/225 [==============================] - 0s 769us/step - loss: 0.3297 - accuracy: 0.8664
Epoch 294/500
225/225 [==============================] - 0s 758us/step - loss: 0.3296 - accuracy: 0.8664
Epoch 295/500
225/225 [==============================] - 0s 749us/step - loss: 0.3292 - accuracy: 0.8667
Epoch 296/500
225/225 [==============================] - 0s 764us/step - loss: 0.3293 - accuracy: 0.8676
Epoch 297/500
225/225 [==============================] - 0s 831us/step - loss: 0.3289 - accuracy: 0.8656
Epoch 298/500
225/225 [==============================] - 0s 752us/step - loss: 0.3295 - accuracy: 0.8658
Epoch 299/500
225/225 [==============================] - 0s 735us/step - loss: 0.3292 - accuracy: 0.8653
Epoch 300/500
225/225 [==============================] - 0s 753us/step - loss: 0.3293 - accuracy: 0.8675
Epoch 301/500
225/225 [==============================] - 0s 750us/step - loss: 0.3288 - accuracy: 0.8661
Epoch 302/500
225/225 [==============================] - 0s 737us/step - loss: 0.3292 - accuracy: 0.8671
Epoch 303/500
225/225 [==============================] - 0s 763us/step - loss: 0.3291 - accuracy: 0.8674
Epoch 304/500
225/225 [==============================] - 0s 802us/step - loss: 0.3288 - accuracy: 0.8657
Epoch 305/500
225/225 [==============================] - 0s 735us/step - loss: 0.3291 - accuracy: 0.8639
Epoch 306/500
225/225 [==============================] - 0s 758us/step - loss: 0.3288 - accuracy: 0.8678
Epoch 307/500
225/225 [==============================] - 0s 753us/step - loss: 0.3291 - accuracy: 0.8643
Epoch 308/500
225/225 [==============================] - 0s 733us/step - loss: 0.3289 - accuracy: 0.8668
Epoch 309/500
225/225 [==============================] - 0s 763us/step - loss: 0.3290 - accuracy: 0.8660
Epoch 310/500
225/225 [==============================] - 0s 748us/step - loss: 0.3288 - accuracy: 0.8660
Epoch 311/500
225/225 [==============================] - 0s 731us/step - loss: 0.3283 - accuracy: 0.8681
Epoch 312/500
225/225 [==============================] - 0s 747us/step - loss: 0.3290 - accuracy: 0.8667
Epoch 313/500
225/225 [==============================] - 0s 747us/step - loss: 0.3285 - accuracy: 0.8650
Epoch 314/500
225/225 [==============================] - 0s 786us/step - loss: 0.3285 - accuracy: 0.8672
Epoch 315/500
225/225 [==============================] - 0s 770us/step - loss: 0.3284 - accuracy: 0.8656
Epoch 316/500
225/225 [==============================] - 0s 743us/step - loss: 0.3288 - accuracy: 0.8656
Epoch 317/500
225/225 [==============================] - 0s 743us/step - loss: 0.3286 - accuracy: 0.8650
Epoch 318/500
225/225 [==============================] - 0s 743us/step - loss: 0.3284 - accuracy: 0.8664
Epoch 319/500
225/225 [==============================] - 0s 745us/step - loss: 0.3279 - accuracy: 0.8665
Epoch 320/500
225/225 [==============================] - 0s 745us/step - loss: 0.3280 - accuracy: 0.8662
Epoch 321/500
225/225 [==============================] - 0s 787us/step - loss: 0.3281 - accuracy: 0.8672
Epoch 322/500
225/225 [==============================] - 0s 767us/step - loss: 0.3286 - accuracy: 0.8657
Epoch 323/500
225/225 [==============================] - 0s 742us/step - loss: 0.3285 - accuracy: 0.8668
Epoch 324/500
225/225 [==============================] - 0s 737us/step - loss: 0.3283 - accuracy: 0.8668
Epoch 325/500
225/225 [==============================] - 0s 747us/step - loss: 0.3282 - accuracy: 0.8664
Epoch 326/500
225/225 [==============================] - 0s 745us/step - loss: 0.3281 - accuracy: 0.8658
Epoch 327/500
225/225 [==============================] - 0s 782us/step - loss: 0.3280 - accuracy: 0.8661
Epoch 328/500
225/225 [==============================] - 0s 755us/step - loss: 0.3280 - accuracy: 0.8665
Epoch 329/500
225/225 [==============================] - 0s 745us/step - loss: 0.3282 - accuracy: 0.8661
Epoch 330/500
225/225 [==============================] - 0s 754us/step - loss: 0.3278 - accuracy: 0.8668
Epoch 331/500
225/225 [==============================] - 0s 728us/step - loss: 0.3280 - accuracy: 0.8651
Epoch 332/500
225/225 [==============================] - 0s 792us/step - loss: 0.3276 - accuracy: 0.8656
Epoch 333/500
225/225 [==============================] - 0s 763us/step - loss: 0.3279 - accuracy: 0.8656
Epoch 334/500
225/225 [==============================] - 0s 730us/step - loss: 0.3279 - accuracy: 0.8668
Epoch 335/500
225/225 [==============================] - 0s 748us/step - loss: 0.3276 - accuracy: 0.8649
Epoch 336/500
225/225 [==============================] - 0s 742us/step - loss: 0.3277 - accuracy: 0.8647
Epoch 337/500
225/225 [==============================] - 0s 732us/step - loss: 0.3281 - accuracy: 0.8665
Epoch 338/500
225/225 [==============================] - 0s 746us/step - loss: 0.3274 - accuracy: 0.8664
Epoch 339/500
225/225 [==============================] - 0s 775us/step - loss: 0.3280 - accuracy: 0.8674
Epoch 340/500
225/225 [==============================] - 0s 732us/step - loss: 0.3274 - accuracy: 0.8654
Epoch 341/500
225/225 [==============================] - 0s 751us/step - loss: 0.3277 - accuracy: 0.8668
Epoch 342/500
225/225 [==============================] - 0s 749us/step - loss: 0.3278 - accuracy: 0.8678
Epoch 343/500
225/225 [==============================] - 0s 734us/step - loss: 0.3274 - accuracy: 0.8672
Epoch 344/500
225/225 [==============================] - 0s 800us/step - loss: 0.3274 - accuracy: 0.8678
Epoch 345/500
225/225 [==============================] - 0s 750us/step - loss: 0.3275 - accuracy: 0.8682
Epoch 346/500
225/225 [==============================] - 0s 736us/step - loss: 0.3276 - accuracy: 0.8647
Epoch 347/500
225/225 [==============================] - 0s 745us/step - loss: 0.3275 - accuracy: 0.8665
Epoch 348/500
225/225 [==============================] - 0s 745us/step - loss: 0.3274 - accuracy: 0.8661
Epoch 349/500
225/225 [==============================] - 0s 743us/step - loss: 0.3273 - accuracy: 0.8667
Epoch 350/500
225/225 [==============================] - 0s 777us/step - loss: 0.3272 - accuracy: 0.8662
Epoch 351/500
225/225 [==============================] - 0s 746us/step - loss: 0.3275 - accuracy: 0.8674
Epoch 352/500
225/225 [==============================] - 0s 739us/step - loss: 0.3273 - accuracy: 0.8661
Epoch 353/500
225/225 [==============================] - 0s 740us/step - loss: 0.3270 - accuracy: 0.8668
Epoch 354/500
225/225 [==============================] - 0s 748us/step - loss: 0.3275 - accuracy: 0.8669
Epoch 355/500
225/225 [==============================] - 0s 739us/step - loss: 0.3273 - accuracy: 0.8668
Epoch 356/500
225/225 [==============================] - 0s 809us/step - loss: 0.3272 - accuracy: 0.8675
Epoch 357/500
225/225 [==============================] - 0s 768us/step - loss: 0.3267 - accuracy: 0.8654
Epoch 358/500
225/225 [==============================] - 0s 749us/step - loss: 0.3276 - accuracy: 0.8676
Epoch 359/500
225/225 [==============================] - 0s 733us/step - loss: 0.3270 - accuracy: 0.8669
Epoch 360/500
225/225 [==============================] - 0s 744us/step - loss: 0.3268 - accuracy: 0.8678
Epoch 361/500
225/225 [==============================] - 0s 730us/step - loss: 0.3271 - accuracy: 0.8678
Epoch 362/500
225/225 [==============================] - 0s 790us/step - loss: 0.3269 - accuracy: 0.8674
Epoch 363/500
225/225 [==============================] - 0s 845us/step - loss: 0.3268 - accuracy: 0.8682
Epoch 364/500
225/225 [==============================] - 0s 746us/step - loss: 0.3267 - accuracy: 0.8661
Epoch 365/500
225/225 [==============================] - 0s 745us/step - loss: 0.3271 - accuracy: 0.8662
Epoch 366/500
225/225 [==============================] - 0s 742us/step - loss: 0.3267 - accuracy: 0.8662
Epoch 367/500
225/225 [==============================] - 0s 796us/step - loss: 0.3271 - accuracy: 0.8668
Epoch 368/500
225/225 [==============================] - 0s 754us/step - loss: 0.3269 - accuracy: 0.8665
Epoch 369/500
225/225 [==============================] - 0s 754us/step - loss: 0.3271 - accuracy: 0.8676
Epoch 370/500
225/225 [==============================] - 0s 742us/step - loss: 0.3265 - accuracy: 0.8678
Epoch 371/500
225/225 [==============================] - 0s 759us/step - loss: 0.3264 - accuracy: 0.8675
Epoch 372/500
225/225 [==============================] - 0s 732us/step - loss: 0.3269 - accuracy: 0.8671
Epoch 373/500
225/225 [==============================] - 0s 758us/step - loss: 0.3267 - accuracy: 0.8687
Epoch 374/500
225/225 [==============================] - 0s 748us/step - loss: 0.3269 - accuracy: 0.8676
Epoch 375/500
225/225 [==============================] - 0s 735us/step - loss: 0.3264 - accuracy: 0.8672
Epoch 376/500
225/225 [==============================] - 0s 746us/step - loss: 0.3264 - accuracy: 0.8665
Epoch 377/500
225/225 [==============================] - 0s 748us/step - loss: 0.3264 - accuracy: 0.8656
Epoch 378/500
225/225 [==============================] - 0s 732us/step - loss: 0.3270 - accuracy: 0.8665
Epoch 379/500
225/225 [==============================] - 0s 784us/step - loss: 0.3264 - accuracy: 0.8681
Epoch 380/500
225/225 [==============================] - 0s 756us/step - loss: 0.3268 - accuracy: 0.8682
Epoch 381/500
225/225 [==============================] - 0s 755us/step - loss: 0.3259 - accuracy: 0.8676
Epoch 382/500
225/225 [==============================] - 0s 742us/step - loss: 0.3264 - accuracy: 0.8661
Epoch 383/500
225/225 [==============================] - 0s 752us/step - loss: 0.3262 - accuracy: 0.8671
Epoch 384/500
225/225 [==============================] - 0s 727us/step - loss: 0.3266 - accuracy: 0.8672
Epoch 385/500
225/225 [==============================] - 0s 864us/step - loss: 0.3267 - accuracy: 0.8681
Epoch 386/500
225/225 [==============================] - 0s 743us/step - loss: 0.3266 - accuracy: 0.8669
Epoch 387/500
225/225 [==============================] - 0s 730us/step - loss: 0.3262 - accuracy: 0.8687
Epoch 388/500
225/225 [==============================] - 0s 737us/step - loss: 0.3265 - accuracy: 0.8658
Epoch 389/500
225/225 [==============================] - 0s 743us/step - loss: 0.3264 - accuracy: 0.8678
Epoch 390/500
225/225 [==============================] - 0s 742us/step - loss: 0.3265 - accuracy: 0.8669
Epoch 391/500
225/225 [==============================] - 0s 747us/step - loss: 0.3266 - accuracy: 0.8656
Epoch 392/500
225/225 [==============================] - 0s 745us/step - loss: 0.3264 - accuracy: 0.8686
Epoch 393/500
225/225 [==============================] - 0s 801us/step - loss: 0.3265 - accuracy: 0.8665
Epoch 394/500
225/225 [==============================] - 0s 964us/step - loss: 0.3265 - accuracy: 0.8674
Epoch 395/500
225/225 [==============================] - 0s 739us/step - loss: 0.3264 - accuracy: 0.8662
Epoch 396/500
225/225 [==============================] - 0s 770us/step - loss: 0.3267 - accuracy: 0.8686
Epoch 397/500
225/225 [==============================] - 0s 752us/step - loss: 0.3261 - accuracy: 0.8662
Epoch 398/500
225/225 [==============================] - 0s 730us/step - loss: 0.3264 - accuracy: 0.8661
Epoch 399/500
225/225 [==============================] - 0s 739us/step - loss: 0.3263 - accuracy: 0.8657
Epoch 400/500
225/225 [==============================] - 0s 761us/step - loss: 0.3263 - accuracy: 0.8679
Epoch 401/500
225/225 [==============================] - 0s 742us/step - loss: 0.3266 - accuracy: 0.8676
Epoch 402/500
225/225 [==============================] - 0s 772us/step - loss: 0.3263 - accuracy: 0.8678
Epoch 403/500
225/225 [==============================] - 0s 755us/step - loss: 0.3264 - accuracy: 0.8668
Epoch 404/500
225/225 [==============================] - 0s 737us/step - loss: 0.3263 - accuracy: 0.8667
Epoch 405/500
225/225 [==============================] - 0s 743us/step - loss: 0.3261 - accuracy: 0.8678
Epoch 406/500
225/225 [==============================] - 0s 753us/step - loss: 0.3261 - accuracy: 0.8668
Epoch 407/500
225/225 [==============================] - 0s 732us/step - loss: 0.3264 - accuracy: 0.8672
Epoch 408/500
225/225 [==============================] - 0s 785us/step - loss: 0.3262 - accuracy: 0.8682
Epoch 409/500
225/225 [==============================] - 0s 755us/step - loss: 0.3262 - accuracy: 0.8674
Epoch 410/500
225/225 [==============================] - 0s 734us/step - loss: 0.3260 - accuracy: 0.8664
Epoch 411/500
225/225 [==============================] - 0s 740us/step - loss: 0.3257 - accuracy: 0.8690
Epoch 412/500
225/225 [==============================] - 0s 753us/step - loss: 0.3264 - accuracy: 0.8679
Epoch 413/500
225/225 [==============================] - 0s 735us/step - loss: 0.3261 - accuracy: 0.8658
Epoch 414/500
225/225 [==============================] - 0s 764us/step - loss: 0.3263 - accuracy: 0.8662
Epoch 415/500
225/225 [==============================] - 0s 767us/step - loss: 0.3257 - accuracy: 0.8686
Epoch 416/500
225/225 [==============================] - 0s 743us/step - loss: 0.3264 - accuracy: 0.8665
Epoch 417/500
225/225 [==============================] - 0s 732us/step - loss: 0.3261 - accuracy: 0.8676
Epoch 418/500
225/225 [==============================] - 0s 751us/step - loss: 0.3260 - accuracy: 0.8679
Epoch 419/500
225/225 [==============================] - 0s 745us/step - loss: 0.3258 - accuracy: 0.8671
Epoch 420/500
225/225 [==============================] - 0s 769us/step - loss: 0.3260 - accuracy: 0.8669
Epoch 421/500
225/225 [==============================] - 0s 746us/step - loss: 0.3262 - accuracy: 0.8674
Epoch 422/500
225/225 [==============================] - 0s 734us/step - loss: 0.3260 - accuracy: 0.8672
Epoch 423/500
225/225 [==============================] - 0s 747us/step - loss: 0.3257 - accuracy: 0.8672
Epoch 424/500
225/225 [==============================] - 0s 800us/step - loss: 0.3257 - accuracy: 0.8678
Epoch 425/500
225/225 [==============================] - 0s 743us/step - loss: 0.3258 - accuracy: 0.8681
Epoch 426/500
225/225 [==============================] - 0s 733us/step - loss: 0.3260 - accuracy: 0.8665
Epoch 427/500
225/225 [==============================] - 0s 735us/step - loss: 0.3260 - accuracy: 0.8678
Epoch 428/500
225/225 [==============================] - 0s 729us/step - loss: 0.3258 - accuracy: 0.8665
Epoch 429/500
225/225 [==============================] - 0s 733us/step - loss: 0.3251 - accuracy: 0.8681
Epoch 430/500
225/225 [==============================] - 0s 733us/step - loss: 0.3252 - accuracy: 0.8668
Epoch 431/500
225/225 [==============================] - 0s 743us/step - loss: 0.3260 - accuracy: 0.8668
Epoch 432/500
225/225 [==============================] - 0s 774us/step - loss: 0.3258 - accuracy: 0.8676
Epoch 433/500
225/225 [==============================] - 0s 728us/step - loss: 0.3256 - accuracy: 0.8678
Epoch 434/500
225/225 [==============================] - 0s 735us/step - loss: 0.3256 - accuracy: 0.8678
Epoch 435/500
225/225 [==============================] - 0s 738us/step - loss: 0.3254 - accuracy: 0.8678
Epoch 436/500
225/225 [==============================] - 0s 830us/step - loss: 0.3251 - accuracy: 0.8679
Epoch 437/500
225/225 [==============================] - 0s 748us/step - loss: 0.3257 - accuracy: 0.8668
Epoch 438/500
225/225 [==============================] - 0s 732us/step - loss: 0.3254 - accuracy: 0.8664
Epoch 439/500
225/225 [==============================] - 0s 756us/step - loss: 0.3257 - accuracy: 0.8690
Epoch 440/500
225/225 [==============================] - 0s 728us/step - loss: 0.3255 - accuracy: 0.8662
Epoch 441/500
225/225 [==============================] - 0s 740us/step - loss: 0.3253 - accuracy: 0.8664
Epoch 442/500
225/225 [==============================] - 0s 743us/step - loss: 0.3257 - accuracy: 0.8686
Epoch 443/500
225/225 [==============================] - 0s 753us/step - loss: 0.3253 - accuracy: 0.8676
Epoch 444/500
225/225 [==============================] - 0s 739us/step - loss: 0.3258 - accuracy: 0.8675
Epoch 445/500
225/225 [==============================] - 0s 731us/step - loss: 0.3257 - accuracy: 0.8682
Epoch 446/500
225/225 [==============================] - 0s 732us/step - loss: 0.3252 - accuracy: 0.8668
Epoch 447/500
225/225 [==============================] - 0s 737us/step - loss: 0.3255 - accuracy: 0.8679
Epoch 448/500
225/225 [==============================] - 0s 731us/step - loss: 0.3252 - accuracy: 0.8664
Epoch 449/500
225/225 [==============================] - 0s 767us/step - loss: 0.3252 - accuracy: 0.8664
Epoch 450/500
225/225 [==============================] - 0s 735us/step - loss: 0.3255 - accuracy: 0.8665
Epoch 451/500
225/225 [==============================] - 0s 730us/step - loss: 0.3253 - accuracy: 0.8682
Epoch 452/500
225/225 [==============================] - 0s 734us/step - loss: 0.3252 - accuracy: 0.8690
Epoch 453/500
225/225 [==============================] - 0s 743us/step - loss: 0.3252 - accuracy: 0.8693
Epoch 454/500
225/225 [==============================] - 0s 728us/step - loss: 0.3248 - accuracy: 0.8679
Epoch 455/500
225/225 [==============================] - 0s 777us/step - loss: 0.3257 - accuracy: 0.8656
Epoch 456/500
225/225 [==============================] - 0s 742us/step - loss: 0.3253 - accuracy: 0.8669
Epoch 457/500
225/225 [==============================] - 0s 732us/step - loss: 0.3253 - accuracy: 0.8676
Epoch 458/500
225/225 [==============================] - 0s 733us/step - loss: 0.3256 - accuracy: 0.8682
Epoch 459/500
225/225 [==============================] - 0s 744us/step - loss: 0.3253 - accuracy: 0.8669
Epoch 460/500
225/225 [==============================] - 0s 757us/step - loss: 0.3252 - accuracy: 0.8672
Epoch 461/500
225/225 [==============================] - 0s 747us/step - loss: 0.3254 - accuracy: 0.8671
Epoch 462/500
225/225 [==============================] - 0s 735us/step - loss: 0.3255 - accuracy: 0.8654
Epoch 463/500
225/225 [==============================] - 0s 731us/step - loss: 0.3253 - accuracy: 0.8667
Epoch 464/500
225/225 [==============================] - 0s 726us/step - loss: 0.3249 - accuracy: 0.8686
Epoch 465/500
225/225 [==============================] - 0s 750us/step - loss: 0.3251 - accuracy: 0.8665
Epoch 466/500
225/225 [==============================] - 0s 743us/step - loss: 0.3254 - accuracy: 0.8676
Epoch 467/500
225/225 [==============================] - 0s 768us/step - loss: 0.3252 - accuracy: 0.8690
Epoch 468/500
225/225 [==============================] - 0s 740us/step - loss: 0.3255 - accuracy: 0.8679
Epoch 469/500
225/225 [==============================] - 0s 730us/step - loss: 0.3251 - accuracy: 0.8665
Epoch 470/500
225/225 [==============================] - 0s 734us/step - loss: 0.3251 - accuracy: 0.8662
Epoch 471/500
225/225 [==============================] - 0s 781us/step - loss: 0.3253 - accuracy: 0.8672
Epoch 472/500
225/225 [==============================] - 0s 814us/step - loss: 0.3247 - accuracy: 0.8668
Epoch 473/500
225/225 [==============================] - 0s 816us/step - loss: 0.3253 - accuracy: 0.8671
Epoch 474/500
225/225 [==============================] - 0s 828us/step - loss: 0.3244 - accuracy: 0.8669
Epoch 475/500
225/225 [==============================] - 0s 815us/step - loss: 0.3253 - accuracy: 0.8674
Epoch 476/500
225/225 [==============================] - 0s 789us/step - loss: 0.3251 - accuracy: 0.8681
Epoch 477/500
225/225 [==============================] - 0s 740us/step - loss: 0.3251 - accuracy: 0.8679
Epoch 478/500
225/225 [==============================] - 0s 760us/step - loss: 0.3247 - accuracy: 0.8662
Epoch 479/500
225/225 [==============================] - 0s 731us/step - loss: 0.3248 - accuracy: 0.8685
Epoch 480/500
225/225 [==============================] - 0s 737us/step - loss: 0.3247 - accuracy: 0.8676
Epoch 481/500
225/225 [==============================] - 0s 733us/step - loss: 0.3250 - accuracy: 0.8682
Epoch 482/500
225/225 [==============================] - 0s 734us/step - loss: 0.3250 - accuracy: 0.8679
Epoch 483/500
225/225 [==============================] - 0s 732us/step - loss: 0.3248 - accuracy: 0.8671
Epoch 484/500
225/225 [==============================] - 0s 785us/step - loss: 0.3250 - accuracy: 0.8689
Epoch 485/500
225/225 [==============================] - 0s 730us/step - loss: 0.3249 - accuracy: 0.8667
Epoch 486/500
225/225 [==============================] - 0s 736us/step - loss: 0.3248 - accuracy: 0.8692
Epoch 487/500
225/225 [==============================] - 0s 737us/step - loss: 0.3252 - accuracy: 0.8679
Epoch 488/500
225/225 [==============================] - 0s 735us/step - loss: 0.3247 - accuracy: 0.8692
Epoch 489/500
225/225 [==============================] - 0s 739us/step - loss: 0.3250 - accuracy: 0.8676
Epoch 490/500
225/225 [==============================] - 0s 774us/step - loss: 0.3246 - accuracy: 0.8672
Epoch 491/500
225/225 [==============================] - 0s 844us/step - loss: 0.3247 - accuracy: 0.8681
Epoch 492/500
225/225 [==============================] - 0s 754us/step - loss: 0.3248 - accuracy: 0.8672
Epoch 493/500
225/225 [==============================] - 0s 730us/step - loss: 0.3251 - accuracy: 0.8675
Epoch 494/500
225/225 [==============================] - 0s 755us/step - loss: 0.3247 - accuracy: 0.8678
Epoch 495/500
225/225 [==============================] - 0s 771us/step - loss: 0.3252 - accuracy: 0.8683
Epoch 496/500
225/225 [==============================] - 0s 766us/step - loss: 0.3249 - accuracy: 0.8683
Epoch 497/500
225/225 [==============================] - 0s 757us/step - loss: 0.3247 - accuracy: 0.8671
Epoch 498/500
225/225 [==============================] - 0s 754us/step - loss: 0.3244 - accuracy: 0.8667
Epoch 499/500
225/225 [==============================] - 0s 726us/step - loss: 0.3250 - accuracy: 0.8672
Epoch 500/500
225/225 [==============================] - 0s 744us/step - loss: 0.3244 - accuracy: 0.8685
Epoch 1/500
225/225 [==============================] - 0s 752us/step - loss: 0.6230 - accuracy: 0.7949
Epoch 2/500
225/225 [==============================] - 0s 774us/step - loss: 0.5499 - accuracy: 0.7964
Epoch 3/500
225/225 [==============================] - 0s 762us/step - loss: 0.5235 - accuracy: 0.7964
Epoch 4/500
225/225 [==============================] - 0s 770us/step - loss: 0.5131 - accuracy: 0.7964
Epoch 5/500
225/225 [==============================] - 0s 814us/step - loss: 0.5088 - accuracy: 0.7964
Epoch 6/500
225/225 [==============================] - 0s 796us/step - loss: 0.5070 - accuracy: 0.7964
Epoch 7/500
225/225 [==============================] - 0s 759us/step - loss: 0.5061 - accuracy: 0.7964
Epoch 8/500
225/225 [==============================] - 0s 777us/step - loss: 0.5058 - accuracy: 0.7964
Epoch 9/500
225/225 [==============================] - 0s 781us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 10/500
225/225 [==============================] - 0s 784us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 11/500
225/225 [==============================] - 0s 827us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 12/500
225/225 [==============================] - 0s 767us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 13/500
225/225 [==============================] - 0s 780us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 14/500
225/225 [==============================] - 0s 799us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 15/500
225/225 [==============================] - 0s 885us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 16/500
225/225 [==============================] - 0s 829us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 17/500
225/225 [==============================] - 0s 834us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 18/500
225/225 [==============================] - 0s 916us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 19/500
225/225 [==============================] - 0s 830us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 20/500
225/225 [==============================] - 0s 745us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 21/500
225/225 [==============================] - 0s 753us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 22/500
225/225 [==============================] - 0s 735us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 23/500
225/225 [==============================] - 0s 735us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 24/500
225/225 [==============================] - 0s 743us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 25/500
225/225 [==============================] - 0s 714us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 26/500
225/225 [==============================] - 0s 748us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 27/500
225/225 [==============================] - 0s 809us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 28/500
225/225 [==============================] - 0s 759us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 29/500
225/225 [==============================] - 0s 719us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 30/500
225/225 [==============================] - 0s 744us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 31/500
225/225 [==============================] - 0s 738us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 32/500
225/225 [==============================] - 0s 715us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 33/500
225/225 [==============================] - 0s 908us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 34/500
225/225 [==============================] - 0s 721us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 35/500
225/225 [==============================] - 0s 725us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 36/500
225/225 [==============================] - 0s 751us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 37/500
225/225 [==============================] - 0s 739us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 38/500
225/225 [==============================] - 0s 719us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 39/500
225/225 [==============================] - 0s 778us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 40/500
225/225 [==============================] - 0s 744us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 41/500
225/225 [==============================] - 0s 726us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 42/500
225/225 [==============================] - 0s 742us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 43/500
225/225 [==============================] - 0s 742us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 44/500
225/225 [==============================] - 0s 725us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 45/500
225/225 [==============================] - 0s 766us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 46/500
225/225 [==============================] - 0s 747us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 47/500
225/225 [==============================] - 0s 720us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 48/500
225/225 [==============================] - 0s 752us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 49/500
225/225 [==============================] - 0s 745us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 50/500
225/225 [==============================] - 0s 731us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 51/500
225/225 [==============================] - 0s 764us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 52/500
225/225 [==============================] - 0s 764us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 53/500
225/225 [==============================] - 0s 743us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 54/500
225/225 [==============================] - 0s 731us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 55/500
225/225 [==============================] - 0s 739us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 56/500
225/225 [==============================] - 0s 749us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 57/500
225/225 [==============================] - 0s 744us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 58/500
225/225 [==============================] - 0s 739us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 59/500
225/225 [==============================] - 0s 748us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 60/500
225/225 [==============================] - 0s 731us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 61/500
225/225 [==============================] - 0s 735us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 62/500
225/225 [==============================] - 0s 772us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 63/500
225/225 [==============================] - 0s 722us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 64/500
225/225 [==============================] - 0s 748us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 65/500
225/225 [==============================] - 0s 791us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 66/500
225/225 [==============================] - 0s 732us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 67/500
225/225 [==============================] - 0s 736us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 68/500
225/225 [==============================] - 0s 750us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 69/500
225/225 [==============================] - 0s 744us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 70/500
225/225 [==============================] - 0s 737us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 71/500
225/225 [==============================] - 0s 762us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 72/500
225/225 [==============================] - 0s 721us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 73/500
225/225 [==============================] - 0s 752us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 74/500
225/225 [==============================] - 0s 764us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 75/500
225/225 [==============================] - 0s 726us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 76/500
225/225 [==============================] - 0s 740us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 77/500
225/225 [==============================] - 0s 750us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 78/500
225/225 [==============================] - 0s 727us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 79/500
225/225 [==============================] - 0s 753us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 80/500
225/225 [==============================] - 0s 767us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 81/500
225/225 [==============================] - 0s 740us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 82/500
225/225 [==============================] - 0s 737us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 83/500
225/225 [==============================] - 0s 760us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 84/500
225/225 [==============================] - 0s 740us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 85/500
225/225 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 86/500
225/225 [==============================] - 0s 767us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 87/500
225/225 [==============================] - 0s 785us/step - loss: 0.5046 - accuracy: 0.7964
Epoch 88/500
225/225 [==============================] - 0s 728us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 89/500
225/225 [==============================] - 0s 750us/step - loss: 0.5043 - accuracy: 0.7964
Epoch 90/500
225/225 [==============================] - 0s 740us/step - loss: 0.5042 - accuracy: 0.7964
Epoch 91/500
225/225 [==============================] - 0s 726us/step - loss: 0.5040 - accuracy: 0.7964
Epoch 92/500
225/225 [==============================] - 0s 775us/step - loss: 0.5038 - accuracy: 0.7964
Epoch 93/500
225/225 [==============================] - 0s 740us/step - loss: 0.5035 - accuracy: 0.7964
Epoch 94/500
225/225 [==============================] - 0s 726us/step - loss: 0.5032 - accuracy: 0.7964
Epoch 95/500
225/225 [==============================] - 0s 756us/step - loss: 0.5028 - accuracy: 0.7964
Epoch 96/500
225/225 [==============================] - 0s 738us/step - loss: 0.5023 - accuracy: 0.7964
Epoch 97/500
225/225 [==============================] - 0s 728us/step - loss: 0.5017 - accuracy: 0.7964
Epoch 98/500
225/225 [==============================] - 0s 786us/step - loss: 0.5009 - accuracy: 0.7964
Epoch 99/500
225/225 [==============================] - 0s 740us/step - loss: 0.4999 - accuracy: 0.7964
Epoch 100/500
225/225 [==============================] - 0s 718us/step - loss: 0.4986 - accuracy: 0.7964
Epoch 101/500
225/225 [==============================] - 0s 742us/step - loss: 0.4970 - accuracy: 0.7964
Epoch 102/500
225/225 [==============================] - 0s 741us/step - loss: 0.4949 - accuracy: 0.7964
Epoch 103/500
225/225 [==============================] - 0s 722us/step - loss: 0.4922 - accuracy: 0.7964
Epoch 104/500
225/225 [==============================] - 0s 805us/step - loss: 0.4888 - accuracy: 0.7964
Epoch 105/500
225/225 [==============================] - 0s 740us/step - loss: 0.4845 - accuracy: 0.7964
Epoch 106/500
225/225 [==============================] - 0s 732us/step - loss: 0.4791 - accuracy: 0.7964
Epoch 107/500
225/225 [==============================] - 0s 736us/step - loss: 0.4729 - accuracy: 0.7964
Epoch 108/500
225/225 [==============================] - 0s 739us/step - loss: 0.4659 - accuracy: 0.7964
Epoch 109/500
225/225 [==============================] - 0s 753us/step - loss: 0.4587 - accuracy: 0.7964
Epoch 110/500
225/225 [==============================] - 0s 822us/step - loss: 0.4516 - accuracy: 0.7964
Epoch 111/500
225/225 [==============================] - 0s 760us/step - loss: 0.4453 - accuracy: 0.7964
Epoch 112/500
225/225 [==============================] - 0s 724us/step - loss: 0.4400 - accuracy: 0.7964
Epoch 113/500
225/225 [==============================] - 0s 752us/step - loss: 0.4357 - accuracy: 0.7964
Epoch 114/500
225/225 [==============================] - 0s 751us/step - loss: 0.4324 - accuracy: 0.7964
Epoch 115/500
225/225 [==============================] - 0s 728us/step - loss: 0.4299 - accuracy: 0.7964
Epoch 116/500
225/225 [==============================] - 0s 845us/step - loss: 0.4279 - accuracy: 0.7976
Epoch 117/500
225/225 [==============================] - 0s 749us/step - loss: 0.4261 - accuracy: 0.8011
Epoch 118/500
225/225 [==============================] - 0s 737us/step - loss: 0.4243 - accuracy: 0.8074
Epoch 119/500
225/225 [==============================] - 0s 740us/step - loss: 0.4222 - accuracy: 0.8149
Epoch 120/500
225/225 [==============================] - 0s 761us/step - loss: 0.4197 - accuracy: 0.8225
Epoch 121/500
225/225 [==============================] - 0s 736us/step - loss: 0.4172 - accuracy: 0.8282
Epoch 122/500
225/225 [==============================] - 0s 731us/step - loss: 0.4145 - accuracy: 0.8324
Epoch 123/500
225/225 [==============================] - 0s 742us/step - loss: 0.4116 - accuracy: 0.8356
Epoch 124/500
225/225 [==============================] - 0s 737us/step - loss: 0.4086 - accuracy: 0.8361
Epoch 125/500
225/225 [==============================] - 0s 780us/step - loss: 0.4053 - accuracy: 0.8372
Epoch 126/500
225/225 [==============================] - 0s 797us/step - loss: 0.4021 - accuracy: 0.8375
Epoch 127/500
225/225 [==============================] - 0s 755us/step - loss: 0.3988 - accuracy: 0.8403
Epoch 128/500
225/225 [==============================] - 0s 750us/step - loss: 0.3953 - accuracy: 0.8400
Epoch 129/500
225/225 [==============================] - 0s 743us/step - loss: 0.3919 - accuracy: 0.8415
Epoch 130/500
225/225 [==============================] - 0s 744us/step - loss: 0.3885 - accuracy: 0.8425
Epoch 131/500
225/225 [==============================] - 0s 738us/step - loss: 0.3852 - accuracy: 0.8439
Epoch 132/500
225/225 [==============================] - 0s 761us/step - loss: 0.3818 - accuracy: 0.8465
Epoch 133/500
225/225 [==============================] - 0s 746us/step - loss: 0.3786 - accuracy: 0.8475
Epoch 134/500
225/225 [==============================] - 0s 761us/step - loss: 0.3755 - accuracy: 0.8486
Epoch 135/500
225/225 [==============================] - 0s 742us/step - loss: 0.3727 - accuracy: 0.8492
Epoch 136/500
225/225 [==============================] - 0s 747us/step - loss: 0.3700 - accuracy: 0.8501
Epoch 137/500
225/225 [==============================] - 0s 768us/step - loss: 0.3677 - accuracy: 0.8512
Epoch 138/500
225/225 [==============================] - 0s 750us/step - loss: 0.3653 - accuracy: 0.8497
Epoch 139/500
225/225 [==============================] - 0s 770us/step - loss: 0.3632 - accuracy: 0.8526
Epoch 140/500
225/225 [==============================] - 0s 744us/step - loss: 0.3615 - accuracy: 0.8529
Epoch 141/500
225/225 [==============================] - 0s 730us/step - loss: 0.3595 - accuracy: 0.8543
Epoch 142/500
225/225 [==============================] - 0s 751us/step - loss: 0.3580 - accuracy: 0.8556
Epoch 143/500
225/225 [==============================] - 0s 760us/step - loss: 0.3565 - accuracy: 0.8556
Epoch 144/500
225/225 [==============================] - 0s 745us/step - loss: 0.3553 - accuracy: 0.8571
Epoch 145/500
225/225 [==============================] - 0s 769us/step - loss: 0.3544 - accuracy: 0.8568
Epoch 146/500
225/225 [==============================] - 0s 752us/step - loss: 0.3531 - accuracy: 0.8572
Epoch 147/500
225/225 [==============================] - 0s 727us/step - loss: 0.3525 - accuracy: 0.8560
Epoch 148/500
225/225 [==============================] - 0s 746us/step - loss: 0.3518 - accuracy: 0.8596
Epoch 149/500
225/225 [==============================] - 0s 745us/step - loss: 0.3515 - accuracy: 0.8581
Epoch 150/500
225/225 [==============================] - 0s 753us/step - loss: 0.3509 - accuracy: 0.8568
Epoch 151/500
225/225 [==============================] - 0s 769us/step - loss: 0.3504 - accuracy: 0.8578
Epoch 152/500
225/225 [==============================] - 0s 745us/step - loss: 0.3499 - accuracy: 0.8576
Epoch 153/500
225/225 [==============================] - 0s 749us/step - loss: 0.3489 - accuracy: 0.8586
Epoch 154/500
225/225 [==============================] - 0s 731us/step - loss: 0.3490 - accuracy: 0.8557
Epoch 155/500
225/225 [==============================] - 0s 743us/step - loss: 0.3484 - accuracy: 0.8578
Epoch 156/500
225/225 [==============================] - 0s 766us/step - loss: 0.3480 - accuracy: 0.8571
Epoch 157/500
225/225 [==============================] - 0s 728us/step - loss: 0.3480 - accuracy: 0.8578
Epoch 158/500
225/225 [==============================] - 0s 745us/step - loss: 0.3476 - accuracy: 0.8585
Epoch 159/500
225/225 [==============================] - 0s 742us/step - loss: 0.3473 - accuracy: 0.8586
Epoch 160/500
225/225 [==============================] - 0s 737us/step - loss: 0.3468 - accuracy: 0.8592
Epoch 161/500
225/225 [==============================] - 0s 750us/step - loss: 0.3464 - accuracy: 0.8571
Epoch 162/500
225/225 [==============================] - 0s 780us/step - loss: 0.3461 - accuracy: 0.8579
Epoch 163/500
225/225 [==============================] - 0s 737us/step - loss: 0.3457 - accuracy: 0.8586
Epoch 164/500
225/225 [==============================] - 0s 740us/step - loss: 0.3457 - accuracy: 0.8578
Epoch 165/500
225/225 [==============================] - 0s 747us/step - loss: 0.3450 - accuracy: 0.8564
Epoch 166/500
225/225 [==============================] - 0s 740us/step - loss: 0.3447 - accuracy: 0.8590
Epoch 167/500
225/225 [==============================] - 0s 755us/step - loss: 0.3444 - accuracy: 0.8581
Epoch 168/500
225/225 [==============================] - 0s 770us/step - loss: 0.3440 - accuracy: 0.8578
Epoch 169/500
225/225 [==============================] - 0s 756us/step - loss: 0.3434 - accuracy: 0.8587
Epoch 170/500
225/225 [==============================] - 0s 743us/step - loss: 0.3430 - accuracy: 0.8601
Epoch 171/500
225/225 [==============================] - 0s 746us/step - loss: 0.3433 - accuracy: 0.8590
Epoch 172/500
225/225 [==============================] - 0s 742us/step - loss: 0.3422 - accuracy: 0.8592
Epoch 173/500
225/225 [==============================] - 0s 751us/step - loss: 0.3424 - accuracy: 0.8611
Epoch 174/500
225/225 [==============================] - 0s 775us/step - loss: 0.3417 - accuracy: 0.8592
Epoch 175/500
225/225 [==============================] - 0s 753us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 176/500
225/225 [==============================] - 0s 729us/step - loss: 0.3407 - accuracy: 0.8592
Epoch 177/500
225/225 [==============================] - 0s 746us/step - loss: 0.3413 - accuracy: 0.8601
Epoch 178/500
225/225 [==============================] - 0s 755us/step - loss: 0.3402 - accuracy: 0.8600
Epoch 179/500
225/225 [==============================] - 0s 783us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 180/500
225/225 [==============================] - 0s 747us/step - loss: 0.3399 - accuracy: 0.8582
Epoch 181/500
225/225 [==============================] - 0s 761us/step - loss: 0.3399 - accuracy: 0.8624
Epoch 182/500
225/225 [==============================] - 0s 755us/step - loss: 0.3395 - accuracy: 0.8612
Epoch 183/500
225/225 [==============================] - 0s 770us/step - loss: 0.3392 - accuracy: 0.8590
Epoch 184/500
225/225 [==============================] - 0s 788us/step - loss: 0.3392 - accuracy: 0.8617
Epoch 185/500
225/225 [==============================] - 0s 732us/step - loss: 0.3386 - accuracy: 0.8618
Epoch 186/500
225/225 [==============================] - 0s 744us/step - loss: 0.3384 - accuracy: 0.8614
Epoch 187/500
225/225 [==============================] - 0s 751us/step - loss: 0.3389 - accuracy: 0.8614
Epoch 188/500
225/225 [==============================] - 0s 733us/step - loss: 0.3388 - accuracy: 0.8603
Epoch 189/500
225/225 [==============================] - 0s 779us/step - loss: 0.3383 - accuracy: 0.8624
Epoch 190/500
225/225 [==============================] - 0s 762us/step - loss: 0.3384 - accuracy: 0.8622
Epoch 191/500
225/225 [==============================] - 0s 763us/step - loss: 0.3377 - accuracy: 0.8636
Epoch 192/500
225/225 [==============================] - 0s 730us/step - loss: 0.3381 - accuracy: 0.8615
Epoch 193/500
225/225 [==============================] - 0s 765us/step - loss: 0.3377 - accuracy: 0.8617
Epoch 194/500
225/225 [==============================] - 0s 745us/step - loss: 0.3377 - accuracy: 0.8618
Epoch 195/500
225/225 [==============================] - 0s 733us/step - loss: 0.3377 - accuracy: 0.8622
Epoch 196/500
225/225 [==============================] - 0s 759us/step - loss: 0.3374 - accuracy: 0.8597
Epoch 197/500
225/225 [==============================] - 0s 771us/step - loss: 0.3374 - accuracy: 0.8601
Epoch 198/500
225/225 [==============================] - 0s 779us/step - loss: 0.3374 - accuracy: 0.8635
Epoch 199/500
225/225 [==============================] - 0s 755us/step - loss: 0.3377 - accuracy: 0.8608
Epoch 200/500
225/225 [==============================] - 0s 749us/step - loss: 0.3372 - accuracy: 0.8622
Epoch 201/500
225/225 [==============================] - 0s 746us/step - loss: 0.3372 - accuracy: 0.8625
Epoch 202/500
225/225 [==============================] - 0s 765us/step - loss: 0.3371 - accuracy: 0.8614
Epoch 203/500
225/225 [==============================] - 0s 773us/step - loss: 0.3370 - accuracy: 0.8642
Epoch 204/500
225/225 [==============================] - 0s 748us/step - loss: 0.3371 - accuracy: 0.8615
Epoch 205/500
225/225 [==============================] - 0s 733us/step - loss: 0.3370 - accuracy: 0.8603
Epoch 206/500
225/225 [==============================] - 0s 742us/step - loss: 0.3370 - accuracy: 0.8618
Epoch 207/500
225/225 [==============================] - 0s 770us/step - loss: 0.3373 - accuracy: 0.8625
Epoch 208/500
225/225 [==============================] - 0s 733us/step - loss: 0.3368 - accuracy: 0.8629
Epoch 209/500
225/225 [==============================] - 0s 772us/step - loss: 0.3366 - accuracy: 0.8631
Epoch 210/500
225/225 [==============================] - 0s 763us/step - loss: 0.3370 - accuracy: 0.8636
Epoch 211/500
225/225 [==============================] - 0s 732us/step - loss: 0.3363 - accuracy: 0.8639
Epoch 212/500
225/225 [==============================] - 0s 750us/step - loss: 0.3367 - accuracy: 0.8633
Epoch 213/500
225/225 [==============================] - 0s 776us/step - loss: 0.3369 - accuracy: 0.8619
Epoch 214/500
225/225 [==============================] - 0s 729us/step - loss: 0.3366 - accuracy: 0.8649
Epoch 215/500
225/225 [==============================] - 0s 740us/step - loss: 0.3366 - accuracy: 0.8622
Epoch 216/500
225/225 [==============================] - 0s 747us/step - loss: 0.3369 - accuracy: 0.8622
Epoch 217/500
225/225 [==============================] - 0s 736us/step - loss: 0.3369 - accuracy: 0.8615
Epoch 218/500
225/225 [==============================] - 0s 769us/step - loss: 0.3367 - accuracy: 0.8615
Epoch 219/500
225/225 [==============================] - 0s 2ms/step - loss: 0.3362 - accuracy: 0.8636
Epoch 220/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3368 - accuracy: 0.8647
Epoch 221/500
225/225 [==============================] - 0s 732us/step - loss: 0.3368 - accuracy: 0.8622
Epoch 222/500
225/225 [==============================] - 0s 725us/step - loss: 0.3363 - accuracy: 0.8631
Epoch 223/500
225/225 [==============================] - 0s 957us/step - loss: 0.3365 - accuracy: 0.8635
Epoch 224/500
225/225 [==============================] - 0s 871us/step - loss: 0.3368 - accuracy: 0.8639
Epoch 225/500
225/225 [==============================] - 0s 876us/step - loss: 0.3363 - accuracy: 0.8646
Epoch 226/500
225/225 [==============================] - 0s 799us/step - loss: 0.3368 - accuracy: 0.8614
Epoch 227/500
225/225 [==============================] - 0s 835us/step - loss: 0.3361 - accuracy: 0.8649
Epoch 228/500
225/225 [==============================] - 0s 800us/step - loss: 0.3364 - accuracy: 0.8637
Epoch 229/500
225/225 [==============================] - 0s 813us/step - loss: 0.3366 - accuracy: 0.8640
Epoch 230/500
225/225 [==============================] - 0s 816us/step - loss: 0.3363 - accuracy: 0.8606
Epoch 231/500
225/225 [==============================] - 0s 797us/step - loss: 0.3366 - accuracy: 0.8635
Epoch 232/500
225/225 [==============================] - 0s 746us/step - loss: 0.3368 - accuracy: 0.8637
Epoch 233/500
225/225 [==============================] - 0s 715us/step - loss: 0.3362 - accuracy: 0.8633
Epoch 234/500
225/225 [==============================] - 0s 776us/step - loss: 0.3360 - accuracy: 0.8640
Epoch 235/500
225/225 [==============================] - 0s 811us/step - loss: 0.3365 - accuracy: 0.8636
Epoch 236/500
225/225 [==============================] - 0s 794us/step - loss: 0.3365 - accuracy: 0.8644
Epoch 237/500
225/225 [==============================] - 0s 758us/step - loss: 0.3358 - accuracy: 0.8635
Epoch 238/500
225/225 [==============================] - 0s 737us/step - loss: 0.3364 - accuracy: 0.8621
Epoch 239/500
225/225 [==============================] - 0s 787us/step - loss: 0.3366 - accuracy: 0.8649
Epoch 240/500
225/225 [==============================] - 0s 726us/step - loss: 0.3363 - accuracy: 0.8625
Epoch 241/500
225/225 [==============================] - 0s 726us/step - loss: 0.3364 - accuracy: 0.8628
Epoch 242/500
225/225 [==============================] - 0s 741us/step - loss: 0.3364 - accuracy: 0.8629
Epoch 243/500
225/225 [==============================] - 0s 719us/step - loss: 0.3360 - accuracy: 0.8640
Epoch 244/500
225/225 [==============================] - 0s 714us/step - loss: 0.3354 - accuracy: 0.8636
Epoch 245/500
225/225 [==============================] - 0s 869us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 246/500
225/225 [==============================] - 0s 746us/step - loss: 0.3365 - accuracy: 0.8649
Epoch 247/500
225/225 [==============================] - 0s 766us/step - loss: 0.3359 - accuracy: 0.8636
Epoch 248/500
225/225 [==============================] - 0s 779us/step - loss: 0.3364 - accuracy: 0.8635
Epoch 249/500
225/225 [==============================] - 0s 772us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 250/500
225/225 [==============================] - 0s 814us/step - loss: 0.3365 - accuracy: 0.8642
Epoch 251/500
225/225 [==============================] - 0s 768us/step - loss: 0.3359 - accuracy: 0.8642
Epoch 252/500
225/225 [==============================] - 0s 757us/step - loss: 0.3359 - accuracy: 0.8633
Epoch 253/500
225/225 [==============================] - 0s 823us/step - loss: 0.3361 - accuracy: 0.8610
Epoch 254/500
225/225 [==============================] - 0s 848us/step - loss: 0.3363 - accuracy: 0.8640
Epoch 255/500
225/225 [==============================] - 0s 970us/step - loss: 0.3362 - accuracy: 0.8647
Epoch 256/500
225/225 [==============================] - 0s 924us/step - loss: 0.3361 - accuracy: 0.8635
Epoch 257/500
225/225 [==============================] - 0s 867us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 258/500
225/225 [==============================] - 0s 794us/step - loss: 0.3359 - accuracy: 0.8640
Epoch 259/500
225/225 [==============================] - 0s 809us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 260/500
225/225 [==============================] - 0s 801us/step - loss: 0.3359 - accuracy: 0.8612
Epoch 261/500
225/225 [==============================] - 0s 882us/step - loss: 0.3362 - accuracy: 0.8635
Epoch 262/500
225/225 [==============================] - 0s 796us/step - loss: 0.3356 - accuracy: 0.8654
Epoch 263/500
225/225 [==============================] - 0s 745us/step - loss: 0.3363 - accuracy: 0.8635
Epoch 264/500
225/225 [==============================] - 0s 781us/step - loss: 0.3360 - accuracy: 0.8635
Epoch 265/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3357 - accuracy: 0.8625
Epoch 266/500
225/225 [==============================] - 0s 849us/step - loss: 0.3362 - accuracy: 0.8653
Epoch 267/500
225/225 [==============================] - 0s 741us/step - loss: 0.3361 - accuracy: 0.8633
Epoch 268/500
225/225 [==============================] - 0s 771us/step - loss: 0.3362 - accuracy: 0.8642
Epoch 269/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3357 - accuracy: 0.8636
Epoch 270/500
225/225 [==============================] - 0s 763us/step - loss: 0.3363 - accuracy: 0.8640
Epoch 271/500
225/225 [==============================] - 0s 745us/step - loss: 0.3356 - accuracy: 0.8643
Epoch 272/500
225/225 [==============================] - 0s 805us/step - loss: 0.3360 - accuracy: 0.8633
Epoch 273/500
225/225 [==============================] - 0s 749us/step - loss: 0.3356 - accuracy: 0.8626
Epoch 274/500
225/225 [==============================] - 0s 746us/step - loss: 0.3360 - accuracy: 0.8665
Epoch 275/500
225/225 [==============================] - 0s 736us/step - loss: 0.3356 - accuracy: 0.8639
Epoch 276/500
225/225 [==============================] - 0s 750us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 277/500
225/225 [==============================] - 0s 794us/step - loss: 0.3361 - accuracy: 0.8628
Epoch 278/500
225/225 [==============================] - 0s 741us/step - loss: 0.3359 - accuracy: 0.8640
Epoch 279/500
225/225 [==============================] - 0s 812us/step - loss: 0.3357 - accuracy: 0.8649
Epoch 280/500
225/225 [==============================] - 0s 872us/step - loss: 0.3356 - accuracy: 0.8637
Epoch 281/500
225/225 [==============================] - 0s 829us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 282/500
225/225 [==============================] - 0s 840us/step - loss: 0.3362 - accuracy: 0.8657
Epoch 283/500
225/225 [==============================] - 0s 860us/step - loss: 0.3360 - accuracy: 0.8642
Epoch 284/500
225/225 [==============================] - 0s 795us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 285/500
225/225 [==============================] - 0s 750us/step - loss: 0.3357 - accuracy: 0.8643
Epoch 286/500
225/225 [==============================] - 0s 748us/step - loss: 0.3359 - accuracy: 0.8625
Epoch 287/500
225/225 [==============================] - 0s 747us/step - loss: 0.3361 - accuracy: 0.8640
Epoch 288/500
225/225 [==============================] - 0s 773us/step - loss: 0.3363 - accuracy: 0.8637
Epoch 289/500
225/225 [==============================] - 0s 768us/step - loss: 0.3355 - accuracy: 0.8651
Epoch 290/500
225/225 [==============================] - 0s 740us/step - loss: 0.3356 - accuracy: 0.8626
Epoch 291/500
225/225 [==============================] - 0s 745us/step - loss: 0.3356 - accuracy: 0.8636
Epoch 292/500
225/225 [==============================] - 0s 746us/step - loss: 0.3360 - accuracy: 0.8612
Epoch 293/500
225/225 [==============================] - 0s 739us/step - loss: 0.3360 - accuracy: 0.8654
Epoch 294/500
225/225 [==============================] - 0s 764us/step - loss: 0.3356 - accuracy: 0.8644
Epoch 295/500
225/225 [==============================] - 0s 764us/step - loss: 0.3357 - accuracy: 0.8633
Epoch 296/500
225/225 [==============================] - 0s 733us/step - loss: 0.3358 - accuracy: 0.8639
Epoch 297/500
225/225 [==============================] - 0s 747us/step - loss: 0.3354 - accuracy: 0.8640
Epoch 298/500
225/225 [==============================] - 0s 753us/step - loss: 0.3353 - accuracy: 0.8644
Epoch 299/500
225/225 [==============================] - 0s 735us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 300/500
225/225 [==============================] - 0s 779us/step - loss: 0.3358 - accuracy: 0.8628
Epoch 301/500
225/225 [==============================] - 0s 753us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 302/500
225/225 [==============================] - 0s 730us/step - loss: 0.3353 - accuracy: 0.8640
Epoch 303/500
225/225 [==============================] - 0s 753us/step - loss: 0.3359 - accuracy: 0.8629
Epoch 304/500
225/225 [==============================] - 0s 765us/step - loss: 0.3360 - accuracy: 0.8646
Epoch 305/500
225/225 [==============================] - 0s 755us/step - loss: 0.3358 - accuracy: 0.8636
Epoch 306/500
225/225 [==============================] - 0s 797us/step - loss: 0.3352 - accuracy: 0.8644
Epoch 307/500
225/225 [==============================] - 0s 754us/step - loss: 0.3360 - accuracy: 0.8633
Epoch 308/500
225/225 [==============================] - 0s 840us/step - loss: 0.3357 - accuracy: 0.8640
Epoch 309/500
225/225 [==============================] - 0s 829us/step - loss: 0.3358 - accuracy: 0.8650
Epoch 310/500
225/225 [==============================] - 0s 876us/step - loss: 0.3358 - accuracy: 0.8631
Epoch 311/500
225/225 [==============================] - 0s 838us/step - loss: 0.3358 - accuracy: 0.8629
Epoch 312/500
225/225 [==============================] - 0s 833us/step - loss: 0.3356 - accuracy: 0.8646
Epoch 313/500
225/225 [==============================] - 0s 751us/step - loss: 0.3354 - accuracy: 0.8631
Epoch 314/500
225/225 [==============================] - 0s 747us/step - loss: 0.3355 - accuracy: 0.8643
Epoch 315/500
225/225 [==============================] - 0s 758us/step - loss: 0.3352 - accuracy: 0.8642
Epoch 316/500
225/225 [==============================] - 0s 829us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 317/500
225/225 [==============================] - 0s 739us/step - loss: 0.3358 - accuracy: 0.8658
Epoch 318/500
225/225 [==============================] - 0s 772us/step - loss: 0.3359 - accuracy: 0.8656
Epoch 319/500
225/225 [==============================] - 0s 753us/step - loss: 0.3352 - accuracy: 0.8647
Epoch 320/500
225/225 [==============================] - 0s 740us/step - loss: 0.3353 - accuracy: 0.8631
Epoch 321/500
225/225 [==============================] - 0s 749us/step - loss: 0.3360 - accuracy: 0.8640
Epoch 322/500
225/225 [==============================] - 0s 754us/step - loss: 0.3357 - accuracy: 0.8647
Epoch 323/500
225/225 [==============================] - 0s 753us/step - loss: 0.3358 - accuracy: 0.8651
Epoch 324/500
225/225 [==============================] - 0s 753us/step - loss: 0.3356 - accuracy: 0.8653
Epoch 325/500
225/225 [==============================] - 0s 745us/step - loss: 0.3357 - accuracy: 0.8637
Epoch 326/500
225/225 [==============================] - 0s 739us/step - loss: 0.3354 - accuracy: 0.8649
Epoch 327/500
225/225 [==============================] - 0s 749us/step - loss: 0.3353 - accuracy: 0.8644
Epoch 328/500
225/225 [==============================] - 0s 795us/step - loss: 0.3354 - accuracy: 0.8644
Epoch 329/500
225/225 [==============================] - 0s 743us/step - loss: 0.3354 - accuracy: 0.8631
Epoch 330/500
225/225 [==============================] - 0s 747us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 331/500
225/225 [==============================] - 0s 745us/step - loss: 0.3354 - accuracy: 0.8649
Epoch 332/500
225/225 [==============================] - 0s 742us/step - loss: 0.3353 - accuracy: 0.8640
Epoch 333/500
225/225 [==============================] - 0s 754us/step - loss: 0.3350 - accuracy: 0.8637
Epoch 334/500
225/225 [==============================] - 0s 788us/step - loss: 0.3348 - accuracy: 0.8636
Epoch 335/500
225/225 [==============================] - 0s 760us/step - loss: 0.3349 - accuracy: 0.8643
Epoch 336/500
225/225 [==============================] - 0s 757us/step - loss: 0.3343 - accuracy: 0.8642
Epoch 337/500
225/225 [==============================] - 0s 752us/step - loss: 0.3345 - accuracy: 0.8628
Epoch 338/500
225/225 [==============================] - 0s 754us/step - loss: 0.3348 - accuracy: 0.8636
Epoch 339/500
225/225 [==============================] - 0s 735us/step - loss: 0.3347 - accuracy: 0.8653
Epoch 340/500
225/225 [==============================] - 0s 795us/step - loss: 0.3345 - accuracy: 0.8646
Epoch 341/500
225/225 [==============================] - 0s 758us/step - loss: 0.3343 - accuracy: 0.8649
Epoch 342/500
225/225 [==============================] - 0s 742us/step - loss: 0.3342 - accuracy: 0.8651
Epoch 343/500
225/225 [==============================] - 0s 745us/step - loss: 0.3339 - accuracy: 0.8661
Epoch 344/500
225/225 [==============================] - 0s 750us/step - loss: 0.3339 - accuracy: 0.8642
Epoch 345/500
225/225 [==============================] - 0s 734us/step - loss: 0.3333 - accuracy: 0.8650
Epoch 346/500
225/225 [==============================] - 0s 783us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 347/500
225/225 [==============================] - 0s 772us/step - loss: 0.3332 - accuracy: 0.8644
Epoch 348/500
225/225 [==============================] - 0s 734us/step - loss: 0.3335 - accuracy: 0.8653
Epoch 349/500
225/225 [==============================] - 0s 751us/step - loss: 0.3335 - accuracy: 0.8636
Epoch 350/500
225/225 [==============================] - 0s 761us/step - loss: 0.3334 - accuracy: 0.8643
Epoch 351/500
225/225 [==============================] - 0s 746us/step - loss: 0.3333 - accuracy: 0.8656
Epoch 352/500
225/225 [==============================] - 0s 755us/step - loss: 0.3328 - accuracy: 0.8647
Epoch 353/500
225/225 [==============================] - 0s 756us/step - loss: 0.3336 - accuracy: 0.8644
Epoch 354/500
225/225 [==============================] - 0s 744us/step - loss: 0.3328 - accuracy: 0.8640
Epoch 355/500
225/225 [==============================] - 0s 733us/step - loss: 0.3331 - accuracy: 0.8653
Epoch 356/500
225/225 [==============================] - 0s 756us/step - loss: 0.3330 - accuracy: 0.8660
Epoch 357/500
225/225 [==============================] - 0s 744us/step - loss: 0.3326 - accuracy: 0.8635
Epoch 358/500
225/225 [==============================] - 0s 777us/step - loss: 0.3328 - accuracy: 0.8664
Epoch 359/500
225/225 [==============================] - 0s 754us/step - loss: 0.3331 - accuracy: 0.8643
Epoch 360/500
225/225 [==============================] - 0s 746us/step - loss: 0.3329 - accuracy: 0.8661
Epoch 361/500
225/225 [==============================] - 0s 733us/step - loss: 0.3329 - accuracy: 0.8642
Epoch 362/500
225/225 [==============================] - 0s 760us/step - loss: 0.3325 - accuracy: 0.8647
Epoch 363/500
225/225 [==============================] - 0s 802us/step - loss: 0.3328 - accuracy: 0.8653
Epoch 364/500
225/225 [==============================] - 0s 734us/step - loss: 0.3325 - accuracy: 0.8653
Epoch 365/500
225/225 [==============================] - 0s 753us/step - loss: 0.3323 - accuracy: 0.8656
Epoch 366/500
225/225 [==============================] - 0s 748us/step - loss: 0.3327 - accuracy: 0.8660
Epoch 367/500
225/225 [==============================] - 0s 736us/step - loss: 0.3327 - accuracy: 0.8664
Epoch 368/500
225/225 [==============================] - 0s 769us/step - loss: 0.3328 - accuracy: 0.8654
Epoch 369/500
225/225 [==============================] - 0s 754us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 370/500
225/225 [==============================] - 0s 772us/step - loss: 0.3321 - accuracy: 0.8635
Epoch 371/500
225/225 [==============================] - 0s 764us/step - loss: 0.3323 - accuracy: 0.8644
Epoch 372/500
225/225 [==============================] - 0s 747us/step - loss: 0.3321 - accuracy: 0.8653
Epoch 373/500
225/225 [==============================] - 0s 757us/step - loss: 0.3327 - accuracy: 0.8664
Epoch 374/500
225/225 [==============================] - 0s 735us/step - loss: 0.3322 - accuracy: 0.8650
Epoch 375/500
225/225 [==============================] - 0s 885us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 376/500
225/225 [==============================] - 0s 757us/step - loss: 0.3323 - accuracy: 0.8644
Epoch 377/500
225/225 [==============================] - 0s 739us/step - loss: 0.3323 - accuracy: 0.8654
Epoch 378/500
225/225 [==============================] - 0s 747us/step - loss: 0.3321 - accuracy: 0.8644
Epoch 379/500
225/225 [==============================] - 0s 761us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 380/500
225/225 [==============================] - 0s 741us/step - loss: 0.3324 - accuracy: 0.8653
Epoch 381/500
225/225 [==============================] - 0s 766us/step - loss: 0.3320 - accuracy: 0.8657
Epoch 382/500
225/225 [==============================] - 0s 737us/step - loss: 0.3324 - accuracy: 0.8664
Epoch 383/500
225/225 [==============================] - 0s 774us/step - loss: 0.3322 - accuracy: 0.8660
Epoch 384/500
225/225 [==============================] - 0s 807us/step - loss: 0.3322 - accuracy: 0.8654
Epoch 385/500
225/225 [==============================] - 0s 749us/step - loss: 0.3319 - accuracy: 0.8650
Epoch 386/500
225/225 [==============================] - 0s 752us/step - loss: 0.3322 - accuracy: 0.8674
Epoch 387/500
225/225 [==============================] - 0s 783us/step - loss: 0.3323 - accuracy: 0.8658
Epoch 388/500
225/225 [==============================] - 0s 789us/step - loss: 0.3318 - accuracy: 0.8654
Epoch 389/500
225/225 [==============================] - 0s 748us/step - loss: 0.3321 - accuracy: 0.8646
Epoch 390/500
225/225 [==============================] - 0s 733us/step - loss: 0.3314 - accuracy: 0.8647
Epoch 391/500
225/225 [==============================] - 0s 762us/step - loss: 0.3315 - accuracy: 0.8654
Epoch 392/500
225/225 [==============================] - 0s 765us/step - loss: 0.3322 - accuracy: 0.8664
Epoch 393/500
225/225 [==============================] - 0s 737us/step - loss: 0.3319 - accuracy: 0.8649
Epoch 394/500
225/225 [==============================] - 0s 786us/step - loss: 0.3319 - accuracy: 0.8653
Epoch 395/500
225/225 [==============================] - 0s 760us/step - loss: 0.3318 - accuracy: 0.8661
Epoch 396/500
225/225 [==============================] - 0s 738us/step - loss: 0.3318 - accuracy: 0.8649
Epoch 397/500
225/225 [==============================] - 0s 763us/step - loss: 0.3319 - accuracy: 0.8661
Epoch 398/500
225/225 [==============================] - 0s 786us/step - loss: 0.3317 - accuracy: 0.8658
Epoch 399/500
225/225 [==============================] - 0s 763us/step - loss: 0.3318 - accuracy: 0.8664
Epoch 400/500
225/225 [==============================] - 0s 739us/step - loss: 0.3320 - accuracy: 0.8646
Epoch 401/500
225/225 [==============================] - 0s 754us/step - loss: 0.3313 - accuracy: 0.8654
Epoch 402/500
225/225 [==============================] - 0s 754us/step - loss: 0.3314 - accuracy: 0.8654
Epoch 403/500
225/225 [==============================] - 0s 729us/step - loss: 0.3316 - accuracy: 0.8653
Epoch 404/500
225/225 [==============================] - 0s 787us/step - loss: 0.3312 - accuracy: 0.8646
Epoch 405/500
225/225 [==============================] - 0s 754us/step - loss: 0.3315 - accuracy: 0.8656
Epoch 406/500
225/225 [==============================] - 0s 780us/step - loss: 0.3316 - accuracy: 0.8657
Epoch 407/500
225/225 [==============================] - 0s 749us/step - loss: 0.3315 - accuracy: 0.8651
Epoch 408/500
225/225 [==============================] - 0s 757us/step - loss: 0.3319 - accuracy: 0.8662
Epoch 409/500
225/225 [==============================] - 0s 756us/step - loss: 0.3313 - accuracy: 0.8658
Epoch 410/500
225/225 [==============================] - 0s 757us/step - loss: 0.3315 - accuracy: 0.8649
Epoch 411/500
225/225 [==============================] - 0s 757us/step - loss: 0.3315 - accuracy: 0.8671
Epoch 412/500
225/225 [==============================] - 0s 730us/step - loss: 0.3315 - accuracy: 0.8658
Epoch 413/500
225/225 [==============================] - 0s 744us/step - loss: 0.3311 - accuracy: 0.8665
Epoch 414/500
225/225 [==============================] - 0s 762us/step - loss: 0.3312 - accuracy: 0.8661
Epoch 415/500
225/225 [==============================] - 0s 783us/step - loss: 0.3311 - accuracy: 0.8647
Epoch 416/500
225/225 [==============================] - 0s 737us/step - loss: 0.3314 - accuracy: 0.8665
Epoch 417/500
225/225 [==============================] - 0s 756us/step - loss: 0.3314 - accuracy: 0.8653
Epoch 418/500
225/225 [==============================] - 0s 748us/step - loss: 0.3311 - accuracy: 0.8656
Epoch 419/500
225/225 [==============================] - 0s 731us/step - loss: 0.3317 - accuracy: 0.8653
Epoch 420/500
225/225 [==============================] - 0s 761us/step - loss: 0.3313 - accuracy: 0.8647
Epoch 421/500
225/225 [==============================] - 0s 770us/step - loss: 0.3315 - accuracy: 0.8654
Epoch 422/500
225/225 [==============================] - 0s 736us/step - loss: 0.3311 - accuracy: 0.8656
Epoch 423/500
225/225 [==============================] - 0s 755us/step - loss: 0.3316 - accuracy: 0.8664
Epoch 424/500
225/225 [==============================] - 0s 756us/step - loss: 0.3310 - accuracy: 0.8658
Epoch 425/500
225/225 [==============================] - 0s 731us/step - loss: 0.3313 - accuracy: 0.8642
Epoch 426/500
225/225 [==============================] - 0s 753us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 427/500
225/225 [==============================] - 0s 800us/step - loss: 0.3314 - accuracy: 0.8661
Epoch 428/500
225/225 [==============================] - 0s 758us/step - loss: 0.3313 - accuracy: 0.8651
Epoch 429/500
225/225 [==============================] - 0s 750us/step - loss: 0.3311 - accuracy: 0.8651
Epoch 430/500
225/225 [==============================] - 0s 749us/step - loss: 0.3313 - accuracy: 0.8657
Epoch 431/500
225/225 [==============================] - 0s 752us/step - loss: 0.3309 - accuracy: 0.8661
Epoch 432/500
225/225 [==============================] - 0s 744us/step - loss: 0.3314 - accuracy: 0.8644
Epoch 433/500
225/225 [==============================] - 0s 782us/step - loss: 0.3312 - accuracy: 0.8640
Epoch 434/500
225/225 [==============================] - 0s 749us/step - loss: 0.3313 - accuracy: 0.8649
Epoch 435/500
225/225 [==============================] - 0s 741us/step - loss: 0.3311 - accuracy: 0.8654
Epoch 436/500
225/225 [==============================] - 0s 742us/step - loss: 0.3309 - accuracy: 0.8654
Epoch 437/500
225/225 [==============================] - 0s 758us/step - loss: 0.3310 - accuracy: 0.8672
Epoch 438/500
225/225 [==============================] - 0s 742us/step - loss: 0.3311 - accuracy: 0.8653
Epoch 439/500
225/225 [==============================] - 0s 793us/step - loss: 0.3309 - accuracy: 0.8650
Epoch 440/500
225/225 [==============================] - 0s 748us/step - loss: 0.3308 - accuracy: 0.8647
Epoch 441/500
225/225 [==============================] - 0s 739us/step - loss: 0.3308 - accuracy: 0.8643
Epoch 442/500
225/225 [==============================] - 0s 749us/step - loss: 0.3307 - accuracy: 0.8654
Epoch 443/500
225/225 [==============================] - 0s 895us/step - loss: 0.3310 - accuracy: 0.8660
Epoch 444/500
225/225 [==============================] - 0s 768us/step - loss: 0.3314 - accuracy: 0.8651
Epoch 445/500
225/225 [==============================] - 0s 747us/step - loss: 0.3311 - accuracy: 0.8656
Epoch 446/500
225/225 [==============================] - 0s 763us/step - loss: 0.3308 - accuracy: 0.8668
Epoch 447/500
225/225 [==============================] - 0s 748us/step - loss: 0.3309 - accuracy: 0.8658
Epoch 448/500
225/225 [==============================] - 0s 769us/step - loss: 0.3311 - accuracy: 0.8671
Epoch 449/500
225/225 [==============================] - 0s 755us/step - loss: 0.3307 - accuracy: 0.8664
Epoch 450/500
225/225 [==============================] - 0s 751us/step - loss: 0.3310 - accuracy: 0.8658
Epoch 451/500
225/225 [==============================] - 0s 739us/step - loss: 0.3307 - accuracy: 0.8657
Epoch 452/500
225/225 [==============================] - 0s 769us/step - loss: 0.3307 - accuracy: 0.8665
Epoch 453/500
225/225 [==============================] - 0s 753us/step - loss: 0.3306 - accuracy: 0.8650
Epoch 454/500
225/225 [==============================] - 0s 736us/step - loss: 0.3305 - accuracy: 0.8647
Epoch 455/500
225/225 [==============================] - 0s 758us/step - loss: 0.3309 - accuracy: 0.8654
Epoch 456/500
225/225 [==============================] - 0s 751us/step - loss: 0.3309 - accuracy: 0.8660
Epoch 457/500
225/225 [==============================] - 0s 787us/step - loss: 0.3309 - accuracy: 0.8671
Epoch 458/500
225/225 [==============================] - 0s 737us/step - loss: 0.3302 - accuracy: 0.8686
Epoch 459/500
225/225 [==============================] - 0s 755us/step - loss: 0.3308 - accuracy: 0.8657
Epoch 460/500
225/225 [==============================] - 0s 745us/step - loss: 0.3302 - accuracy: 0.8644
Epoch 461/500
225/225 [==============================] - 0s 756us/step - loss: 0.3309 - accuracy: 0.8667
Epoch 462/500
225/225 [==============================] - 0s 751us/step - loss: 0.3307 - accuracy: 0.8658
Epoch 463/500
225/225 [==============================] - 0s 749us/step - loss: 0.3305 - accuracy: 0.8657
Epoch 464/500
225/225 [==============================] - 0s 747us/step - loss: 0.3304 - accuracy: 0.8686
Epoch 465/500
225/225 [==============================] - 0s 754us/step - loss: 0.3305 - accuracy: 0.8674
Epoch 466/500
225/225 [==============================] - 0s 752us/step - loss: 0.3301 - accuracy: 0.8681
Epoch 467/500
225/225 [==============================] - 0s 784us/step - loss: 0.3310 - accuracy: 0.8649
Epoch 468/500
225/225 [==============================] - 0s 753us/step - loss: 0.3307 - accuracy: 0.8664
Epoch 469/500
225/225 [==============================] - 0s 746us/step - loss: 0.3303 - accuracy: 0.8662
Epoch 470/500
225/225 [==============================] - 0s 746us/step - loss: 0.3304 - accuracy: 0.8675
Epoch 471/500
225/225 [==============================] - 0s 752us/step - loss: 0.3305 - accuracy: 0.8651
Epoch 472/500
225/225 [==============================] - 0s 752us/step - loss: 0.3305 - accuracy: 0.8643
Epoch 473/500
225/225 [==============================] - 0s 815us/step - loss: 0.3308 - accuracy: 0.8657
Epoch 474/500
225/225 [==============================] - 0s 737us/step - loss: 0.3305 - accuracy: 0.8668
Epoch 475/500
225/225 [==============================] - 0s 747us/step - loss: 0.3308 - accuracy: 0.8653
Epoch 476/500
225/225 [==============================] - 0s 754us/step - loss: 0.3304 - accuracy: 0.8675
Epoch 477/500
225/225 [==============================] - 0s 742us/step - loss: 0.3303 - accuracy: 0.8653
Epoch 478/500
225/225 [==============================] - 0s 780us/step - loss: 0.3309 - accuracy: 0.8654
Epoch 479/500
225/225 [==============================] - 0s 799us/step - loss: 0.3306 - accuracy: 0.8665
Epoch 480/500
225/225 [==============================] - 0s 735us/step - loss: 0.3306 - accuracy: 0.8644
Epoch 481/500
225/225 [==============================] - 0s 766us/step - loss: 0.3302 - accuracy: 0.8667
Epoch 482/500
225/225 [==============================] - 0s 762us/step - loss: 0.3303 - accuracy: 0.8681
Epoch 483/500
225/225 [==============================] - 0s 732us/step - loss: 0.3307 - accuracy: 0.8669
Epoch 484/500
225/225 [==============================] - 0s 753us/step - loss: 0.3306 - accuracy: 0.8662
Epoch 485/500
225/225 [==============================] - 0s 787us/step - loss: 0.3308 - accuracy: 0.8662
Epoch 486/500
225/225 [==============================] - 0s 747us/step - loss: 0.3308 - accuracy: 0.8675
Epoch 487/500
225/225 [==============================] - 0s 732us/step - loss: 0.3302 - accuracy: 0.8668
Epoch 488/500
225/225 [==============================] - 0s 758us/step - loss: 0.3303 - accuracy: 0.8647
Epoch 489/500
225/225 [==============================] - 0s 748us/step - loss: 0.3304 - accuracy: 0.8661
Epoch 490/500
225/225 [==============================] - 0s 735us/step - loss: 0.3305 - accuracy: 0.8668
Epoch 491/500
225/225 [==============================] - 0s 772us/step - loss: 0.3308 - accuracy: 0.8664
Epoch 492/500
225/225 [==============================] - 0s 747us/step - loss: 0.3304 - accuracy: 0.8660
Epoch 493/500
225/225 [==============================] - 0s 734us/step - loss: 0.3304 - accuracy: 0.8671
Epoch 494/500
225/225 [==============================] - 0s 750us/step - loss: 0.3300 - accuracy: 0.8658
Epoch 495/500
225/225 [==============================] - 0s 747us/step - loss: 0.3304 - accuracy: 0.8676
Epoch 496/500
225/225 [==============================] - 0s 735us/step - loss: 0.3302 - accuracy: 0.8660
Epoch 497/500
225/225 [==============================] - 0s 807us/step - loss: 0.3303 - accuracy: 0.8653
Epoch 498/500
225/225 [==============================] - 0s 751us/step - loss: 0.3306 - accuracy: 0.8675
Epoch 499/500
225/225 [==============================] - 0s 741us/step - loss: 0.3300 - accuracy: 0.8660
Epoch 500/500
225/225 [==============================] - 0s 747us/step - loss: 0.3306 - accuracy: 0.8664
Epoch 1/500
225/225 [==============================] - 0s 768us/step - loss: 0.6220 - accuracy: 0.7960
Epoch 2/500
225/225 [==============================] - 0s 774us/step - loss: 0.5478 - accuracy: 0.7985
Epoch 3/500
225/225 [==============================] - 0s 790us/step - loss: 0.5211 - accuracy: 0.7985
Epoch 4/500
225/225 [==============================] - 0s 750us/step - loss: 0.5106 - accuracy: 0.7985
Epoch 5/500
225/225 [==============================] - 0s 777us/step - loss: 0.5062 - accuracy: 0.7985
Epoch 6/500
225/225 [==============================] - 0s 793us/step - loss: 0.5042 - accuracy: 0.7985
Epoch 7/500
225/225 [==============================] - 0s 764us/step - loss: 0.5033 - accuracy: 0.7985
Epoch 8/500
225/225 [==============================] - 0s 772us/step - loss: 0.5029 - accuracy: 0.7985
Epoch 9/500
225/225 [==============================] - 0s 781us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 10/500
225/225 [==============================] - 0s 763us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 11/500
225/225 [==============================] - 0s 762us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 12/500
225/225 [==============================] - 0s 934us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 13/500
225/225 [==============================] - 0s 716us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 14/500
225/225 [==============================] - 0s 732us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 15/500
225/225 [==============================] - 0s 742us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 16/500
225/225 [==============================] - 0s 723us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 17/500
225/225 [==============================] - 0s 751us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 18/500
225/225 [==============================] - 0s 787us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 19/500
225/225 [==============================] - 0s 723us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 20/500
225/225 [==============================] - 0s 722us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 21/500
225/225 [==============================] - 0s 735us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 22/500
225/225 [==============================] - 0s 727us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 23/500
225/225 [==============================] - 0s 767us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 24/500
225/225 [==============================] - 0s 745us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 25/500
225/225 [==============================] - 0s 736us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 26/500
225/225 [==============================] - 0s 726us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 27/500
225/225 [==============================] - 0s 750us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 28/500
225/225 [==============================] - 0s 727us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 29/500
225/225 [==============================] - 0s 758us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 30/500
225/225 [==============================] - 0s 754us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 31/500
225/225 [==============================] - 0s 736us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 32/500
225/225 [==============================] - 0s 723us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 33/500
225/225 [==============================] - 0s 741us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 34/500
225/225 [==============================] - 0s 749us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 35/500
225/225 [==============================] - 0s 762us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 36/500
225/225 [==============================] - 0s 751us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 37/500
225/225 [==============================] - 0s 743us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 38/500
225/225 [==============================] - 0s 724us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 39/500
225/225 [==============================] - 0s 743us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 40/500
225/225 [==============================] - 0s 736us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 41/500
225/225 [==============================] - 0s 808us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 42/500
225/225 [==============================] - 0s 792us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 43/500
225/225 [==============================] - 0s 739us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 44/500
225/225 [==============================] - 0s 724us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 45/500
225/225 [==============================] - 0s 747us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 46/500
225/225 [==============================] - 0s 741us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 47/500
225/225 [==============================] - 0s 791us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 48/500
225/225 [==============================] - 0s 725us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 49/500
225/225 [==============================] - 0s 734us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 50/500
225/225 [==============================] - 0s 749us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 51/500
225/225 [==============================] - 0s 732us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 52/500
225/225 [==============================] - 0s 737us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 53/500
225/225 [==============================] - 0s 795us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 54/500
225/225 [==============================] - 0s 728us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 55/500
225/225 [==============================] - 0s 737us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 56/500
225/225 [==============================] - 0s 744us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 57/500
225/225 [==============================] - 0s 863us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 58/500
225/225 [==============================] - 0s 758us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 59/500
225/225 [==============================] - 0s 748us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 60/500
225/225 [==============================] - 0s 715us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 61/500
225/225 [==============================] - 0s 741us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 62/500
225/225 [==============================] - 0s 743us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 63/500
225/225 [==============================] - 0s 730us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 64/500
225/225 [==============================] - 0s 736us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 65/500
225/225 [==============================] - 0s 805us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 66/500
225/225 [==============================] - 0s 767us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 67/500
225/225 [==============================] - 0s 727us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 68/500
225/225 [==============================] - 0s 746us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 69/500
225/225 [==============================] - 0s 749us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 70/500
225/225 [==============================] - 0s 847us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 71/500
225/225 [==============================] - 0s 765us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 72/500
225/225 [==============================] - 0s 744us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 73/500
225/225 [==============================] - 0s 730us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 74/500
225/225 [==============================] - 0s 748us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 75/500
225/225 [==============================] - 0s 745us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 76/500
225/225 [==============================] - 0s 748us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 77/500
225/225 [==============================] - 0s 744us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 78/500
225/225 [==============================] - 0s 774us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 79/500
225/225 [==============================] - 0s 725us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 80/500
225/225 [==============================] - 0s 754us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 81/500
225/225 [==============================] - 0s 789us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 82/500
225/225 [==============================] - 0s 956us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 83/500
225/225 [==============================] - 0s 806us/step - loss: 0.5017 - accuracy: 0.7985
Epoch 84/500
225/225 [==============================] - 0s 793us/step - loss: 0.5015 - accuracy: 0.7985
Epoch 85/500
225/225 [==============================] - 0s 801us/step - loss: 0.5014 - accuracy: 0.7985
Epoch 86/500
225/225 [==============================] - 0s 802us/step - loss: 0.5012 - accuracy: 0.7985
Epoch 87/500
225/225 [==============================] - 0s 853us/step - loss: 0.5010 - accuracy: 0.7985
Epoch 88/500
225/225 [==============================] - 0s 832us/step - loss: 0.5008 - accuracy: 0.7985
Epoch 89/500
225/225 [==============================] - 0s 806us/step - loss: 0.5005 - accuracy: 0.7985
Epoch 90/500
225/225 [==============================] - 0s 810us/step - loss: 0.5002 - accuracy: 0.7985
Epoch 91/500
225/225 [==============================] - 0s 807us/step - loss: 0.4998 - accuracy: 0.7985
Epoch 92/500
225/225 [==============================] - 0s 823us/step - loss: 0.4993 - accuracy: 0.7985
Epoch 93/500
225/225 [==============================] - 0s 752us/step - loss: 0.4987 - accuracy: 0.7985
Epoch 94/500
225/225 [==============================] - 0s 746us/step - loss: 0.4979 - accuracy: 0.7985
Epoch 95/500
225/225 [==============================] - 0s 760us/step - loss: 0.4970 - accuracy: 0.7985
Epoch 96/500
225/225 [==============================] - 0s 778us/step - loss: 0.4957 - accuracy: 0.7985
Epoch 97/500
225/225 [==============================] - 0s 749us/step - loss: 0.4942 - accuracy: 0.7985
Epoch 98/500
225/225 [==============================] - 0s 727us/step - loss: 0.4921 - accuracy: 0.7985
Epoch 99/500
225/225 [==============================] - 0s 758us/step - loss: 0.4895 - accuracy: 0.7985
Epoch 100/500
225/225 [==============================] - 0s 745us/step - loss: 0.4861 - accuracy: 0.7985
Epoch 101/500
225/225 [==============================] - 0s 726us/step - loss: 0.4816 - accuracy: 0.7985
Epoch 102/500
225/225 [==============================] - 0s 759us/step - loss: 0.4760 - accuracy: 0.7985
Epoch 103/500
225/225 [==============================] - 0s 747us/step - loss: 0.4690 - accuracy: 0.7985
Epoch 104/500
225/225 [==============================] - 0s 751us/step - loss: 0.4612 - accuracy: 0.7985
Epoch 105/500
225/225 [==============================] - 0s 774us/step - loss: 0.4534 - accuracy: 0.7979
Epoch 106/500
225/225 [==============================] - 0s 749us/step - loss: 0.4466 - accuracy: 0.7971
Epoch 107/500
225/225 [==============================] - 0s 736us/step - loss: 0.4415 - accuracy: 0.7976
Epoch 108/500
225/225 [==============================] - 0s 760us/step - loss: 0.4379 - accuracy: 0.8001
Epoch 109/500
225/225 [==============================] - 0s 754us/step - loss: 0.4354 - accuracy: 0.8001
Epoch 110/500
225/225 [==============================] - 0s 755us/step - loss: 0.4335 - accuracy: 0.8012
Epoch 111/500
225/225 [==============================] - 0s 762us/step - loss: 0.4320 - accuracy: 0.8015
Epoch 112/500
225/225 [==============================] - 0s 747us/step - loss: 0.4307 - accuracy: 0.8046
Epoch 113/500
225/225 [==============================] - 0s 743us/step - loss: 0.4294 - accuracy: 0.8057
Epoch 114/500
225/225 [==============================] - 0s 737us/step - loss: 0.4281 - accuracy: 0.8053
Epoch 115/500
225/225 [==============================] - 0s 769us/step - loss: 0.4268 - accuracy: 0.8069
Epoch 116/500
225/225 [==============================] - 0s 772us/step - loss: 0.4254 - accuracy: 0.8076
Epoch 117/500
225/225 [==============================] - 0s 752us/step - loss: 0.4238 - accuracy: 0.8079
Epoch 118/500
225/225 [==============================] - 0s 745us/step - loss: 0.4220 - accuracy: 0.8097
Epoch 119/500
225/225 [==============================] - 0s 744us/step - loss: 0.4201 - accuracy: 0.8103
Epoch 120/500
225/225 [==============================] - 0s 755us/step - loss: 0.4178 - accuracy: 0.8117
Epoch 121/500
225/225 [==============================] - 0s 744us/step - loss: 0.4152 - accuracy: 0.8131
Epoch 122/500
225/225 [==============================] - 0s 748us/step - loss: 0.4123 - accuracy: 0.8161
Epoch 123/500
225/225 [==============================] - 0s 759us/step - loss: 0.4090 - accuracy: 0.8169
Epoch 124/500
225/225 [==============================] - 0s 753us/step - loss: 0.4052 - accuracy: 0.8197
Epoch 125/500
225/225 [==============================] - 0s 748us/step - loss: 0.4011 - accuracy: 0.8219
Epoch 126/500
225/225 [==============================] - 0s 741us/step - loss: 0.3964 - accuracy: 0.8263
Epoch 127/500
225/225 [==============================] - 0s 771us/step - loss: 0.3915 - accuracy: 0.8300
Epoch 128/500
225/225 [==============================] - 0s 760us/step - loss: 0.3867 - accuracy: 0.8339
Epoch 129/500
225/225 [==============================] - 0s 747us/step - loss: 0.3821 - accuracy: 0.8382
Epoch 130/500
225/225 [==============================] - 0s 731us/step - loss: 0.3776 - accuracy: 0.8425
Epoch 131/500
225/225 [==============================] - 0s 742us/step - loss: 0.3737 - accuracy: 0.8447
Epoch 132/500
225/225 [==============================] - 0s 756us/step - loss: 0.3700 - accuracy: 0.8469
Epoch 133/500
225/225 [==============================] - 0s 765us/step - loss: 0.3666 - accuracy: 0.8490
Epoch 134/500
225/225 [==============================] - 0s 746us/step - loss: 0.3638 - accuracy: 0.8497
Epoch 135/500
225/225 [==============================] - 0s 748us/step - loss: 0.3612 - accuracy: 0.8522
Epoch 136/500
225/225 [==============================] - 0s 730us/step - loss: 0.3589 - accuracy: 0.8532
Epoch 137/500
225/225 [==============================] - 0s 744us/step - loss: 0.3567 - accuracy: 0.8549
Epoch 138/500
225/225 [==============================] - 0s 757us/step - loss: 0.3550 - accuracy: 0.8558
Epoch 139/500
225/225 [==============================] - 0s 760us/step - loss: 0.3536 - accuracy: 0.8568
Epoch 140/500
225/225 [==============================] - 0s 756us/step - loss: 0.3524 - accuracy: 0.8575
Epoch 141/500
225/225 [==============================] - 0s 762us/step - loss: 0.3513 - accuracy: 0.8576
Epoch 142/500
225/225 [==============================] - 0s 776us/step - loss: 0.3506 - accuracy: 0.8590
Epoch 143/500
225/225 [==============================] - 0s 765us/step - loss: 0.3498 - accuracy: 0.8582
Epoch 144/500
225/225 [==============================] - 0s 849us/step - loss: 0.3490 - accuracy: 0.8583
Epoch 145/500
225/225 [==============================] - 0s 860us/step - loss: 0.3483 - accuracy: 0.8587
Epoch 146/500
225/225 [==============================] - 0s 740us/step - loss: 0.3478 - accuracy: 0.8589
Epoch 147/500
225/225 [==============================] - 0s 744us/step - loss: 0.3477 - accuracy: 0.8587
Epoch 148/500
225/225 [==============================] - 0s 752us/step - loss: 0.3471 - accuracy: 0.8589
Epoch 149/500
225/225 [==============================] - 0s 756us/step - loss: 0.3469 - accuracy: 0.8589
Epoch 150/500
225/225 [==============================] - 0s 752us/step - loss: 0.3464 - accuracy: 0.8569
Epoch 151/500
225/225 [==============================] - 0s 766us/step - loss: 0.3464 - accuracy: 0.8582
Epoch 152/500
225/225 [==============================] - 0s 741us/step - loss: 0.3461 - accuracy: 0.8596
Epoch 153/500
225/225 [==============================] - 0s 752us/step - loss: 0.3461 - accuracy: 0.8601
Epoch 154/500
225/225 [==============================] - 0s 752us/step - loss: 0.3459 - accuracy: 0.8589
Epoch 155/500
225/225 [==============================] - 0s 745us/step - loss: 0.3455 - accuracy: 0.8593
Epoch 156/500
225/225 [==============================] - 0s 775us/step - loss: 0.3451 - accuracy: 0.8593
Epoch 157/500
225/225 [==============================] - 0s 744us/step - loss: 0.3452 - accuracy: 0.8590
Epoch 158/500
225/225 [==============================] - 0s 780us/step - loss: 0.3451 - accuracy: 0.8599
Epoch 159/500
225/225 [==============================] - 0s 729us/step - loss: 0.3451 - accuracy: 0.8579
Epoch 160/500
225/225 [==============================] - 0s 737us/step - loss: 0.3449 - accuracy: 0.8599
Epoch 161/500
225/225 [==============================] - 0s 854us/step - loss: 0.3452 - accuracy: 0.8585
Epoch 162/500
225/225 [==============================] - 0s 760us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 163/500
225/225 [==============================] - 0s 743us/step - loss: 0.3443 - accuracy: 0.8604
Epoch 164/500
225/225 [==============================] - 0s 752us/step - loss: 0.3447 - accuracy: 0.8590
Epoch 165/500
225/225 [==============================] - 0s 733us/step - loss: 0.3447 - accuracy: 0.8582
Epoch 166/500
225/225 [==============================] - 0s 753us/step - loss: 0.3440 - accuracy: 0.8593
Epoch 167/500
225/225 [==============================] - 0s 751us/step - loss: 0.3443 - accuracy: 0.8597
Epoch 168/500
225/225 [==============================] - 0s 769us/step - loss: 0.3445 - accuracy: 0.8611
Epoch 169/500
225/225 [==============================] - 0s 757us/step - loss: 0.3438 - accuracy: 0.8583
Epoch 170/500
225/225 [==============================] - 0s 759us/step - loss: 0.3437 - accuracy: 0.8589
Epoch 171/500
225/225 [==============================] - 0s 729us/step - loss: 0.3442 - accuracy: 0.8610
Epoch 172/500
225/225 [==============================] - 0s 752us/step - loss: 0.3443 - accuracy: 0.8607
Epoch 173/500
225/225 [==============================] - 0s 772us/step - loss: 0.3439 - accuracy: 0.8603
Epoch 174/500
225/225 [==============================] - 0s 748us/step - loss: 0.3435 - accuracy: 0.8576
Epoch 175/500
225/225 [==============================] - 0s 745us/step - loss: 0.3438 - accuracy: 0.8590
Epoch 176/500
225/225 [==============================] - 0s 752us/step - loss: 0.3435 - accuracy: 0.8574
Epoch 177/500
225/225 [==============================] - 0s 729us/step - loss: 0.3435 - accuracy: 0.8596
Epoch 178/500
225/225 [==============================] - 0s 748us/step - loss: 0.3437 - accuracy: 0.8579
Epoch 179/500
225/225 [==============================] - 0s 763us/step - loss: 0.3435 - accuracy: 0.8575
Epoch 180/500
225/225 [==============================] - 0s 733us/step - loss: 0.3435 - accuracy: 0.8610
Epoch 181/500
225/225 [==============================] - 0s 763us/step - loss: 0.3432 - accuracy: 0.8592
Epoch 182/500
225/225 [==============================] - 0s 760us/step - loss: 0.3431 - accuracy: 0.8603
Epoch 183/500
225/225 [==============================] - 0s 750us/step - loss: 0.3433 - accuracy: 0.8592
Epoch 184/500
225/225 [==============================] - 0s 752us/step - loss: 0.3435 - accuracy: 0.8589
Epoch 185/500
225/225 [==============================] - 0s 776us/step - loss: 0.3433 - accuracy: 0.8590
Epoch 186/500
225/225 [==============================] - 0s 739us/step - loss: 0.3430 - accuracy: 0.8596
Epoch 187/500
225/225 [==============================] - 0s 736us/step - loss: 0.3428 - accuracy: 0.8593
Epoch 188/500
225/225 [==============================] - 0s 751us/step - loss: 0.3428 - accuracy: 0.8610
Epoch 189/500
225/225 [==============================] - 0s 745us/step - loss: 0.3428 - accuracy: 0.8586
Epoch 190/500
225/225 [==============================] - 0s 745us/step - loss: 0.3426 - accuracy: 0.8601
Epoch 191/500
225/225 [==============================] - 0s 772us/step - loss: 0.3423 - accuracy: 0.8594
Epoch 192/500
225/225 [==============================] - 0s 767us/step - loss: 0.3421 - accuracy: 0.8611
Epoch 193/500
225/225 [==============================] - 0s 742us/step - loss: 0.3427 - accuracy: 0.8604
Epoch 194/500
225/225 [==============================] - 0s 741us/step - loss: 0.3421 - accuracy: 0.8589
Epoch 195/500
225/225 [==============================] - 0s 750us/step - loss: 0.3424 - accuracy: 0.8585
Epoch 196/500
225/225 [==============================] - 0s 742us/step - loss: 0.3420 - accuracy: 0.8592
Epoch 197/500
225/225 [==============================] - 0s 793us/step - loss: 0.3425 - accuracy: 0.8586
Epoch 198/500
225/225 [==============================] - 0s 751us/step - loss: 0.3421 - accuracy: 0.8597
Epoch 199/500
225/225 [==============================] - 0s 753us/step - loss: 0.3421 - accuracy: 0.8593
Epoch 200/500
225/225 [==============================] - 0s 729us/step - loss: 0.3421 - accuracy: 0.8593
Epoch 201/500
225/225 [==============================] - 0s 743us/step - loss: 0.3420 - accuracy: 0.8604
Epoch 202/500
225/225 [==============================] - 0s 751us/step - loss: 0.3420 - accuracy: 0.8586
Epoch 203/500
225/225 [==============================] - 0s 779us/step - loss: 0.3414 - accuracy: 0.8611
Epoch 204/500
225/225 [==============================] - 0s 744us/step - loss: 0.3420 - accuracy: 0.8603
Epoch 205/500
225/225 [==============================] - 0s 753us/step - loss: 0.3414 - accuracy: 0.8589
Epoch 206/500
225/225 [==============================] - 0s 731us/step - loss: 0.3414 - accuracy: 0.8593
Epoch 207/500
225/225 [==============================] - 0s 745us/step - loss: 0.3417 - accuracy: 0.8594
Epoch 208/500
225/225 [==============================] - 0s 771us/step - loss: 0.3418 - accuracy: 0.8592
Epoch 209/500
225/225 [==============================] - 0s 747us/step - loss: 0.3414 - accuracy: 0.8590
Epoch 210/500
225/225 [==============================] - 0s 746us/step - loss: 0.3411 - accuracy: 0.8606
Epoch 211/500
225/225 [==============================] - 0s 749us/step - loss: 0.3409 - accuracy: 0.8608
Epoch 212/500
225/225 [==============================] - 0s 735us/step - loss: 0.3404 - accuracy: 0.8593
Epoch 213/500
225/225 [==============================] - 0s 748us/step - loss: 0.3414 - accuracy: 0.8587
Epoch 214/500
225/225 [==============================] - 0s 782us/step - loss: 0.3411 - accuracy: 0.8589
Epoch 215/500
225/225 [==============================] - 0s 731us/step - loss: 0.3409 - accuracy: 0.8608
Epoch 216/500
225/225 [==============================] - 0s 770us/step - loss: 0.3408 - accuracy: 0.8608
Epoch 217/500
225/225 [==============================] - 0s 744us/step - loss: 0.3408 - accuracy: 0.8592
Epoch 218/500
225/225 [==============================] - 0s 731us/step - loss: 0.3408 - accuracy: 0.8604
Epoch 219/500
225/225 [==============================] - 0s 751us/step - loss: 0.3406 - accuracy: 0.8599
Epoch 220/500
225/225 [==============================] - 0s 819us/step - loss: 0.3405 - accuracy: 0.8603
Epoch 221/500
225/225 [==============================] - 0s 815us/step - loss: 0.3407 - accuracy: 0.8611
Epoch 222/500
225/225 [==============================] - 0s 732us/step - loss: 0.3406 - accuracy: 0.8611
Epoch 223/500
225/225 [==============================] - 0s 746us/step - loss: 0.3401 - accuracy: 0.8599
Epoch 224/500
225/225 [==============================] - 0s 734us/step - loss: 0.3400 - accuracy: 0.8610
Epoch 225/500
225/225 [==============================] - 0s 731us/step - loss: 0.3404 - accuracy: 0.8601
Epoch 226/500
225/225 [==============================] - 0s 774us/step - loss: 0.3402 - accuracy: 0.8594
Epoch 227/500
225/225 [==============================] - 0s 737us/step - loss: 0.3402 - accuracy: 0.8608
Epoch 228/500
225/225 [==============================] - 0s 726us/step - loss: 0.3402 - accuracy: 0.8589
Epoch 229/500
225/225 [==============================] - 0s 741us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 230/500
225/225 [==============================] - 0s 736us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 231/500
225/225 [==============================] - 0s 731us/step - loss: 0.3396 - accuracy: 0.8583
Epoch 232/500
225/225 [==============================] - 0s 779us/step - loss: 0.3402 - accuracy: 0.8606
Epoch 233/500
225/225 [==============================] - 0s 743us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 234/500
225/225 [==============================] - 0s 736us/step - loss: 0.3404 - accuracy: 0.8604
Epoch 235/500
225/225 [==============================] - 0s 733us/step - loss: 0.3398 - accuracy: 0.8597
Epoch 236/500
225/225 [==============================] - 0s 734us/step - loss: 0.3400 - accuracy: 0.8594
Epoch 237/500
225/225 [==============================] - 0s 738us/step - loss: 0.3405 - accuracy: 0.8611
Epoch 238/500
225/225 [==============================] - 0s 762us/step - loss: 0.3402 - accuracy: 0.8590
Epoch 239/500
225/225 [==============================] - 0s 754us/step - loss: 0.3396 - accuracy: 0.8587
Epoch 240/500
225/225 [==============================] - 0s 739us/step - loss: 0.3401 - accuracy: 0.8601
Epoch 241/500
225/225 [==============================] - 0s 739us/step - loss: 0.3402 - accuracy: 0.8601
Epoch 242/500
225/225 [==============================] - 0s 732us/step - loss: 0.3400 - accuracy: 0.8625
Epoch 243/500
225/225 [==============================] - 0s 736us/step - loss: 0.3394 - accuracy: 0.8593
Epoch 244/500
225/225 [==============================] - 0s 778us/step - loss: 0.3394 - accuracy: 0.8610
Epoch 245/500
225/225 [==============================] - 0s 735us/step - loss: 0.3398 - accuracy: 0.8608
Epoch 246/500
225/225 [==============================] - 0s 740us/step - loss: 0.3401 - accuracy: 0.8610
Epoch 247/500
225/225 [==============================] - 0s 735us/step - loss: 0.3395 - accuracy: 0.8601
Epoch 248/500
225/225 [==============================] - 0s 737us/step - loss: 0.3395 - accuracy: 0.8596
Epoch 249/500
225/225 [==============================] - 0s 776us/step - loss: 0.3401 - accuracy: 0.8590
Epoch 250/500
225/225 [==============================] - 0s 744us/step - loss: 0.3398 - accuracy: 0.8603
Epoch 251/500
225/225 [==============================] - 0s 734us/step - loss: 0.3399 - accuracy: 0.8604
Epoch 252/500
225/225 [==============================] - 0s 761us/step - loss: 0.3397 - accuracy: 0.8599
Epoch 253/500
225/225 [==============================] - 0s 736us/step - loss: 0.3394 - accuracy: 0.8600
Epoch 254/500
225/225 [==============================] - 0s 735us/step - loss: 0.3399 - accuracy: 0.8590
Epoch 255/500
225/225 [==============================] - 0s 767us/step - loss: 0.3398 - accuracy: 0.8612
Epoch 256/500
225/225 [==============================] - 0s 739us/step - loss: 0.3400 - accuracy: 0.8593
Epoch 257/500
225/225 [==============================] - 0s 735us/step - loss: 0.3396 - accuracy: 0.8594
Epoch 258/500
225/225 [==============================] - 0s 735us/step - loss: 0.3399 - accuracy: 0.8586
Epoch 259/500
225/225 [==============================] - 0s 738us/step - loss: 0.3395 - accuracy: 0.8611
Epoch 260/500
225/225 [==============================] - 0s 731us/step - loss: 0.3395 - accuracy: 0.8614
Epoch 261/500
225/225 [==============================] - 0s 733us/step - loss: 0.3398 - accuracy: 0.8615
Epoch 262/500
225/225 [==============================] - 0s 785us/step - loss: 0.3392 - accuracy: 0.8619
Epoch 263/500
225/225 [==============================] - 0s 731us/step - loss: 0.3397 - accuracy: 0.8607
Epoch 264/500
225/225 [==============================] - 0s 740us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 265/500
225/225 [==============================] - 0s 728us/step - loss: 0.3398 - accuracy: 0.8615
Epoch 266/500
225/225 [==============================] - 0s 735us/step - loss: 0.3399 - accuracy: 0.8583
Epoch 267/500
225/225 [==============================] - 0s 751us/step - loss: 0.3396 - accuracy: 0.8621
Epoch 268/500
225/225 [==============================] - 0s 737us/step - loss: 0.3393 - accuracy: 0.8600
Epoch 269/500
225/225 [==============================] - 0s 733us/step - loss: 0.3401 - accuracy: 0.8592
Epoch 270/500
225/225 [==============================] - 0s 741us/step - loss: 0.3397 - accuracy: 0.8597
Epoch 271/500
225/225 [==============================] - 0s 734us/step - loss: 0.3397 - accuracy: 0.8610
Epoch 272/500
225/225 [==============================] - 0s 734us/step - loss: 0.3398 - accuracy: 0.8593
Epoch 273/500
225/225 [==============================] - 0s 780us/step - loss: 0.3394 - accuracy: 0.8607
Epoch 274/500
225/225 [==============================] - 0s 731us/step - loss: 0.3398 - accuracy: 0.8597
Epoch 275/500
225/225 [==============================] - 0s 758us/step - loss: 0.3397 - accuracy: 0.8606
Epoch 276/500
225/225 [==============================] - 0s 735us/step - loss: 0.3387 - accuracy: 0.8601
Epoch 277/500
225/225 [==============================] - 0s 730us/step - loss: 0.3396 - accuracy: 0.8587
Epoch 278/500
225/225 [==============================] - 0s 741us/step - loss: 0.3392 - accuracy: 0.8594
Epoch 279/500
225/225 [==============================] - 0s 860us/step - loss: 0.3393 - accuracy: 0.8593
Epoch 280/500
225/225 [==============================] - 0s 734us/step - loss: 0.3390 - accuracy: 0.8599
Epoch 281/500
225/225 [==============================] - 0s 733us/step - loss: 0.3395 - accuracy: 0.8581
Epoch 282/500
225/225 [==============================] - 0s 742us/step - loss: 0.3396 - accuracy: 0.8586
Epoch 283/500
225/225 [==============================] - 0s 734us/step - loss: 0.3397 - accuracy: 0.8597
Epoch 284/500
225/225 [==============================] - 0s 727us/step - loss: 0.3397 - accuracy: 0.8589
Epoch 285/500
225/225 [==============================] - 0s 755us/step - loss: 0.3393 - accuracy: 0.8599
Epoch 286/500
225/225 [==============================] - 0s 740us/step - loss: 0.3392 - accuracy: 0.8600
Epoch 287/500
225/225 [==============================] - 0s 729us/step - loss: 0.3389 - accuracy: 0.8600
Epoch 288/500
225/225 [==============================] - 0s 738us/step - loss: 0.3392 - accuracy: 0.8601
Epoch 289/500
225/225 [==============================] - 0s 729us/step - loss: 0.3393 - accuracy: 0.8610
Epoch 290/500
225/225 [==============================] - 0s 843us/step - loss: 0.3396 - accuracy: 0.8600
Epoch 291/500
225/225 [==============================] - 0s 787us/step - loss: 0.3395 - accuracy: 0.8603
Epoch 292/500
225/225 [==============================] - 0s 745us/step - loss: 0.3397 - accuracy: 0.8589
Epoch 293/500
225/225 [==============================] - 0s 743us/step - loss: 0.3391 - accuracy: 0.8596
Epoch 294/500
225/225 [==============================] - 0s 737us/step - loss: 0.3392 - accuracy: 0.8597
Epoch 295/500
225/225 [==============================] - 0s 790us/step - loss: 0.3394 - accuracy: 0.8582
Epoch 296/500
225/225 [==============================] - 0s 753us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 297/500
225/225 [==============================] - 0s 762us/step - loss: 0.3392 - accuracy: 0.8582
Epoch 298/500
225/225 [==============================] - 0s 748us/step - loss: 0.3394 - accuracy: 0.8603
Epoch 299/500
225/225 [==============================] - 0s 749us/step - loss: 0.3392 - accuracy: 0.8582
Epoch 300/500
225/225 [==============================] - 0s 753us/step - loss: 0.3390 - accuracy: 0.8589
Epoch 301/500
225/225 [==============================] - 0s 732us/step - loss: 0.3396 - accuracy: 0.8594
Epoch 302/500
225/225 [==============================] - 0s 768us/step - loss: 0.3389 - accuracy: 0.8599
Epoch 303/500
225/225 [==============================] - 0s 771us/step - loss: 0.3396 - accuracy: 0.8611
Epoch 304/500
225/225 [==============================] - 0s 737us/step - loss: 0.3390 - accuracy: 0.8581
Epoch 305/500
225/225 [==============================] - 0s 749us/step - loss: 0.3386 - accuracy: 0.8597
Epoch 306/500
225/225 [==============================] - 0s 754us/step - loss: 0.3389 - accuracy: 0.8576
Epoch 307/500
225/225 [==============================] - 0s 736us/step - loss: 0.3390 - accuracy: 0.8610
Epoch 308/500
225/225 [==============================] - 0s 772us/step - loss: 0.3392 - accuracy: 0.8606
Epoch 309/500
225/225 [==============================] - 0s 758us/step - loss: 0.3392 - accuracy: 0.8594
Epoch 310/500
225/225 [==============================] - 0s 731us/step - loss: 0.3392 - accuracy: 0.8585
Epoch 311/500
225/225 [==============================] - 0s 751us/step - loss: 0.3388 - accuracy: 0.8589
Epoch 312/500
225/225 [==============================] - 0s 758us/step - loss: 0.3390 - accuracy: 0.8593
Epoch 313/500
225/225 [==============================] - 0s 734us/step - loss: 0.3392 - accuracy: 0.8592
Epoch 314/500
225/225 [==============================] - 0s 773us/step - loss: 0.3383 - accuracy: 0.8596
Epoch 315/500
225/225 [==============================] - 0s 748us/step - loss: 0.3394 - accuracy: 0.8600
Epoch 316/500
225/225 [==============================] - 0s 746us/step - loss: 0.3393 - accuracy: 0.8607
Epoch 317/500
225/225 [==============================] - 0s 734us/step - loss: 0.3382 - accuracy: 0.8596
Epoch 318/500
225/225 [==============================] - 0s 759us/step - loss: 0.3386 - accuracy: 0.8604
Epoch 319/500
225/225 [==============================] - 0s 753us/step - loss: 0.3394 - accuracy: 0.8594
Epoch 320/500
225/225 [==============================] - 0s 778us/step - loss: 0.3386 - accuracy: 0.8587
Epoch 321/500
225/225 [==============================] - 0s 752us/step - loss: 0.3393 - accuracy: 0.8608
Epoch 322/500
225/225 [==============================] - 0s 747us/step - loss: 0.3392 - accuracy: 0.8601
Epoch 323/500
225/225 [==============================] - 0s 732us/step - loss: 0.3384 - accuracy: 0.8606
Epoch 324/500
225/225 [==============================] - 0s 782us/step - loss: 0.3390 - accuracy: 0.8592
Epoch 325/500
225/225 [==============================] - 0s 758us/step - loss: 0.3392 - accuracy: 0.8603
Epoch 326/500
225/225 [==============================] - 0s 787us/step - loss: 0.3392 - accuracy: 0.8600
Epoch 327/500
225/225 [==============================] - 0s 755us/step - loss: 0.3394 - accuracy: 0.8601
Epoch 328/500
225/225 [==============================] - 0s 742us/step - loss: 0.3389 - accuracy: 0.8597
Epoch 329/500
225/225 [==============================] - 0s 737us/step - loss: 0.3393 - accuracy: 0.8599
Epoch 330/500
225/225 [==============================] - 0s 752us/step - loss: 0.3391 - accuracy: 0.8593
Epoch 331/500
225/225 [==============================] - 0s 806us/step - loss: 0.3391 - accuracy: 0.8615
Epoch 332/500
225/225 [==============================] - 0s 757us/step - loss: 0.3391 - accuracy: 0.8601
Epoch 333/500
225/225 [==============================] - 0s 759us/step - loss: 0.3390 - accuracy: 0.8590
Epoch 334/500
225/225 [==============================] - 0s 743us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 335/500
225/225 [==============================] - 0s 754us/step - loss: 0.3393 - accuracy: 0.8594
Epoch 336/500
225/225 [==============================] - 0s 733us/step - loss: 0.3387 - accuracy: 0.8592
Epoch 337/500
225/225 [==============================] - 0s 766us/step - loss: 0.3396 - accuracy: 0.8594
Epoch 338/500
225/225 [==============================] - 0s 754us/step - loss: 0.3391 - accuracy: 0.8594
Epoch 339/500
225/225 [==============================] - 0s 734us/step - loss: 0.3391 - accuracy: 0.8601
Epoch 340/500
225/225 [==============================] - 0s 758us/step - loss: 0.3385 - accuracy: 0.8600
Epoch 341/500
225/225 [==============================] - 0s 798us/step - loss: 0.3388 - accuracy: 0.8593
Epoch 342/500
225/225 [==============================] - 0s 730us/step - loss: 0.3389 - accuracy: 0.8575
Epoch 343/500
225/225 [==============================] - 0s 750us/step - loss: 0.3391 - accuracy: 0.8578
Epoch 344/500
225/225 [==============================] - 0s 757us/step - loss: 0.3389 - accuracy: 0.8615
Epoch 345/500
225/225 [==============================] - 0s 734us/step - loss: 0.3386 - accuracy: 0.8608
Epoch 346/500
225/225 [==============================] - 0s 732us/step - loss: 0.3391 - accuracy: 0.8587
Epoch 347/500
225/225 [==============================] - 0s 755us/step - loss: 0.3391 - accuracy: 0.8592
Epoch 348/500
225/225 [==============================] - 0s 750us/step - loss: 0.3389 - accuracy: 0.8590
Epoch 349/500
225/225 [==============================] - 0s 736us/step - loss: 0.3389 - accuracy: 0.8587
Epoch 350/500
225/225 [==============================] - 0s 796us/step - loss: 0.3386 - accuracy: 0.8587
Epoch 351/500
225/225 [==============================] - 0s 747us/step - loss: 0.3390 - accuracy: 0.8607
Epoch 352/500
225/225 [==============================] - 0s 742us/step - loss: 0.3390 - accuracy: 0.8585
Epoch 353/500
225/225 [==============================] - 0s 764us/step - loss: 0.3392 - accuracy: 0.8585
Epoch 354/500
225/225 [==============================] - 0s 787us/step - loss: 0.3391 - accuracy: 0.8585
Epoch 355/500
225/225 [==============================] - 0s 734us/step - loss: 0.3388 - accuracy: 0.8597
Epoch 356/500
225/225 [==============================] - 0s 773us/step - loss: 0.3388 - accuracy: 0.8601
Epoch 357/500
225/225 [==============================] - 0s 749us/step - loss: 0.3387 - accuracy: 0.8581
Epoch 358/500
225/225 [==============================] - 0s 732us/step - loss: 0.3387 - accuracy: 0.8604
Epoch 359/500
225/225 [==============================] - 0s 761us/step - loss: 0.3390 - accuracy: 0.8597
Epoch 360/500
225/225 [==============================] - 0s 750us/step - loss: 0.3389 - accuracy: 0.8599
Epoch 361/500
225/225 [==============================] - 0s 753us/step - loss: 0.3383 - accuracy: 0.8596
Epoch 362/500
225/225 [==============================] - 0s 755us/step - loss: 0.3389 - accuracy: 0.8603
Epoch 363/500
225/225 [==============================] - 0s 756us/step - loss: 0.3384 - accuracy: 0.8596
Epoch 364/500
225/225 [==============================] - 0s 745us/step - loss: 0.3387 - accuracy: 0.8581
Epoch 365/500
225/225 [==============================] - 0s 736us/step - loss: 0.3388 - accuracy: 0.8596
Epoch 366/500
225/225 [==============================] - 0s 780us/step - loss: 0.3390 - accuracy: 0.8592
Epoch 367/500
225/225 [==============================] - 0s 752us/step - loss: 0.3388 - accuracy: 0.8604
Epoch 368/500
225/225 [==============================] - 0s 739us/step - loss: 0.3388 - accuracy: 0.8601
Epoch 369/500
225/225 [==============================] - 0s 742us/step - loss: 0.3389 - accuracy: 0.8603
Epoch 370/500
225/225 [==============================] - 0s 749us/step - loss: 0.3387 - accuracy: 0.8611
Epoch 371/500
225/225 [==============================] - 0s 737us/step - loss: 0.3390 - accuracy: 0.8578
Epoch 372/500
225/225 [==============================] - 0s 792us/step - loss: 0.3387 - accuracy: 0.8582
Epoch 373/500
225/225 [==============================] - 0s 751us/step - loss: 0.3389 - accuracy: 0.8581
Epoch 374/500
225/225 [==============================] - 0s 740us/step - loss: 0.3389 - accuracy: 0.8594
Epoch 375/500
225/225 [==============================] - 0s 744us/step - loss: 0.3388 - accuracy: 0.8578
Epoch 376/500
225/225 [==============================] - 0s 754us/step - loss: 0.3389 - accuracy: 0.8586
Epoch 377/500
225/225 [==============================] - 0s 741us/step - loss: 0.3390 - accuracy: 0.8583
Epoch 378/500
225/225 [==============================] - 0s 788us/step - loss: 0.3388 - accuracy: 0.8594
Epoch 379/500
225/225 [==============================] - 0s 748us/step - loss: 0.3390 - accuracy: 0.8594
Epoch 380/500
225/225 [==============================] - 0s 740us/step - loss: 0.3389 - accuracy: 0.8589
Epoch 381/500
225/225 [==============================] - 0s 746us/step - loss: 0.3387 - accuracy: 0.8600
Epoch 382/500
225/225 [==============================] - 0s 754us/step - loss: 0.3392 - accuracy: 0.8599
Epoch 383/500
225/225 [==============================] - 0s 758us/step - loss: 0.3388 - accuracy: 0.8586
Epoch 384/500
225/225 [==============================] - 0s 745us/step - loss: 0.3390 - accuracy: 0.8585
Epoch 385/500
225/225 [==============================] - 0s 744us/step - loss: 0.3385 - accuracy: 0.8579
Epoch 386/500
225/225 [==============================] - 0s 753us/step - loss: 0.3388 - accuracy: 0.8585
Epoch 387/500
225/225 [==============================] - 0s 733us/step - loss: 0.3387 - accuracy: 0.8587
Epoch 388/500
225/225 [==============================] - 0s 753us/step - loss: 0.3381 - accuracy: 0.8578
Epoch 389/500
225/225 [==============================] - 0s 790us/step - loss: 0.3387 - accuracy: 0.8592
Epoch 390/500
225/225 [==============================] - 0s 747us/step - loss: 0.3386 - accuracy: 0.8589
Epoch 391/500
225/225 [==============================] - 0s 783us/step - loss: 0.3384 - accuracy: 0.8581
Epoch 392/500
225/225 [==============================] - 0s 748us/step - loss: 0.3381 - accuracy: 0.8581
Epoch 393/500
225/225 [==============================] - 0s 732us/step - loss: 0.3384 - accuracy: 0.8593
Epoch 394/500
225/225 [==============================] - 0s 757us/step - loss: 0.3382 - accuracy: 0.8606
Epoch 395/500
225/225 [==============================] - 0s 748us/step - loss: 0.3386 - accuracy: 0.8582
Epoch 396/500
225/225 [==============================] - 0s 766us/step - loss: 0.3385 - accuracy: 0.8589
Epoch 397/500
225/225 [==============================] - 0s 751us/step - loss: 0.3381 - accuracy: 0.8575
Epoch 398/500
225/225 [==============================] - 0s 739us/step - loss: 0.3383 - accuracy: 0.8601
Epoch 399/500
225/225 [==============================] - 0s 729us/step - loss: 0.3381 - accuracy: 0.8586
Epoch 400/500
225/225 [==============================] - 0s 754us/step - loss: 0.3384 - accuracy: 0.8593
Epoch 401/500
225/225 [==============================] - 0s 766us/step - loss: 0.3380 - accuracy: 0.8592
Epoch 402/500
225/225 [==============================] - 0s 742us/step - loss: 0.3383 - accuracy: 0.8589
Epoch 403/500
225/225 [==============================] - 0s 737us/step - loss: 0.3376 - accuracy: 0.8596
Epoch 404/500
225/225 [==============================] - 0s 743us/step - loss: 0.3382 - accuracy: 0.8586
Epoch 405/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3382 - accuracy: 0.8592
Epoch 406/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3388 - accuracy: 0.8579
Epoch 407/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8586
Epoch 408/500
225/225 [==============================] - 0s 709us/step - loss: 0.3381 - accuracy: 0.8578
Epoch 409/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3380 - accuracy: 0.8586
Epoch 410/500
225/225 [==============================] - 0s 884us/step - loss: 0.3381 - accuracy: 0.8576
Epoch 411/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3376 - accuracy: 0.8593
Epoch 412/500
225/225 [==============================] - 0s 822us/step - loss: 0.3377 - accuracy: 0.8607
Epoch 413/500
225/225 [==============================] - 0s 836us/step - loss: 0.3378 - accuracy: 0.8585
Epoch 414/500
225/225 [==============================] - 0s 836us/step - loss: 0.3380 - accuracy: 0.8608
Epoch 415/500
225/225 [==============================] - 0s 795us/step - loss: 0.3370 - accuracy: 0.8593
Epoch 416/500
225/225 [==============================] - 0s 740us/step - loss: 0.3375 - accuracy: 0.8600
Epoch 417/500
225/225 [==============================] - 0s 765us/step - loss: 0.3381 - accuracy: 0.8581
Epoch 418/500
225/225 [==============================] - 0s 771us/step - loss: 0.3370 - accuracy: 0.8579
Epoch 419/500
225/225 [==============================] - 0s 769us/step - loss: 0.3376 - accuracy: 0.8589
Epoch 420/500
225/225 [==============================] - 0s 743us/step - loss: 0.3372 - accuracy: 0.8597
Epoch 421/500
225/225 [==============================] - 0s 772us/step - loss: 0.3374 - accuracy: 0.8581
Epoch 422/500
225/225 [==============================] - 0s 758us/step - loss: 0.3376 - accuracy: 0.8600
Epoch 423/500
225/225 [==============================] - 0s 775us/step - loss: 0.3381 - accuracy: 0.8574
Epoch 424/500
225/225 [==============================] - 0s 736us/step - loss: 0.3373 - accuracy: 0.8606
Epoch 425/500
225/225 [==============================] - 0s 734us/step - loss: 0.3372 - accuracy: 0.8590
Epoch 426/500
225/225 [==============================] - 0s 761us/step - loss: 0.3374 - accuracy: 0.8593
Epoch 427/500
225/225 [==============================] - 0s 736us/step - loss: 0.3378 - accuracy: 0.8594
Epoch 428/500
225/225 [==============================] - 0s 730us/step - loss: 0.3376 - accuracy: 0.8599
Epoch 429/500
225/225 [==============================] - 0s 734us/step - loss: 0.3379 - accuracy: 0.8575
Epoch 430/500
225/225 [==============================] - 0s 730us/step - loss: 0.3375 - accuracy: 0.8600
Epoch 431/500
225/225 [==============================] - 0s 755us/step - loss: 0.3376 - accuracy: 0.8589
Epoch 432/500
225/225 [==============================] - 0s 788us/step - loss: 0.3375 - accuracy: 0.8583
Epoch 433/500
225/225 [==============================] - 0s 743us/step - loss: 0.3377 - accuracy: 0.8607
Epoch 434/500
225/225 [==============================] - 0s 750us/step - loss: 0.3376 - accuracy: 0.8575
Epoch 435/500
225/225 [==============================] - 0s 748us/step - loss: 0.3373 - accuracy: 0.8590
Epoch 436/500
225/225 [==============================] - 0s 728us/step - loss: 0.3376 - accuracy: 0.8583
Epoch 437/500
225/225 [==============================] - 0s 779us/step - loss: 0.3373 - accuracy: 0.8585
Epoch 438/500
225/225 [==============================] - 0s 871us/step - loss: 0.3376 - accuracy: 0.8587
Epoch 439/500
225/225 [==============================] - 0s 838us/step - loss: 0.3369 - accuracy: 0.8600
Epoch 440/500
225/225 [==============================] - 0s 832us/step - loss: 0.3379 - accuracy: 0.8578
Epoch 441/500
225/225 [==============================] - 0s 828us/step - loss: 0.3374 - accuracy: 0.8596
Epoch 442/500
225/225 [==============================] - 0s 795us/step - loss: 0.3377 - accuracy: 0.8578
Epoch 443/500
225/225 [==============================] - 0s 738us/step - loss: 0.3371 - accuracy: 0.8599
Epoch 444/500
225/225 [==============================] - 0s 760us/step - loss: 0.3375 - accuracy: 0.8590
Epoch 445/500
225/225 [==============================] - 0s 773us/step - loss: 0.3374 - accuracy: 0.8594
Epoch 446/500
225/225 [==============================] - 0s 758us/step - loss: 0.3370 - accuracy: 0.8583
Epoch 447/500
225/225 [==============================] - 0s 736us/step - loss: 0.3371 - accuracy: 0.8585
Epoch 448/500
225/225 [==============================] - 0s 753us/step - loss: 0.3374 - accuracy: 0.8612
Epoch 449/500
225/225 [==============================] - 0s 788us/step - loss: 0.3371 - accuracy: 0.8601
Epoch 450/500
225/225 [==============================] - 0s 734us/step - loss: 0.3371 - accuracy: 0.8585
Epoch 451/500
225/225 [==============================] - 0s 750us/step - loss: 0.3376 - accuracy: 0.8592
Epoch 452/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3371 - accuracy: 0.8590
Epoch 453/500
225/225 [==============================] - 0s 968us/step - loss: 0.3370 - accuracy: 0.8592
Epoch 454/500
225/225 [==============================] - 0s 749us/step - loss: 0.3371 - accuracy: 0.8586
Epoch 455/500
225/225 [==============================] - 0s 762us/step - loss: 0.3372 - accuracy: 0.8596
Epoch 456/500
225/225 [==============================] - 0s 1ms/step - loss: 0.3377 - accuracy: 0.8593
Epoch 457/500
225/225 [==============================] - 0s 950us/step - loss: 0.3371 - accuracy: 0.8610
Epoch 458/500
225/225 [==============================] - 0s 790us/step - loss: 0.3376 - accuracy: 0.8606
Epoch 459/500
225/225 [==============================] - 0s 772us/step - loss: 0.3372 - accuracy: 0.8589
Epoch 460/500
225/225 [==============================] - 0s 770us/step - loss: 0.3369 - accuracy: 0.8589
Epoch 461/500
225/225 [==============================] - 0s 793us/step - loss: 0.3373 - accuracy: 0.8592
Epoch 462/500
225/225 [==============================] - 0s 760us/step - loss: 0.3373 - accuracy: 0.8604
Epoch 463/500
225/225 [==============================] - 0s 957us/step - loss: 0.3373 - accuracy: 0.8600
Epoch 464/500
225/225 [==============================] - 0s 753us/step - loss: 0.3368 - accuracy: 0.8593
Epoch 465/500
225/225 [==============================] - 0s 815us/step - loss: 0.3375 - accuracy: 0.8590
Epoch 466/500
225/225 [==============================] - 0s 810us/step - loss: 0.3379 - accuracy: 0.8582
Epoch 467/500
225/225 [==============================] - 0s 777us/step - loss: 0.3376 - accuracy: 0.8593
Epoch 468/500
225/225 [==============================] - 0s 823us/step - loss: 0.3370 - accuracy: 0.8585
Epoch 469/500
225/225 [==============================] - 0s 786us/step - loss: 0.3367 - accuracy: 0.8574
Epoch 470/500
225/225 [==============================] - 0s 787us/step - loss: 0.3372 - accuracy: 0.8582
Epoch 471/500
225/225 [==============================] - 0s 818us/step - loss: 0.3374 - accuracy: 0.8574
Epoch 472/500
225/225 [==============================] - 0s 767us/step - loss: 0.3370 - accuracy: 0.8596
Epoch 473/500
225/225 [==============================] - 0s 774us/step - loss: 0.3373 - accuracy: 0.8589
Epoch 474/500
225/225 [==============================] - 0s 886us/step - loss: 0.3372 - accuracy: 0.8575
Epoch 475/500
225/225 [==============================] - 0s 803us/step - loss: 0.3373 - accuracy: 0.8606
Epoch 476/500
225/225 [==============================] - 0s 830us/step - loss: 0.3370 - accuracy: 0.8581
Epoch 477/500
225/225 [==============================] - 0s 816us/step - loss: 0.3376 - accuracy: 0.8575
Epoch 478/500
225/225 [==============================] - 0s 827us/step - loss: 0.3375 - accuracy: 0.8585
Epoch 479/500
225/225 [==============================] - 0s 851us/step - loss: 0.3372 - accuracy: 0.8565
Epoch 480/500
225/225 [==============================] - 0s 763us/step - loss: 0.3371 - accuracy: 0.8589
Epoch 481/500
225/225 [==============================] - 0s 809us/step - loss: 0.3374 - accuracy: 0.8582
Epoch 482/500
225/225 [==============================] - 0s 783us/step - loss: 0.3374 - accuracy: 0.8585
Epoch 483/500
225/225 [==============================] - 0s 735us/step - loss: 0.3369 - accuracy: 0.8604
Epoch 484/500
225/225 [==============================] - 0s 758us/step - loss: 0.3368 - accuracy: 0.8608
Epoch 485/500
225/225 [==============================] - 0s 760us/step - loss: 0.3372 - accuracy: 0.8592
Epoch 486/500
225/225 [==============================] - 0s 737us/step - loss: 0.3371 - accuracy: 0.8589
Epoch 487/500
225/225 [==============================] - 0s 754us/step - loss: 0.3372 - accuracy: 0.8596
Epoch 488/500
225/225 [==============================] - 0s 901us/step - loss: 0.3361 - accuracy: 0.8585
Epoch 489/500
225/225 [==============================] - 0s 751us/step - loss: 0.3376 - accuracy: 0.8593
Epoch 490/500
225/225 [==============================] - 0s 737us/step - loss: 0.3376 - accuracy: 0.8586
Epoch 491/500
225/225 [==============================] - 0s 769us/step - loss: 0.3369 - accuracy: 0.8593
Epoch 492/500
225/225 [==============================] - 0s 762us/step - loss: 0.3366 - accuracy: 0.8579
Epoch 493/500
225/225 [==============================] - 0s 743us/step - loss: 0.3374 - accuracy: 0.8581
Epoch 494/500
225/225 [==============================] - 0s 746us/step - loss: 0.3369 - accuracy: 0.8585
Epoch 495/500
225/225 [==============================] - 0s 746us/step - loss: 0.3370 - accuracy: 0.8606
Epoch 496/500
225/225 [==============================] - 0s 739us/step - loss: 0.3366 - accuracy: 0.8587
Epoch 497/500
225/225 [==============================] - 0s 751us/step - loss: 0.3369 - accuracy: 0.8581
Epoch 498/500
225/225 [==============================] - 0s 759us/step - loss: 0.3374 - accuracy: 0.8603
Epoch 499/500
225/225 [==============================] - 0s 767us/step - loss: 0.3372 - accuracy: 0.8610
Epoch 500/500
225/225 [==============================] - 0s 751us/step - loss: 0.3369 - accuracy: 0.8581
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6564 - accuracy: 0.7962
Epoch 2/100
113/113 [==============================] - 0s 931us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 3/100
113/113 [==============================] - 0s 918us/step - loss: 0.4477 - accuracy: 0.7962
Epoch 4/100
113/113 [==============================] - 0s 946us/step - loss: 0.4397 - accuracy: 0.7962
Epoch 5/100
113/113 [==============================] - 0s 914us/step - loss: 0.4366 - accuracy: 0.7962
Epoch 6/100
113/113 [==============================] - 0s 961us/step - loss: 0.4349 - accuracy: 0.7962
Epoch 7/100
113/113 [==============================] - 0s 917us/step - loss: 0.4338 - accuracy: 0.7962
Epoch 8/100
113/113 [==============================] - 0s 903us/step - loss: 0.4328 - accuracy: 0.7962
Epoch 9/100
113/113 [==============================] - 0s 807us/step - loss: 0.4321 - accuracy: 0.7962
Epoch 10/100
113/113 [==============================] - 0s 872us/step - loss: 0.4313 - accuracy: 0.7962
Epoch 11/100
113/113 [==============================] - 0s 845us/step - loss: 0.4306 - accuracy: 0.7962
Epoch 12/100
113/113 [==============================] - 0s 846us/step - loss: 0.4297 - accuracy: 0.7962
Epoch 13/100
113/113 [==============================] - 0s 845us/step - loss: 0.4291 - accuracy: 0.7962
Epoch 14/100
113/113 [==============================] - 0s 816us/step - loss: 0.4285 - accuracy: 0.7962
Epoch 15/100
113/113 [==============================] - 0s 811us/step - loss: 0.4277 - accuracy: 0.7962
Epoch 16/100
113/113 [==============================] - 0s 844us/step - loss: 0.4269 - accuracy: 0.7962
Epoch 17/100
113/113 [==============================] - 0s 809us/step - loss: 0.4262 - accuracy: 0.7962
Epoch 18/100
113/113 [==============================] - 0s 815us/step - loss: 0.4252 - accuracy: 0.8022
Epoch 19/100
113/113 [==============================] - 0s 838us/step - loss: 0.4243 - accuracy: 0.8126
Epoch 20/100
113/113 [==============================] - 0s 812us/step - loss: 0.4238 - accuracy: 0.8153
Epoch 21/100
113/113 [==============================] - 0s 881us/step - loss: 0.4229 - accuracy: 0.8168
Epoch 22/100
113/113 [==============================] - 0s 848us/step - loss: 0.4219 - accuracy: 0.8174
Epoch 23/100
113/113 [==============================] - 0s 819us/step - loss: 0.4210 - accuracy: 0.8189
Epoch 24/100
113/113 [==============================] - 0s 839us/step - loss: 0.4202 - accuracy: 0.8193
Epoch 25/100
113/113 [==============================] - 0s 812us/step - loss: 0.4196 - accuracy: 0.8218
Epoch 26/100
113/113 [==============================] - 0s 864us/step - loss: 0.4185 - accuracy: 0.8225
Epoch 27/100
113/113 [==============================] - 0s 832us/step - loss: 0.4178 - accuracy: 0.8225
Epoch 28/100
113/113 [==============================] - 0s 821us/step - loss: 0.4170 - accuracy: 0.8239
Epoch 29/100
113/113 [==============================] - 0s 853us/step - loss: 0.4164 - accuracy: 0.8246
Epoch 30/100
113/113 [==============================] - 0s 820us/step - loss: 0.4155 - accuracy: 0.8256
Epoch 31/100
113/113 [==============================] - 0s 931us/step - loss: 0.4149 - accuracy: 0.8275
Epoch 32/100
113/113 [==============================] - 0s 813us/step - loss: 0.4141 - accuracy: 0.8279
Epoch 33/100
113/113 [==============================] - 0s 856us/step - loss: 0.4136 - accuracy: 0.8279
Epoch 34/100
113/113 [==============================] - 0s 886us/step - loss: 0.4128 - accuracy: 0.8276
Epoch 35/100
113/113 [==============================] - 0s 829us/step - loss: 0.4121 - accuracy: 0.8289
Epoch 36/100
113/113 [==============================] - 0s 834us/step - loss: 0.4113 - accuracy: 0.8297
Epoch 37/100
113/113 [==============================] - 0s 861us/step - loss: 0.4110 - accuracy: 0.8311
Epoch 38/100
113/113 [==============================] - 0s 850us/step - loss: 0.4105 - accuracy: 0.8311
Epoch 39/100
113/113 [==============================] - 0s 883us/step - loss: 0.4099 - accuracy: 0.8321
Epoch 40/100
113/113 [==============================] - 0s 872us/step - loss: 0.4095 - accuracy: 0.8310
Epoch 41/100
113/113 [==============================] - 0s 895us/step - loss: 0.4088 - accuracy: 0.83250s - loss: 0.3978 - accuracy: 0.83
Epoch 42/100
113/113 [==============================] - 0s 835us/step - loss: 0.4085 - accuracy: 0.8335
Epoch 43/100
113/113 [==============================] - 0s 852us/step - loss: 0.4082 - accuracy: 0.8319
Epoch 44/100
113/113 [==============================] - 0s 873us/step - loss: 0.4079 - accuracy: 0.8331
Epoch 45/100
113/113 [==============================] - 0s 851us/step - loss: 0.4074 - accuracy: 0.8333
Epoch 46/100
113/113 [==============================] - 0s 833us/step - loss: 0.4070 - accuracy: 0.8340
Epoch 47/100
113/113 [==============================] - 0s 857us/step - loss: 0.4069 - accuracy: 0.8335
Epoch 48/100
113/113 [==============================] - 0s 857us/step - loss: 0.4065 - accuracy: 0.8336
Epoch 49/100
113/113 [==============================] - 0s 870us/step - loss: 0.4063 - accuracy: 0.8335
Epoch 50/100
113/113 [==============================] - 0s 829us/step - loss: 0.4059 - accuracy: 0.8336
Epoch 51/100
113/113 [==============================] - 0s 872us/step - loss: 0.4057 - accuracy: 0.8349
Epoch 52/100
113/113 [==============================] - 0s 889us/step - loss: 0.4056 - accuracy: 0.8342
Epoch 53/100
113/113 [==============================] - 0s 919us/step - loss: 0.4053 - accuracy: 0.8353
Epoch 54/100
113/113 [==============================] - 0s 889us/step - loss: 0.4050 - accuracy: 0.8343
Epoch 55/100
113/113 [==============================] - 0s 861us/step - loss: 0.4049 - accuracy: 0.8331
Epoch 56/100
113/113 [==============================] - 0s 901us/step - loss: 0.4047 - accuracy: 0.8347
Epoch 57/100
113/113 [==============================] - 0s 856us/step - loss: 0.4044 - accuracy: 0.8349
Epoch 58/100
113/113 [==============================] - 0s 882us/step - loss: 0.4042 - accuracy: 0.8338
Epoch 59/100
113/113 [==============================] - 0s 858us/step - loss: 0.4040 - accuracy: 0.8339
Epoch 60/100
113/113 [==============================] - 0s 851us/step - loss: 0.4037 - accuracy: 0.83360s - loss: 0.3971 - accuracy: 0.83
Epoch 61/100
113/113 [==============================] - 0s 920us/step - loss: 0.4038 - accuracy: 0.8349
Epoch 62/100
113/113 [==============================] - 0s 833us/step - loss: 0.4035 - accuracy: 0.8354
Epoch 63/100
113/113 [==============================] - 0s 860us/step - loss: 0.4036 - accuracy: 0.8349
Epoch 64/100
113/113 [==============================] - 0s 856us/step - loss: 0.4035 - accuracy: 0.8346
Epoch 65/100
113/113 [==============================] - 0s 843us/step - loss: 0.4032 - accuracy: 0.8358
Epoch 66/100
113/113 [==============================] - 0s 855us/step - loss: 0.4030 - accuracy: 0.8347
Epoch 67/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4031 - accuracy: 0.8360
Epoch 68/100
113/113 [==============================] - 0s 862us/step - loss: 0.4029 - accuracy: 0.8353
Epoch 69/100
113/113 [==============================] - 0s 852us/step - loss: 0.4030 - accuracy: 0.8351
Epoch 70/100
113/113 [==============================] - 0s 848us/step - loss: 0.4026 - accuracy: 0.8356
Epoch 71/100
113/113 [==============================] - 0s 890us/step - loss: 0.4028 - accuracy: 0.8344
Epoch 72/100
113/113 [==============================] - 0s 856us/step - loss: 0.4024 - accuracy: 0.8358
Epoch 73/100
113/113 [==============================] - 0s 842us/step - loss: 0.4028 - accuracy: 0.8351
Epoch 74/100
113/113 [==============================] - 0s 881us/step - loss: 0.4025 - accuracy: 0.8351
Epoch 75/100
113/113 [==============================] - 0s 844us/step - loss: 0.4023 - accuracy: 0.8356
Epoch 76/100
113/113 [==============================] - 0s 840us/step - loss: 0.4023 - accuracy: 0.8364
Epoch 77/100
113/113 [==============================] - 0s 865us/step - loss: 0.4022 - accuracy: 0.8350
Epoch 78/100
113/113 [==============================] - 0s 859us/step - loss: 0.4021 - accuracy: 0.8351
Epoch 79/100
113/113 [==============================] - 0s 875us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 80/100
113/113 [==============================] - 0s 836us/step - loss: 0.4024 - accuracy: 0.8353
Epoch 81/100
113/113 [==============================] - 0s 910us/step - loss: 0.4020 - accuracy: 0.8367
Epoch 82/100
113/113 [==============================] - 0s 861us/step - loss: 0.4019 - accuracy: 0.8350
Epoch 83/100
113/113 [==============================] - 0s 847us/step - loss: 0.4021 - accuracy: 0.8360
Epoch 84/100
113/113 [==============================] - 0s 860us/step - loss: 0.4015 - accuracy: 0.8349
Epoch 85/100
113/113 [==============================] - 0s 845us/step - loss: 0.4015 - accuracy: 0.8333
Epoch 86/100
113/113 [==============================] - 0s 838us/step - loss: 0.4020 - accuracy: 0.8349
Epoch 87/100
113/113 [==============================] - 0s 874us/step - loss: 0.4016 - accuracy: 0.8365
Epoch 88/100
113/113 [==============================] - 0s 864us/step - loss: 0.4020 - accuracy: 0.8360
Epoch 89/100
113/113 [==============================] - 0s 897us/step - loss: 0.4016 - accuracy: 0.8342
Epoch 90/100
113/113 [==============================] - 0s 823us/step - loss: 0.4016 - accuracy: 0.8363
Epoch 91/100
113/113 [==============================] - 0s 936us/step - loss: 0.4016 - accuracy: 0.8356
Epoch 92/100
113/113 [==============================] - 0s 870us/step - loss: 0.4017 - accuracy: 0.8361
Epoch 93/100
113/113 [==============================] - 0s 928us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 94/100
113/113 [==============================] - 0s 857us/step - loss: 0.4015 - accuracy: 0.8351
Epoch 95/100
113/113 [==============================] - 0s 824us/step - loss: 0.4012 - accuracy: 0.8351
Epoch 96/100
113/113 [==============================] - 0s 840us/step - loss: 0.4014 - accuracy: 0.8356
Epoch 97/100
113/113 [==============================] - 0s 867us/step - loss: 0.4014 - accuracy: 0.8364
Epoch 98/100
113/113 [==============================] - 0s 840us/step - loss: 0.4011 - accuracy: 0.8365
Epoch 99/100
113/113 [==============================] - 0s 867us/step - loss: 0.4014 - accuracy: 0.8349
Epoch 100/100
113/113 [==============================] - 0s 826us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 1/100
113/113 [==============================] - 0s 840us/step - loss: 0.6595 - accuracy: 0.7968
Epoch 2/100
113/113 [==============================] - 0s 876us/step - loss: 0.5093 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 838us/step - loss: 0.4435 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 858us/step - loss: 0.4361 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 867us/step - loss: 0.4327 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 868us/step - loss: 0.4307 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 889us/step - loss: 0.4292 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 859us/step - loss: 0.4279 - accuracy: 0.7986
Epoch 9/100
113/113 [==============================] - 0s 880us/step - loss: 0.4266 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 898us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 848us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 881us/step - loss: 0.4229 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 875us/step - loss: 0.4214 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 860us/step - loss: 0.4203 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 943us/step - loss: 0.4192 - accuracy: 0.8017
Epoch 16/100
113/113 [==============================] - 0s 961us/step - loss: 0.4180 - accuracy: 0.8185
Epoch 17/100
113/113 [==============================] - 0s 885us/step - loss: 0.4171 - accuracy: 0.8194
Epoch 18/100
113/113 [==============================] - 0s 849us/step - loss: 0.4159 - accuracy: 0.8221
Epoch 19/100
113/113 [==============================] - 0s 870us/step - loss: 0.4150 - accuracy: 0.8253
Epoch 20/100
113/113 [==============================] - 0s 913us/step - loss: 0.4140 - accuracy: 0.8246
Epoch 21/100
113/113 [==============================] - 0s 857us/step - loss: 0.4133 - accuracy: 0.8272
Epoch 22/100
113/113 [==============================] - 0s 887us/step - loss: 0.4124 - accuracy: 0.8278
Epoch 23/100
113/113 [==============================] - 0s 862us/step - loss: 0.4117 - accuracy: 0.8297
Epoch 24/100
113/113 [==============================] - 0s 864us/step - loss: 0.4110 - accuracy: 0.8308
Epoch 25/100
113/113 [==============================] - 0s 852us/step - loss: 0.4103 - accuracy: 0.8318
Epoch 26/100
113/113 [==============================] - 0s 958us/step - loss: 0.4097 - accuracy: 0.8317
Epoch 27/100
113/113 [==============================] - 0s 866us/step - loss: 0.4088 - accuracy: 0.8326
Epoch 28/100
113/113 [==============================] - 0s 918us/step - loss: 0.4084 - accuracy: 0.8347
Epoch 29/100
113/113 [==============================] - 0s 934us/step - loss: 0.4078 - accuracy: 0.8353
Epoch 30/100
113/113 [==============================] - 0s 807us/step - loss: 0.4073 - accuracy: 0.8363
Epoch 31/100
113/113 [==============================] - 0s 815us/step - loss: 0.4069 - accuracy: 0.8369
Epoch 32/100
113/113 [==============================] - 0s 829us/step - loss: 0.4062 - accuracy: 0.8363
Epoch 33/100
113/113 [==============================] - 0s 814us/step - loss: 0.4056 - accuracy: 0.8369
Epoch 34/100
113/113 [==============================] - 0s 841us/step - loss: 0.4053 - accuracy: 0.8371
Epoch 35/100
113/113 [==============================] - 0s 804us/step - loss: 0.4048 - accuracy: 0.8378
Epoch 36/100
113/113 [==============================] - 0s 839us/step - loss: 0.4046 - accuracy: 0.8376
Epoch 37/100
113/113 [==============================] - 0s 839us/step - loss: 0.4042 - accuracy: 0.8372
Epoch 38/100
113/113 [==============================] - 0s 801us/step - loss: 0.4037 - accuracy: 0.8376
Epoch 39/100
113/113 [==============================] - 0s 807us/step - loss: 0.4035 - accuracy: 0.8382
Epoch 40/100
113/113 [==============================] - 0s 841us/step - loss: 0.4028 - accuracy: 0.8383
Epoch 41/100
113/113 [==============================] - 0s 799us/step - loss: 0.4024 - accuracy: 0.8393
Epoch 42/100
113/113 [==============================] - 0s 840us/step - loss: 0.4025 - accuracy: 0.8379
Epoch 43/100
113/113 [==============================] - 0s 825us/step - loss: 0.4019 - accuracy: 0.8393
Epoch 44/100
113/113 [==============================] - 0s 872us/step - loss: 0.4014 - accuracy: 0.8386
Epoch 45/100
113/113 [==============================] - 0s 860us/step - loss: 0.4012 - accuracy: 0.8386
Epoch 46/100
113/113 [==============================] - 0s 913us/step - loss: 0.4009 - accuracy: 0.8381
Epoch 47/100
113/113 [==============================] - 0s 864us/step - loss: 0.4006 - accuracy: 0.8396
Epoch 48/100
113/113 [==============================] - 0s 825us/step - loss: 0.4007 - accuracy: 0.8393
Epoch 49/100
113/113 [==============================] - 0s 857us/step - loss: 0.4001 - accuracy: 0.8393
Epoch 50/100
113/113 [==============================] - 0s 954us/step - loss: 0.4001 - accuracy: 0.8390
Epoch 51/100
113/113 [==============================] - 0s 822us/step - loss: 0.4000 - accuracy: 0.8392
Epoch 52/100
113/113 [==============================] - 0s 855us/step - loss: 0.3997 - accuracy: 0.8393
Epoch 53/100
113/113 [==============================] - 0s 827us/step - loss: 0.3995 - accuracy: 0.8392
Epoch 54/100
113/113 [==============================] - 0s 839us/step - loss: 0.3994 - accuracy: 0.8390
Epoch 55/100
113/113 [==============================] - 0s 844us/step - loss: 0.3991 - accuracy: 0.8394
Epoch 56/100
113/113 [==============================] - 0s 928us/step - loss: 0.3989 - accuracy: 0.8396
Epoch 57/100
113/113 [==============================] - 0s 863us/step - loss: 0.3991 - accuracy: 0.8386
Epoch 58/100
113/113 [==============================] - 0s 825us/step - loss: 0.3988 - accuracy: 0.8400
Epoch 59/100
113/113 [==============================] - 0s 844us/step - loss: 0.3987 - accuracy: 0.8390
Epoch 60/100
113/113 [==============================] - 0s 851us/step - loss: 0.3985 - accuracy: 0.8397
Epoch 61/100
113/113 [==============================] - 0s 829us/step - loss: 0.3986 - accuracy: 0.8400
Epoch 62/100
113/113 [==============================] - 0s 822us/step - loss: 0.3980 - accuracy: 0.8390
Epoch 63/100
113/113 [==============================] - 0s 841us/step - loss: 0.3985 - accuracy: 0.8396
Epoch 64/100
113/113 [==============================] - 0s 813us/step - loss: 0.3980 - accuracy: 0.8393
Epoch 65/100
113/113 [==============================] - 0s 864us/step - loss: 0.3979 - accuracy: 0.8388
Epoch 66/100
113/113 [==============================] - 0s 818us/step - loss: 0.3980 - accuracy: 0.8400
Epoch 67/100
113/113 [==============================] - 0s 891us/step - loss: 0.3980 - accuracy: 0.8392
Epoch 68/100
113/113 [==============================] - 0s 858us/step - loss: 0.3976 - accuracy: 0.8394
Epoch 69/100
113/113 [==============================] - 0s 834us/step - loss: 0.3975 - accuracy: 0.8383
Epoch 70/100
113/113 [==============================] - 0s 865us/step - loss: 0.3971 - accuracy: 0.8388
Epoch 71/100
113/113 [==============================] - 0s 822us/step - loss: 0.3975 - accuracy: 0.8388
Epoch 72/100
113/113 [==============================] - 0s 823us/step - loss: 0.3973 - accuracy: 0.8386
Epoch 73/100
113/113 [==============================] - 0s 849us/step - loss: 0.3971 - accuracy: 0.8385
Epoch 74/100
113/113 [==============================] - 0s 829us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 75/100
113/113 [==============================] - 0s 857us/step - loss: 0.3967 - accuracy: 0.8394
Epoch 76/100
113/113 [==============================] - 0s 817us/step - loss: 0.3970 - accuracy: 0.8403
Epoch 77/100
113/113 [==============================] - 0s 883us/step - loss: 0.3966 - accuracy: 0.8399
Epoch 78/100
113/113 [==============================] - 0s 865us/step - loss: 0.3965 - accuracy: 0.8389
Epoch 79/100
113/113 [==============================] - 0s 823us/step - loss: 0.3965 - accuracy: 0.8397
Epoch 80/100
113/113 [==============================] - 0s 865us/step - loss: 0.3966 - accuracy: 0.8404
Epoch 81/100
113/113 [==============================] - 0s 837us/step - loss: 0.3966 - accuracy: 0.8397
Epoch 82/100
113/113 [==============================] - 0s 836us/step - loss: 0.3966 - accuracy: 0.8397
Epoch 83/100
113/113 [==============================] - 0s 865us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 84/100
113/113 [==============================] - 0s 829us/step - loss: 0.3963 - accuracy: 0.8401
Epoch 85/100
113/113 [==============================] - 0s 838us/step - loss: 0.3960 - accuracy: 0.8392
Epoch 86/100
113/113 [==============================] - 0s 851us/step - loss: 0.3960 - accuracy: 0.8394
Epoch 87/100
113/113 [==============================] - 0s 928us/step - loss: 0.3961 - accuracy: 0.8394
Epoch 88/100
113/113 [==============================] - 0s 865us/step - loss: 0.3958 - accuracy: 0.8394
Epoch 89/100
113/113 [==============================] - 0s 864us/step - loss: 0.3956 - accuracy: 0.8401
Epoch 90/100
113/113 [==============================] - 0s 866us/step - loss: 0.3960 - accuracy: 0.8394
Epoch 91/100
113/113 [==============================] - 0s 872us/step - loss: 0.3956 - accuracy: 0.8407
Epoch 92/100
113/113 [==============================] - 0s 830us/step - loss: 0.3956 - accuracy: 0.8407
Epoch 93/100
113/113 [==============================] - 0s 876us/step - loss: 0.3959 - accuracy: 0.8392
Epoch 94/100
113/113 [==============================] - 0s 833us/step - loss: 0.3954 - accuracy: 0.8400
Epoch 95/100
113/113 [==============================] - 0s 832us/step - loss: 0.3955 - accuracy: 0.8394
Epoch 96/100
113/113 [==============================] - 0s 876us/step - loss: 0.3954 - accuracy: 0.8401
Epoch 97/100
113/113 [==============================] - 0s 933us/step - loss: 0.3954 - accuracy: 0.8397
Epoch 98/100
113/113 [==============================] - 0s 863us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 99/100
113/113 [==============================] - 0s 829us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 100/100
113/113 [==============================] - 0s 817us/step - loss: 0.3953 - accuracy: 0.8400
Epoch 1/100
113/113 [==============================] - 0s 889us/step - loss: 0.6699 - accuracy: 0.7925
Epoch 2/100
113/113 [==============================] - 0s 847us/step - loss: 0.5417 - accuracy: 0.7978
Epoch 3/100
113/113 [==============================] - 0s 971us/step - loss: 0.4483 - accuracy: 0.7978
Epoch 4/100
113/113 [==============================] - 0s 913us/step - loss: 0.4369 - accuracy: 0.7978
Epoch 5/100
113/113 [==============================] - 0s 857us/step - loss: 0.4336 - accuracy: 0.7978
Epoch 6/100
113/113 [==============================] - 0s 922us/step - loss: 0.4315 - accuracy: 0.7978
Epoch 7/100
113/113 [==============================] - 0s 861us/step - loss: 0.4301 - accuracy: 0.7978
Epoch 8/100
113/113 [==============================] - 0s 865us/step - loss: 0.4290 - accuracy: 0.7978
Epoch 9/100
113/113 [==============================] - 0s 919us/step - loss: 0.4278 - accuracy: 0.7978
Epoch 10/100
113/113 [==============================] - 0s 871us/step - loss: 0.4266 - accuracy: 0.7978
Epoch 11/100
113/113 [==============================] - 0s 920us/step - loss: 0.4253 - accuracy: 0.7978
Epoch 12/100
113/113 [==============================] - 0s 922us/step - loss: 0.4240 - accuracy: 0.7978
Epoch 13/100
113/113 [==============================] - 0s 952us/step - loss: 0.4226 - accuracy: 0.7978
Epoch 14/100
113/113 [==============================] - 0s 868us/step - loss: 0.4215 - accuracy: 0.7978
Epoch 15/100
113/113 [==============================] - 0s 869us/step - loss: 0.4202 - accuracy: 0.7978
Epoch 16/100
113/113 [==============================] - 0s 985us/step - loss: 0.4192 - accuracy: 0.8024
Epoch 17/100
113/113 [==============================] - 0s 860us/step - loss: 0.4184 - accuracy: 0.8192
Epoch 18/100
113/113 [==============================] - 0s 903us/step - loss: 0.4173 - accuracy: 0.8219
Epoch 19/100
113/113 [==============================] - 0s 970us/step - loss: 0.4167 - accuracy: 0.8225
Epoch 20/100
113/113 [==============================] - 0s 869us/step - loss: 0.4160 - accuracy: 0.8253
Epoch 21/100
113/113 [==============================] - 0s 858us/step - loss: 0.4151 - accuracy: 0.8272
Epoch 22/100
113/113 [==============================] - 0s 853us/step - loss: 0.4145 - accuracy: 0.8272
Epoch 23/100
113/113 [==============================] - 0s 890us/step - loss: 0.4138 - accuracy: 0.8276
Epoch 24/100
113/113 [==============================] - 0s 975us/step - loss: 0.4131 - accuracy: 0.8286
Epoch 25/100
113/113 [==============================] - 0s 863us/step - loss: 0.4127 - accuracy: 0.8310
Epoch 26/100
113/113 [==============================] - 0s 839us/step - loss: 0.4121 - accuracy: 0.8310
Epoch 27/100
113/113 [==============================] - 0s 826us/step - loss: 0.4117 - accuracy: 0.8304
Epoch 28/100
113/113 [==============================] - 0s 843us/step - loss: 0.4110 - accuracy: 0.8315
Epoch 29/100
113/113 [==============================] - 0s 825us/step - loss: 0.4107 - accuracy: 0.8306
Epoch 30/100
113/113 [==============================] - 0s 837us/step - loss: 0.4103 - accuracy: 0.8321
Epoch 31/100
113/113 [==============================] - 0s 827us/step - loss: 0.4097 - accuracy: 0.8331
Epoch 32/100
113/113 [==============================] - 0s 807us/step - loss: 0.4093 - accuracy: 0.8333
Epoch 33/100
113/113 [==============================] - 0s 842us/step - loss: 0.4090 - accuracy: 0.8331
Epoch 34/100
113/113 [==============================] - 0s 826us/step - loss: 0.4082 - accuracy: 0.8328
Epoch 35/100
113/113 [==============================] - 0s 818us/step - loss: 0.4083 - accuracy: 0.8333
Epoch 36/100
113/113 [==============================] - 0s 861us/step - loss: 0.4076 - accuracy: 0.8347
Epoch 37/100
113/113 [==============================] - 0s 823us/step - loss: 0.4071 - accuracy: 0.8356
Epoch 38/100
113/113 [==============================] - 0s 848us/step - loss: 0.4065 - accuracy: 0.8351
Epoch 39/100
113/113 [==============================] - 0s 818us/step - loss: 0.4062 - accuracy: 0.8354
Epoch 40/100
113/113 [==============================] - 0s 820us/step - loss: 0.4056 - accuracy: 0.8354
Epoch 41/100
113/113 [==============================] - 0s 903us/step - loss: 0.4056 - accuracy: 0.8356
Epoch 42/100
113/113 [==============================] - 0s 815us/step - loss: 0.4051 - accuracy: 0.8354
Epoch 43/100
113/113 [==============================] - 0s 848us/step - loss: 0.4046 - accuracy: 0.8351
Epoch 44/100
113/113 [==============================] - 0s 807us/step - loss: 0.4042 - accuracy: 0.8354
Epoch 45/100
113/113 [==============================] - 0s 821us/step - loss: 0.4036 - accuracy: 0.8360
Epoch 46/100
113/113 [==============================] - 0s 832us/step - loss: 0.4032 - accuracy: 0.8367
Epoch 47/100
113/113 [==============================] - 0s 828us/step - loss: 0.4028 - accuracy: 0.8363
Epoch 48/100
113/113 [==============================] - 0s 809us/step - loss: 0.4023 - accuracy: 0.8368
Epoch 49/100
113/113 [==============================] - 0s 828us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 50/100
113/113 [==============================] - 0s 818us/step - loss: 0.4016 - accuracy: 0.8367
Epoch 51/100
113/113 [==============================] - 0s 838us/step - loss: 0.4013 - accuracy: 0.8368
Epoch 52/100
113/113 [==============================] - 0s 838us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 53/100
113/113 [==============================] - 0s 917us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 54/100
113/113 [==============================] - 0s 836us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 55/100
113/113 [==============================] - 0s 812us/step - loss: 0.3999 - accuracy: 0.8369
Epoch 56/100
113/113 [==============================] - 0s 838us/step - loss: 0.3995 - accuracy: 0.8363
Epoch 57/100
113/113 [==============================] - 0s 824us/step - loss: 0.3993 - accuracy: 0.8360
Epoch 58/100
113/113 [==============================] - 0s 814us/step - loss: 0.3990 - accuracy: 0.8364
Epoch 59/100
113/113 [==============================] - 0s 844us/step - loss: 0.3986 - accuracy: 0.8369
Epoch 60/100
113/113 [==============================] - 0s 832us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 61/100
113/113 [==============================] - 0s 947us/step - loss: 0.3985 - accuracy: 0.8369
Epoch 62/100
113/113 [==============================] - 0s 821us/step - loss: 0.3982 - accuracy: 0.8368
Epoch 63/100
113/113 [==============================] - 0s 804us/step - loss: 0.3980 - accuracy: 0.8363
Epoch 64/100
113/113 [==============================] - 0s 858us/step - loss: 0.3979 - accuracy: 0.8372
Epoch 65/100
113/113 [==============================] - 0s 820us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 66/100
113/113 [==============================] - 0s 819us/step - loss: 0.3974 - accuracy: 0.8379
Epoch 67/100
113/113 [==============================] - 0s 854us/step - loss: 0.3974 - accuracy: 0.8371
Epoch 68/100
113/113 [==============================] - 0s 820us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 69/100
113/113 [==============================] - 0s 845us/step - loss: 0.3971 - accuracy: 0.8374
Epoch 70/100
113/113 [==============================] - 0s 865us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 71/100
113/113 [==============================] - 0s 839us/step - loss: 0.3969 - accuracy: 0.8382
Epoch 72/100
113/113 [==============================] - 0s 836us/step - loss: 0.3968 - accuracy: 0.8375
Epoch 73/100
113/113 [==============================] - 0s 852us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 74/100
113/113 [==============================] - 0s 894us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 75/100
113/113 [==============================] - 0s 810us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 76/100
113/113 [==============================] - 0s 826us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 77/100
113/113 [==============================] - 0s 841us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 78/100
113/113 [==============================] - 0s 831us/step - loss: 0.3962 - accuracy: 0.8376
Epoch 79/100
113/113 [==============================] - 0s 847us/step - loss: 0.3960 - accuracy: 0.8378
Epoch 80/100
113/113 [==============================] - 0s 821us/step - loss: 0.3960 - accuracy: 0.8374
Epoch 81/100
113/113 [==============================] - 0s 814us/step - loss: 0.3961 - accuracy: 0.8372
Epoch 82/100
113/113 [==============================] - 0s 873us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 83/100
113/113 [==============================] - 0s 882us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 84/100
113/113 [==============================] - 0s 862us/step - loss: 0.3959 - accuracy: 0.8381
Epoch 85/100
113/113 [==============================] - 0s 867us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 86/100
113/113 [==============================] - 0s 842us/step - loss: 0.3956 - accuracy: 0.8394
Epoch 87/100
113/113 [==============================] - 0s 860us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 88/100
113/113 [==============================] - 0s 844us/step - loss: 0.3954 - accuracy: 0.8385
Epoch 89/100
113/113 [==============================] - 0s 856us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 90/100
113/113 [==============================] - 0s 842us/step - loss: 0.3954 - accuracy: 0.8376
Epoch 91/100
113/113 [==============================] - 0s 830us/step - loss: 0.3953 - accuracy: 0.8383
Epoch 92/100
113/113 [==============================] - 0s 850us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 93/100
113/113 [==============================] - 0s 874us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 94/100
113/113 [==============================] - 0s 938us/step - loss: 0.3952 - accuracy: 0.8374
Epoch 95/100
113/113 [==============================] - 0s 831us/step - loss: 0.3948 - accuracy: 0.8386
Epoch 96/100
113/113 [==============================] - 0s 822us/step - loss: 0.3948 - accuracy: 0.8379
Epoch 97/100
113/113 [==============================] - 0s 851us/step - loss: 0.3949 - accuracy: 0.8369
Epoch 98/100
113/113 [==============================] - 0s 850us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 99/100
113/113 [==============================] - 0s 826us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 100/100
113/113 [==============================] - 0s 932us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6637 - accuracy: 0.7910
Epoch 2/100
113/113 [==============================] - 0s 850us/step - loss: 0.5277 - accuracy: 0.7940
Epoch 3/100
113/113 [==============================] - 0s 903us/step - loss: 0.4511 - accuracy: 0.7940
Epoch 4/100
113/113 [==============================] - 0s 889us/step - loss: 0.4418 - accuracy: 0.7940
Epoch 5/100
113/113 [==============================] - 0s 912us/step - loss: 0.4388 - accuracy: 0.7940
Epoch 6/100
113/113 [==============================] - 0s 881us/step - loss: 0.4372 - accuracy: 0.7940
Epoch 7/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4358 - accuracy: 0.7940
Epoch 8/100
113/113 [==============================] - 0s 923us/step - loss: 0.4350 - accuracy: 0.7940
Epoch 9/100
113/113 [==============================] - 0s 888us/step - loss: 0.4341 - accuracy: 0.7940
Epoch 10/100
113/113 [==============================] - 0s 924us/step - loss: 0.4330 - accuracy: 0.7940
Epoch 11/100
113/113 [==============================] - 0s 854us/step - loss: 0.4317 - accuracy: 0.7940
Epoch 12/100
113/113 [==============================] - 0s 874us/step - loss: 0.4303 - accuracy: 0.7940
Epoch 13/100
113/113 [==============================] - 0s 953us/step - loss: 0.4290 - accuracy: 0.7940
Epoch 14/100
113/113 [==============================] - 0s 870us/step - loss: 0.4270 - accuracy: 0.7940
Epoch 15/100
113/113 [==============================] - 0s 911us/step - loss: 0.4254 - accuracy: 0.7940
Epoch 16/100
113/113 [==============================] - 0s 898us/step - loss: 0.4240 - accuracy: 0.7940
Epoch 17/100
113/113 [==============================] - 0s 910us/step - loss: 0.4227 - accuracy: 0.8175
Epoch 18/100
113/113 [==============================] - 0s 933us/step - loss: 0.4217 - accuracy: 0.8182
Epoch 19/100
113/113 [==============================] - 0s 880us/step - loss: 0.4206 - accuracy: 0.8218
Epoch 20/100
113/113 [==============================] - 0s 975us/step - loss: 0.4197 - accuracy: 0.8242
Epoch 21/100
113/113 [==============================] - 0s 862us/step - loss: 0.4190 - accuracy: 0.8254
Epoch 22/100
113/113 [==============================] - 0s 897us/step - loss: 0.4183 - accuracy: 0.8271
Epoch 23/100
113/113 [==============================] - 0s 878us/step - loss: 0.4176 - accuracy: 0.8264
Epoch 24/100
113/113 [==============================] - 0s 919us/step - loss: 0.4171 - accuracy: 0.8276
Epoch 25/100
113/113 [==============================] - 0s 858us/step - loss: 0.4165 - accuracy: 0.8288
Epoch 26/100
113/113 [==============================] - 0s 900us/step - loss: 0.4160 - accuracy: 0.8306
Epoch 27/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4153 - accuracy: 0.8310
Epoch 28/100
113/113 [==============================] - 0s 841us/step - loss: 0.4149 - accuracy: 0.8313
Epoch 29/100
113/113 [==============================] - 0s 848us/step - loss: 0.4142 - accuracy: 0.8301
Epoch 30/100
113/113 [==============================] - 0s 813us/step - loss: 0.4138 - accuracy: 0.8321
Epoch 31/100
113/113 [==============================] - 0s 820us/step - loss: 0.4133 - accuracy: 0.8310
Epoch 32/100
113/113 [==============================] - 0s 848us/step - loss: 0.4131 - accuracy: 0.8331
Epoch 33/100
113/113 [==============================] - 0s 837us/step - loss: 0.4125 - accuracy: 0.8326
Epoch 34/100
113/113 [==============================] - 0s 841us/step - loss: 0.4121 - accuracy: 0.8332
Epoch 35/100
113/113 [==============================] - 0s 821us/step - loss: 0.4116 - accuracy: 0.8340
Epoch 36/100
113/113 [==============================] - 0s 823us/step - loss: 0.4114 - accuracy: 0.8335
Epoch 37/100
113/113 [==============================] - 0s 840us/step - loss: 0.4110 - accuracy: 0.8335
Epoch 38/100
113/113 [==============================] - 0s 938us/step - loss: 0.4107 - accuracy: 0.8338
Epoch 39/100
113/113 [==============================] - 0s 841us/step - loss: 0.4103 - accuracy: 0.8340
Epoch 40/100
113/113 [==============================] - 0s 830us/step - loss: 0.4101 - accuracy: 0.8329
Epoch 41/100
113/113 [==============================] - 0s 829us/step - loss: 0.4097 - accuracy: 0.8343
Epoch 42/100
113/113 [==============================] - 0s 842us/step - loss: 0.4093 - accuracy: 0.8344
Epoch 43/100
113/113 [==============================] - 0s 824us/step - loss: 0.4090 - accuracy: 0.8347
Epoch 44/100
113/113 [==============================] - 0s 854us/step - loss: 0.4088 - accuracy: 0.8349
Epoch 45/100
113/113 [==============================] - 0s 822us/step - loss: 0.4085 - accuracy: 0.8351
Epoch 46/100
113/113 [==============================] - 0s 809us/step - loss: 0.4084 - accuracy: 0.8344
Epoch 47/100
113/113 [==============================] - 0s 919us/step - loss: 0.4079 - accuracy: 0.8351
Epoch 48/100
113/113 [==============================] - 0s 840us/step - loss: 0.4077 - accuracy: 0.8349
Epoch 49/100
113/113 [==============================] - 0s 819us/step - loss: 0.4073 - accuracy: 0.8342
Epoch 50/100
113/113 [==============================] - 0s 846us/step - loss: 0.4074 - accuracy: 0.8343
Epoch 51/100
113/113 [==============================] - 0s 818us/step - loss: 0.4068 - accuracy: 0.8344
Epoch 52/100
113/113 [==============================] - 0s 844us/step - loss: 0.4069 - accuracy: 0.8347
Epoch 53/100
113/113 [==============================] - 0s 820us/step - loss: 0.4067 - accuracy: 0.8351
Epoch 54/100
113/113 [==============================] - 0s 819us/step - loss: 0.4065 - accuracy: 0.8340
Epoch 55/100
113/113 [==============================] - 0s 854us/step - loss: 0.4065 - accuracy: 0.8344
Epoch 56/100
113/113 [==============================] - 0s 829us/step - loss: 0.4061 - accuracy: 0.8353
Epoch 57/100
113/113 [==============================] - 0s 853us/step - loss: 0.4059 - accuracy: 0.8342
Epoch 58/100
113/113 [==============================] - 0s 947us/step - loss: 0.4058 - accuracy: 0.8356
Epoch 59/100
113/113 [==============================] - 0s 844us/step - loss: 0.4059 - accuracy: 0.8350
Epoch 60/100
113/113 [==============================] - 0s 872us/step - loss: 0.4054 - accuracy: 0.8346
Epoch 61/100
113/113 [==============================] - 0s 841us/step - loss: 0.4053 - accuracy: 0.8357
Epoch 62/100
113/113 [==============================] - 0s 859us/step - loss: 0.4051 - accuracy: 0.8350
Epoch 63/100
113/113 [==============================] - 0s 826us/step - loss: 0.4050 - accuracy: 0.8356
Epoch 64/100
113/113 [==============================] - 0s 836us/step - loss: 0.4047 - accuracy: 0.8351
Epoch 65/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4047 - accuracy: 0.8351
Epoch 66/100
113/113 [==============================] - 0s 851us/step - loss: 0.4046 - accuracy: 0.8350
Epoch 67/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4046 - accuracy: 0.8342
Epoch 68/100
113/113 [==============================] - 0s 951us/step - loss: 0.4045 - accuracy: 0.8347
Epoch 69/100
113/113 [==============================] - 0s 878us/step - loss: 0.4047 - accuracy: 0.8357
Epoch 70/100
113/113 [==============================] - 0s 824us/step - loss: 0.4041 - accuracy: 0.8346
Epoch 71/100
113/113 [==============================] - 0s 818us/step - loss: 0.4042 - accuracy: 0.8350
Epoch 72/100
113/113 [==============================] - 0s 860us/step - loss: 0.4038 - accuracy: 0.8347
Epoch 73/100
113/113 [==============================] - 0s 823us/step - loss: 0.4037 - accuracy: 0.8356
Epoch 74/100
113/113 [==============================] - 0s 875us/step - loss: 0.4038 - accuracy: 0.8339
Epoch 75/100
113/113 [==============================] - 0s 851us/step - loss: 0.4036 - accuracy: 0.8346
Epoch 76/100
113/113 [==============================] - 0s 844us/step - loss: 0.4036 - accuracy: 0.8343
Epoch 77/100
113/113 [==============================] - 0s 856us/step - loss: 0.4036 - accuracy: 0.8344
Epoch 78/100
113/113 [==============================] - 0s 917us/step - loss: 0.4034 - accuracy: 0.8350
Epoch 79/100
113/113 [==============================] - 0s 882us/step - loss: 0.4034 - accuracy: 0.8354
Epoch 80/100
113/113 [==============================] - 0s 876us/step - loss: 0.4034 - accuracy: 0.8343
Epoch 81/100
113/113 [==============================] - 0s 825us/step - loss: 0.4031 - accuracy: 0.8353
Epoch 82/100
113/113 [==============================] - 0s 852us/step - loss: 0.4032 - accuracy: 0.8346
Epoch 83/100
113/113 [==============================] - 0s 834us/step - loss: 0.4030 - accuracy: 0.8353
Epoch 84/100
113/113 [==============================] - 0s 882us/step - loss: 0.4029 - accuracy: 0.8351
Epoch 85/100
113/113 [==============================] - 0s 844us/step - loss: 0.4027 - accuracy: 0.8353
Epoch 86/100
113/113 [==============================] - 0s 834us/step - loss: 0.4027 - accuracy: 0.8349
Epoch 87/100
113/113 [==============================] - 0s 904us/step - loss: 0.4024 - accuracy: 0.8356
Epoch 88/100
113/113 [==============================] - 0s 826us/step - loss: 0.4027 - accuracy: 0.8344
Epoch 89/100
113/113 [==============================] - 0s 881us/step - loss: 0.4026 - accuracy: 0.8354
Epoch 90/100
113/113 [==============================] - 0s 841us/step - loss: 0.4024 - accuracy: 0.8346
Epoch 91/100
113/113 [==============================] - 0s 842us/step - loss: 0.4025 - accuracy: 0.8361
Epoch 92/100
113/113 [==============================] - 0s 854us/step - loss: 0.4022 - accuracy: 0.8343
Epoch 93/100
113/113 [==============================] - 0s 828us/step - loss: 0.4024 - accuracy: 0.8343
Epoch 94/100
113/113 [==============================] - 0s 847us/step - loss: 0.4022 - accuracy: 0.8353
Epoch 95/100
113/113 [==============================] - 0s 875us/step - loss: 0.4021 - accuracy: 0.8349
Epoch 96/100
113/113 [==============================] - 0s 849us/step - loss: 0.4020 - accuracy: 0.8351
Epoch 97/100
113/113 [==============================] - 0s 985us/step - loss: 0.4022 - accuracy: 0.8350
Epoch 98/100
113/113 [==============================] - 0s 827us/step - loss: 0.4018 - accuracy: 0.8339
Epoch 99/100
113/113 [==============================] - 0s 872us/step - loss: 0.4020 - accuracy: 0.8353
Epoch 100/100
113/113 [==============================] - 0s 828us/step - loss: 0.4018 - accuracy: 0.8353
Epoch 1/100
113/113 [==============================] - 0s 851us/step - loss: 0.6658 - accuracy: 0.7918
Epoch 2/100
113/113 [==============================] - 0s 860us/step - loss: 0.5336 - accuracy: 0.7960
Epoch 3/100
113/113 [==============================] - 0s 886us/step - loss: 0.4469 - accuracy: 0.7960
Epoch 4/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4322 - accuracy: 0.7960
Epoch 5/100
113/113 [==============================] - 0s 915us/step - loss: 0.4253 - accuracy: 0.7960
Epoch 6/100
113/113 [==============================] - 0s 846us/step - loss: 0.4204 - accuracy: 0.7960
Epoch 7/100
113/113 [==============================] - 0s 871us/step - loss: 0.4161 - accuracy: 0.7960
Epoch 8/100
113/113 [==============================] - 0s 886us/step - loss: 0.4123 - accuracy: 0.7960
Epoch 9/100
113/113 [==============================] - 0s 852us/step - loss: 0.4084 - accuracy: 0.7960
Epoch 10/100
113/113 [==============================] - 0s 942us/step - loss: 0.4052 - accuracy: 0.7960
Epoch 11/100
113/113 [==============================] - 0s 850us/step - loss: 0.4016 - accuracy: 0.7960
Epoch 12/100
113/113 [==============================] - 0s 850us/step - loss: 0.3974 - accuracy: 0.7960
Epoch 13/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3937 - accuracy: 0.8001
Epoch 14/100
113/113 [==============================] - 0s 873us/step - loss: 0.3900 - accuracy: 0.8167
Epoch 15/100
113/113 [==============================] - 0s 996us/step - loss: 0.3864 - accuracy: 0.8186
Epoch 16/100
113/113 [==============================] - 0s 828us/step - loss: 0.3839 - accuracy: 0.8249
Epoch 17/100
113/113 [==============================] - 0s 841us/step - loss: 0.3816 - accuracy: 0.8314
Epoch 18/100
113/113 [==============================] - 0s 810us/step - loss: 0.3798 - accuracy: 0.8340
Epoch 19/100
113/113 [==============================] - 0s 813us/step - loss: 0.3782 - accuracy: 0.8360
Epoch 20/100
113/113 [==============================] - 0s 871us/step - loss: 0.3770 - accuracy: 0.8379
Epoch 21/100
113/113 [==============================] - 0s 823us/step - loss: 0.3753 - accuracy: 0.8392
Epoch 22/100
113/113 [==============================] - 0s 840us/step - loss: 0.3741 - accuracy: 0.8410
Epoch 23/100
113/113 [==============================] - 0s 861us/step - loss: 0.3732 - accuracy: 0.8417
Epoch 24/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3725 - accuracy: 0.8414
Epoch 25/100
113/113 [==============================] - 0s 907us/step - loss: 0.3711 - accuracy: 0.8450
Epoch 26/100
113/113 [==============================] - 0s 980us/step - loss: 0.3703 - accuracy: 0.8451
Epoch 27/100
113/113 [==============================] - 0s 930us/step - loss: 0.3692 - accuracy: 0.8451
Epoch 28/100
113/113 [==============================] - 0s 814us/step - loss: 0.3686 - accuracy: 0.8451
Epoch 29/100
113/113 [==============================] - 0s 873us/step - loss: 0.3677 - accuracy: 0.8474
Epoch 30/100
113/113 [==============================] - 0s 828us/step - loss: 0.3667 - accuracy: 0.8483
Epoch 31/100
113/113 [==============================] - 0s 811us/step - loss: 0.3654 - accuracy: 0.8494
Epoch 32/100
113/113 [==============================] - 0s 949us/step - loss: 0.3644 - accuracy: 0.8517
Epoch 33/100
113/113 [==============================] - 0s 820us/step - loss: 0.3632 - accuracy: 0.8525
Epoch 34/100
113/113 [==============================] - 0s 871us/step - loss: 0.3620 - accuracy: 0.8562
Epoch 35/100
113/113 [==============================] - 0s 819us/step - loss: 0.3608 - accuracy: 0.8558
Epoch 36/100
113/113 [==============================] - 0s 890us/step - loss: 0.3599 - accuracy: 0.8567
Epoch 37/100
113/113 [==============================] - 0s 866us/step - loss: 0.3586 - accuracy: 0.8587
Epoch 38/100
113/113 [==============================] - 0s 817us/step - loss: 0.3576 - accuracy: 0.8592
Epoch 39/100
113/113 [==============================] - 0s 847us/step - loss: 0.3565 - accuracy: 0.8594
Epoch 40/100
113/113 [==============================] - 0s 825us/step - loss: 0.3552 - accuracy: 0.8586
Epoch 41/100
113/113 [==============================] - 0s 819us/step - loss: 0.3544 - accuracy: 0.8586
Epoch 42/100
113/113 [==============================] - 0s 971us/step - loss: 0.3532 - accuracy: 0.8593
Epoch 43/100
113/113 [==============================] - 0s 824us/step - loss: 0.3523 - accuracy: 0.8585
Epoch 44/100
113/113 [==============================] - 0s 822us/step - loss: 0.3516 - accuracy: 0.8594
Epoch 45/100
113/113 [==============================] - 0s 828us/step - loss: 0.3510 - accuracy: 0.8585
Epoch 46/100
113/113 [==============================] - 0s 811us/step - loss: 0.3501 - accuracy: 0.8586
Epoch 47/100
113/113 [==============================] - 0s 848us/step - loss: 0.3493 - accuracy: 0.8586
Epoch 48/100
113/113 [==============================] - 0s 812us/step - loss: 0.3491 - accuracy: 0.8606
Epoch 49/100
113/113 [==============================] - 0s 902us/step - loss: 0.3485 - accuracy: 0.8601
Epoch 50/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3481 - accuracy: 0.8611
Epoch 51/100
113/113 [==============================] - 0s 941us/step - loss: 0.3474 - accuracy: 0.8599
Epoch 52/100
113/113 [==============================] - 0s 877us/step - loss: 0.3470 - accuracy: 0.8597
Epoch 53/100
113/113 [==============================] - 0s 817us/step - loss: 0.3467 - accuracy: 0.8617
Epoch 54/100
113/113 [==============================] - 0s 872us/step - loss: 0.3461 - accuracy: 0.8622
Epoch 55/100
113/113 [==============================] - 0s 842us/step - loss: 0.3454 - accuracy: 0.8603
Epoch 56/100
113/113 [==============================] - 0s 877us/step - loss: 0.3452 - accuracy: 0.8617
Epoch 57/100
113/113 [==============================] - 0s 835us/step - loss: 0.3452 - accuracy: 0.8615
Epoch 58/100
113/113 [==============================] - 0s 828us/step - loss: 0.3447 - accuracy: 0.8619
Epoch 59/100
113/113 [==============================] - 0s 886us/step - loss: 0.3444 - accuracy: 0.8615
Epoch 60/100
113/113 [==============================] - 0s 838us/step - loss: 0.3441 - accuracy: 0.8617
Epoch 61/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3438 - accuracy: 0.8614
Epoch 62/100
113/113 [==============================] - 0s 931us/step - loss: 0.3435 - accuracy: 0.8625
Epoch 63/100
113/113 [==============================] - 0s 948us/step - loss: 0.3433 - accuracy: 0.8615
Epoch 64/100
113/113 [==============================] - 0s 921us/step - loss: 0.3433 - accuracy: 0.8617
Epoch 65/100
113/113 [==============================] - 0s 913us/step - loss: 0.3430 - accuracy: 0.8611
Epoch 66/100
113/113 [==============================] - 0s 964us/step - loss: 0.3429 - accuracy: 0.8610
Epoch 67/100
113/113 [==============================] - 0s 906us/step - loss: 0.3425 - accuracy: 0.8619
Epoch 68/100
113/113 [==============================] - 0s 976us/step - loss: 0.3424 - accuracy: 0.8622
Epoch 69/100
113/113 [==============================] - 0s 916us/step - loss: 0.3423 - accuracy: 0.8600
Epoch 70/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3418 - accuracy: 0.8626
Epoch 71/100
113/113 [==============================] - 0s 936us/step - loss: 0.3417 - accuracy: 0.8590
Epoch 72/100
113/113 [==============================] - 0s 827us/step - loss: 0.3416 - accuracy: 0.8614
Epoch 73/100
113/113 [==============================] - 0s 935us/step - loss: 0.3421 - accuracy: 0.8607
Epoch 74/100
113/113 [==============================] - 0s 824us/step - loss: 0.3413 - accuracy: 0.8612
Epoch 75/100
113/113 [==============================] - 0s 853us/step - loss: 0.3413 - accuracy: 0.8610
Epoch 76/100
113/113 [==============================] - 0s 838us/step - loss: 0.3410 - accuracy: 0.8611
Epoch 77/100
113/113 [==============================] - 0s 828us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 78/100
113/113 [==============================] - 0s 872us/step - loss: 0.3411 - accuracy: 0.8619
Epoch 79/100
113/113 [==============================] - 0s 824us/step - loss: 0.3407 - accuracy: 0.8590
Epoch 80/100
113/113 [==============================] - 0s 951us/step - loss: 0.3408 - accuracy: 0.8599
Epoch 81/100
113/113 [==============================] - 0s 827us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 82/100
113/113 [==============================] - 0s 819us/step - loss: 0.3404 - accuracy: 0.8619
Epoch 83/100
113/113 [==============================] - 0s 880us/step - loss: 0.3403 - accuracy: 0.8611
Epoch 84/100
113/113 [==============================] - 0s 832us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 85/100
113/113 [==============================] - 0s 864us/step - loss: 0.3401 - accuracy: 0.8596
Epoch 86/100
113/113 [==============================] - 0s 826us/step - loss: 0.3399 - accuracy: 0.8631
Epoch 87/100
113/113 [==============================] - 0s 822us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 88/100
113/113 [==============================] - 0s 879us/step - loss: 0.3397 - accuracy: 0.8611
Epoch 89/100
113/113 [==============================] - 0s 840us/step - loss: 0.3398 - accuracy: 0.8610
Epoch 90/100
113/113 [==============================] - 0s 870us/step - loss: 0.3402 - accuracy: 0.8608
Epoch 91/100
113/113 [==============================] - 0s 876us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 92/100
113/113 [==============================] - 0s 814us/step - loss: 0.3396 - accuracy: 0.8606
Epoch 93/100
113/113 [==============================] - 0s 864us/step - loss: 0.3397 - accuracy: 0.8611
Epoch 94/100
113/113 [==============================] - 0s 833us/step - loss: 0.3397 - accuracy: 0.8607
Epoch 95/100
113/113 [==============================] - 0s 870us/step - loss: 0.3393 - accuracy: 0.8622
Epoch 96/100
113/113 [==============================] - 0s 830us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 97/100
113/113 [==============================] - 0s 830us/step - loss: 0.3393 - accuracy: 0.8604
Epoch 98/100
113/113 [==============================] - 0s 853us/step - loss: 0.3392 - accuracy: 0.8624
Epoch 99/100
113/113 [==============================] - 0s 840us/step - loss: 0.3389 - accuracy: 0.8624
Epoch 100/100
113/113 [==============================] - 0s 819us/step - loss: 0.3392 - accuracy: 0.8636
Epoch 1/100
113/113 [==============================] - 0s 877us/step - loss: 0.6669 - accuracy: 0.7935
Epoch 2/100
113/113 [==============================] - 0s 852us/step - loss: 0.5469 - accuracy: 0.7953
Epoch 3/100
113/113 [==============================] - 0s 963us/step - loss: 0.4510 - accuracy: 0.7953
Epoch 4/100
113/113 [==============================] - 0s 923us/step - loss: 0.4405 - accuracy: 0.7953
Epoch 5/100
113/113 [==============================] - 0s 845us/step - loss: 0.4368 - accuracy: 0.7953
Epoch 6/100
113/113 [==============================] - 0s 877us/step - loss: 0.4348 - accuracy: 0.7953
Epoch 7/100
113/113 [==============================] - 0s 846us/step - loss: 0.4338 - accuracy: 0.7953
Epoch 8/100
113/113 [==============================] - 0s 853us/step - loss: 0.4330 - accuracy: 0.7953
Epoch 9/100
113/113 [==============================] - 0s 916us/step - loss: 0.4323 - accuracy: 0.7953
Epoch 10/100
113/113 [==============================] - 0s 798us/step - loss: 0.4317 - accuracy: 0.7953
Epoch 11/100
113/113 [==============================] - 0s 862us/step - loss: 0.4311 - accuracy: 0.7953
Epoch 12/100
113/113 [==============================] - 0s 815us/step - loss: 0.4305 - accuracy: 0.7953
Epoch 13/100
113/113 [==============================] - 0s 813us/step - loss: 0.4298 - accuracy: 0.7953
Epoch 14/100
113/113 [==============================] - 0s 834us/step - loss: 0.4290 - accuracy: 0.7953
Epoch 15/100
113/113 [==============================] - 0s 828us/step - loss: 0.4285 - accuracy: 0.7953
Epoch 16/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.7953
Epoch 17/100
113/113 [==============================] - 0s 831us/step - loss: 0.4266 - accuracy: 0.7953
Epoch 18/100
113/113 [==============================] - 0s 919us/step - loss: 0.4257 - accuracy: 0.7965
Epoch 19/100
113/113 [==============================] - 0s 839us/step - loss: 0.4249 - accuracy: 0.8161
Epoch 20/100
113/113 [==============================] - 0s 832us/step - loss: 0.4240 - accuracy: 0.8178
Epoch 21/100
113/113 [==============================] - 0s 806us/step - loss: 0.4231 - accuracy: 0.8197
Epoch 22/100
113/113 [==============================] - 0s 813us/step - loss: 0.4222 - accuracy: 0.8218
Epoch 23/100
113/113 [==============================] - 0s 823us/step - loss: 0.4212 - accuracy: 0.8231
Epoch 24/100
113/113 [==============================] - 0s 902us/step - loss: 0.4206 - accuracy: 0.8240
Epoch 25/100
113/113 [==============================] - 0s 861us/step - loss: 0.4198 - accuracy: 0.8264
Epoch 26/100
113/113 [==============================] - 0s 824us/step - loss: 0.4189 - accuracy: 0.8264
Epoch 27/100
113/113 [==============================] - 0s 864us/step - loss: 0.4184 - accuracy: 0.8258
Epoch 28/100
113/113 [==============================] - 0s 812us/step - loss: 0.4176 - accuracy: 0.8278
Epoch 29/100
113/113 [==============================] - 0s 851us/step - loss: 0.4170 - accuracy: 0.8292
Epoch 30/100
113/113 [==============================] - 0s 832us/step - loss: 0.4165 - accuracy: 0.8303
Epoch 31/100
113/113 [==============================] - 0s 829us/step - loss: 0.4161 - accuracy: 0.8303
Epoch 32/100
113/113 [==============================] - 0s 850us/step - loss: 0.4155 - accuracy: 0.8311
Epoch 33/100
113/113 [==============================] - 0s 819us/step - loss: 0.4151 - accuracy: 0.8300
Epoch 34/100
113/113 [==============================] - 0s 855us/step - loss: 0.4147 - accuracy: 0.8318
Epoch 35/100
113/113 [==============================] - 0s 829us/step - loss: 0.4138 - accuracy: 0.8322
Epoch 36/100
113/113 [==============================] - 0s 833us/step - loss: 0.4139 - accuracy: 0.8315
Epoch 37/100
113/113 [==============================] - 0s 942us/step - loss: 0.4137 - accuracy: 0.8329
Epoch 38/100
113/113 [==============================] - 0s 817us/step - loss: 0.4127 - accuracy: 0.8333
Epoch 39/100
113/113 [==============================] - 0s 844us/step - loss: 0.4128 - accuracy: 0.8328
Epoch 40/100
113/113 [==============================] - 0s 825us/step - loss: 0.4122 - accuracy: 0.8333
Epoch 41/100
113/113 [==============================] - 0s 825us/step - loss: 0.4120 - accuracy: 0.8340
Epoch 42/100
113/113 [==============================] - 0s 850us/step - loss: 0.4115 - accuracy: 0.8340
Epoch 43/100
113/113 [==============================] - 0s 826us/step - loss: 0.4111 - accuracy: 0.8339
Epoch 44/100
113/113 [==============================] - 0s 847us/step - loss: 0.4106 - accuracy: 0.8333
Epoch 45/100
113/113 [==============================] - 0s 848us/step - loss: 0.4106 - accuracy: 0.8350
Epoch 46/100
113/113 [==============================] - 0s 833us/step - loss: 0.4104 - accuracy: 0.8338
Epoch 47/100
113/113 [==============================] - 0s 961us/step - loss: 0.4099 - accuracy: 0.8336
Epoch 48/100
113/113 [==============================] - 0s 844us/step - loss: 0.4094 - accuracy: 0.8344
Epoch 49/100
113/113 [==============================] - 0s 830us/step - loss: 0.4093 - accuracy: 0.8350
Epoch 50/100
113/113 [==============================] - 0s 876us/step - loss: 0.4088 - accuracy: 0.8332
Epoch 51/100
113/113 [==============================] - 0s 845us/step - loss: 0.4087 - accuracy: 0.8346
Epoch 52/100
113/113 [==============================] - 0s 858us/step - loss: 0.4080 - accuracy: 0.8347
Epoch 53/100
113/113 [==============================] - 0s 813us/step - loss: 0.4075 - accuracy: 0.8344
Epoch 54/100
113/113 [==============================] - 0s 913us/step - loss: 0.4073 - accuracy: 0.8346
Epoch 55/100
113/113 [==============================] - 0s 904us/step - loss: 0.4068 - accuracy: 0.8350
Epoch 56/100
113/113 [==============================] - 0s 838us/step - loss: 0.4065 - accuracy: 0.8356
Epoch 57/100
113/113 [==============================] - 0s 874us/step - loss: 0.4060 - accuracy: 0.8363
Epoch 58/100
113/113 [==============================] - 0s 833us/step - loss: 0.4057 - accuracy: 0.8356
Epoch 59/100
113/113 [==============================] - 0s 887us/step - loss: 0.4053 - accuracy: 0.8360
Epoch 60/100
113/113 [==============================] - 0s 860us/step - loss: 0.4051 - accuracy: 0.8353
Epoch 61/100
113/113 [==============================] - 0s 859us/step - loss: 0.4045 - accuracy: 0.8351
Epoch 62/100
113/113 [==============================] - 0s 866us/step - loss: 0.4040 - accuracy: 0.8363
Epoch 63/100
113/113 [==============================] - 0s 836us/step - loss: 0.4038 - accuracy: 0.8353
Epoch 64/100
113/113 [==============================] - 0s 838us/step - loss: 0.4036 - accuracy: 0.8354
Epoch 65/100
113/113 [==============================] - 0s 856us/step - loss: 0.4031 - accuracy: 0.8358
Epoch 66/100
113/113 [==============================] - 0s 847us/step - loss: 0.4029 - accuracy: 0.8367
Epoch 67/100
113/113 [==============================] - 0s 852us/step - loss: 0.4028 - accuracy: 0.8350
Epoch 68/100
113/113 [==============================] - 0s 822us/step - loss: 0.4026 - accuracy: 0.8365
Epoch 69/100
113/113 [==============================] - 0s 932us/step - loss: 0.4025 - accuracy: 0.8369
Epoch 70/100
113/113 [==============================] - 0s 854us/step - loss: 0.4023 - accuracy: 0.8360
Epoch 71/100
113/113 [==============================] - 0s 844us/step - loss: 0.4018 - accuracy: 0.8374
Epoch 72/100
113/113 [==============================] - 0s 847us/step - loss: 0.4019 - accuracy: 0.8351
Epoch 73/100
113/113 [==============================] - 0s 826us/step - loss: 0.4017 - accuracy: 0.8364
Epoch 74/100
113/113 [==============================] - 0s 834us/step - loss: 0.4016 - accuracy: 0.8357
Epoch 75/100
113/113 [==============================] - 0s 851us/step - loss: 0.4014 - accuracy: 0.8368
Epoch 76/100
113/113 [==============================] - 0s 944us/step - loss: 0.4012 - accuracy: 0.8363
Epoch 77/100
113/113 [==============================] - 0s 857us/step - loss: 0.4009 - accuracy: 0.8368
Epoch 78/100
113/113 [==============================] - 0s 833us/step - loss: 0.4011 - accuracy: 0.8364
Epoch 79/100
113/113 [==============================] - 0s 832us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 80/100
113/113 [==============================] - 0s 846us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 81/100
113/113 [==============================] - 0s 827us/step - loss: 0.4007 - accuracy: 0.8371
Epoch 82/100
113/113 [==============================] - 0s 860us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 83/100
113/113 [==============================] - 0s 828us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 84/100
113/113 [==============================] - 0s 951us/step - loss: 0.4005 - accuracy: 0.83640s - loss: 0.4005 - accuracy: 0.83
Epoch 85/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8369
Epoch 86/100
113/113 [==============================] - 0s 854us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 87/100
113/113 [==============================] - 0s 919us/step - loss: 0.4000 - accuracy: 0.8378
Epoch 88/100
113/113 [==============================] - 0s 832us/step - loss: 0.3998 - accuracy: 0.8379
Epoch 89/100
113/113 [==============================] - 0s 828us/step - loss: 0.3999 - accuracy: 0.8364
Epoch 90/100
113/113 [==============================] - 0s 857us/step - loss: 0.3998 - accuracy: 0.8367
Epoch 91/100
113/113 [==============================] - 0s 851us/step - loss: 0.3999 - accuracy: 0.8363
Epoch 92/100
113/113 [==============================] - 0s 875us/step - loss: 0.3997 - accuracy: 0.8353
Epoch 93/100
113/113 [==============================] - 0s 828us/step - loss: 0.3997 - accuracy: 0.8371
Epoch 94/100
113/113 [==============================] - 0s 840us/step - loss: 0.3997 - accuracy: 0.8360
Epoch 95/100
113/113 [==============================] - 0s 857us/step - loss: 0.3997 - accuracy: 0.8376
Epoch 96/100
113/113 [==============================] - 0s 869us/step - loss: 0.3996 - accuracy: 0.8365
Epoch 97/100
113/113 [==============================] - 0s 871us/step - loss: 0.3994 - accuracy: 0.8360
Epoch 98/100
113/113 [==============================] - 0s 947us/step - loss: 0.3998 - accuracy: 0.8360
Epoch 99/100
113/113 [==============================] - 0s 825us/step - loss: 0.3994 - accuracy: 0.8368
Epoch 100/100
113/113 [==============================] - 0s 857us/step - loss: 0.3992 - accuracy: 0.8372
Epoch 1/100
113/113 [==============================] - 0s 841us/step - loss: 0.6646 - accuracy: 0.7947
Epoch 2/100
113/113 [==============================] - 0s 862us/step - loss: 0.5269 - accuracy: 0.7974
Epoch 3/100
113/113 [==============================] - 0s 948us/step - loss: 0.4449 - accuracy: 0.7974
Epoch 4/100
113/113 [==============================] - 0s 865us/step - loss: 0.4355 - accuracy: 0.7974
Epoch 5/100
113/113 [==============================] - 0s 979us/step - loss: 0.4326 - accuracy: 0.7974
Epoch 6/100
113/113 [==============================] - 0s 874us/step - loss: 0.4309 - accuracy: 0.7974
Epoch 7/100
113/113 [==============================] - 0s 902us/step - loss: 0.4295 - accuracy: 0.7974
Epoch 8/100
113/113 [==============================] - 0s 981us/step - loss: 0.4287 - accuracy: 0.7974
Epoch 9/100
113/113 [==============================] - 0s 922us/step - loss: 0.4277 - accuracy: 0.7974
Epoch 10/100
113/113 [==============================] - 0s 937us/step - loss: 0.4268 - accuracy: 0.7974
Epoch 11/100
113/113 [==============================] - 0s 931us/step - loss: 0.4259 - accuracy: 0.7974
Epoch 12/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4251 - accuracy: 0.7974
Epoch 13/100
113/113 [==============================] - 0s 875us/step - loss: 0.4241 - accuracy: 0.7974
Epoch 14/100
113/113 [==============================] - 0s 871us/step - loss: 0.4229 - accuracy: 0.7974
Epoch 15/100
113/113 [==============================] - 0s 918us/step - loss: 0.4222 - accuracy: 0.7974
Epoch 16/100
113/113 [==============================] - 0s 886us/step - loss: 0.4211 - accuracy: 0.7974
Epoch 17/100
113/113 [==============================] - 0s 927us/step - loss: 0.4197 - accuracy: 0.8044
Epoch 18/100
113/113 [==============================] - 0s 867us/step - loss: 0.4188 - accuracy: 0.8197
Epoch 19/100
113/113 [==============================] - 0s 934us/step - loss: 0.4178 - accuracy: 0.8210
Epoch 20/100
113/113 [==============================] - 0s 879us/step - loss: 0.4169 - accuracy: 0.8233
Epoch 21/100
113/113 [==============================] - 0s 927us/step - loss: 0.4161 - accuracy: 0.8258
Epoch 22/100
113/113 [==============================] - 0s 960us/step - loss: 0.4152 - accuracy: 0.8263
Epoch 23/100
113/113 [==============================] - 0s 927us/step - loss: 0.4145 - accuracy: 0.8269
Epoch 24/100
113/113 [==============================] - 0s 933us/step - loss: 0.4138 - accuracy: 0.8293
Epoch 25/100
113/113 [==============================] - 0s 869us/step - loss: 0.4131 - accuracy: 0.8299
Epoch 26/100
113/113 [==============================] - 0s 932us/step - loss: 0.4123 - accuracy: 0.8308
Epoch 27/100
113/113 [==============================] - 0s 857us/step - loss: 0.4116 - accuracy: 0.8321
Epoch 28/100
113/113 [==============================] - 0s 877us/step - loss: 0.4113 - accuracy: 0.8317
Epoch 29/100
113/113 [==============================] - 0s 982us/step - loss: 0.4103 - accuracy: 0.8326
Epoch 30/100
113/113 [==============================] - 0s 921us/step - loss: 0.4099 - accuracy: 0.8335
Epoch 31/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4094 - accuracy: 0.8336
Epoch 32/100
113/113 [==============================] - 0s 957us/step - loss: 0.4090 - accuracy: 0.8331
Epoch 33/100
113/113 [==============================] - 0s 941us/step - loss: 0.4085 - accuracy: 0.8339
Epoch 34/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4081 - accuracy: 0.8347
Epoch 35/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4077 - accuracy: 0.8343
Epoch 36/100
113/113 [==============================] - 0s 966us/step - loss: 0.4074 - accuracy: 0.8354
Epoch 37/100
113/113 [==============================] - 0s 859us/step - loss: 0.4069 - accuracy: 0.8344
Epoch 38/100
113/113 [==============================] - 0s 860us/step - loss: 0.4066 - accuracy: 0.8354
Epoch 39/100
113/113 [==============================] - 0s 841us/step - loss: 0.4061 - accuracy: 0.8351
Epoch 40/100
113/113 [==============================] - 0s 985us/step - loss: 0.4060 - accuracy: 0.8367
Epoch 41/100
113/113 [==============================] - 0s 847us/step - loss: 0.4056 - accuracy: 0.8358
Epoch 42/100
113/113 [==============================] - 0s 842us/step - loss: 0.4052 - accuracy: 0.8357
Epoch 43/100
113/113 [==============================] - 0s 925us/step - loss: 0.4048 - accuracy: 0.8357
Epoch 44/100
113/113 [==============================] - 0s 850us/step - loss: 0.4045 - accuracy: 0.8368
Epoch 45/100
113/113 [==============================] - 0s 879us/step - loss: 0.4043 - accuracy: 0.8358
Epoch 46/100
113/113 [==============================] - 0s 845us/step - loss: 0.4041 - accuracy: 0.8374
Epoch 47/100
113/113 [==============================] - 0s 842us/step - loss: 0.4038 - accuracy: 0.8374
Epoch 48/100
113/113 [==============================] - 0s 863us/step - loss: 0.4036 - accuracy: 0.8364
Epoch 49/100
113/113 [==============================] - 0s 838us/step - loss: 0.4032 - accuracy: 0.8371
Epoch 50/100
113/113 [==============================] - 0s 878us/step - loss: 0.4034 - accuracy: 0.8363
Epoch 51/100
113/113 [==============================] - 0s 837us/step - loss: 0.4030 - accuracy: 0.8375
Epoch 52/100
113/113 [==============================] - 0s 846us/step - loss: 0.4028 - accuracy: 0.8379
Epoch 53/100
113/113 [==============================] - 0s 899us/step - loss: 0.4025 - accuracy: 0.8378
Epoch 54/100
113/113 [==============================] - 0s 834us/step - loss: 0.4022 - accuracy: 0.8388
Epoch 55/100
113/113 [==============================] - 0s 882us/step - loss: 0.4022 - accuracy: 0.8379
Epoch 56/100
113/113 [==============================] - 0s 835us/step - loss: 0.4019 - accuracy: 0.8374
Epoch 57/100
113/113 [==============================] - 0s 916us/step - loss: 0.4017 - accuracy: 0.8378
Epoch 58/100
113/113 [==============================] - 0s 847us/step - loss: 0.4015 - accuracy: 0.8375
Epoch 59/100
113/113 [==============================] - 0s 826us/step - loss: 0.4015 - accuracy: 0.8382
Epoch 60/100
113/113 [==============================] - 0s 987us/step - loss: 0.4013 - accuracy: 0.8374
Epoch 61/100
113/113 [==============================] - 0s 837us/step - loss: 0.4011 - accuracy: 0.8393
Epoch 62/100
113/113 [==============================] - 0s 923us/step - loss: 0.4010 - accuracy: 0.8381
Epoch 63/100
113/113 [==============================] - 0s 863us/step - loss: 0.4014 - accuracy: 0.8386
Epoch 64/100
113/113 [==============================] - 0s 855us/step - loss: 0.4007 - accuracy: 0.8381
Epoch 65/100
113/113 [==============================] - 0s 877us/step - loss: 0.4007 - accuracy: 0.8376
Epoch 66/100
113/113 [==============================] - 0s 881us/step - loss: 0.4006 - accuracy: 0.8388
Epoch 67/100
113/113 [==============================] - 0s 869us/step - loss: 0.4007 - accuracy: 0.8383
Epoch 68/100
113/113 [==============================] - 0s 838us/step - loss: 0.4004 - accuracy: 0.8386
Epoch 69/100
113/113 [==============================] - 0s 962us/step - loss: 0.4002 - accuracy: 0.8379
Epoch 70/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8390
Epoch 71/100
113/113 [==============================] - 0s 864us/step - loss: 0.3999 - accuracy: 0.8378
Epoch 72/100
113/113 [==============================] - 0s 858us/step - loss: 0.4001 - accuracy: 0.8390
Epoch 73/100
113/113 [==============================] - 0s 840us/step - loss: 0.3999 - accuracy: 0.8383
Epoch 74/100
113/113 [==============================] - 0s 840us/step - loss: 0.3998 - accuracy: 0.8381
Epoch 75/100
113/113 [==============================] - 0s 863us/step - loss: 0.3997 - accuracy: 0.8386
Epoch 76/100
113/113 [==============================] - 0s 850us/step - loss: 0.3996 - accuracy: 0.8390
Epoch 77/100
113/113 [==============================] - 0s 903us/step - loss: 0.3995 - accuracy: 0.8389
Epoch 78/100
113/113 [==============================] - 0s 902us/step - loss: 0.3994 - accuracy: 0.8386
Epoch 79/100
113/113 [==============================] - 0s 871us/step - loss: 0.3994 - accuracy: 0.8385
Epoch 80/100
113/113 [==============================] - 0s 845us/step - loss: 0.3994 - accuracy: 0.8385
Epoch 81/100
113/113 [==============================] - 0s 838us/step - loss: 0.3993 - accuracy: 0.8382
Epoch 82/100
113/113 [==============================] - 0s 867us/step - loss: 0.3992 - accuracy: 0.8383
Epoch 83/100
113/113 [==============================] - 0s 843us/step - loss: 0.3992 - accuracy: 0.8381
Epoch 84/100
113/113 [==============================] - 0s 872us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 85/100
113/113 [==============================] - 0s 851us/step - loss: 0.3991 - accuracy: 0.8378
Epoch 86/100
113/113 [==============================] - 0s 849us/step - loss: 0.3990 - accuracy: 0.8385
Epoch 87/100
113/113 [==============================] - 0s 867us/step - loss: 0.3989 - accuracy: 0.8381
Epoch 88/100
113/113 [==============================] - 0s 864us/step - loss: 0.3989 - accuracy: 0.8382
Epoch 89/100
113/113 [==============================] - 0s 877us/step - loss: 0.3986 - accuracy: 0.8381
Epoch 90/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8378
Epoch 91/100
113/113 [==============================] - 0s 837us/step - loss: 0.3987 - accuracy: 0.8390
Epoch 92/100
113/113 [==============================] - 0s 859us/step - loss: 0.3984 - accuracy: 0.8389
Epoch 93/100
113/113 [==============================] - 0s 834us/step - loss: 0.3987 - accuracy: 0.8389
Epoch 94/100
113/113 [==============================] - 0s 865us/step - loss: 0.3985 - accuracy: 0.8382
Epoch 95/100
113/113 [==============================] - 0s 870us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 96/100
113/113 [==============================] - 0s 855us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 97/100
113/113 [==============================] - 0s 870us/step - loss: 0.3985 - accuracy: 0.8376
Epoch 98/100
113/113 [==============================] - 0s 842us/step - loss: 0.3983 - accuracy: 0.8389
Epoch 99/100
113/113 [==============================] - 0s 906us/step - loss: 0.3979 - accuracy: 0.8392
Epoch 100/100
113/113 [==============================] - 0s 855us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 1/100
113/113 [==============================] - 0s 843us/step - loss: 0.6615 - accuracy: 0.7961
Epoch 2/100
113/113 [==============================] - 0s 900us/step - loss: 0.5220 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 880us/step - loss: 0.4437 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 932us/step - loss: 0.4340 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 897us/step - loss: 0.4308 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 839us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 863us/step - loss: 0.4275 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 961us/step - loss: 0.4264 - accuracy: 0.7986
Epoch 9/100
113/113 [==============================] - 0s 919us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 954us/step - loss: 0.4242 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 880us/step - loss: 0.4230 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 951us/step - loss: 0.4216 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 852us/step - loss: 0.4200 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 999us/step - loss: 0.4184 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 895us/step - loss: 0.4172 - accuracy: 0.7986
Epoch 16/100
113/113 [==============================] - 0s 844us/step - loss: 0.4163 - accuracy: 0.8099
Epoch 17/100
113/113 [==============================] - 0s 987us/step - loss: 0.4156 - accuracy: 0.8219
Epoch 18/100
113/113 [==============================] - 0s 842us/step - loss: 0.4147 - accuracy: 0.8233
Epoch 19/100
113/113 [==============================] - 0s 831us/step - loss: 0.4140 - accuracy: 0.8264
Epoch 20/100
113/113 [==============================] - 0s 836us/step - loss: 0.4133 - accuracy: 0.8282
Epoch 21/100
113/113 [==============================] - 0s 995us/step - loss: 0.4129 - accuracy: 0.8279
Epoch 22/100
113/113 [==============================] - 0s 858us/step - loss: 0.4121 - accuracy: 0.8294
Epoch 23/100
113/113 [==============================] - 0s 797us/step - loss: 0.4114 - accuracy: 0.8304
Epoch 24/100
113/113 [==============================] - 0s 882us/step - loss: 0.4110 - accuracy: 0.8315
Epoch 25/100
113/113 [==============================] - 0s 868us/step - loss: 0.4104 - accuracy: 0.8310
Epoch 26/100
113/113 [==============================] - 0s 807us/step - loss: 0.4098 - accuracy: 0.8318
Epoch 27/100
113/113 [==============================] - 0s 830us/step - loss: 0.4092 - accuracy: 0.8322
Epoch 28/100
113/113 [==============================] - 0s 810us/step - loss: 0.4088 - accuracy: 0.8338
Epoch 29/100
113/113 [==============================] - 0s 833us/step - loss: 0.4083 - accuracy: 0.8342
Epoch 30/100
113/113 [==============================] - 0s 829us/step - loss: 0.4075 - accuracy: 0.8344
Epoch 31/100
113/113 [==============================] - 0s 809us/step - loss: 0.4070 - accuracy: 0.8339
Epoch 32/100
113/113 [==============================] - 0s 841us/step - loss: 0.4065 - accuracy: 0.8350
Epoch 33/100
113/113 [==============================] - 0s 812us/step - loss: 0.4062 - accuracy: 0.8367
Epoch 34/100
113/113 [==============================] - 0s 900us/step - loss: 0.4057 - accuracy: 0.8364
Epoch 35/100
113/113 [==============================] - 0s 878us/step - loss: 0.4054 - accuracy: 0.8358
Epoch 36/100
113/113 [==============================] - 0s 825us/step - loss: 0.4053 - accuracy: 0.8367
Epoch 37/100
113/113 [==============================] - 0s 873us/step - loss: 0.4048 - accuracy: 0.8374
Epoch 38/100
113/113 [==============================] - 0s 824us/step - loss: 0.4041 - accuracy: 0.8375
Epoch 39/100
113/113 [==============================] - 0s 828us/step - loss: 0.4037 - accuracy: 0.8379
Epoch 40/100
113/113 [==============================] - 0s 856us/step - loss: 0.4036 - accuracy: 0.8381
Epoch 41/100
113/113 [==============================] - 0s 817us/step - loss: 0.4034 - accuracy: 0.8372
Epoch 42/100
113/113 [==============================] - 0s 849us/step - loss: 0.4027 - accuracy: 0.8378
Epoch 43/100
113/113 [==============================] - 0s 918us/step - loss: 0.4027 - accuracy: 0.8371
Epoch 44/100
113/113 [==============================] - 0s 808us/step - loss: 0.4023 - accuracy: 0.8379
Epoch 45/100
113/113 [==============================] - 0s 861us/step - loss: 0.4019 - accuracy: 0.8382
Epoch 46/100
113/113 [==============================] - 0s 828us/step - loss: 0.4016 - accuracy: 0.8376
Epoch 47/100
113/113 [==============================] - 0s 862us/step - loss: 0.4014 - accuracy: 0.8385
Epoch 48/100
113/113 [==============================] - 0s 839us/step - loss: 0.4013 - accuracy: 0.8372
Epoch 49/100
113/113 [==============================] - 0s 825us/step - loss: 0.4010 - accuracy: 0.8381
Epoch 50/100
113/113 [==============================] - 0s 847us/step - loss: 0.4007 - accuracy: 0.8375
Epoch 51/100
113/113 [==============================] - 0s 845us/step - loss: 0.4004 - accuracy: 0.8378
Epoch 52/100
113/113 [==============================] - 0s 863us/step - loss: 0.4001 - accuracy: 0.8378
Epoch 53/100
113/113 [==============================] - 0s 835us/step - loss: 0.4000 - accuracy: 0.8378
Epoch 54/100
113/113 [==============================] - 0s 854us/step - loss: 0.3997 - accuracy: 0.8383
Epoch 55/100
113/113 [==============================] - 0s 887us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 56/100
113/113 [==============================] - 0s 842us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 57/100
113/113 [==============================] - 0s 914us/step - loss: 0.3991 - accuracy: 0.8386
Epoch 58/100
113/113 [==============================] - 0s 821us/step - loss: 0.3992 - accuracy: 0.8374
Epoch 59/100
113/113 [==============================] - 0s 832us/step - loss: 0.3989 - accuracy: 0.8378
Epoch 60/100
113/113 [==============================] - 0s 838us/step - loss: 0.3987 - accuracy: 0.8378
Epoch 61/100
113/113 [==============================] - 0s 837us/step - loss: 0.3986 - accuracy: 0.8378
Epoch 62/100
113/113 [==============================] - 0s 823us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 63/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8379
Epoch 64/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8383
Epoch 65/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8389
Epoch 66/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8378
Epoch 67/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8386
Epoch 68/100
113/113 [==============================] - 0s 993us/step - loss: 0.3978 - accuracy: 0.8382
Epoch 69/100
113/113 [==============================] - 0s 975us/step - loss: 0.3975 - accuracy: 0.8388
Epoch 70/100
113/113 [==============================] - 0s 900us/step - loss: 0.3974 - accuracy: 0.8390
Epoch 71/100
113/113 [==============================] - 0s 867us/step - loss: 0.3974 - accuracy: 0.8393
Epoch 72/100
113/113 [==============================] - 0s 827us/step - loss: 0.3970 - accuracy: 0.8392
Epoch 73/100
113/113 [==============================] - 0s 923us/step - loss: 0.3970 - accuracy: 0.8392
Epoch 74/100
113/113 [==============================] - 0s 890us/step - loss: 0.3968 - accuracy: 0.8389
Epoch 75/100
113/113 [==============================] - 0s 833us/step - loss: 0.3968 - accuracy: 0.8394
Epoch 76/100
113/113 [==============================] - 0s 884us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 77/100
113/113 [==============================] - 0s 866us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 78/100
113/113 [==============================] - 0s 832us/step - loss: 0.3963 - accuracy: 0.8396
Epoch 79/100
113/113 [==============================] - 0s 856us/step - loss: 0.3962 - accuracy: 0.8383
Epoch 80/100
113/113 [==============================] - 0s 836us/step - loss: 0.3962 - accuracy: 0.8394
Epoch 81/100
113/113 [==============================] - 0s 859us/step - loss: 0.3963 - accuracy: 0.8385
Epoch 82/100
113/113 [==============================] - 0s 825us/step - loss: 0.3958 - accuracy: 0.8397
Epoch 83/100
113/113 [==============================] - 0s 931us/step - loss: 0.3959 - accuracy: 0.8403
Epoch 84/100
113/113 [==============================] - 0s 888us/step - loss: 0.3960 - accuracy: 0.8393
Epoch 85/100
113/113 [==============================] - 0s 825us/step - loss: 0.3958 - accuracy: 0.8403
Epoch 86/100
113/113 [==============================] - 0s 860us/step - loss: 0.3956 - accuracy: 0.8399
Epoch 87/100
113/113 [==============================] - 0s 816us/step - loss: 0.3956 - accuracy: 0.8390
Epoch 88/100
113/113 [==============================] - 0s 834us/step - loss: 0.3955 - accuracy: 0.8389
Epoch 89/100
113/113 [==============================] - 0s 863us/step - loss: 0.3956 - accuracy: 0.8396
Epoch 90/100
113/113 [==============================] - 0s 839us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 91/100
113/113 [==============================] - 0s 846us/step - loss: 0.3952 - accuracy: 0.8397
Epoch 92/100
113/113 [==============================] - 0s 837us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 93/100
113/113 [==============================] - 0s 833us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 94/100
113/113 [==============================] - 0s 860us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 95/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8392
Epoch 96/100
113/113 [==============================] - 0s 897us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 97/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8390: 0s - loss: 0.3967 - accuracy: 0.83
Epoch 98/100
113/113 [==============================] - 0s 828us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 99/100
113/113 [==============================] - 0s 877us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 100/100
113/113 [==============================] - 0s 831us/step - loss: 0.3948 - accuracy: 0.8404
Epoch 1/100
113/113 [==============================] - 0s 852us/step - loss: 0.6610 - accuracy: 0.7951
Epoch 2/100
113/113 [==============================] - 0s 881us/step - loss: 0.5152 - accuracy: 0.7964
Epoch 3/100
113/113 [==============================] - 0s 869us/step - loss: 0.4472 - accuracy: 0.7964
Epoch 4/100
113/113 [==============================] - 0s 871us/step - loss: 0.4391 - accuracy: 0.7964
Epoch 5/100
113/113 [==============================] - 0s 865us/step - loss: 0.4358 - accuracy: 0.7964
Epoch 6/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7964
Epoch 7/100
113/113 [==============================] - 0s 990us/step - loss: 0.4324 - accuracy: 0.7964
Epoch 8/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4312 - accuracy: 0.7964
Epoch 9/100
113/113 [==============================] - 0s 960us/step - loss: 0.4302 - accuracy: 0.7964
Epoch 10/100
113/113 [==============================] - 0s 889us/step - loss: 0.4294 - accuracy: 0.7964
Epoch 11/100
113/113 [==============================] - 0s 901us/step - loss: 0.4287 - accuracy: 0.7964
Epoch 12/100
113/113 [==============================] - 0s 902us/step - loss: 0.4278 - accuracy: 0.7964
Epoch 13/100
113/113 [==============================] - 0s 878us/step - loss: 0.4268 - accuracy: 0.7964
Epoch 14/100
113/113 [==============================] - 0s 875us/step - loss: 0.4257 - accuracy: 0.7964
Epoch 15/100
113/113 [==============================] - 0s 874us/step - loss: 0.4243 - accuracy: 0.7964
Epoch 16/100
113/113 [==============================] - 0s 906us/step - loss: 0.4232 - accuracy: 0.8107
Epoch 17/100
113/113 [==============================] - 0s 899us/step - loss: 0.4222 - accuracy: 0.8189
Epoch 18/100
113/113 [==============================] - 0s 978us/step - loss: 0.4210 - accuracy: 0.8215
Epoch 19/100
113/113 [==============================] - 0s 884us/step - loss: 0.4202 - accuracy: 0.8232
Epoch 20/100
113/113 [==============================] - 0s 970us/step - loss: 0.4192 - accuracy: 0.8243
Epoch 21/100
113/113 [==============================] - 0s 913us/step - loss: 0.4184 - accuracy: 0.8250
Epoch 22/100
113/113 [==============================] - 0s 886us/step - loss: 0.4174 - accuracy: 0.8254
Epoch 23/100
113/113 [==============================] - 0s 914us/step - loss: 0.4166 - accuracy: 0.8267
Epoch 24/100
113/113 [==============================] - 0s 871us/step - loss: 0.4158 - accuracy: 0.8281
Epoch 25/100
113/113 [==============================] - 0s 901us/step - loss: 0.4151 - accuracy: 0.8272
Epoch 26/100
113/113 [==============================] - 0s 960us/step - loss: 0.4144 - accuracy: 0.8290
Epoch 27/100
113/113 [==============================] - 0s 877us/step - loss: 0.4137 - accuracy: 0.8292
Epoch 28/100
113/113 [==============================] - 0s 856us/step - loss: 0.4129 - accuracy: 0.8296
Epoch 29/100
113/113 [==============================] - 0s 844us/step - loss: 0.4123 - accuracy: 0.8313
Epoch 30/100
113/113 [==============================] - 0s 853us/step - loss: 0.4119 - accuracy: 0.8317
Epoch 31/100
113/113 [==============================] - 0s 844us/step - loss: 0.4114 - accuracy: 0.8315
Epoch 32/100
113/113 [==============================] - 0s 821us/step - loss: 0.4109 - accuracy: 0.8328
Epoch 33/100
113/113 [==============================] - 0s 841us/step - loss: 0.4102 - accuracy: 0.8328
Epoch 34/100
113/113 [==============================] - 0s 810us/step - loss: 0.4096 - accuracy: 0.8336
Epoch 35/100
113/113 [==============================] - 0s 843us/step - loss: 0.4093 - accuracy: 0.8332
Epoch 36/100
113/113 [==============================] - 0s 821us/step - loss: 0.4087 - accuracy: 0.8340
Epoch 37/100
113/113 [==============================] - 0s 855us/step - loss: 0.4081 - accuracy: 0.8342
Epoch 38/100
113/113 [==============================] - 0s 882us/step - loss: 0.4076 - accuracy: 0.8349
Epoch 39/100
113/113 [==============================] - 0s 869us/step - loss: 0.4072 - accuracy: 0.8344
Epoch 40/100
113/113 [==============================] - 0s 853us/step - loss: 0.4069 - accuracy: 0.8344
Epoch 41/100
113/113 [==============================] - 0s 871us/step - loss: 0.4065 - accuracy: 0.8340
Epoch 42/100
113/113 [==============================] - 0s 859us/step - loss: 0.4062 - accuracy: 0.8350
Epoch 43/100
113/113 [==============================] - 0s 867us/step - loss: 0.4059 - accuracy: 0.8342
Epoch 44/100
113/113 [==============================] - 0s 841us/step - loss: 0.4057 - accuracy: 0.8358
Epoch 45/100
113/113 [==============================] - 0s 857us/step - loss: 0.4052 - accuracy: 0.8356
Epoch 46/100
113/113 [==============================] - 0s 838us/step - loss: 0.4048 - accuracy: 0.8356
Epoch 47/100
113/113 [==============================] - 0s 847us/step - loss: 0.4045 - accuracy: 0.8349
Epoch 48/100
113/113 [==============================] - 0s 848us/step - loss: 0.4043 - accuracy: 0.8369
Epoch 49/100
113/113 [==============================] - 0s 936us/step - loss: 0.4041 - accuracy: 0.8356
Epoch 50/100
113/113 [==============================] - 0s 831us/step - loss: 0.4037 - accuracy: 0.8364
Epoch 51/100
113/113 [==============================] - 0s 830us/step - loss: 0.4038 - accuracy: 0.8354
Epoch 52/100
113/113 [==============================] - 0s 841us/step - loss: 0.4034 - accuracy: 0.8356
Epoch 53/100
113/113 [==============================] - 0s 829us/step - loss: 0.4031 - accuracy: 0.8344
Epoch 54/100
113/113 [==============================] - 0s 834us/step - loss: 0.4030 - accuracy: 0.8351
Epoch 55/100
113/113 [==============================] - 0s 831us/step - loss: 0.4027 - accuracy: 0.8350
Epoch 56/100
113/113 [==============================] - 0s 839us/step - loss: 0.4024 - accuracy: 0.8353
Epoch 57/100
113/113 [==============================] - 0s 852us/step - loss: 0.4023 - accuracy: 0.8357
Epoch 58/100
113/113 [==============================] - 0s 835us/step - loss: 0.4021 - accuracy: 0.8346
Epoch 59/100
113/113 [==============================] - 0s 913us/step - loss: 0.4020 - accuracy: 0.8353
Epoch 60/100
113/113 [==============================] - 0s 817us/step - loss: 0.4016 - accuracy: 0.8356
Epoch 61/100
113/113 [==============================] - 0s 829us/step - loss: 0.4015 - accuracy: 0.8363
Epoch 62/100
113/113 [==============================] - 0s 836us/step - loss: 0.4014 - accuracy: 0.8357
Epoch 63/100
113/113 [==============================] - 0s 835us/step - loss: 0.4014 - accuracy: 0.8351
Epoch 64/100
113/113 [==============================] - 0s 830us/step - loss: 0.4012 - accuracy: 0.8357
Epoch 65/100
113/113 [==============================] - 0s 827us/step - loss: 0.4010 - accuracy: 0.8349
Epoch 66/100
113/113 [==============================] - 0s 825us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 67/100
113/113 [==============================] - 0s 850us/step - loss: 0.4008 - accuracy: 0.8344
Epoch 68/100
113/113 [==============================] - 0s 825us/step - loss: 0.4006 - accuracy: 0.8350
Epoch 69/100
113/113 [==============================] - 0s 845us/step - loss: 0.4006 - accuracy: 0.8353
Epoch 70/100
113/113 [==============================] - 0s 861us/step - loss: 0.4005 - accuracy: 0.8351
Epoch 71/100
113/113 [==============================] - 0s 828us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 72/100
113/113 [==============================] - 0s 830us/step - loss: 0.4006 - accuracy: 0.8347
Epoch 73/100
113/113 [==============================] - 0s 851us/step - loss: 0.4000 - accuracy: 0.8350
Epoch 74/100
113/113 [==============================] - 0s 824us/step - loss: 0.4000 - accuracy: 0.8351
Epoch 75/100
113/113 [==============================] - 0s 826us/step - loss: 0.3999 - accuracy: 0.8344
Epoch 76/100
113/113 [==============================] - 0s 833us/step - loss: 0.3998 - accuracy: 0.8351
Epoch 77/100
113/113 [==============================] - 0s 832us/step - loss: 0.3999 - accuracy: 0.8358
Epoch 78/100
113/113 [==============================] - 0s 853us/step - loss: 0.3993 - accuracy: 0.8357
Epoch 79/100
113/113 [==============================] - 0s 836us/step - loss: 0.3995 - accuracy: 0.8347
Epoch 80/100
113/113 [==============================] - 0s 902us/step - loss: 0.3994 - accuracy: 0.8360
Epoch 81/100
113/113 [==============================] - 0s 839us/step - loss: 0.3990 - accuracy: 0.8354
Epoch 82/100
113/113 [==============================] - 0s 872us/step - loss: 0.3990 - accuracy: 0.8356
Epoch 83/100
113/113 [==============================] - 0s 845us/step - loss: 0.3987 - accuracy: 0.8351
Epoch 84/100
113/113 [==============================] - 0s 834us/step - loss: 0.3994 - accuracy: 0.8358
Epoch 85/100
113/113 [==============================] - 0s 828us/step - loss: 0.3990 - accuracy: 0.8361
Epoch 86/100
113/113 [==============================] - 0s 824us/step - loss: 0.3986 - accuracy: 0.8360
Epoch 87/100
113/113 [==============================] - 0s 834us/step - loss: 0.3991 - accuracy: 0.8365
Epoch 88/100
113/113 [==============================] - 0s 837us/step - loss: 0.3986 - accuracy: 0.8349
Epoch 89/100
113/113 [==============================] - 0s 827us/step - loss: 0.3987 - accuracy: 0.8367
Epoch 90/100
113/113 [==============================] - 0s 925us/step - loss: 0.3986 - accuracy: 0.8360
Epoch 91/100
113/113 [==============================] - 0s 827us/step - loss: 0.3983 - accuracy: 0.8361
Epoch 92/100
113/113 [==============================] - 0s 823us/step - loss: 0.3984 - accuracy: 0.8360
Epoch 93/100
113/113 [==============================] - 0s 855us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 94/100
113/113 [==============================] - 0s 833us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 95/100
113/113 [==============================] - 0s 831us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 96/100
113/113 [==============================] - 0s 827us/step - loss: 0.3982 - accuracy: 0.8368
Epoch 97/100
113/113 [==============================] - 0s 856us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 98/100
113/113 [==============================] - 0s 837us/step - loss: 0.3980 - accuracy: 0.8357
Epoch 99/100
113/113 [==============================] - 0s 831us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 100/100
113/113 [==============================] - 0s 921us/step - loss: 0.3977 - accuracy: 0.8365
Epoch 1/100
113/113 [==============================] - 0s 858us/step - loss: 0.6626 - accuracy: 0.7954
Epoch 2/100
113/113 [==============================] - 0s 856us/step - loss: 0.5134 - accuracy: 0.7985
Epoch 3/100
113/113 [==============================] - 0s 860us/step - loss: 0.4440 - accuracy: 0.7985
Epoch 4/100
113/113 [==============================] - 0s 898us/step - loss: 0.4356 - accuracy: 0.7985
Epoch 5/100
113/113 [==============================] - 0s 858us/step - loss: 0.4326 - accuracy: 0.7985
Epoch 6/100
113/113 [==============================] - 0s 997us/step - loss: 0.4311 - accuracy: 0.7985
Epoch 7/100
113/113 [==============================] - 0s 857us/step - loss: 0.4301 - accuracy: 0.7985
Epoch 8/100
113/113 [==============================] - 0s 845us/step - loss: 0.4293 - accuracy: 0.7985
Epoch 9/100
113/113 [==============================] - 0s 872us/step - loss: 0.4288 - accuracy: 0.7985
Epoch 10/100
113/113 [==============================] - 0s 867us/step - loss: 0.4284 - accuracy: 0.7985
Epoch 11/100
113/113 [==============================] - 0s 874us/step - loss: 0.4279 - accuracy: 0.7985
Epoch 12/100
113/113 [==============================] - 0s 868us/step - loss: 0.4274 - accuracy: 0.7985
Epoch 13/100
113/113 [==============================] - 0s 879us/step - loss: 0.4272 - accuracy: 0.7985
Epoch 14/100
113/113 [==============================] - 0s 888us/step - loss: 0.4270 - accuracy: 0.7985
Epoch 15/100
113/113 [==============================] - 0s 976us/step - loss: 0.4266 - accuracy: 0.7985
Epoch 16/100
113/113 [==============================] - 0s 940us/step - loss: 0.4264 - accuracy: 0.7985
Epoch 17/100
113/113 [==============================] - 0s 865us/step - loss: 0.4260 - accuracy: 0.7985
Epoch 18/100
113/113 [==============================] - 0s 909us/step - loss: 0.4258 - accuracy: 0.7985
Epoch 19/100
113/113 [==============================] - 0s 973us/step - loss: 0.4254 - accuracy: 0.7985
Epoch 20/100
113/113 [==============================] - 0s 867us/step - loss: 0.4249 - accuracy: 0.7985
Epoch 21/100
113/113 [==============================] - 0s 928us/step - loss: 0.4243 - accuracy: 0.7985
Epoch 22/100
113/113 [==============================] - 0s 938us/step - loss: 0.4236 - accuracy: 0.7985
Epoch 23/100
113/113 [==============================] - 0s 973us/step - loss: 0.4228 - accuracy: 0.7985
Epoch 24/100
113/113 [==============================] - 0s 869us/step - loss: 0.4216 - accuracy: 0.8118
Epoch 25/100
113/113 [==============================] - 0s 960us/step - loss: 0.4207 - accuracy: 0.8147
Epoch 26/100
113/113 [==============================] - 0s 850us/step - loss: 0.4194 - accuracy: 0.8183
Epoch 27/100
113/113 [==============================] - 0s 860us/step - loss: 0.4184 - accuracy: 0.8200
Epoch 28/100
113/113 [==============================] - 0s 869us/step - loss: 0.4173 - accuracy: 0.8207
Epoch 29/100
113/113 [==============================] - 0s 885us/step - loss: 0.4163 - accuracy: 0.8229
Epoch 30/100
113/113 [==============================] - 0s 850us/step - loss: 0.4152 - accuracy: 0.8267
Epoch 31/100
113/113 [==============================] - 0s 885us/step - loss: 0.4144 - accuracy: 0.8276
Epoch 32/100
113/113 [==============================] - 0s 943us/step - loss: 0.4133 - accuracy: 0.8289
Epoch 33/100
113/113 [==============================] - 0s 860us/step - loss: 0.4125 - accuracy: 0.8289
Epoch 34/100
113/113 [==============================] - 0s 911us/step - loss: 0.4116 - accuracy: 0.8297
Epoch 35/100
113/113 [==============================] - 0s 901us/step - loss: 0.4109 - accuracy: 0.8304
Epoch 36/100
113/113 [==============================] - 0s 854us/step - loss: 0.4101 - accuracy: 0.8311
Epoch 37/100
113/113 [==============================] - 0s 933us/step - loss: 0.4093 - accuracy: 0.8313
Epoch 38/100
113/113 [==============================] - 0s 875us/step - loss: 0.4086 - accuracy: 0.8310
Epoch 39/100
113/113 [==============================] - 0s 840us/step - loss: 0.4080 - accuracy: 0.8307
Epoch 40/100
113/113 [==============================] - 0s 865us/step - loss: 0.4071 - accuracy: 0.8329
Epoch 41/100
113/113 [==============================] - 0s 880us/step - loss: 0.4066 - accuracy: 0.8315
Epoch 42/100
113/113 [==============================] - 0s 887us/step - loss: 0.4060 - accuracy: 0.8333
Epoch 43/100
113/113 [==============================] - 0s 881us/step - loss: 0.4054 - accuracy: 0.8340
Epoch 44/100
113/113 [==============================] - 0s 900us/step - loss: 0.4047 - accuracy: 0.8340
Epoch 45/100
113/113 [==============================] - 0s 915us/step - loss: 0.4042 - accuracy: 0.8349
Epoch 46/100
113/113 [==============================] - 0s 847us/step - loss: 0.4037 - accuracy: 0.8344
Epoch 47/100
113/113 [==============================] - 0s 855us/step - loss: 0.4034 - accuracy: 0.8353
Epoch 48/100
113/113 [==============================] - 0s 887us/step - loss: 0.4027 - accuracy: 0.8357
Epoch 49/100
113/113 [==============================] - 0s 854us/step - loss: 0.4024 - accuracy: 0.8354
Epoch 50/100
113/113 [==============================] - 0s 870us/step - loss: 0.4018 - accuracy: 0.8357
Epoch 51/100
113/113 [==============================] - 0s 865us/step - loss: 0.4016 - accuracy: 0.8365
Epoch 52/100
113/113 [==============================] - 0s 867us/step - loss: 0.4013 - accuracy: 0.8354
Epoch 53/100
113/113 [==============================] - 0s 900us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 54/100
113/113 [==============================] - 0s 973us/step - loss: 0.4008 - accuracy: 0.8371
Epoch 55/100
113/113 [==============================] - 0s 852us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 56/100
113/113 [==============================] - 0s 853us/step - loss: 0.3999 - accuracy: 0.8369
Epoch 57/100
113/113 [==============================] - 0s 846us/step - loss: 0.3996 - accuracy: 0.8375
Epoch 58/100
113/113 [==============================] - 0s 914us/step - loss: 0.3993 - accuracy: 0.8379
Epoch 59/100
113/113 [==============================] - 0s 869us/step - loss: 0.3991 - accuracy: 0.8371
Epoch 60/100
113/113 [==============================] - 0s 875us/step - loss: 0.3988 - accuracy: 0.8374
Epoch 61/100
113/113 [==============================] - 0s 2ms/step - loss: 0.3987 - accuracy: 0.8378
Epoch 62/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3985 - accuracy: 0.8385
Epoch 63/100
113/113 [==============================] - 0s 2ms/step - loss: 0.3981 - accuracy: 0.8383
Epoch 64/100
113/113 [==============================] - 0s 2ms/step - loss: 0.3980 - accuracy: 0.8383
Epoch 65/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8389
Epoch 66/100
113/113 [==============================] - 0s 834us/step - loss: 0.3978 - accuracy: 0.8376
Epoch 67/100
113/113 [==============================] - 0s 887us/step - loss: 0.3974 - accuracy: 0.8383
Epoch 68/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3973 - accuracy: 0.8392
Epoch 69/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8379
Epoch 70/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8383
Epoch 71/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8385
Epoch 72/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3966 - accuracy: 0.8382
Epoch 73/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8376
Epoch 74/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3966 - accuracy: 0.8388
Epoch 75/100
113/113 [==============================] - 0s 988us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 76/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8378
Epoch 77/100
113/113 [==============================] - 0s 970us/step - loss: 0.3963 - accuracy: 0.8389
Epoch 78/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8379
Epoch 79/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8374
Epoch 80/100
113/113 [==============================] - 0s 980us/step - loss: 0.3956 - accuracy: 0.8383
Epoch 81/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8389
Epoch 82/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3955 - accuracy: 0.8382
Epoch 83/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8382
Epoch 84/100
113/113 [==============================] - 0s 978us/step - loss: 0.3953 - accuracy: 0.8386
Epoch 85/100
113/113 [==============================] - 0s 918us/step - loss: 0.3949 - accuracy: 0.8382
Epoch 86/100
113/113 [==============================] - 0s 968us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 87/100
113/113 [==============================] - 0s 912us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 88/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8386
Epoch 89/100
113/113 [==============================] - 0s 881us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 90/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3943 - accuracy: 0.8390
Epoch 91/100
113/113 [==============================] - 0s 870us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 92/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8379
Epoch 93/100
113/113 [==============================] - 0s 924us/step - loss: 0.3946 - accuracy: 0.8378
Epoch 94/100
113/113 [==============================] - 0s 867us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 95/100
113/113 [==============================] - 0s 831us/step - loss: 0.3941 - accuracy: 0.8381
Epoch 96/100
113/113 [==============================] - 0s 836us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 97/100
113/113 [==============================] - 0s 935us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 98/100
113/113 [==============================] - 0s 886us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 99/100
113/113 [==============================] - 0s 880us/step - loss: 0.3943 - accuracy: 0.8371
Epoch 100/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3942 - accuracy: 0.8386
Epoch 1/100
113/113 [==============================] - 0s 881us/step - loss: 0.6612 - accuracy: 0.7912
Epoch 2/100
113/113 [==============================] - 0s 884us/step - loss: 0.5519 - accuracy: 0.7962
Epoch 3/100
113/113 [==============================] - 0s 894us/step - loss: 0.4621 - accuracy: 0.7962
Epoch 4/100
113/113 [==============================] - 0s 866us/step - loss: 0.4449 - accuracy: 0.7962
Epoch 5/100
113/113 [==============================] - 0s 869us/step - loss: 0.4392 - accuracy: 0.7962
Epoch 6/100
113/113 [==============================] - 0s 918us/step - loss: 0.4363 - accuracy: 0.7962
Epoch 7/100
113/113 [==============================] - 0s 929us/step - loss: 0.4349 - accuracy: 0.7962
Epoch 8/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7962
Epoch 9/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4331 - accuracy: 0.7962
Epoch 10/100
113/113 [==============================] - 0s 994us/step - loss: 0.4323 - accuracy: 0.7962
Epoch 11/100
113/113 [==============================] - 0s 988us/step - loss: 0.4316 - accuracy: 0.7962
Epoch 12/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4308 - accuracy: 0.7962
Epoch 13/100
113/113 [==============================] - 0s 975us/step - loss: 0.4298 - accuracy: 0.7962
Epoch 14/100
113/113 [==============================] - 0s 994us/step - loss: 0.4288 - accuracy: 0.7962
Epoch 15/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7982
Epoch 16/100
113/113 [==============================] - 0s 947us/step - loss: 0.4258 - accuracy: 0.8144
Epoch 17/100
113/113 [==============================] - 0s 874us/step - loss: 0.4246 - accuracy: 0.8160
Epoch 18/100
113/113 [==============================] - 0s 859us/step - loss: 0.4234 - accuracy: 0.8183
Epoch 19/100
113/113 [==============================] - 0s 907us/step - loss: 0.4225 - accuracy: 0.8204
Epoch 20/100
113/113 [==============================] - 0s 860us/step - loss: 0.4216 - accuracy: 0.8226
Epoch 21/100
113/113 [==============================] - 0s 929us/step - loss: 0.4207 - accuracy: 0.8256
Epoch 22/100
113/113 [==============================] - 0s 865us/step - loss: 0.4197 - accuracy: 0.8268
Epoch 23/100
113/113 [==============================] - 0s 861us/step - loss: 0.4188 - accuracy: 0.8276
Epoch 24/100
113/113 [==============================] - 0s 952us/step - loss: 0.4181 - accuracy: 0.8290
Epoch 25/100
113/113 [==============================] - 0s 866us/step - loss: 0.4173 - accuracy: 0.8293
Epoch 26/100
113/113 [==============================] - 0s 956us/step - loss: 0.4165 - accuracy: 0.8301
Epoch 27/100
113/113 [==============================] - 0s 864us/step - loss: 0.4158 - accuracy: 0.8314
Epoch 28/100
113/113 [==============================] - 0s 857us/step - loss: 0.4155 - accuracy: 0.8315
Epoch 29/100
113/113 [==============================] - 0s 896us/step - loss: 0.4147 - accuracy: 0.8314
Epoch 30/100
113/113 [==============================] - 0s 883us/step - loss: 0.4141 - accuracy: 0.8317
Epoch 31/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4137 - accuracy: 0.8324
Epoch 32/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4131 - accuracy: 0.8331
Epoch 33/100
113/113 [==============================] - 0s 904us/step - loss: 0.4127 - accuracy: 0.8335
Epoch 34/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4118 - accuracy: 0.8342
Epoch 35/100
113/113 [==============================] - 0s 913us/step - loss: 0.4116 - accuracy: 0.8328
Epoch 36/100
113/113 [==============================] - 0s 863us/step - loss: 0.4111 - accuracy: 0.8339
Epoch 37/100
113/113 [==============================] - 0s 900us/step - loss: 0.4108 - accuracy: 0.8342
Epoch 38/100
113/113 [==============================] - 0s 2ms/step - loss: 0.4099 - accuracy: 0.8344: 0s - loss: 0.3799 - accuracy: 
Epoch 39/100
113/113 [==============================] - 0s 905us/step - loss: 0.4101 - accuracy: 0.8351
Epoch 40/100
113/113 [==============================] - 0s 900us/step - loss: 0.4096 - accuracy: 0.8339
Epoch 41/100
113/113 [==============================] - 0s 967us/step - loss: 0.4093 - accuracy: 0.8349
Epoch 42/100
113/113 [==============================] - 0s 921us/step - loss: 0.4089 - accuracy: 0.8347
Epoch 43/100
113/113 [==============================] - 0s 904us/step - loss: 0.4083 - accuracy: 0.8354
Epoch 44/100
113/113 [==============================] - 0s 867us/step - loss: 0.4082 - accuracy: 0.8349
Epoch 45/100
113/113 [==============================] - 0s 891us/step - loss: 0.4079 - accuracy: 0.8343
Epoch 46/100
113/113 [==============================] - 0s 865us/step - loss: 0.4077 - accuracy: 0.8351
Epoch 47/100
113/113 [==============================] - 0s 880us/step - loss: 0.4073 - accuracy: 0.8349
Epoch 48/100
113/113 [==============================] - 0s 940us/step - loss: 0.4066 - accuracy: 0.8351
Epoch 49/100
113/113 [==============================] - 0s 863us/step - loss: 0.4067 - accuracy: 0.8347
Epoch 50/100
113/113 [==============================] - 0s 929us/step - loss: 0.4062 - accuracy: 0.8339
Epoch 51/100
113/113 [==============================] - 0s 880us/step - loss: 0.4061 - accuracy: 0.8358
Epoch 52/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4057 - accuracy: 0.8344
Epoch 53/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4055 - accuracy: 0.8353
Epoch 54/100
113/113 [==============================] - 0s 992us/step - loss: 0.4052 - accuracy: 0.8363
Epoch 55/100
113/113 [==============================] - 0s 960us/step - loss: 0.4050 - accuracy: 0.8367
Epoch 56/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4047 - accuracy: 0.8364
Epoch 57/100
113/113 [==============================] - 0s 989us/step - loss: 0.4046 - accuracy: 0.8357
Epoch 58/100
113/113 [==============================] - 0s 957us/step - loss: 0.4043 - accuracy: 0.8364
Epoch 59/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4042 - accuracy: 0.8360
Epoch 60/100
113/113 [==============================] - 0s 968us/step - loss: 0.4039 - accuracy: 0.8375
Epoch 61/100
113/113 [==============================] - 0s 931us/step - loss: 0.4039 - accuracy: 0.8365
Epoch 62/100
113/113 [==============================] - 0s 929us/step - loss: 0.4035 - accuracy: 0.8369
Epoch 63/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4034 - accuracy: 0.8371
Epoch 64/100
113/113 [==============================] - 0s 996us/step - loss: 0.4035 - accuracy: 0.8375
Epoch 65/100
113/113 [==============================] - 0s 961us/step - loss: 0.4032 - accuracy: 0.8372
Epoch 66/100
113/113 [==============================] - 0s 962us/step - loss: 0.4031 - accuracy: 0.8371
Epoch 67/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4029 - accuracy: 0.8360
Epoch 68/100
113/113 [==============================] - 0s 944us/step - loss: 0.4029 - accuracy: 0.8364
Epoch 69/100
113/113 [==============================] - 0s 991us/step - loss: 0.4026 - accuracy: 0.8367
Epoch 70/100
113/113 [==============================] - 0s 2ms/step - loss: 0.4027 - accuracy: 0.8372
Epoch 71/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4024 - accuracy: 0.8367
Epoch 72/100
113/113 [==============================] - 0s 850us/step - loss: 0.4024 - accuracy: 0.8369
Epoch 73/100
113/113 [==============================] - 0s 906us/step - loss: 0.4023 - accuracy: 0.8365
Epoch 74/100
113/113 [==============================] - 0s 954us/step - loss: 0.4022 - accuracy: 0.8365
Epoch 75/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4020 - accuracy: 0.8382
Epoch 76/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4018 - accuracy: 0.8375
Epoch 77/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8367
Epoch 78/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8364
Epoch 79/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8376
Epoch 80/100
113/113 [==============================] - 0s 976us/step - loss: 0.4015 - accuracy: 0.8365
Epoch 81/100
113/113 [==============================] - 0s 954us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 82/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4014 - accuracy: 0.8376
Epoch 83/100
113/113 [==============================] - 0s 944us/step - loss: 0.4013 - accuracy: 0.8365
Epoch 84/100
113/113 [==============================] - 0s 958us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 85/100
113/113 [==============================] - 0s 986us/step - loss: 0.4011 - accuracy: 0.8378
Epoch 86/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8364
Epoch 87/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4010 - accuracy: 0.8367
Epoch 88/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8356
Epoch 89/100
113/113 [==============================] - 0s 878us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 90/100
113/113 [==============================] - 0s 985us/step - loss: 0.4005 - accuracy: 0.8368
Epoch 91/100
113/113 [==============================] - 0s 994us/step - loss: 0.4006 - accuracy: 0.8379
Epoch 92/100
113/113 [==============================] - 0s 901us/step - loss: 0.4006 - accuracy: 0.8363
Epoch 93/100
113/113 [==============================] - 0s 856us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 94/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8364
Epoch 95/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8369
Epoch 96/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8374
Epoch 97/100
113/113 [==============================] - 0s 960us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 98/100
113/113 [==============================] - 0s 955us/step - loss: 0.4000 - accuracy: 0.8368
Epoch 99/100
113/113 [==============================] - 0s 954us/step - loss: 0.3998 - accuracy: 0.8365
Epoch 100/100
113/113 [==============================] - 0s 904us/step - loss: 0.3999 - accuracy: 0.8369
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6647 - accuracy: 0.7936
Epoch 2/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5864 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4961 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 950us/step - loss: 0.4426 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 907us/step - loss: 0.4377 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 917us/step - loss: 0.4345 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 870us/step - loss: 0.4324 - accuracy: 0.7986
Epoch 9/100
113/113 [==============================] - 0s 879us/step - loss: 0.4309 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 867us/step - loss: 0.4295 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 948us/step - loss: 0.4285 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 869us/step - loss: 0.4273 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4263 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 863us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 858us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 16/100
113/113 [==============================] - 0s 932us/step - loss: 0.4229 - accuracy: 0.7986
Epoch 17/100
113/113 [==============================] - 0s 879us/step - loss: 0.4216 - accuracy: 0.7996
Epoch 18/100
113/113 [==============================] - 0s 965us/step - loss: 0.4204 - accuracy: 0.8171
Epoch 19/100
113/113 [==============================] - 0s 952us/step - loss: 0.4194 - accuracy: 0.8221
Epoch 20/100
113/113 [==============================] - 0s 900us/step - loss: 0.4184 - accuracy: 0.8233
Epoch 21/100
113/113 [==============================] - 0s 871us/step - loss: 0.4175 - accuracy: 0.8240
Epoch 22/100
113/113 [==============================] - ETA: 0s - loss: 0.4158 - accuracy: 0.82 - 0s 861us/step - loss: 0.4167 - accuracy: 0.8242
Epoch 23/100
113/113 [==============================] - 0s 872us/step - loss: 0.4158 - accuracy: 0.8261
Epoch 24/100
113/113 [==============================] - 0s 848us/step - loss: 0.4150 - accuracy: 0.8279
Epoch 25/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4143 - accuracy: 0.8285
Epoch 26/100
113/113 [==============================] - 0s 873us/step - loss: 0.4136 - accuracy: 0.8301
Epoch 27/100
113/113 [==============================] - 0s 853us/step - loss: 0.4129 - accuracy: 0.8307
Epoch 28/100
113/113 [==============================] - 0s 886us/step - loss: 0.4123 - accuracy: 0.8321
Epoch 29/100
113/113 [==============================] - 0s 844us/step - loss: 0.4116 - accuracy: 0.8340
Epoch 30/100
113/113 [==============================] - 0s 872us/step - loss: 0.4110 - accuracy: 0.8342
Epoch 31/100
113/113 [==============================] - 0s 877us/step - loss: 0.4104 - accuracy: 0.8347
Epoch 32/100
113/113 [==============================] - 0s 868us/step - loss: 0.4099 - accuracy: 0.8354
Epoch 33/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4095 - accuracy: 0.8360
Epoch 34/100
113/113 [==============================] - 0s 858us/step - loss: 0.4088 - accuracy: 0.8358
Epoch 35/100
113/113 [==============================] - 0s 869us/step - loss: 0.4084 - accuracy: 0.8367
Epoch 36/100
113/113 [==============================] - 0s 921us/step - loss: 0.4078 - accuracy: 0.8364
Epoch 37/100
113/113 [==============================] - 0s 873us/step - loss: 0.4075 - accuracy: 0.8361
Epoch 38/100
113/113 [==============================] - 0s 886us/step - loss: 0.4069 - accuracy: 0.8371
Epoch 39/100
113/113 [==============================] - 0s 864us/step - loss: 0.4066 - accuracy: 0.8369
Epoch 40/100
113/113 [==============================] - 0s 905us/step - loss: 0.4063 - accuracy: 0.8374
Epoch 41/100
113/113 [==============================] - 0s 865us/step - loss: 0.4057 - accuracy: 0.8374
Epoch 42/100
113/113 [==============================] - 0s 855us/step - loss: 0.4056 - accuracy: 0.8378
Epoch 43/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4051 - accuracy: 0.8376
Epoch 44/100
113/113 [==============================] - 0s 863us/step - loss: 0.4048 - accuracy: 0.8375
Epoch 45/100
113/113 [==============================] - 0s 910us/step - loss: 0.4044 - accuracy: 0.8381
Epoch 46/100
113/113 [==============================] - 0s 865us/step - loss: 0.4042 - accuracy: 0.8382
Epoch 47/100
113/113 [==============================] - 0s 879us/step - loss: 0.4037 - accuracy: 0.8382
Epoch 48/100
113/113 [==============================] - 0s 897us/step - loss: 0.4036 - accuracy: 0.8386
Epoch 49/100
113/113 [==============================] - 0s 858us/step - loss: 0.4033 - accuracy: 0.8382
Epoch 50/100
113/113 [==============================] - 0s 934us/step - loss: 0.4030 - accuracy: 0.8383
Epoch 51/100
113/113 [==============================] - 0s 858us/step - loss: 0.4029 - accuracy: 0.8388
Epoch 52/100
113/113 [==============================] - 0s 905us/step - loss: 0.4025 - accuracy: 0.8388
Epoch 53/100
113/113 [==============================] - 0s 886us/step - loss: 0.4023 - accuracy: 0.8401
Epoch 54/100
113/113 [==============================] - 0s 909us/step - loss: 0.4021 - accuracy: 0.8382
Epoch 55/100
113/113 [==============================] - 0s 938us/step - loss: 0.4018 - accuracy: 0.8386
Epoch 56/100
113/113 [==============================] - 0s 853us/step - loss: 0.4016 - accuracy: 0.8388
Epoch 57/100
113/113 [==============================] - 0s 896us/step - loss: 0.4014 - accuracy: 0.8390
Epoch 58/100
113/113 [==============================] - 0s 853us/step - loss: 0.4011 - accuracy: 0.8385
Epoch 59/100
113/113 [==============================] - 0s 849us/step - loss: 0.4009 - accuracy: 0.8397
Epoch 60/100
113/113 [==============================] - 0s 922us/step - loss: 0.4008 - accuracy: 0.8383
Epoch 61/100
113/113 [==============================] - 0s 865us/step - loss: 0.4006 - accuracy: 0.8382
Epoch 62/100
113/113 [==============================] - 0s 879us/step - loss: 0.4004 - accuracy: 0.8394
Epoch 63/100
113/113 [==============================] - 0s 962us/step - loss: 0.4001 - accuracy: 0.8392
Epoch 64/100
113/113 [==============================] - 0s 885us/step - loss: 0.4001 - accuracy: 0.8385
Epoch 65/100
113/113 [==============================] - 0s 861us/step - loss: 0.3999 - accuracy: 0.8396
Epoch 66/100
113/113 [==============================] - 0s 849us/step - loss: 0.3998 - accuracy: 0.8393
Epoch 67/100
113/113 [==============================] - 0s 882us/step - loss: 0.3996 - accuracy: 0.8394
Epoch 68/100
113/113 [==============================] - 0s 853us/step - loss: 0.3993 - accuracy: 0.8392
Epoch 69/100
113/113 [==============================] - 0s 889us/step - loss: 0.3989 - accuracy: 0.8385
Epoch 70/100
113/113 [==============================] - 0s 870us/step - loss: 0.3991 - accuracy: 0.8390
Epoch 71/100
113/113 [==============================] - 0s 856us/step - loss: 0.3989 - accuracy: 0.8390
Epoch 72/100
113/113 [==============================] - 0s 990us/step - loss: 0.3988 - accuracy: 0.8385
Epoch 73/100
113/113 [==============================] - 0s 855us/step - loss: 0.3986 - accuracy: 0.8390
Epoch 74/100
113/113 [==============================] - 0s 876us/step - loss: 0.3984 - accuracy: 0.8394
Epoch 75/100
113/113 [==============================] - 0s 867us/step - loss: 0.3984 - accuracy: 0.8396
Epoch 76/100
113/113 [==============================] - 0s 855us/step - loss: 0.3982 - accuracy: 0.8396
Epoch 77/100
113/113 [==============================] - 0s 880us/step - loss: 0.3981 - accuracy: 0.8392
Epoch 78/100
113/113 [==============================] - 0s 858us/step - loss: 0.3981 - accuracy: 0.8393
Epoch 79/100
113/113 [==============================] - 0s 878us/step - loss: 0.3978 - accuracy: 0.8399
Epoch 80/100
113/113 [==============================] - 0s 866us/step - loss: 0.3979 - accuracy: 0.8393
Epoch 81/100
113/113 [==============================] - 0s 845us/step - loss: 0.3977 - accuracy: 0.8394
Epoch 82/100
113/113 [==============================] - 0s 993us/step - loss: 0.3976 - accuracy: 0.8399
Epoch 83/100
113/113 [==============================] - 0s 842us/step - loss: 0.3976 - accuracy: 0.8400
Epoch 84/100
113/113 [==============================] - 0s 865us/step - loss: 0.3974 - accuracy: 0.8400
Epoch 85/100
113/113 [==============================] - 0s 879us/step - loss: 0.3974 - accuracy: 0.8394
Epoch 86/100
113/113 [==============================] - 0s 849us/step - loss: 0.3973 - accuracy: 0.8400
Epoch 87/100
113/113 [==============================] - 0s 897us/step - loss: 0.3972 - accuracy: 0.8397
Epoch 88/100
113/113 [==============================] - 0s 864us/step - loss: 0.3972 - accuracy: 0.8396
Epoch 89/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8394
Epoch 90/100
113/113 [==============================] - 0s 847us/step - loss: 0.3970 - accuracy: 0.8389
Epoch 91/100
113/113 [==============================] - 0s 880us/step - loss: 0.3968 - accuracy: 0.8394
Epoch 92/100
113/113 [==============================] - 0s 843us/step - loss: 0.3970 - accuracy: 0.8400
Epoch 93/100
113/113 [==============================] - 0s 848us/step - loss: 0.3968 - accuracy: 0.8401
Epoch 94/100
113/113 [==============================] - 0s 957us/step - loss: 0.3967 - accuracy: 0.8396
Epoch 95/100
113/113 [==============================] - 0s 844us/step - loss: 0.3967 - accuracy: 0.8404
Epoch 96/100
113/113 [==============================] - 0s 879us/step - loss: 0.3967 - accuracy: 0.8404
Epoch 97/100
113/113 [==============================] - 0s 857us/step - loss: 0.3965 - accuracy: 0.8396
Epoch 98/100
113/113 [==============================] - 0s 858us/step - loss: 0.3965 - accuracy: 0.8394
Epoch 99/100
113/113 [==============================] - 0s 902us/step - loss: 0.3965 - accuracy: 0.84070s - loss: 0.3965 - accuracy: 0.84
Epoch 100/100
113/113 [==============================] - 0s 853us/step - loss: 0.3963 - accuracy: 0.8399
Epoch 1/100
113/113 [==============================] - 0s 955us/step - loss: 0.6595 - accuracy: 0.7951
Epoch 2/100
113/113 [==============================] - 0s 903us/step - loss: 0.5554 - accuracy: 0.7978
Epoch 3/100
113/113 [==============================] - 0s 947us/step - loss: 0.4665 - accuracy: 0.7978
Epoch 4/100
113/113 [==============================] - 0s 921us/step - loss: 0.4435 - accuracy: 0.7978
Epoch 5/100
113/113 [==============================] - 0s 965us/step - loss: 0.4367 - accuracy: 0.7978
Epoch 6/100
113/113 [==============================] - 0s 998us/step - loss: 0.4325 - accuracy: 0.7978
Epoch 7/100
113/113 [==============================] - 0s 919us/step - loss: 0.4300 - accuracy: 0.7978
Epoch 8/100
113/113 [==============================] - 0s 957us/step - loss: 0.4285 - accuracy: 0.7978
Epoch 9/100
113/113 [==============================] - 0s 914us/step - loss: 0.4272 - accuracy: 0.7978
Epoch 10/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4261 - accuracy: 0.7978
Epoch 11/100
113/113 [==============================] - 0s 986us/step - loss: 0.4252 - accuracy: 0.7978
Epoch 12/100
113/113 [==============================] - 0s 962us/step - loss: 0.4242 - accuracy: 0.7978
Epoch 13/100
113/113 [==============================] - 0s 938us/step - loss: 0.4230 - accuracy: 0.7978
Epoch 14/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4217 - accuracy: 0.7978
Epoch 15/100
113/113 [==============================] - 0s 913us/step - loss: 0.4203 - accuracy: 0.8147
Epoch 16/100
113/113 [==============================] - 0s 908us/step - loss: 0.4191 - accuracy: 0.8207
Epoch 17/100
113/113 [==============================] - 0s 973us/step - loss: 0.4179 - accuracy: 0.8218
Epoch 18/100
113/113 [==============================] - 0s 915us/step - loss: 0.4171 - accuracy: 0.8211
Epoch 19/100
113/113 [==============================] - 0s 964us/step - loss: 0.4160 - accuracy: 0.8240
Epoch 20/100
113/113 [==============================] - 0s 922us/step - loss: 0.4151 - accuracy: 0.8246
Epoch 21/100
113/113 [==============================] - 0s 948us/step - loss: 0.4141 - accuracy: 0.8272
Epoch 22/100
113/113 [==============================] - 0s 954us/step - loss: 0.4134 - accuracy: 0.8276
Epoch 23/100
113/113 [==============================] - 0s 959us/step - loss: 0.4125 - accuracy: 0.8294
Epoch 24/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4117 - accuracy: 0.8300
Epoch 25/100
113/113 [==============================] - 0s 911us/step - loss: 0.4110 - accuracy: 0.8304
Epoch 26/100
113/113 [==============================] - 0s 967us/step - loss: 0.4104 - accuracy: 0.8336
Epoch 27/100
113/113 [==============================] - 0s 862us/step - loss: 0.4097 - accuracy: 0.8329
Epoch 28/100
113/113 [==============================] - 0s 903us/step - loss: 0.4090 - accuracy: 0.8326
Epoch 29/100
113/113 [==============================] - 0s 844us/step - loss: 0.4084 - accuracy: 0.8332
Epoch 30/100
113/113 [==============================] - 0s 888us/step - loss: 0.4077 - accuracy: 0.8346
Epoch 31/100
113/113 [==============================] - 0s 865us/step - loss: 0.4072 - accuracy: 0.8356
Epoch 32/100
113/113 [==============================] - 0s 860us/step - loss: 0.4066 - accuracy: 0.8351
Epoch 33/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4062 - accuracy: 0.8343
Epoch 34/100
113/113 [==============================] - 0s 864us/step - loss: 0.4057 - accuracy: 0.8349
Epoch 35/100
113/113 [==============================] - 0s 872us/step - loss: 0.4051 - accuracy: 0.8361
Epoch 36/100
113/113 [==============================] - 0s 908us/step - loss: 0.4049 - accuracy: 0.8361
Epoch 37/100
113/113 [==============================] - 0s 869us/step - loss: 0.4044 - accuracy: 0.83600s - loss: 0.4076 - accuracy: 0.83
Epoch 38/100
113/113 [==============================] - 0s 882us/step - loss: 0.4041 - accuracy: 0.8361
Epoch 39/100
113/113 [==============================] - 0s 861us/step - loss: 0.4036 - accuracy: 0.8365
Epoch 40/100
113/113 [==============================] - 0s 908us/step - loss: 0.4034 - accuracy: 0.8353
Epoch 41/100
113/113 [==============================] - 0s 860us/step - loss: 0.4029 - accuracy: 0.8369
Epoch 42/100
113/113 [==============================] - 0s 865us/step - loss: 0.4028 - accuracy: 0.8365
Epoch 43/100
113/113 [==============================] - 0s 959us/step - loss: 0.4024 - accuracy: 0.8375
Epoch 44/100
113/113 [==============================] - 0s 866us/step - loss: 0.4021 - accuracy: 0.8376
Epoch 45/100
113/113 [==============================] - 0s 892us/step - loss: 0.4018 - accuracy: 0.8360
Epoch 46/100
113/113 [==============================] - 0s 955us/step - loss: 0.4014 - accuracy: 0.8374
Epoch 47/100
113/113 [==============================] - 0s 887us/step - loss: 0.4013 - accuracy: 0.8358
Epoch 48/100
113/113 [==============================] - 0s 909us/step - loss: 0.4008 - accuracy: 0.8371
Epoch 49/100
113/113 [==============================] - 0s 927us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 50/100
113/113 [==============================] - 0s 886us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 51/100
113/113 [==============================] - 0s 878us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 52/100
113/113 [==============================] - 0s 958us/step - loss: 0.3997 - accuracy: 0.8378
Epoch 53/100
113/113 [==============================] - 0s 866us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 54/100
113/113 [==============================] - 0s 852us/step - loss: 0.3991 - accuracy: 0.8379
Epoch 55/100
113/113 [==============================] - 0s 923us/step - loss: 0.3993 - accuracy: 0.8364
Epoch 56/100
113/113 [==============================] - 0s 868us/step - loss: 0.3990 - accuracy: 0.8371
Epoch 57/100
113/113 [==============================] - 0s 887us/step - loss: 0.3988 - accuracy: 0.8372
Epoch 58/100
113/113 [==============================] - 0s 862us/step - loss: 0.3986 - accuracy: 0.8369
Epoch 59/100
113/113 [==============================] - 0s 895us/step - loss: 0.3985 - accuracy: 0.8371
Epoch 60/100
113/113 [==============================] - 0s 861us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 61/100
113/113 [==============================] - 0s 875us/step - loss: 0.3981 - accuracy: 0.8365
Epoch 62/100
113/113 [==============================] - 0s 927us/step - loss: 0.3980 - accuracy: 0.8368
Epoch 63/100
113/113 [==============================] - 0s 854us/step - loss: 0.3978 - accuracy: 0.8371
Epoch 64/100
113/113 [==============================] - 0s 885us/step - loss: 0.3977 - accuracy: 0.8379
Epoch 65/100
113/113 [==============================] - 0s 867us/step - loss: 0.3975 - accuracy: 0.8376
Epoch 66/100
113/113 [==============================] - 0s 877us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 67/100
113/113 [==============================] - 0s 895us/step - loss: 0.3974 - accuracy: 0.8382
Epoch 68/100
113/113 [==============================] - 0s 855us/step - loss: 0.3972 - accuracy: 0.8376
Epoch 69/100
113/113 [==============================] - 0s 898us/step - loss: 0.3971 - accuracy: 0.8376
Epoch 70/100
113/113 [==============================] - 0s 848us/step - loss: 0.3971 - accuracy: 0.8368
Epoch 71/100
113/113 [==============================] - 0s 873us/step - loss: 0.3970 - accuracy: 0.8378
Epoch 72/100
113/113 [==============================] - 0s 963us/step - loss: 0.3969 - accuracy: 0.8375
Epoch 73/100
113/113 [==============================] - 0s 866us/step - loss: 0.3967 - accuracy: 0.8381
Epoch 74/100
113/113 [==============================] - 0s 888us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 75/100
113/113 [==============================] - 0s 872us/step - loss: 0.3967 - accuracy: 0.8378
Epoch 76/100
113/113 [==============================] - 0s 878us/step - loss: 0.3967 - accuracy: 0.8374
Epoch 77/100
113/113 [==============================] - 0s 886us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 78/100
113/113 [==============================] - 0s 864us/step - loss: 0.3966 - accuracy: 0.8376
Epoch 79/100
113/113 [==============================] - 0s 896us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 80/100
113/113 [==============================] - 0s 871us/step - loss: 0.3965 - accuracy: 0.8371
Epoch 81/100
113/113 [==============================] - 0s 949us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 82/100
113/113 [==============================] - 0s 909us/step - loss: 0.3963 - accuracy: 0.8375
Epoch 83/100
113/113 [==============================] - 0s 868us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 84/100
113/113 [==============================] - 0s 951us/step - loss: 0.3962 - accuracy: 0.8375
Epoch 85/100
113/113 [==============================] - 0s 990us/step - loss: 0.3961 - accuracy: 0.8376
Epoch 86/100
113/113 [==============================] - 0s 989us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 87/100
113/113 [==============================] - 0s 899us/step - loss: 0.3961 - accuracy: 0.8374
Epoch 88/100
113/113 [==============================] - 0s 898us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 89/100
113/113 [==============================] - 0s 856us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 90/100
113/113 [==============================] - 0s 865us/step - loss: 0.3960 - accuracy: 0.8372
Epoch 91/100
113/113 [==============================] - 0s 977us/step - loss: 0.3957 - accuracy: 0.8381
Epoch 92/100
113/113 [==============================] - 0s 864us/step - loss: 0.3959 - accuracy: 0.8375
Epoch 93/100
113/113 [==============================] - 0s 897us/step - loss: 0.3959 - accuracy: 0.8376
Epoch 94/100
113/113 [==============================] - 0s 859us/step - loss: 0.3957 - accuracy: 0.8369
Epoch 95/100
113/113 [==============================] - 0s 901us/step - loss: 0.3957 - accuracy: 0.8374
Epoch 96/100
113/113 [==============================] - 0s 880us/step - loss: 0.3958 - accuracy: 0.8369
Epoch 97/100
113/113 [==============================] - 0s 860us/step - loss: 0.3957 - accuracy: 0.8371
Epoch 98/100
113/113 [==============================] - 0s 888us/step - loss: 0.3957 - accuracy: 0.8369
Epoch 99/100
113/113 [==============================] - 0s 855us/step - loss: 0.3958 - accuracy: 0.8386
Epoch 100/100
113/113 [==============================] - 0s 866us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6584 - accuracy: 0.7940
Epoch 2/100
113/113 [==============================] - 0s 933us/step - loss: 0.5542 - accuracy: 0.7940
Epoch 3/100
113/113 [==============================] - 0s 970us/step - loss: 0.4688 - accuracy: 0.7940
Epoch 4/100
113/113 [==============================] - 0s 996us/step - loss: 0.4464 - accuracy: 0.7940
Epoch 5/100
113/113 [==============================] - 0s 944us/step - loss: 0.4373 - accuracy: 0.7940
Epoch 6/100
113/113 [==============================] - 0s 955us/step - loss: 0.4313 - accuracy: 0.7940
Epoch 7/100
113/113 [==============================] - 0s 941us/step - loss: 0.4269 - accuracy: 0.7940
Epoch 8/100
113/113 [==============================] - 0s 907us/step - loss: 0.4231 - accuracy: 0.7940
Epoch 9/100
113/113 [==============================] - 0s 969us/step - loss: 0.4195 - accuracy: 0.7940
Epoch 10/100
113/113 [==============================] - 0s 889us/step - loss: 0.4159 - accuracy: 0.7940
Epoch 11/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4127 - accuracy: 0.7949
Epoch 12/100
113/113 [==============================] - 0s 960us/step - loss: 0.4092 - accuracy: 0.8112
Epoch 13/100
113/113 [==============================] - 0s 922us/step - loss: 0.4058 - accuracy: 0.8125
Epoch 14/100
113/113 [==============================] - 0s 957us/step - loss: 0.4023 - accuracy: 0.8129
Epoch 15/100
113/113 [==============================] - 0s 889us/step - loss: 0.3986 - accuracy: 0.8139
Epoch 16/100
113/113 [==============================] - 0s 989us/step - loss: 0.3950 - accuracy: 0.8204
Epoch 17/100
113/113 [==============================] - 0s 863us/step - loss: 0.3913 - accuracy: 0.8288
Epoch 18/100
113/113 [==============================] - 0s 858us/step - loss: 0.3879 - accuracy: 0.8333
Epoch 19/100
113/113 [==============================] - 0s 895us/step - loss: 0.3846 - accuracy: 0.8378
Epoch 20/100
113/113 [==============================] - 0s 860us/step - loss: 0.3812 - accuracy: 0.8406
Epoch 21/100
113/113 [==============================] - 0s 882us/step - loss: 0.3788 - accuracy: 0.8428
Epoch 22/100
113/113 [==============================] - 0s 855us/step - loss: 0.3764 - accuracy: 0.8449
Epoch 23/100
113/113 [==============================] - 0s 877us/step - loss: 0.3743 - accuracy: 0.8467
Epoch 24/100
113/113 [==============================] - 0s 886us/step - loss: 0.3721 - accuracy: 0.8471
Epoch 25/100
113/113 [==============================] - 0s 947us/step - loss: 0.3703 - accuracy: 0.8500
Epoch 26/100
113/113 [==============================] - 0s 881us/step - loss: 0.3686 - accuracy: 0.8503
Epoch 27/100
113/113 [==============================] - 0s 843us/step - loss: 0.3673 - accuracy: 0.8508
Epoch 28/100
113/113 [==============================] - 0s 903us/step - loss: 0.3658 - accuracy: 0.8507
Epoch 29/100
113/113 [==============================] - 0s 863us/step - loss: 0.3646 - accuracy: 0.8537
Epoch 30/100
113/113 [==============================] - 0s 863us/step - loss: 0.3633 - accuracy: 0.8536
Epoch 31/100
113/113 [==============================] - 0s 899us/step - loss: 0.3618 - accuracy: 0.8557
Epoch 32/100
113/113 [==============================] - 0s 829us/step - loss: 0.3607 - accuracy: 0.8547
Epoch 33/100
113/113 [==============================] - 0s 960us/step - loss: 0.3595 - accuracy: 0.8550
Epoch 34/100
113/113 [==============================] - 0s 847us/step - loss: 0.3582 - accuracy: 0.8554
Epoch 35/100
113/113 [==============================] - 0s 854us/step - loss: 0.3572 - accuracy: 0.8561
Epoch 36/100
113/113 [==============================] - 0s 873us/step - loss: 0.3563 - accuracy: 0.8567
Epoch 37/100
113/113 [==============================] - 0s 855us/step - loss: 0.3552 - accuracy: 0.8569
Epoch 38/100
113/113 [==============================] - 0s 887us/step - loss: 0.3544 - accuracy: 0.8567
Epoch 39/100
113/113 [==============================] - 0s 854us/step - loss: 0.3536 - accuracy: 0.8561
Epoch 40/100
113/113 [==============================] - 0s 846us/step - loss: 0.3527 - accuracy: 0.8582
Epoch 41/100
113/113 [==============================] - 0s 877us/step - loss: 0.3523 - accuracy: 0.8590
Epoch 42/100
113/113 [==============================] - 0s 857us/step - loss: 0.3519 - accuracy: 0.8569
Epoch 43/100
113/113 [==============================] - 0s 906us/step - loss: 0.3511 - accuracy: 0.8582
Epoch 44/100
113/113 [==============================] - 0s 947us/step - loss: 0.3507 - accuracy: 0.8582
Epoch 45/100
113/113 [==============================] - 0s 840us/step - loss: 0.3502 - accuracy: 0.8568
Epoch 46/100
113/113 [==============================] - 0s 868us/step - loss: 0.3499 - accuracy: 0.8586
Epoch 47/100
113/113 [==============================] - 0s 854us/step - loss: 0.3493 - accuracy: 0.8572
Epoch 48/100
113/113 [==============================] - 0s 877us/step - loss: 0.3488 - accuracy: 0.8582
Epoch 49/100
113/113 [==============================] - 0s 860us/step - loss: 0.3482 - accuracy: 0.8590
Epoch 50/100
113/113 [==============================] - 0s 880us/step - loss: 0.3477 - accuracy: 0.8592
Epoch 51/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3475 - accuracy: 0.8586
Epoch 52/100
113/113 [==============================] - 0s 946us/step - loss: 0.3472 - accuracy: 0.8606
Epoch 53/100
113/113 [==============================] - 0s 877us/step - loss: 0.3469 - accuracy: 0.8592
Epoch 54/100
113/113 [==============================] - 0s 849us/step - loss: 0.3465 - accuracy: 0.8590
Epoch 55/100
113/113 [==============================] - 0s 851us/step - loss: 0.3463 - accuracy: 0.8599
Epoch 56/100
113/113 [==============================] - 0s 880us/step - loss: 0.3457 - accuracy: 0.8597
Epoch 57/100
113/113 [==============================] - 0s 855us/step - loss: 0.3460 - accuracy: 0.8594
Epoch 58/100
113/113 [==============================] - 0s 888us/step - loss: 0.3453 - accuracy: 0.8601
Epoch 59/100
113/113 [==============================] - 0s 886us/step - loss: 0.3453 - accuracy: 0.8596
Epoch 60/100
113/113 [==============================] - 0s 915us/step - loss: 0.3451 - accuracy: 0.8603
Epoch 61/100
113/113 [==============================] - 0s 905us/step - loss: 0.3444 - accuracy: 0.8606
Epoch 62/100
113/113 [==============================] - 0s 862us/step - loss: 0.3449 - accuracy: 0.8612
Epoch 63/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3444 - accuracy: 0.8603
Epoch 64/100
113/113 [==============================] - 0s 872us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 65/100
113/113 [==============================] - 0s 876us/step - loss: 0.3443 - accuracy: 0.8594
Epoch 66/100
113/113 [==============================] - 0s 847us/step - loss: 0.3443 - accuracy: 0.8610
Epoch 67/100
113/113 [==============================] - 0s 856us/step - loss: 0.3441 - accuracy: 0.8606
Epoch 68/100
113/113 [==============================] - 0s 878us/step - loss: 0.3441 - accuracy: 0.8601
Epoch 69/100
113/113 [==============================] - 0s 857us/step - loss: 0.3439 - accuracy: 0.8603
Epoch 70/100
113/113 [==============================] - 0s 901us/step - loss: 0.3438 - accuracy: 0.8589
Epoch 71/100
113/113 [==============================] - 0s 858us/step - loss: 0.3434 - accuracy: 0.8599
Epoch 72/100
113/113 [==============================] - 0s 839us/step - loss: 0.3435 - accuracy: 0.8603
Epoch 73/100
113/113 [==============================] - 0s 902us/step - loss: 0.3430 - accuracy: 0.8599
Epoch 74/100
113/113 [==============================] - 0s 834us/step - loss: 0.3434 - accuracy: 0.8590
Epoch 75/100
113/113 [==============================] - 0s 945us/step - loss: 0.3432 - accuracy: 0.8596
Epoch 76/100
113/113 [==============================] - 0s 840us/step - loss: 0.3430 - accuracy: 0.8607
Epoch 77/100
113/113 [==============================] - 0s 834us/step - loss: 0.3431 - accuracy: 0.8597
Epoch 78/100
113/113 [==============================] - 0s 910us/step - loss: 0.3432 - accuracy: 0.8593
Epoch 79/100
113/113 [==============================] - 0s 842us/step - loss: 0.3431 - accuracy: 0.8601
Epoch 80/100
113/113 [==============================] - 0s 874us/step - loss: 0.3427 - accuracy: 0.8592
Epoch 81/100
113/113 [==============================] - 0s 861us/step - loss: 0.3426 - accuracy: 0.8611
Epoch 82/100
113/113 [==============================] - 0s 870us/step - loss: 0.3430 - accuracy: 0.8603
Epoch 83/100
113/113 [==============================] - 0s 970us/step - loss: 0.3428 - accuracy: 0.8606
Epoch 84/100
113/113 [==============================] - 0s 843us/step - loss: 0.3427 - accuracy: 0.8600
Epoch 85/100
113/113 [==============================] - 0s 881us/step - loss: 0.3428 - accuracy: 0.8603
Epoch 86/100
113/113 [==============================] - 0s 850us/step - loss: 0.3428 - accuracy: 0.8594
Epoch 87/100
113/113 [==============================] - 0s 855us/step - loss: 0.3424 - accuracy: 0.8622
Epoch 88/100
113/113 [==============================] - 0s 887us/step - loss: 0.3426 - accuracy: 0.8610
Epoch 89/100
113/113 [==============================] - 0s 861us/step - loss: 0.3426 - accuracy: 0.8603
Epoch 90/100
113/113 [==============================] - 0s 872us/step - loss: 0.3426 - accuracy: 0.8601
Epoch 91/100
113/113 [==============================] - 0s 959us/step - loss: 0.3425 - accuracy: 0.8608
Epoch 92/100
113/113 [==============================] - 0s 847us/step - loss: 0.3420 - accuracy: 0.8590
Epoch 93/100
113/113 [==============================] - 0s 880us/step - loss: 0.3420 - accuracy: 0.8603
Epoch 94/100
113/113 [==============================] - 0s 858us/step - loss: 0.3422 - accuracy: 0.8612
Epoch 95/100
113/113 [==============================] - 0s 880us/step - loss: 0.3423 - accuracy: 0.8625
Epoch 96/100
113/113 [==============================] - 0s 859us/step - loss: 0.3421 - accuracy: 0.8615
Epoch 97/100
113/113 [==============================] - 0s 864us/step - loss: 0.3420 - accuracy: 0.8610
Epoch 98/100
113/113 [==============================] - 0s 890us/step - loss: 0.3421 - accuracy: 0.8612
Epoch 99/100
113/113 [==============================] - 0s 858us/step - loss: 0.3418 - accuracy: 0.8603
Epoch 100/100
113/113 [==============================] - 0s 871us/step - loss: 0.3418 - accuracy: 0.8615
Epoch 1/100
113/113 [==============================] - 0s 913us/step - loss: 0.6509 - accuracy: 0.7960
Epoch 2/100
113/113 [==============================] - 0s 946us/step - loss: 0.5297 - accuracy: 0.7960
Epoch 3/100
113/113 [==============================] - 0s 935us/step - loss: 0.4595 - accuracy: 0.7960
Epoch 4/100
113/113 [==============================] - 0s 925us/step - loss: 0.4459 - accuracy: 0.7960
Epoch 5/100
113/113 [==============================] - 0s 958us/step - loss: 0.4388 - accuracy: 0.7960
Epoch 6/100
113/113 [==============================] - 0s 918us/step - loss: 0.4351 - accuracy: 0.7960
Epoch 7/100
113/113 [==============================] - 0s 2ms/step - loss: 0.4330 - accuracy: 0.7960
Epoch 8/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4315 - accuracy: 0.7960
Epoch 9/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4303 - accuracy: 0.7960
Epoch 10/100
113/113 [==============================] - 0s 972us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 11/100
113/113 [==============================] - 0s 886us/step - loss: 0.4273 - accuracy: 0.7960
Epoch 12/100
113/113 [==============================] - 0s 868us/step - loss: 0.4253 - accuracy: 0.7960
Epoch 13/100
113/113 [==============================] - 0s 881us/step - loss: 0.4233 - accuracy: 0.7960
Epoch 14/100
113/113 [==============================] - 0s 957us/step - loss: 0.4215 - accuracy: 0.8089
Epoch 15/100
113/113 [==============================] - 0s 835us/step - loss: 0.4200 - accuracy: 0.8197
Epoch 16/100
113/113 [==============================] - 0s 956us/step - loss: 0.4188 - accuracy: 0.8224
Epoch 17/100
113/113 [==============================] - 0s 852us/step - loss: 0.4177 - accuracy: 0.8244
Epoch 18/100
113/113 [==============================] - 0s 881us/step - loss: 0.4165 - accuracy: 0.8260
Epoch 19/100
113/113 [==============================] - 0s 867us/step - loss: 0.4153 - accuracy: 0.8279
Epoch 20/100
113/113 [==============================] - 0s 849us/step - loss: 0.4145 - accuracy: 0.8290
Epoch 21/100
113/113 [==============================] - 0s 992us/step - loss: 0.4135 - accuracy: 0.8317
Epoch 22/100
113/113 [==============================] - 0s 984us/step - loss: 0.4126 - accuracy: 0.8319
Epoch 23/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4118 - accuracy: 0.8336
Epoch 24/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4110 - accuracy: 0.8335
Epoch 25/100
113/113 [==============================] - 0s 872us/step - loss: 0.4103 - accuracy: 0.8342
Epoch 26/100
113/113 [==============================] - 0s 839us/step - loss: 0.4096 - accuracy: 0.8358
Epoch 27/100
113/113 [==============================] - 0s 873us/step - loss: 0.4091 - accuracy: 0.8361
Epoch 28/100
113/113 [==============================] - 0s 857us/step - loss: 0.4086 - accuracy: 0.8346
Epoch 29/100
113/113 [==============================] - 0s 859us/step - loss: 0.4079 - accuracy: 0.8351
Epoch 30/100
113/113 [==============================] - 0s 890us/step - loss: 0.4075 - accuracy: 0.8354
Epoch 31/100
113/113 [==============================] - 0s 840us/step - loss: 0.4069 - accuracy: 0.8349
Epoch 32/100
113/113 [==============================] - 0s 878us/step - loss: 0.4067 - accuracy: 0.8360
Epoch 33/100
113/113 [==============================] - 0s 860us/step - loss: 0.4061 - accuracy: 0.8358
Epoch 34/100
113/113 [==============================] - 0s 917us/step - loss: 0.4058 - accuracy: 0.8357
Epoch 35/100
113/113 [==============================] - 0s 935us/step - loss: 0.4054 - accuracy: 0.8353
Epoch 36/100
113/113 [==============================] - 0s 837us/step - loss: 0.4050 - accuracy: 0.8358
Epoch 37/100
113/113 [==============================] - 0s 878us/step - loss: 0.4045 - accuracy: 0.8365
Epoch 38/100
113/113 [==============================] - 0s 859us/step - loss: 0.4043 - accuracy: 0.8356
Epoch 39/100
113/113 [==============================] - 0s 932us/step - loss: 0.4040 - accuracy: 0.8363
Epoch 40/100
113/113 [==============================] - 0s 879us/step - loss: 0.4037 - accuracy: 0.8365
Epoch 41/100
113/113 [==============================] - 0s 841us/step - loss: 0.4035 - accuracy: 0.8361
Epoch 42/100
113/113 [==============================] - 0s 907us/step - loss: 0.4033 - accuracy: 0.8365
Epoch 43/100
113/113 [==============================] - 0s 873us/step - loss: 0.4031 - accuracy: 0.8365
Epoch 44/100
113/113 [==============================] - 0s 933us/step - loss: 0.4027 - accuracy: 0.8361
Epoch 45/100
113/113 [==============================] - 0s 857us/step - loss: 0.4026 - accuracy: 0.8363
Epoch 46/100
113/113 [==============================] - 0s 859us/step - loss: 0.4023 - accuracy: 0.8368
Epoch 47/100
113/113 [==============================] - 0s 881us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 48/100
113/113 [==============================] - 0s 844us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 49/100
113/113 [==============================] - 0s 887us/step - loss: 0.4016 - accuracy: 0.8371
Epoch 50/100
113/113 [==============================] - 0s 900us/step - loss: 0.4015 - accuracy: 0.8365
Epoch 51/100
113/113 [==============================] - 0s 848us/step - loss: 0.4010 - accuracy: 0.8368
Epoch 52/100
113/113 [==============================] - 0s 883us/step - loss: 0.4011 - accuracy: 0.8375
Epoch 53/100
113/113 [==============================] - 0s 849us/step - loss: 0.4010 - accuracy: 0.8371
Epoch 54/100
113/113 [==============================] - 0s 952us/step - loss: 0.4007 - accuracy: 0.8371
Epoch 55/100
113/113 [==============================] - 0s 880us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 56/100
113/113 [==============================] - 0s 852us/step - loss: 0.4005 - accuracy: 0.8367
Epoch 57/100
113/113 [==============================] - 0s 859us/step - loss: 0.4004 - accuracy: 0.8379
Epoch 58/100
113/113 [==============================] - 0s 862us/step - loss: 0.4001 - accuracy: 0.8369
Epoch 59/100
113/113 [==============================] - 0s 914us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 60/100
113/113 [==============================] - 0s 926us/step - loss: 0.4000 - accuracy: 0.8368
Epoch 61/100
113/113 [==============================] - 0s 915us/step - loss: 0.3997 - accuracy: 0.8375
Epoch 62/100
113/113 [==============================] - 0s 858us/step - loss: 0.3995 - accuracy: 0.8375
Epoch 63/100
113/113 [==============================] - 0s 886us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 64/100
113/113 [==============================] - 0s 907us/step - loss: 0.3996 - accuracy: 0.8372
Epoch 65/100
113/113 [==============================] - 0s 901us/step - loss: 0.3996 - accuracy: 0.8368
Epoch 66/100
113/113 [==============================] - 0s 878us/step - loss: 0.3994 - accuracy: 0.8358
Epoch 67/100
113/113 [==============================] - 0s 846us/step - loss: 0.3992 - accuracy: 0.8364
Epoch 68/100
113/113 [==============================] - 0s 857us/step - loss: 0.3991 - accuracy: 0.8360
Epoch 69/100
113/113 [==============================] - ETA: 0s - loss: 0.3990 - accuracy: 0.83 - 0s 900us/step - loss: 0.3990 - accuracy: 0.8374
Epoch 70/100
113/113 [==============================] - 0s 861us/step - loss: 0.3991 - accuracy: 0.8372
Epoch 71/100
113/113 [==============================] - 0s 874us/step - loss: 0.3988 - accuracy: 0.8368
Epoch 72/100
113/113 [==============================] - 0s 909us/step - loss: 0.3988 - accuracy: 0.8363
Epoch 73/100
113/113 [==============================] - 0s 851us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 74/100
113/113 [==============================] - 0s 922us/step - loss: 0.3986 - accuracy: 0.8367
Epoch 75/100
113/113 [==============================] - 0s 849us/step - loss: 0.3986 - accuracy: 0.8364
Epoch 76/100
113/113 [==============================] - 0s 879us/step - loss: 0.3983 - accuracy: 0.8369
Epoch 77/100
113/113 [==============================] - 0s 866us/step - loss: 0.3981 - accuracy: 0.8372
Epoch 78/100
113/113 [==============================] - 0s 850us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 79/100
113/113 [==============================] - 0s 872us/step - loss: 0.3980 - accuracy: 0.8381
Epoch 80/100
113/113 [==============================] - 0s 852us/step - loss: 0.3979 - accuracy: 0.8369
Epoch 81/100
113/113 [==============================] - 0s 882us/step - loss: 0.3979 - accuracy: 0.8379
Epoch 82/100
113/113 [==============================] - 0s 864us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 83/100
113/113 [==============================] - 0s 928us/step - loss: 0.3978 - accuracy: 0.8368
Epoch 84/100
113/113 [==============================] - 0s 868us/step - loss: 0.3978 - accuracy: 0.8367
Epoch 85/100
113/113 [==============================] - 0s 848us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 86/100
113/113 [==============================] - 0s 899us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 87/100
113/113 [==============================] - 0s 845us/step - loss: 0.3974 - accuracy: 0.8368
Epoch 88/100
113/113 [==============================] - 0s 877us/step - loss: 0.3975 - accuracy: 0.8365
Epoch 89/100
113/113 [==============================] - 0s 877us/step - loss: 0.3973 - accuracy: 0.8364
Epoch 90/100
113/113 [==============================] - 0s 857us/step - loss: 0.3971 - accuracy: 0.8358
Epoch 91/100
113/113 [==============================] - 0s 885us/step - loss: 0.3973 - accuracy: 0.8371
Epoch 92/100
113/113 [==============================] - 0s 878us/step - loss: 0.3969 - accuracy: 0.8368
Epoch 93/100
113/113 [==============================] - 0s 873us/step - loss: 0.3970 - accuracy: 0.8369
Epoch 94/100
113/113 [==============================] - 0s 884us/step - loss: 0.3971 - accuracy: 0.8376
Epoch 95/100
113/113 [==============================] - 0s 860us/step - loss: 0.3970 - accuracy: 0.8372
Epoch 96/100
113/113 [==============================] - 0s 879us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 97/100
113/113 [==============================] - 0s 854us/step - loss: 0.3968 - accuracy: 0.8385
Epoch 98/100
113/113 [==============================] - 0s 889us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 99/100
113/113 [==============================] - 0s 905us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 100/100
113/113 [==============================] - 0s 851us/step - loss: 0.3966 - accuracy: 0.8375
Epoch 1/100
113/113 [==============================] - 0s 987us/step - loss: 0.6702 - accuracy: 0.7919
Epoch 2/100
113/113 [==============================] - 0s 901us/step - loss: 0.6174 - accuracy: 0.7953
Epoch 3/100
113/113 [==============================] - 0s 943us/step - loss: 0.5538 - accuracy: 0.7953
Epoch 4/100
113/113 [==============================] - 0s 942us/step - loss: 0.4959 - accuracy: 0.7953
Epoch 5/100
113/113 [==============================] - 0s 958us/step - loss: 0.4604 - accuracy: 0.7953
Epoch 6/100
113/113 [==============================] - 0s 887us/step - loss: 0.4466 - accuracy: 0.7953
Epoch 7/100
113/113 [==============================] - 0s 963us/step - loss: 0.4399 - accuracy: 0.7953
Epoch 8/100
113/113 [==============================] - 0s 953us/step - loss: 0.4359 - accuracy: 0.7953
Epoch 9/100
113/113 [==============================] - 0s 890us/step - loss: 0.4324 - accuracy: 0.7953
Epoch 10/100
113/113 [==============================] - 0s 951us/step - loss: 0.4296 - accuracy: 0.7953
Epoch 11/100
113/113 [==============================] - 0s 919us/step - loss: 0.4269 - accuracy: 0.7953
Epoch 12/100
113/113 [==============================] - 0s 944us/step - loss: 0.4243 - accuracy: 0.7962
Epoch 13/100
113/113 [==============================] - 0s 922us/step - loss: 0.4219 - accuracy: 0.8149
Epoch 14/100
113/113 [==============================] - 0s 940us/step - loss: 0.4195 - accuracy: 0.8201
Epoch 15/100
113/113 [==============================] - 0s 906us/step - loss: 0.4168 - accuracy: 0.8219
Epoch 16/100
113/113 [==============================] - 0s 955us/step - loss: 0.4149 - accuracy: 0.8211
Epoch 17/100
113/113 [==============================] - 0s 945us/step - loss: 0.4128 - accuracy: 0.8194
Epoch 18/100
113/113 [==============================] - 0s 926us/step - loss: 0.4107 - accuracy: 0.8200
Epoch 19/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4086 - accuracy: 0.8221
Epoch 20/100
113/113 [==============================] - 0s 860us/step - loss: 0.4063 - accuracy: 0.8210
Epoch 21/100
113/113 [==============================] - 0s 871us/step - loss: 0.4044 - accuracy: 0.8233
Epoch 22/100
113/113 [==============================] - 0s 859us/step - loss: 0.4025 - accuracy: 0.8238
Epoch 23/100
113/113 [==============================] - 0s 856us/step - loss: 0.4007 - accuracy: 0.8250
Epoch 24/100
113/113 [==============================] - 0s 895us/step - loss: 0.3991 - accuracy: 0.8256
Epoch 25/100
113/113 [==============================] - 0s 881us/step - loss: 0.3978 - accuracy: 0.8263
Epoch 26/100
113/113 [==============================] - 0s 883us/step - loss: 0.3967 - accuracy: 0.8243
Epoch 27/100
113/113 [==============================] - 0s 854us/step - loss: 0.3955 - accuracy: 0.8258
Epoch 28/100
113/113 [==============================] - 0s 847us/step - loss: 0.3945 - accuracy: 0.8257
Epoch 29/100
113/113 [==============================] - 0s 899us/step - loss: 0.3935 - accuracy: 0.8265
Epoch 30/100
113/113 [==============================] - 0s 840us/step - loss: 0.3925 - accuracy: 0.8261
Epoch 31/100
113/113 [==============================] - 0s 883us/step - loss: 0.3917 - accuracy: 0.8263
Epoch 32/100
113/113 [==============================] - 0s 866us/step - loss: 0.3912 - accuracy: 0.8253
Epoch 33/100
113/113 [==============================] - 0s 856us/step - loss: 0.3904 - accuracy: 0.8268
Epoch 34/100
113/113 [==============================] - 0s 900us/step - loss: 0.3894 - accuracy: 0.8275
Epoch 35/100
113/113 [==============================] - 0s 864us/step - loss: 0.3886 - accuracy: 0.8290
Epoch 36/100
113/113 [==============================] - 0s 869us/step - loss: 0.3874 - accuracy: 0.8278
Epoch 37/100
113/113 [==============================] - 0s 856us/step - loss: 0.3866 - accuracy: 0.8271
Epoch 38/100
113/113 [==============================] - 0s 864us/step - loss: 0.3856 - accuracy: 0.8275
Epoch 39/100
113/113 [==============================] - 0s 905us/step - loss: 0.3844 - accuracy: 0.8285
Epoch 40/100
113/113 [==============================] - 0s 844us/step - loss: 0.3836 - accuracy: 0.8285
Epoch 41/100
113/113 [==============================] - 0s 870us/step - loss: 0.3825 - accuracy: 0.8274
Epoch 42/100
113/113 [==============================] - 0s 870us/step - loss: 0.3816 - accuracy: 0.8283
Epoch 43/100
113/113 [==============================] - 0s 868us/step - loss: 0.3805 - accuracy: 0.8294
Epoch 44/100
113/113 [==============================] - 0s 899us/step - loss: 0.3794 - accuracy: 0.8288
Epoch 45/100
113/113 [==============================] - 0s 873us/step - loss: 0.3786 - accuracy: 0.8293
Epoch 46/100
113/113 [==============================] - 0s 999us/step - loss: 0.3775 - accuracy: 0.8311
Epoch 47/100
113/113 [==============================] - 0s 846us/step - loss: 0.3763 - accuracy: 0.8296
Epoch 48/100
113/113 [==============================] - 0s 844us/step - loss: 0.3752 - accuracy: 0.8292
Epoch 49/100
113/113 [==============================] - 0s 862us/step - loss: 0.3741 - accuracy: 0.8311
Epoch 50/100
113/113 [==============================] - 0s 864us/step - loss: 0.3731 - accuracy: 0.8308
Epoch 51/100
113/113 [==============================] - 0s 892us/step - loss: 0.3719 - accuracy: 0.8336
Epoch 52/100
113/113 [==============================] - 0s 849us/step - loss: 0.3699 - accuracy: 0.8461
Epoch 53/100
113/113 [==============================] - 0s 866us/step - loss: 0.3689 - accuracy: 0.8500
Epoch 54/100
113/113 [==============================] - 0s 868us/step - loss: 0.3674 - accuracy: 0.8492
Epoch 55/100
113/113 [==============================] - 0s 889us/step - loss: 0.3660 - accuracy: 0.8492
Epoch 56/100
113/113 [==============================] - 0s 889us/step - loss: 0.3641 - accuracy: 0.8511
Epoch 57/100
113/113 [==============================] - 0s 941us/step - loss: 0.3629 - accuracy: 0.8528
Epoch 58/100
113/113 [==============================] - 0s 885us/step - loss: 0.3616 - accuracy: 0.8517
Epoch 59/100
113/113 [==============================] - 0s 841us/step - loss: 0.3601 - accuracy: 0.8542
Epoch 60/100
113/113 [==============================] - 0s 863us/step - loss: 0.3588 - accuracy: 0.8531
Epoch 61/100
113/113 [==============================] - 0s 874us/step - loss: 0.3576 - accuracy: 0.8550
Epoch 62/100
113/113 [==============================] - 0s 882us/step - loss: 0.3567 - accuracy: 0.8556
Epoch 63/100
113/113 [==============================] - 0s 894us/step - loss: 0.3554 - accuracy: 0.8574
Epoch 64/100
113/113 [==============================] - 0s 869us/step - loss: 0.3547 - accuracy: 0.8572
Epoch 65/100
113/113 [==============================] - 0s 885us/step - loss: 0.3539 - accuracy: 0.8578
Epoch 66/100
113/113 [==============================] - 0s 863us/step - loss: 0.3529 - accuracy: 0.8567
Epoch 67/100
113/113 [==============================] - 0s 864us/step - loss: 0.3523 - accuracy: 0.8572
Epoch 68/100
113/113 [==============================] - 0s 883us/step - loss: 0.3513 - accuracy: 0.8599
Epoch 69/100
113/113 [==============================] - 0s 849us/step - loss: 0.3507 - accuracy: 0.8585
Epoch 70/100
113/113 [==============================] - 0s 851us/step - loss: 0.3503 - accuracy: 0.8589
Epoch 71/100
113/113 [==============================] - 0s 865us/step - loss: 0.3495 - accuracy: 0.8606
Epoch 72/100
113/113 [==============================] - 0s 872us/step - loss: 0.3489 - accuracy: 0.8604
Epoch 73/100
113/113 [==============================] - 0s 885us/step - loss: 0.3484 - accuracy: 0.8625
Epoch 74/100
113/113 [==============================] - 0s 851us/step - loss: 0.3482 - accuracy: 0.8596
Epoch 75/100
113/113 [==============================] - 0s 883us/step - loss: 0.3475 - accuracy: 0.8618
Epoch 76/100
113/113 [==============================] - 0s 857us/step - loss: 0.3469 - accuracy: 0.8597
Epoch 77/100
113/113 [==============================] - 0s 836us/step - loss: 0.3467 - accuracy: 0.8597
Epoch 78/100
113/113 [==============================] - 0s 888us/step - loss: 0.3462 - accuracy: 0.8593
Epoch 79/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3460 - accuracy: 0.8592
Epoch 80/100
113/113 [==============================] - 0s 854us/step - loss: 0.3453 - accuracy: 0.8603
Epoch 81/100
113/113 [==============================] - 0s 846us/step - loss: 0.3453 - accuracy: 0.8601
Epoch 82/100
113/113 [==============================] - 0s 876us/step - loss: 0.3451 - accuracy: 0.8617
Epoch 83/100
113/113 [==============================] - 0s 858us/step - loss: 0.3445 - accuracy: 0.8604
Epoch 84/100
113/113 [==============================] - 0s 922us/step - loss: 0.3447 - accuracy: 0.8599
Epoch 85/100
113/113 [==============================] - 0s 871us/step - loss: 0.3443 - accuracy: 0.8600
Epoch 86/100
113/113 [==============================] - 0s 867us/step - loss: 0.3440 - accuracy: 0.8606
Epoch 87/100
113/113 [==============================] - 0s 937us/step - loss: 0.3437 - accuracy: 0.8608
Epoch 88/100
113/113 [==============================] - 0s 843us/step - loss: 0.3435 - accuracy: 0.8597
Epoch 89/100
113/113 [==============================] - 0s 884us/step - loss: 0.3432 - accuracy: 0.8621
Epoch 90/100
113/113 [==============================] - 0s 879us/step - loss: 0.3434 - accuracy: 0.8603
Epoch 91/100
113/113 [==============================] - 0s 920us/step - loss: 0.3430 - accuracy: 0.8618
Epoch 92/100
113/113 [==============================] - 0s 913us/step - loss: 0.3430 - accuracy: 0.8593
Epoch 93/100
113/113 [==============================] - 0s 860us/step - loss: 0.3427 - accuracy: 0.8608
Epoch 94/100
113/113 [==============================] - 0s 877us/step - loss: 0.3428 - accuracy: 0.8617
Epoch 95/100
113/113 [==============================] - 0s 868us/step - loss: 0.3424 - accuracy: 0.8618
Epoch 96/100
113/113 [==============================] - 0s 925us/step - loss: 0.3423 - accuracy: 0.8608
Epoch 97/100
113/113 [==============================] - 0s 872us/step - loss: 0.3423 - accuracy: 0.8617
Epoch 98/100
113/113 [==============================] - 0s 848us/step - loss: 0.3421 - accuracy: 0.8599
Epoch 99/100
113/113 [==============================] - 0s 898us/step - loss: 0.3421 - accuracy: 0.8608
Epoch 100/100
113/113 [==============================] - 0s 845us/step - loss: 0.3419 - accuracy: 0.8612
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6644 - accuracy: 0.7921
Epoch 2/100
113/113 [==============================] - 0s 933us/step - loss: 0.5849 - accuracy: 0.7974
Epoch 3/100
113/113 [==============================] - 0s 912us/step - loss: 0.4944 - accuracy: 0.7974
Epoch 4/100
113/113 [==============================] - 0s 952us/step - loss: 0.4515 - accuracy: 0.7974
Epoch 5/100
113/113 [==============================] - 0s 901us/step - loss: 0.4414 - accuracy: 0.7974
Epoch 6/100
113/113 [==============================] - 0s 962us/step - loss: 0.4367 - accuracy: 0.7974
Epoch 7/100
113/113 [==============================] - 0s 986us/step - loss: 0.4337 - accuracy: 0.7974
Epoch 8/100
113/113 [==============================] - 0s 992us/step - loss: 0.4318 - accuracy: 0.7974
Epoch 9/100
113/113 [==============================] - 0s 920us/step - loss: 0.4305 - accuracy: 0.7974
Epoch 10/100
113/113 [==============================] - 0s 961us/step - loss: 0.4296 - accuracy: 0.7974
Epoch 11/100
113/113 [==============================] - 0s 940us/step - loss: 0.4288 - accuracy: 0.7974
Epoch 12/100
113/113 [==============================] - 0s 900us/step - loss: 0.4281 - accuracy: 0.7974
Epoch 13/100
113/113 [==============================] - 0s 953us/step - loss: 0.4276 - accuracy: 0.7974
Epoch 14/100
113/113 [==============================] - 0s 934us/step - loss: 0.4270 - accuracy: 0.7974
Epoch 15/100
113/113 [==============================] - 0s 983us/step - loss: 0.4262 - accuracy: 0.7974
Epoch 16/100
113/113 [==============================] - 0s 923us/step - loss: 0.4255 - accuracy: 0.7974
Epoch 17/100
113/113 [==============================] - 0s 957us/step - loss: 0.4246 - accuracy: 0.7974
Epoch 18/100
113/113 [==============================] - 0s 952us/step - loss: 0.4237 - accuracy: 0.7974
Epoch 19/100
113/113 [==============================] - 0s 914us/step - loss: 0.4228 - accuracy: 0.7974
Epoch 20/100
113/113 [==============================] - 0s 962us/step - loss: 0.4217 - accuracy: 0.7976
Epoch 21/100
113/113 [==============================] - 0s 920us/step - loss: 0.4208 - accuracy: 0.8112
Epoch 22/100
113/113 [==============================] - 0s 952us/step - loss: 0.4197 - accuracy: 0.8210
Epoch 23/100
113/113 [==============================] - 0s 967us/step - loss: 0.4187 - accuracy: 0.8225
Epoch 24/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4177 - accuracy: 0.8239
Epoch 25/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4168 - accuracy: 0.8242
Epoch 26/100
113/113 [==============================] - 0s 957us/step - loss: 0.4160 - accuracy: 0.8253
Epoch 27/100
113/113 [==============================] - 0s 945us/step - loss: 0.4153 - accuracy: 0.8265
Epoch 28/100
113/113 [==============================] - 0s 950us/step - loss: 0.4147 - accuracy: 0.8281
Epoch 29/100
113/113 [==============================] - 0s 947us/step - loss: 0.4141 - accuracy: 0.8283
Epoch 30/100
113/113 [==============================] - 0s 907us/step - loss: 0.4134 - accuracy: 0.8303
Epoch 31/100
113/113 [==============================] - 0s 966us/step - loss: 0.4129 - accuracy: 0.8308
Epoch 32/100
113/113 [==============================] - 0s 973us/step - loss: 0.4123 - accuracy: 0.8318
Epoch 33/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4118 - accuracy: 0.8313
Epoch 34/100
113/113 [==============================] - 0s 941us/step - loss: 0.4112 - accuracy: 0.8328
Epoch 35/100
113/113 [==============================] - 0s 975us/step - loss: 0.4107 - accuracy: 0.8333
Epoch 36/100
113/113 [==============================] - 0s 927us/step - loss: 0.4103 - accuracy: 0.8325
Epoch 37/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4098 - accuracy: 0.8338
Epoch 38/100
113/113 [==============================] - 0s 950us/step - loss: 0.4094 - accuracy: 0.8344
Epoch 39/100
113/113 [==============================] - 0s 949us/step - loss: 0.4088 - accuracy: 0.8349
Epoch 40/100
113/113 [==============================] - 0s 941us/step - loss: 0.4084 - accuracy: 0.8349
Epoch 41/100
113/113 [==============================] - 0s 966us/step - loss: 0.4081 - accuracy: 0.8346
Epoch 42/100
113/113 [==============================] - 0s 971us/step - loss: 0.4076 - accuracy: 0.8343
Epoch 43/100
113/113 [==============================] - 0s 954us/step - loss: 0.4072 - accuracy: 0.8349
Epoch 44/100
113/113 [==============================] - 0s 969us/step - loss: 0.4067 - accuracy: 0.8353
Epoch 45/100
113/113 [==============================] - 0s 932us/step - loss: 0.4065 - accuracy: 0.8351
Epoch 46/100
113/113 [==============================] - 0s 967us/step - loss: 0.4059 - accuracy: 0.8351
Epoch 47/100
113/113 [==============================] - 0s 940us/step - loss: 0.4054 - accuracy: 0.8357
Epoch 48/100
113/113 [==============================] - 0s 920us/step - loss: 0.4053 - accuracy: 0.8360
Epoch 49/100
113/113 [==============================] - 0s 953us/step - loss: 0.4048 - accuracy: 0.8365
Epoch 50/100
113/113 [==============================] - 0s 926us/step - loss: 0.4044 - accuracy: 0.8365
Epoch 51/100
113/113 [==============================] - 0s 985us/step - loss: 0.4040 - accuracy: 0.8363
Epoch 52/100
113/113 [==============================] - 0s 960us/step - loss: 0.4036 - accuracy: 0.8357
Epoch 53/100
113/113 [==============================] - 0s 987us/step - loss: 0.4034 - accuracy: 0.8371
Epoch 54/100
113/113 [==============================] - 0s 930us/step - loss: 0.4029 - accuracy: 0.8376
Epoch 55/100
113/113 [==============================] - 0s 968us/step - loss: 0.4027 - accuracy: 0.8367
Epoch 56/100
113/113 [==============================] - 0s 936us/step - loss: 0.4023 - accuracy: 0.8371
Epoch 57/100
113/113 [==============================] - 0s 920us/step - loss: 0.4021 - accuracy: 0.8368
Epoch 58/100
113/113 [==============================] - 0s 981us/step - loss: 0.4016 - accuracy: 0.8383
Epoch 59/100
113/113 [==============================] - 0s 937us/step - loss: 0.4014 - accuracy: 0.8375
Epoch 60/100
113/113 [==============================] - 0s 976us/step - loss: 0.4011 - accuracy: 0.8369
Epoch 61/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4008 - accuracy: 0.8383
Epoch 62/100
113/113 [==============================] - 0s 969us/step - loss: 0.4006 - accuracy: 0.8375
Epoch 63/100
113/113 [==============================] - 0s 922us/step - loss: 0.4004 - accuracy: 0.8382
Epoch 64/100
113/113 [==============================] - 0s 965us/step - loss: 0.4000 - accuracy: 0.8386
Epoch 65/100
113/113 [==============================] - 0s 927us/step - loss: 0.3999 - accuracy: 0.8376
Epoch 66/100
113/113 [==============================] - 0s 938us/step - loss: 0.3998 - accuracy: 0.8376
Epoch 67/100
113/113 [==============================] - 0s 986us/step - loss: 0.3996 - accuracy: 0.8375
Epoch 68/100
113/113 [==============================] - 0s 942us/step - loss: 0.3994 - accuracy: 0.8379
Epoch 69/100
113/113 [==============================] - 0s 974us/step - loss: 0.3991 - accuracy: 0.8385
Epoch 70/100
113/113 [==============================] - 0s 954us/step - loss: 0.3990 - accuracy: 0.8379
Epoch 71/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3990 - accuracy: 0.8379
Epoch 72/100
113/113 [==============================] - 0s 938us/step - loss: 0.3987 - accuracy: 0.8379
Epoch 73/100
113/113 [==============================] - 0s 986us/step - loss: 0.3987 - accuracy: 0.8386
Epoch 74/100
113/113 [==============================] - 0s 923us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 75/100
113/113 [==============================] - 0s 956us/step - loss: 0.3983 - accuracy: 0.8385
Epoch 76/100
113/113 [==============================] - 0s 982us/step - loss: 0.3983 - accuracy: 0.8393
Epoch 77/100
113/113 [==============================] - 0s 954us/step - loss: 0.3981 - accuracy: 0.8376
Epoch 78/100
113/113 [==============================] - 0s 952us/step - loss: 0.3980 - accuracy: 0.8388
Epoch 79/100
113/113 [==============================] - 0s 971us/step - loss: 0.3978 - accuracy: 0.8392
Epoch 80/100
113/113 [==============================] - 0s 969us/step - loss: 0.3979 - accuracy: 0.8389
Epoch 81/100
113/113 [==============================] - 0s 931us/step - loss: 0.3976 - accuracy: 0.8386
Epoch 82/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3975 - accuracy: 0.8386
Epoch 83/100
113/113 [==============================] - 0s 930us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 84/100
113/113 [==============================] - 0s 950us/step - loss: 0.3973 - accuracy: 0.8382
Epoch 85/100
113/113 [==============================] - 0s 925us/step - loss: 0.3974 - accuracy: 0.8379
Epoch 86/100
113/113 [==============================] - 0s 948us/step - loss: 0.3973 - accuracy: 0.8399
Epoch 87/100
113/113 [==============================] - 0s 968us/step - loss: 0.3972 - accuracy: 0.8385
Epoch 88/100
113/113 [==============================] - 0s 957us/step - loss: 0.3971 - accuracy: 0.8388
Epoch 89/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8381
Epoch 90/100
113/113 [==============================] - 0s 938us/step - loss: 0.3970 - accuracy: 0.8383
Epoch 91/100
113/113 [==============================] - 0s 982us/step - loss: 0.3971 - accuracy: 0.8382
Epoch 92/100
113/113 [==============================] - 0s 935us/step - loss: 0.3968 - accuracy: 0.8381
Epoch 93/100
113/113 [==============================] - 0s 989us/step - loss: 0.3968 - accuracy: 0.8386
Epoch 94/100
113/113 [==============================] - 0s 921us/step - loss: 0.3965 - accuracy: 0.8388
Epoch 95/100
113/113 [==============================] - 0s 932us/step - loss: 0.3968 - accuracy: 0.8386
Epoch 96/100
113/113 [==============================] - 0s 967us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 97/100
113/113 [==============================] - 0s 948us/step - loss: 0.3966 - accuracy: 0.8386
Epoch 98/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8375
Epoch 99/100
113/113 [==============================] - 0s 978us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 100/100
113/113 [==============================] - 0s 973us/step - loss: 0.3966 - accuracy: 0.8393
Epoch 1/100
113/113 [==============================] - 0s 912us/step - loss: 0.6566 - accuracy: 0.7986
Epoch 2/100
113/113 [==============================] - 0s 945us/step - loss: 0.5416 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 929us/step - loss: 0.4573 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 937us/step - loss: 0.4400 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 966us/step - loss: 0.4343 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 912us/step - loss: 0.4307 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 961us/step - loss: 0.4288 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 910us/step - loss: 0.4274 - accuracy: 0.7986
Epoch 9/100
113/113 [==============================] - 0s 956us/step - loss: 0.4265 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 915us/step - loss: 0.4255 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 968us/step - loss: 0.4244 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 950us/step - loss: 0.4235 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 900us/step - loss: 0.4223 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 957us/step - loss: 0.4209 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 900us/step - loss: 0.4194 - accuracy: 0.8031
Epoch 16/100
113/113 [==============================] - 0s 961us/step - loss: 0.4180 - accuracy: 0.8200
Epoch 17/100
113/113 [==============================] - 0s 913us/step - loss: 0.4169 - accuracy: 0.8221
Epoch 18/100
113/113 [==============================] - 0s 942us/step - loss: 0.4158 - accuracy: 0.8229
Epoch 19/100
113/113 [==============================] - 0s 971us/step - loss: 0.4149 - accuracy: 0.8246
Epoch 20/100
113/113 [==============================] - 0s 923us/step - loss: 0.4141 - accuracy: 0.8251
Epoch 21/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4132 - accuracy: 0.8264
Epoch 22/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4125 - accuracy: 0.8268
Epoch 23/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4119 - accuracy: 0.8281
Epoch 24/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4109 - accuracy: 0.8286
Epoch 25/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4105 - accuracy: 0.8294
Epoch 26/100
113/113 [==============================] - 0s 927us/step - loss: 0.4098 - accuracy: 0.82970s - loss: 0.4096 - accuracy: 0.
Epoch 27/100
113/113 [==============================] - 0s 869us/step - loss: 0.4093 - accuracy: 0.8310
Epoch 28/100
113/113 [==============================] - 0s 860us/step - loss: 0.4088 - accuracy: 0.8301
Epoch 29/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4082 - accuracy: 0.8313
Epoch 30/100
113/113 [==============================] - 0s 877us/step - loss: 0.4077 - accuracy: 0.8313
Epoch 31/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4073 - accuracy: 0.8338
Epoch 32/100
113/113 [==============================] - 0s 868us/step - loss: 0.4067 - accuracy: 0.8343
Epoch 33/100
113/113 [==============================] - 0s 904us/step - loss: 0.4062 - accuracy: 0.8350
Epoch 34/100
113/113 [==============================] - 0s 856us/step - loss: 0.4059 - accuracy: 0.8344
Epoch 35/100
113/113 [==============================] - 0s 869us/step - loss: 0.4054 - accuracy: 0.8360
Epoch 36/100
113/113 [==============================] - 0s 902us/step - loss: 0.4049 - accuracy: 0.8356
Epoch 37/100
113/113 [==============================] - 0s 872us/step - loss: 0.4044 - accuracy: 0.8356
Epoch 38/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4042 - accuracy: 0.8356
Epoch 39/100
113/113 [==============================] - 0s 878us/step - loss: 0.4037 - accuracy: 0.8365
Epoch 40/100
113/113 [==============================] - 0s 883us/step - loss: 0.4032 - accuracy: 0.8368
Epoch 41/100
113/113 [==============================] - 0s 922us/step - loss: 0.4031 - accuracy: 0.8364
Epoch 42/100
113/113 [==============================] - 0s 860us/step - loss: 0.4027 - accuracy: 0.8369
Epoch 43/100
113/113 [==============================] - 0s 935us/step - loss: 0.4023 - accuracy: 0.8365
Epoch 44/100
113/113 [==============================] - 0s 865us/step - loss: 0.4019 - accuracy: 0.8375
Epoch 45/100
113/113 [==============================] - 0s 909us/step - loss: 0.4017 - accuracy: 0.8374
Epoch 46/100
113/113 [==============================] - 0s 874us/step - loss: 0.4014 - accuracy: 0.8390
Epoch 47/100
113/113 [==============================] - 0s 888us/step - loss: 0.4010 - accuracy: 0.8372
Epoch 48/100
113/113 [==============================] - 0s 911us/step - loss: 0.4008 - accuracy: 0.8374
Epoch 49/100
113/113 [==============================] - 0s 873us/step - loss: 0.4005 - accuracy: 0.8376
Epoch 50/100
113/113 [==============================] - 0s 901us/step - loss: 0.4003 - accuracy: 0.8378
Epoch 51/100
113/113 [==============================] - 0s 870us/step - loss: 0.4000 - accuracy: 0.8382
Epoch 52/100
113/113 [==============================] - 0s 850us/step - loss: 0.3997 - accuracy: 0.8372
Epoch 53/100
113/113 [==============================] - 0s 925us/step - loss: 0.3995 - accuracy: 0.8375
Epoch 54/100
113/113 [==============================] - 0s 866us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 55/100
113/113 [==============================] - 0s 905us/step - loss: 0.3991 - accuracy: 0.8375
Epoch 56/100
113/113 [==============================] - 0s 872us/step - loss: 0.3990 - accuracy: 0.8365
Epoch 57/100
113/113 [==============================] - 0s 952us/step - loss: 0.3987 - accuracy: 0.8376
Epoch 58/100
113/113 [==============================] - 0s 872us/step - loss: 0.3985 - accuracy: 0.8372
Epoch 59/100
113/113 [==============================] - 0s 883us/step - loss: 0.3983 - accuracy: 0.8371
Epoch 60/100
113/113 [==============================] - 0s 905us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 61/100
113/113 [==============================] - 0s 860us/step - loss: 0.3980 - accuracy: 0.8379
Epoch 62/100
113/113 [==============================] - 0s 905us/step - loss: 0.3978 - accuracy: 0.8385
Epoch 63/100
113/113 [==============================] - 0s 876us/step - loss: 0.3978 - accuracy: 0.8368
Epoch 64/100
113/113 [==============================] - 0s 871us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 65/100
113/113 [==============================] - 0s 897us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 66/100
113/113 [==============================] - 0s 855us/step - loss: 0.3970 - accuracy: 0.8386
Epoch 67/100
113/113 [==============================] - 0s 940us/step - loss: 0.3971 - accuracy: 0.8372
Epoch 68/100
113/113 [==============================] - 0s 868us/step - loss: 0.3968 - accuracy: 0.8378
Epoch 69/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8375
Epoch 70/100
113/113 [==============================] - 0s 877us/step - loss: 0.3967 - accuracy: 0.8374
Epoch 71/100
113/113 [==============================] - 0s 860us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 72/100
113/113 [==============================] - 0s 903us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 73/100
113/113 [==============================] - 0s 915us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 74/100
113/113 [==============================] - 0s 960us/step - loss: 0.3960 - accuracy: 0.8375
Epoch 75/100
113/113 [==============================] - 0s 874us/step - loss: 0.3961 - accuracy: 0.8375
Epoch 76/100
113/113 [==============================] - 0s 894us/step - loss: 0.3961 - accuracy: 0.8379
Epoch 77/100
113/113 [==============================] - 0s 909us/step - loss: 0.3958 - accuracy: 0.8389
Epoch 78/100
113/113 [==============================] - 0s 863us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 79/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3958 - accuracy: 0.8375
Epoch 80/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3956 - accuracy: 0.8379
Epoch 81/100
113/113 [==============================] - 0s 878us/step - loss: 0.3954 - accuracy: 0.8381
Epoch 82/100
113/113 [==============================] - 0s 888us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 83/100
113/113 [==============================] - 0s 868us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 84/100
113/113 [==============================] - 0s 901us/step - loss: 0.3952 - accuracy: 0.8383
Epoch 85/100
113/113 [==============================] - 0s 864us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 86/100
113/113 [==============================] - 0s 872us/step - loss: 0.3950 - accuracy: 0.8371
Epoch 87/100
113/113 [==============================] - 0s 957us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 88/100
113/113 [==============================] - 0s 870us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 89/100
113/113 [==============================] - 0s 990us/step - loss: 0.3949 - accuracy: 0.8376
Epoch 90/100
113/113 [==============================] - 0s 862us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 91/100
113/113 [==============================] - 0s 882us/step - loss: 0.3947 - accuracy: 0.8378
Epoch 92/100
113/113 [==============================] - 0s 894us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 93/100
113/113 [==============================] - 0s 856us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 94/100
113/113 [==============================] - 0s 889us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 95/100
113/113 [==============================] - 0s 918us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 96/100
113/113 [==============================] - 0s 895us/step - loss: 0.3944 - accuracy: 0.8367
Epoch 97/100
113/113 [==============================] - 0s 949us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 98/100
113/113 [==============================] - 0s 875us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 99/100
113/113 [==============================] - 0s 885us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 100/100
113/113 [==============================] - 0s 859us/step - loss: 0.3942 - accuracy: 0.8374
Epoch 1/100
113/113 [==============================] - 0s 975us/step - loss: 0.6706 - accuracy: 0.7928
Epoch 2/100
113/113 [==============================] - 0s 912us/step - loss: 0.6173 - accuracy: 0.7964
Epoch 3/100
113/113 [==============================] - 0s 950us/step - loss: 0.5493 - accuracy: 0.7964
Epoch 4/100
113/113 [==============================] - 0s 892us/step - loss: 0.4883 - accuracy: 0.7964
Epoch 5/100
113/113 [==============================] - 0s 931us/step - loss: 0.4561 - accuracy: 0.7964
Epoch 6/100
113/113 [==============================] - 0s 951us/step - loss: 0.4441 - accuracy: 0.7964
Epoch 7/100
113/113 [==============================] - 0s 923us/step - loss: 0.4367 - accuracy: 0.7964
Epoch 8/100
113/113 [==============================] - 0s 958us/step - loss: 0.4309 - accuracy: 0.7969
Epoch 9/100
113/113 [==============================] - 0s 956us/step - loss: 0.4257 - accuracy: 0.7992
Epoch 10/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4208 - accuracy: 0.8062
Epoch 11/100
113/113 [==============================] - 0s 1ms/step - loss: 0.4158 - accuracy: 0.8097
Epoch 12/100
113/113 [==============================] - 0s 870us/step - loss: 0.4112 - accuracy: 0.8126
Epoch 13/100
113/113 [==============================] - 0s 854us/step - loss: 0.4060 - accuracy: 0.8147
Epoch 14/100
113/113 [==============================] - 0s 860us/step - loss: 0.4011 - accuracy: 0.8161
Epoch 15/100
113/113 [==============================] - 0s 994us/step - loss: 0.3967 - accuracy: 0.8169
Epoch 16/100
113/113 [==============================] - 0s 861us/step - loss: 0.3924 - accuracy: 0.8183
Epoch 17/100
113/113 [==============================] - 0s 900us/step - loss: 0.3887 - accuracy: 0.8193
Epoch 18/100
113/113 [==============================] - 0s 863us/step - loss: 0.3853 - accuracy: 0.8200
Epoch 19/100
113/113 [==============================] - 0s 860us/step - loss: 0.3823 - accuracy: 0.8197
Epoch 20/100
113/113 [==============================] - 0s 899us/step - loss: 0.3797 - accuracy: 0.8200
Epoch 21/100
113/113 [==============================] - 0s 850us/step - loss: 0.3775 - accuracy: 0.8206
Epoch 22/100
113/113 [==============================] - 0s 889us/step - loss: 0.3753 - accuracy: 0.8204
Epoch 23/100
113/113 [==============================] - 0s 861us/step - loss: 0.3735 - accuracy: 0.8201
Epoch 24/100
113/113 [==============================] - 0s 856us/step - loss: 0.3719 - accuracy: 0.8288
Epoch 25/100
113/113 [==============================] - 0s 957us/step - loss: 0.3704 - accuracy: 0.8401
Epoch 26/100
113/113 [==============================] - 0s 847us/step - loss: 0.3689 - accuracy: 0.8429
Epoch 27/100
113/113 [==============================] - 0s 883us/step - loss: 0.3673 - accuracy: 0.8462
Epoch 28/100
113/113 [==============================] - 0s 874us/step - loss: 0.3662 - accuracy: 0.8476
Epoch 29/100
113/113 [==============================] - 0s 860us/step - loss: 0.3647 - accuracy: 0.8507
Epoch 30/100
113/113 [==============================] - 0s 990us/step - loss: 0.3635 - accuracy: 0.8518
Epoch 31/100
113/113 [==============================] - 0s 875us/step - loss: 0.3622 - accuracy: 0.8536
Epoch 32/100
113/113 [==============================] - 0s 884us/step - loss: 0.3610 - accuracy: 0.8549
Epoch 33/100
113/113 [==============================] - 0s 852us/step - loss: 0.3598 - accuracy: 0.8557
Epoch 34/100
113/113 [==============================] - 0s 898us/step - loss: 0.3585 - accuracy: 0.8575
Epoch 35/100
113/113 [==============================] - 0s 876us/step - loss: 0.3575 - accuracy: 0.8585
Epoch 36/100
113/113 [==============================] - 0s 861us/step - loss: 0.3563 - accuracy: 0.8578
Epoch 37/100
113/113 [==============================] - 0s 993us/step - loss: 0.3549 - accuracy: 0.85760s - loss: 0.3541 - accuracy: 0.85
Epoch 38/100
113/113 [==============================] - 0s 862us/step - loss: 0.3541 - accuracy: 0.8585
Epoch 39/100
113/113 [==============================] - 0s 895us/step - loss: 0.3529 - accuracy: 0.8590
Epoch 40/100
113/113 [==============================] - 0s 858us/step - loss: 0.3518 - accuracy: 0.8593
Epoch 41/100
113/113 [==============================] - 0s 862us/step - loss: 0.3511 - accuracy: 0.8599
Epoch 42/100
113/113 [==============================] - 0s 910us/step - loss: 0.3503 - accuracy: 0.8594
Epoch 43/100
113/113 [==============================] - 0s 854us/step - loss: 0.3493 - accuracy: 0.8604
Epoch 44/100
113/113 [==============================] - 0s 910us/step - loss: 0.3485 - accuracy: 0.8603
Epoch 45/100
113/113 [==============================] - 0s 854us/step - loss: 0.3477 - accuracy: 0.8608
Epoch 46/100
113/113 [==============================] - 0s 864us/step - loss: 0.3470 - accuracy: 0.8611
Epoch 47/100
113/113 [==============================] - 0s 912us/step - loss: 0.3463 - accuracy: 0.8611
Epoch 48/100
113/113 [==============================] - 0s 879us/step - loss: 0.3457 - accuracy: 0.8612
Epoch 49/100
113/113 [==============================] - 0s 926us/step - loss: 0.3450 - accuracy: 0.8603
Epoch 50/100
113/113 [==============================] - 0s 849us/step - loss: 0.3446 - accuracy: 0.8615
Epoch 51/100
113/113 [==============================] - 0s 896us/step - loss: 0.3440 - accuracy: 0.8622
Epoch 52/100
113/113 [==============================] - 0s 855us/step - loss: 0.3434 - accuracy: 0.8607
Epoch 53/100
113/113 [==============================] - 0s 862us/step - loss: 0.3432 - accuracy: 0.8617
Epoch 54/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3428 - accuracy: 0.8603
Epoch 55/100
113/113 [==============================] - 0s 848us/step - loss: 0.3422 - accuracy: 0.8617
Epoch 56/100
113/113 [==============================] - 0s 883us/step - loss: 0.3421 - accuracy: 0.8621
Epoch 57/100
113/113 [==============================] - 0s 871us/step - loss: 0.3417 - accuracy: 0.8625
Epoch 58/100
113/113 [==============================] - 0s 854us/step - loss: 0.3413 - accuracy: 0.8624
Epoch 59/100
113/113 [==============================] - 0s 934us/step - loss: 0.3411 - accuracy: 0.8610
Epoch 60/100
113/113 [==============================] - 0s 972us/step - loss: 0.3407 - accuracy: 0.8618
Epoch 61/100
113/113 [==============================] - 0s 888us/step - loss: 0.3405 - accuracy: 0.8624
Epoch 62/100
113/113 [==============================] - 0s 859us/step - loss: 0.3404 - accuracy: 0.8618
Epoch 63/100
113/113 [==============================] - 0s 861us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 64/100
113/113 [==============================] - 0s 923us/step - loss: 0.3399 - accuracy: 0.8615
Epoch 65/100
113/113 [==============================] - 0s 875us/step - loss: 0.3397 - accuracy: 0.8619
Epoch 66/100
113/113 [==============================] - 0s 900us/step - loss: 0.3396 - accuracy: 0.8617
Epoch 67/100
113/113 [==============================] - 0s 854us/step - loss: 0.3393 - accuracy: 0.8629
Epoch 68/100
113/113 [==============================] - 0s 882us/step - loss: 0.3392 - accuracy: 0.8631
Epoch 69/100
113/113 [==============================] - 0s 965us/step - loss: 0.3390 - accuracy: 0.8621
Epoch 70/100
113/113 [==============================] - 0s 862us/step - loss: 0.3388 - accuracy: 0.8640
Epoch 71/100
113/113 [==============================] - 0s 887us/step - loss: 0.3386 - accuracy: 0.8615
Epoch 72/100
113/113 [==============================] - 0s 851us/step - loss: 0.3386 - accuracy: 0.8637
Epoch 73/100
113/113 [==============================] - 0s 897us/step - loss: 0.3385 - accuracy: 0.8629
Epoch 74/100
113/113 [==============================] - 0s 875us/step - loss: 0.3383 - accuracy: 0.8644
Epoch 75/100
113/113 [==============================] - 0s 854us/step - loss: 0.3383 - accuracy: 0.8635
Epoch 76/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3379 - accuracy: 0.8644
Epoch 77/100
113/113 [==============================] - 0s 867us/step - loss: 0.3377 - accuracy: 0.8633
Epoch 78/100
113/113 [==============================] - 0s 904us/step - loss: 0.3376 - accuracy: 0.8646
Epoch 79/100
113/113 [==============================] - 0s 872us/step - loss: 0.3374 - accuracy: 0.8647
Epoch 80/100
113/113 [==============================] - 0s 884us/step - loss: 0.3371 - accuracy: 0.8639
Epoch 81/100
113/113 [==============================] - 0s 857us/step - loss: 0.3371 - accuracy: 0.8637
Epoch 82/100
113/113 [==============================] - 0s 871us/step - loss: 0.3368 - accuracy: 0.8650
Epoch 83/100
113/113 [==============================] - 0s 906us/step - loss: 0.3366 - accuracy: 0.8647
Epoch 84/100
113/113 [==============================] - 0s 874us/step - loss: 0.3365 - accuracy: 0.8649
Epoch 85/100
113/113 [==============================] - 0s 882us/step - loss: 0.3362 - accuracy: 0.8650
Epoch 86/100
113/113 [==============================] - 0s 858us/step - loss: 0.3364 - accuracy: 0.8662
Epoch 87/100
113/113 [==============================] - 0s 962us/step - loss: 0.3361 - accuracy: 0.8636
Epoch 88/100
113/113 [==============================] - 0s 914us/step - loss: 0.3361 - accuracy: 0.8662
Epoch 89/100
113/113 [==============================] - 0s 865us/step - loss: 0.3360 - accuracy: 0.8657
Epoch 90/100
113/113 [==============================] - 0s 905us/step - loss: 0.3358 - accuracy: 0.8656
Epoch 91/100
113/113 [==============================] - 0s 865us/step - loss: 0.3355 - accuracy: 0.8662
Epoch 92/100
113/113 [==============================] - 0s 858us/step - loss: 0.3353 - accuracy: 0.8658
Epoch 93/100
113/113 [==============================] - 0s 882us/step - loss: 0.3354 - accuracy: 0.8671
Epoch 94/100
113/113 [==============================] - 0s 880us/step - loss: 0.3351 - accuracy: 0.8658
Epoch 95/100
113/113 [==============================] - 0s 984us/step - loss: 0.3351 - accuracy: 0.8654
Epoch 96/100
113/113 [==============================] - 0s 855us/step - loss: 0.3348 - accuracy: 0.8668
Epoch 97/100
113/113 [==============================] - 0s 853us/step - loss: 0.3347 - accuracy: 0.8664
Epoch 98/100
113/113 [==============================] - 0s 894us/step - loss: 0.3347 - accuracy: 0.8662
Epoch 99/100
113/113 [==============================] - 0s 859us/step - loss: 0.3345 - accuracy: 0.8660
Epoch 100/100
113/113 [==============================] - 0s 883us/step - loss: 0.3344 - accuracy: 0.8650
Epoch 1/100
113/113 [==============================] - 0s 1ms/step - loss: 0.6622 - accuracy: 0.7937
Epoch 2/100
113/113 [==============================] - 0s 996us/step - loss: 0.5581 - accuracy: 0.7985
Epoch 3/100
113/113 [==============================] - 0s 978us/step - loss: 0.4639 - accuracy: 0.7985
Epoch 4/100
113/113 [==============================] - 0s 976us/step - loss: 0.4417 - accuracy: 0.7985
Epoch 5/100
113/113 [==============================] - 0s 949us/step - loss: 0.4354 - accuracy: 0.7985
Epoch 6/100
113/113 [==============================] - 0s 981us/step - loss: 0.4317 - accuracy: 0.7985
Epoch 7/100
113/113 [==============================] - 0s 967us/step - loss: 0.4295 - accuracy: 0.7985
Epoch 8/100
113/113 [==============================] - 0s 945us/step - loss: 0.4279 - accuracy: 0.7985
Epoch 9/100
113/113 [==============================] - 0s 966us/step - loss: 0.4267 - accuracy: 0.7985
Epoch 10/100
113/113 [==============================] - 0s 848us/step - loss: 0.4254 - accuracy: 0.7985
Epoch 11/100
113/113 [==============================] - 0s 888us/step - loss: 0.4241 - accuracy: 0.7985
Epoch 12/100
113/113 [==============================] - 0s 935us/step - loss: 0.4227 - accuracy: 0.7985
Epoch 13/100
113/113 [==============================] - 0s 879us/step - loss: 0.4213 - accuracy: 0.7985
Epoch 14/100
113/113 [==============================] - 0s 859us/step - loss: 0.4198 - accuracy: 0.7985
Epoch 15/100
113/113 [==============================] - 0s 851us/step - loss: 0.4185 - accuracy: 0.8132
Epoch 16/100
113/113 [==============================] - 0s 907us/step - loss: 0.4174 - accuracy: 0.8204
Epoch 17/100
113/113 [==============================] - 0s 872us/step - loss: 0.4163 - accuracy: 0.8236
Epoch 18/100
113/113 [==============================] - 0s 878us/step - loss: 0.4154 - accuracy: 0.8258
Epoch 19/100
113/113 [==============================] - 0s 883us/step - loss: 0.4144 - accuracy: 0.8268
Epoch 20/100
113/113 [==============================] - 0s 879us/step - loss: 0.4136 - accuracy: 0.8292
Epoch 21/100
113/113 [==============================] - 0s 888us/step - loss: 0.4128 - accuracy: 0.8294
Epoch 22/100
113/113 [==============================] - 0s 876us/step - loss: 0.4124 - accuracy: 0.8297
Epoch 23/100
113/113 [==============================] - 0s 873us/step - loss: 0.4118 - accuracy: 0.8307
Epoch 24/100
113/113 [==============================] - 0s 850us/step - loss: 0.4112 - accuracy: 0.8315
Epoch 25/100
113/113 [==============================] - 0s 857us/step - loss: 0.4107 - accuracy: 0.8324
Epoch 26/100
113/113 [==============================] - 0s 900us/step - loss: 0.4102 - accuracy: 0.8333
Epoch 27/100
113/113 [==============================] - 0s 875us/step - loss: 0.4095 - accuracy: 0.8336
Epoch 28/100
113/113 [==============================] - 0s 880us/step - loss: 0.4092 - accuracy: 0.8342
Epoch 29/100
113/113 [==============================] - 0s 951us/step - loss: 0.4089 - accuracy: 0.8342
Epoch 30/100
113/113 [==============================] - 0s 844us/step - loss: 0.4082 - accuracy: 0.8346
Epoch 31/100
113/113 [==============================] - 0s 869us/step - loss: 0.4079 - accuracy: 0.8343
Epoch 32/100
113/113 [==============================] - 0s 873us/step - loss: 0.4074 - accuracy: 0.8344
Epoch 33/100
113/113 [==============================] - 0s 908us/step - loss: 0.4070 - accuracy: 0.8346
Epoch 34/100
113/113 [==============================] - 0s 837us/step - loss: 0.4068 - accuracy: 0.8351
Epoch 35/100
113/113 [==============================] - 0s 828us/step - loss: 0.4064 - accuracy: 0.8342
Epoch 36/100
113/113 [==============================] - 0s 875us/step - loss: 0.4061 - accuracy: 0.8351
Epoch 37/100
113/113 [==============================] - 0s 862us/step - loss: 0.4058 - accuracy: 0.8350
Epoch 38/100
113/113 [==============================] - 0s 875us/step - loss: 0.4056 - accuracy: 0.8353
Epoch 39/100
113/113 [==============================] - 0s 934us/step - loss: 0.4048 - accuracy: 0.8353
Epoch 40/100
113/113 [==============================] - 0s 845us/step - loss: 0.4048 - accuracy: 0.8371
Epoch 41/100
113/113 [==============================] - 0s 853us/step - loss: 0.4046 - accuracy: 0.8354
Epoch 42/100
113/113 [==============================] - 0s 869us/step - loss: 0.4043 - accuracy: 0.8361
Epoch 43/100
113/113 [==============================] - 0s 866us/step - loss: 0.4043 - accuracy: 0.8360
Epoch 44/100
113/113 [==============================] - 0s 845us/step - loss: 0.4038 - accuracy: 0.8357
Epoch 45/100
113/113 [==============================] - 0s 856us/step - loss: 0.4037 - accuracy: 0.8358
Epoch 46/100
113/113 [==============================] - 0s 873us/step - loss: 0.4033 - accuracy: 0.8357
Epoch 47/100
113/113 [==============================] - 0s 865us/step - loss: 0.4031 - accuracy: 0.8364
Epoch 48/100
113/113 [==============================] - 0s 877us/step - loss: 0.4029 - accuracy: 0.8369
Epoch 49/100
113/113 [==============================] - 0s 889us/step - loss: 0.4025 - accuracy: 0.8365
Epoch 50/100
113/113 [==============================] - 0s 870us/step - loss: 0.4021 - accuracy: 0.8369
Epoch 51/100
113/113 [==============================] - 0s 910us/step - loss: 0.4022 - accuracy: 0.8368
Epoch 52/100
113/113 [==============================] - 0s 853us/step - loss: 0.4017 - accuracy: 0.8372
Epoch 53/100
113/113 [==============================] - 0s 864us/step - loss: 0.4014 - accuracy: 0.8368
Epoch 54/100
113/113 [==============================] - 0s 844us/step - loss: 0.4011 - accuracy: 0.8372
Epoch 55/100
113/113 [==============================] - 0s 906us/step - loss: 0.4009 - accuracy: 0.8374
Epoch 56/100
113/113 [==============================] - 0s 848us/step - loss: 0.4007 - accuracy: 0.8374
Epoch 57/100
113/113 [==============================] - 0s 851us/step - loss: 0.4005 - accuracy: 0.8376
Epoch 58/100
113/113 [==============================] - 0s 876us/step - loss: 0.4001 - accuracy: 0.8378
Epoch 59/100
113/113 [==============================] - 0s 915us/step - loss: 0.4000 - accuracy: 0.8374
Epoch 60/100
113/113 [==============================] - 0s 867us/step - loss: 0.3997 - accuracy: 0.8375
Epoch 61/100
113/113 [==============================] - 0s 848us/step - loss: 0.3994 - accuracy: 0.8372
Epoch 62/100
113/113 [==============================] - 0s 867us/step - loss: 0.3992 - accuracy: 0.8375
Epoch 63/100
113/113 [==============================] - 0s 901us/step - loss: 0.3990 - accuracy: 0.8371
Epoch 64/100
113/113 [==============================] - 0s 845us/step - loss: 0.3986 - accuracy: 0.8374
Epoch 65/100
113/113 [==============================] - 0s 871us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 66/100
113/113 [==============================] - 0s 836us/step - loss: 0.3984 - accuracy: 0.8369
Epoch 67/100
113/113 [==============================] - 0s 861us/step - loss: 0.3981 - accuracy: 0.8381
Epoch 68/100
113/113 [==============================] - 0s 875us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 69/100
113/113 [==============================] - 0s 949us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 70/100
113/113 [==============================] - 0s 876us/step - loss: 0.3977 - accuracy: 0.8374
Epoch 71/100
113/113 [==============================] - 0s 844us/step - loss: 0.3976 - accuracy: 0.8372
Epoch 72/100
113/113 [==============================] - 0s 864us/step - loss: 0.3972 - accuracy: 0.8382
Epoch 73/100
113/113 [==============================] - 0s 872us/step - loss: 0.3972 - accuracy: 0.8383
Epoch 74/100
113/113 [==============================] - 0s 854us/step - loss: 0.3969 - accuracy: 0.8374
Epoch 75/100
113/113 [==============================] - 0s 877us/step - loss: 0.3971 - accuracy: 0.8376
Epoch 76/100
113/113 [==============================] - 0s 866us/step - loss: 0.3968 - accuracy: 0.8371
Epoch 77/100
113/113 [==============================] - 0s 882us/step - loss: 0.3967 - accuracy: 0.8372
Epoch 78/100
113/113 [==============================] - 0s 984us/step - loss: 0.3966 - accuracy: 0.8378
Epoch 79/100
113/113 [==============================] - 0s 840us/step - loss: 0.3965 - accuracy: 0.8379
Epoch 80/100
113/113 [==============================] - 0s 867us/step - loss: 0.3963 - accuracy: 0.8368
Epoch 81/100
113/113 [==============================] - 0s 849us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 82/100
113/113 [==============================] - 0s 871us/step - loss: 0.3961 - accuracy: 0.8360
Epoch 83/100
113/113 [==============================] - 0s 885us/step - loss: 0.3961 - accuracy: 0.8367
Epoch 84/100
113/113 [==============================] - 0s 845us/step - loss: 0.3956 - accuracy: 0.8368
Epoch 85/100
113/113 [==============================] - 0s 881us/step - loss: 0.3956 - accuracy: 0.8372
Epoch 86/100
113/113 [==============================] - 0s 870us/step - loss: 0.3956 - accuracy: 0.8364
Epoch 87/100
113/113 [==============================] - 0s 863us/step - loss: 0.3956 - accuracy: 0.8371
Epoch 88/100
113/113 [==============================] - 0s 1ms/step - loss: 0.3954 - accuracy: 0.8369
Epoch 89/100
113/113 [==============================] - 0s 835us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 90/100
113/113 [==============================] - 0s 866us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 91/100
113/113 [==============================] - 0s 846us/step - loss: 0.3950 - accuracy: 0.8381
Epoch 92/100
113/113 [==============================] - 0s 923us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 93/100
113/113 [==============================] - 0s 841us/step - loss: 0.3950 - accuracy: 0.8357
Epoch 94/100
113/113 [==============================] - 0s 837us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 95/100
113/113 [==============================] - 0s 875us/step - loss: 0.3947 - accuracy: 0.8376
Epoch 96/100
113/113 [==============================] - 0s 853us/step - loss: 0.3945 - accuracy: 0.8371
Epoch 97/100
113/113 [==============================] - 0s 928us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 98/100
113/113 [==============================] - 0s 876us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 99/100
113/113 [==============================] - 0s 828us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 100/100
113/113 [==============================] - 0s 870us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 1/100
113/113 [==============================] - 0s 878us/step - loss: 0.6522 - accuracy: 0.7932
Epoch 2/100
113/113 [==============================] - 0s 833us/step - loss: 0.5936 - accuracy: 0.7962
Epoch 3/100
113/113 [==============================] - 0s 920us/step - loss: 0.5597 - accuracy: 0.7962
Epoch 4/100
113/113 [==============================] - 0s 860us/step - loss: 0.5396 - accuracy: 0.7962
Epoch 5/100
113/113 [==============================] - 0s 812us/step - loss: 0.5274 - accuracy: 0.7962
Epoch 6/100
113/113 [==============================] - 0s 930us/step - loss: 0.5197 - accuracy: 0.7962
Epoch 7/100
113/113 [==============================] - 0s 808us/step - loss: 0.5149 - accuracy: 0.7962
Epoch 8/100
113/113 [==============================] - 0s 832us/step - loss: 0.5117 - accuracy: 0.7962
Epoch 9/100
113/113 [==============================] - 0s 879us/step - loss: 0.5097 - accuracy: 0.7962
Epoch 10/100
113/113 [==============================] - 0s 832us/step - loss: 0.5084 - accuracy: 0.7962
Epoch 11/100
113/113 [==============================] - 0s 863us/step - loss: 0.5074 - accuracy: 0.7962
Epoch 12/100
113/113 [==============================] - 0s 834us/step - loss: 0.5068 - accuracy: 0.7962
Epoch 13/100
113/113 [==============================] - 0s 829us/step - loss: 0.5064 - accuracy: 0.7962
Epoch 14/100
113/113 [==============================] - 0s 972us/step - loss: 0.5062 - accuracy: 0.7962
Epoch 15/100
113/113 [==============================] - 0s 832us/step - loss: 0.5060 - accuracy: 0.7962
Epoch 16/100
113/113 [==============================] - 0s 895us/step - loss: 0.5058 - accuracy: 0.7962
Epoch 17/100
113/113 [==============================] - 0s 989us/step - loss: 0.5058 - accuracy: 0.7962
Epoch 18/100
113/113 [==============================] - 0s 786us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 19/100
113/113 [==============================] - 0s 824us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 20/100
113/113 [==============================] - 0s 783us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 21/100
113/113 [==============================] - 0s 779us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 22/100
113/113 [==============================] - 0s 810us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 23/100
113/113 [==============================] - 0s 776us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 24/100
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 25/100
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 26/100
113/113 [==============================] - 0s 784us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 27/100
113/113 [==============================] - 0s 820us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 28/100
113/113 [==============================] - 0s 783us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 29/100
113/113 [==============================] - 0s 791us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 30/100
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 31/100
113/113 [==============================] - 0s 777us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 32/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 33/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 34/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 35/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 36/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 37/100
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 38/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 39/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 40/100
113/113 [==============================] - 0s 880us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 41/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 42/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 43/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 44/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 45/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 46/100
113/113 [==============================] - 0s 905us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 47/100
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 48/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 49/100
113/113 [==============================] - 0s 921us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 50/100
113/113 [==============================] - 0s 969us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 51/100
113/113 [==============================] - 0s 880us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 52/100
113/113 [==============================] - 0s 983us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 53/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 54/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 55/100
113/113 [==============================] - 0s 876us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 56/100
113/113 [==============================] - 0s 898us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 57/100
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 58/100
113/113 [==============================] - 0s 779us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 59/100
113/113 [==============================] - 0s 929us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 60/100
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 61/100
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 62/100
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 63/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 64/100
113/113 [==============================] - 0s 942us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 65/100
113/113 [==============================] - 0s 772us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 66/100
113/113 [==============================] - 0s 805us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 67/100
113/113 [==============================] - 0s 876us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 68/100
113/113 [==============================] - 0s 984us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 69/100
113/113 [==============================] - 0s 886us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 70/100
113/113 [==============================] - 0s 787us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 71/100
113/113 [==============================] - 0s 792us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 72/100
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 73/100
113/113 [==============================] - 0s 797us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 74/100
113/113 [==============================] - 0s 929us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 75/100
113/113 [==============================] - 0s 790us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 76/100
113/113 [==============================] - 0s 789us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 77/100
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 78/100
113/113 [==============================] - 0s 793us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 79/100
113/113 [==============================] - 0s 783us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 80/100
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 81/100
113/113 [==============================] - 0s 788us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 82/100
113/113 [==============================] - 0s 823us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 83/100
113/113 [==============================] - 0s 798us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 84/100
113/113 [==============================] - 0s 794us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 85/100
113/113 [==============================] - 0s 867us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 86/100
113/113 [==============================] - 0s 870us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 87/100
113/113 [==============================] - 0s 802us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 88/100
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 89/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 90/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5055 - accuracy: 0.7962
Epoch 91/100
113/113 [==============================] - 0s 944us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 92/100
113/113 [==============================] - 0s 952us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 93/100
113/113 [==============================] - 0s 867us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 94/100
113/113 [==============================] - 0s 913us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 95/100
113/113 [==============================] - 0s 881us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 96/100
113/113 [==============================] - 0s 937us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 97/100
113/113 [==============================] - 0s 952us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 98/100
113/113 [==============================] - 0s 800us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 99/100
113/113 [==============================] - 0s 838us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 100/100
113/113 [==============================] - 0s 791us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 1/100
113/113 [==============================] - 0s 830us/step - loss: 0.6515 - accuracy: 0.7974
Epoch 2/100
113/113 [==============================] - 0s 930us/step - loss: 0.5919 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 872us/step - loss: 0.5574 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 825us/step - loss: 0.5370 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 845us/step - loss: 0.5245 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 822us/step - loss: 0.5168 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 818us/step - loss: 0.5118 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5086 - accuracy: 0.7986: 0s - loss: 0.5087 - accuracy: 0.79
Epoch 9/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5066 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 786us/step - loss: 0.5052 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 806us/step - loss: 0.5043 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 841us/step - loss: 0.5036 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 855us/step - loss: 0.5032 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 802us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5028 - accuracy: 0.7986
Epoch 16/100
113/113 [==============================] - 0s 817us/step - loss: 0.5026 - accuracy: 0.7986
Epoch 17/100
113/113 [==============================] - 0s 799us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 18/100
113/113 [==============================] - 0s 760us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 19/100
113/113 [==============================] - 0s 775us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 20/100
113/113 [==============================] - 0s 788us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 21/100
113/113 [==============================] - 0s 885us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 22/100
113/113 [==============================] - 0s 867us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 23/100
113/113 [==============================] - 0s 792us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 24/100
113/113 [==============================] - 0s 783us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/100
113/113 [==============================] - 0s 793us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/100
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/100
113/113 [==============================] - 0s 838us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/100
113/113 [==============================] - 0s 805us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/100
113/113 [==============================] - 0s 791us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/100
113/113 [==============================] - 0s 945us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/100
113/113 [==============================] - 0s 942us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/100
113/113 [==============================] - 0s 882us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/100
113/113 [==============================] - 0s 938us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/100
113/113 [==============================] - 0s 864us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/100
113/113 [==============================] - 0s 873us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/100
113/113 [==============================] - 0s 925us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/100
113/113 [==============================] - 0s 923us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/100
113/113 [==============================] - 0s 839us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/100
113/113 [==============================] - 0s 838us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/100
113/113 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/100
113/113 [==============================] - 0s 791us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 46/100
113/113 [==============================] - 0s 802us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 47/100
113/113 [==============================] - 0s 793us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 48/100
113/113 [==============================] - 0s 812us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 49/100
113/113 [==============================] - 0s 793us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 50/100
113/113 [==============================] - 0s 809us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 51/100
113/113 [==============================] - 0s 824us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 52/100
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 53/100
113/113 [==============================] - 0s 807us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 54/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 55/100
113/113 [==============================] - 0s 792us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 56/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 57/100
113/113 [==============================] - 0s 794us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 58/100
113/113 [==============================] - 0s 801us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 59/100
113/113 [==============================] - 0s 801us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 60/100
113/113 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 61/100
113/113 [==============================] - 0s 808us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 62/100
113/113 [==============================] - 0s 872us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 63/100
113/113 [==============================] - 0s 791us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 64/100
113/113 [==============================] - 0s 802us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 65/100
113/113 [==============================] - 0s 794us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 66/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 67/100
113/113 [==============================] - 0s 799us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 68/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 69/100
113/113 [==============================] - 0s 807us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 70/100
113/113 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 71/100
113/113 [==============================] - 0s 802us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 72/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 73/100
113/113 [==============================] - 0s 872us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 74/100
113/113 [==============================] - 0s 808us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 75/100
113/113 [==============================] - 0s 807us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 76/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 77/100
113/113 [==============================] - 0s 792us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 78/100
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 79/100
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 80/100
113/113 [==============================] - 0s 801us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 81/100
113/113 [==============================] - 0s 940us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 82/100
113/113 [==============================] - 0s 817us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 83/100
113/113 [==============================] - 0s 816us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 84/100
113/113 [==============================] - 0s 831us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 85/100
113/113 [==============================] - 0s 799us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 86/100
113/113 [==============================] - 0s 795us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 87/100
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 88/100
113/113 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 89/100
113/113 [==============================] - 0s 804us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 90/100
113/113 [==============================] - 0s 798us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 91/100
113/113 [==============================] - 0s 800us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 92/100
113/113 [==============================] - 0s 793us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 93/100
113/113 [==============================] - 0s 842us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 94/100
113/113 [==============================] - 0s 789us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 95/100
113/113 [==============================] - 0s 788us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 96/100
113/113 [==============================] - 0s 818us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 97/100
113/113 [==============================] - 0s 835us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 98/100
113/113 [==============================] - 0s 788us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 99/100
113/113 [==============================] - 0s 792us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 100/100
113/113 [==============================] - 0s 788us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 1/100
113/113 [==============================] - 0s 937us/step - loss: 0.6516 - accuracy: 0.7972
Epoch 2/100
113/113 [==============================] - 0s 823us/step - loss: 0.5924 - accuracy: 0.7978
Epoch 3/100
113/113 [==============================] - 0s 850us/step - loss: 0.5580 - accuracy: 0.7978
Epoch 4/100
113/113 [==============================] - 0s 844us/step - loss: 0.5377 - accuracy: 0.7978
Epoch 5/100
113/113 [==============================] - 0s 831us/step - loss: 0.5253 - accuracy: 0.7978
Epoch 6/100
113/113 [==============================] - 0s 832us/step - loss: 0.5176 - accuracy: 0.7978
Epoch 7/100
113/113 [==============================] - 0s 828us/step - loss: 0.5127 - accuracy: 0.7978
Epoch 8/100
113/113 [==============================] - 0s 838us/step - loss: 0.5095 - accuracy: 0.7978
Epoch 9/100
113/113 [==============================] - 0s 819us/step - loss: 0.5075 - accuracy: 0.7978
Epoch 10/100
113/113 [==============================] - 0s 833us/step - loss: 0.5062 - accuracy: 0.7978
Epoch 11/100
113/113 [==============================] - 0s 930us/step - loss: 0.5053 - accuracy: 0.7978
Epoch 12/100
113/113 [==============================] - 0s 828us/step - loss: 0.5047 - accuracy: 0.7978
Epoch 13/100
113/113 [==============================] - 0s 838us/step - loss: 0.5043 - accuracy: 0.7978
Epoch 14/100
113/113 [==============================] - 0s 847us/step - loss: 0.5040 - accuracy: 0.7978
Epoch 15/100
113/113 [==============================] - 0s 820us/step - loss: 0.5038 - accuracy: 0.7978
Epoch 16/100
113/113 [==============================] - 0s 804us/step - loss: 0.5037 - accuracy: 0.7978
Epoch 17/100
113/113 [==============================] - 0s 819us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 18/100
113/113 [==============================] - 0s 842us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 19/100
113/113 [==============================] - 0s 839us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 20/100
113/113 [==============================] - 0s 831us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 21/100
113/113 [==============================] - 0s 872us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 22/100
113/113 [==============================] - 0s 828us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 23/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5035 - accuracy: 0.7978
Epoch 24/100
113/113 [==============================] - 0s 835us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 25/100
113/113 [==============================] - 0s 828us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 26/100
113/113 [==============================] - 0s 856us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 27/100
113/113 [==============================] - 0s 826us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 28/100
113/113 [==============================] - 0s 860us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 29/100
113/113 [==============================] - 0s 852us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 30/100
113/113 [==============================] - 0s 843us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 31/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 32/100
113/113 [==============================] - 0s 845us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 33/100
113/113 [==============================] - 0s 920us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 34/100
113/113 [==============================] - 0s 838us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 35/100
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 36/100
113/113 [==============================] - 0s 898us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 37/100
113/113 [==============================] - 0s 845us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 38/100
113/113 [==============================] - 0s 923us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 39/100
113/113 [==============================] - 0s 828us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 40/100
113/113 [==============================] - 0s 840us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 41/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 42/100
113/113 [==============================] - 0s 833us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 43/100
113/113 [==============================] - 0s 885us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 44/100
113/113 [==============================] - 0s 843us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 45/100
113/113 [==============================] - 0s 835us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 46/100
113/113 [==============================] - 0s 855us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 47/100
113/113 [==============================] - 0s 833us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 48/100
113/113 [==============================] - 0s 868us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 49/100
113/113 [==============================] - 0s 858us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 50/100
113/113 [==============================] - 0s 846us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 51/100
113/113 [==============================] - 0s 932us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 52/100
113/113 [==============================] - 0s 853us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 53/100
113/113 [==============================] - 0s 899us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 54/100
113/113 [==============================] - 0s 838us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 55/100
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 56/100
113/113 [==============================] - 0s 872us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 57/100
113/113 [==============================] - 0s 834us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 58/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 59/100
113/113 [==============================] - 0s 866us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 60/100
113/113 [==============================] - 0s 913us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 61/100
113/113 [==============================] - 0s 919us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 62/100
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 63/100
113/113 [==============================] - 0s 871us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 64/100
113/113 [==============================] - 0s 844us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 65/100
113/113 [==============================] - 0s 892us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 66/100
113/113 [==============================] - 0s 853us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 67/100
113/113 [==============================] - 0s 841us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 68/100
113/113 [==============================] - 0s 866us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 69/100
113/113 [==============================] - 0s 849us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 70/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 71/100
113/113 [==============================] - 0s 838us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 72/100
113/113 [==============================] - 0s 831us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 73/100
113/113 [==============================] - 0s 890us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 74/100
113/113 [==============================] - 0s 838us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 75/100
113/113 [==============================] - 0s 874us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 76/100
113/113 [==============================] - 0s 852us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 77/100
113/113 [==============================] - 0s 856us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 78/100
113/113 [==============================] - 0s 905us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 79/100
113/113 [==============================] - 0s 838us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 80/100
113/113 [==============================] - 0s 907us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 81/100
113/113 [==============================] - 0s 835us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 82/100
113/113 [==============================] - 0s 844us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 83/100
113/113 [==============================] - 0s 877us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 84/100
113/113 [==============================] - 0s 833us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 85/100
113/113 [==============================] - 0s 895us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 86/100
113/113 [==============================] - 0s 880us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 87/100
113/113 [==============================] - 0s 837us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 88/100
113/113 [==============================] - 0s 926us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 89/100
113/113 [==============================] - 0s 833us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 90/100
113/113 [==============================] - 0s 985us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 91/100
113/113 [==============================] - 0s 840us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 92/100
113/113 [==============================] - 0s 948us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 93/100
113/113 [==============================] - 0s 854us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 94/100
113/113 [==============================] - 0s 839us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 95/100
113/113 [==============================] - 0s 858us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 96/100
113/113 [==============================] - 0s 836us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 97/100
113/113 [==============================] - 0s 875us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 98/100
113/113 [==============================] - 0s 857us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 99/100
113/113 [==============================] - 0s 852us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 100/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5029 - accuracy: 0.7978
Epoch 1/100
113/113 [==============================] - 0s 858us/step - loss: 0.6529 - accuracy: 0.7890
Epoch 2/100
113/113 [==============================] - 0s 813us/step - loss: 0.5954 - accuracy: 0.7940
Epoch 3/100
113/113 [==============================] - 0s 821us/step - loss: 0.5620 - accuracy: 0.7940
Epoch 4/100
113/113 [==============================] - 0s 859us/step - loss: 0.5421 - accuracy: 0.7940
Epoch 5/100
113/113 [==============================] - 0s 846us/step - loss: 0.5300 - accuracy: 0.7940
Epoch 6/100
113/113 [==============================] - 0s 933us/step - loss: 0.5224 - accuracy: 0.7940
Epoch 7/100
113/113 [==============================] - 0s 828us/step - loss: 0.5176 - accuracy: 0.7940
Epoch 8/100
113/113 [==============================] - 0s 830us/step - loss: 0.5145 - accuracy: 0.7940
Epoch 9/100
113/113 [==============================] - 0s 853us/step - loss: 0.5126 - accuracy: 0.7940
Epoch 10/100
113/113 [==============================] - 0s 861us/step - loss: 0.5112 - accuracy: 0.7940
Epoch 11/100
113/113 [==============================] - 0s 868us/step - loss: 0.5104 - accuracy: 0.7940
Epoch 12/100
113/113 [==============================] - 0s 839us/step - loss: 0.5098 - accuracy: 0.7940
Epoch 13/100
113/113 [==============================] - 0s 846us/step - loss: 0.5094 - accuracy: 0.7940
Epoch 14/100
113/113 [==============================] - 0s 862us/step - loss: 0.5091 - accuracy: 0.7940
Epoch 15/100
113/113 [==============================] - 0s 883us/step - loss: 0.5090 - accuracy: 0.7940
Epoch 16/100
113/113 [==============================] - 0s 901us/step - loss: 0.5088 - accuracy: 0.7940
Epoch 17/100
113/113 [==============================] - 0s 814us/step - loss: 0.5088 - accuracy: 0.7940
Epoch 18/100
113/113 [==============================] - 0s 850us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 19/100
113/113 [==============================] - 0s 856us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 20/100
113/113 [==============================] - 0s 851us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 21/100
113/113 [==============================] - 0s 867us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 22/100
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 23/100
113/113 [==============================] - 0s 842us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 24/100
113/113 [==============================] - 0s 879us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 25/100
113/113 [==============================] - 0s 854us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 26/100
113/113 [==============================] - 0s 983us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 27/100
113/113 [==============================] - 0s 827us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 28/100
113/113 [==============================] - 0s 849us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 29/100
113/113 [==============================] - 0s 917us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 30/100
113/113 [==============================] - 0s 845us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 31/100
113/113 [==============================] - 0s 873us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 32/100
113/113 [==============================] - 0s 855us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 33/100
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 34/100
113/113 [==============================] - 0s 868us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 35/100
113/113 [==============================] - 0s 902us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 36/100
113/113 [==============================] - 0s 866us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 37/100
113/113 [==============================] - 0s 824us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 38/100
113/113 [==============================] - 0s 849us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 39/100
113/113 [==============================] - 0s 875us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 40/100
113/113 [==============================] - 0s 850us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 41/100
113/113 [==============================] - 0s 873us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 42/100
113/113 [==============================] - 0s 836us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 43/100
113/113 [==============================] - 0s 846us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 44/100
113/113 [==============================] - 0s 855us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 45/100
113/113 [==============================] - 0s 863us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 46/100
113/113 [==============================] - 0s 999us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 47/100
113/113 [==============================] - 0s 818us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 48/100
113/113 [==============================] - 0s 835us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 49/100
113/113 [==============================] - 0s 885us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 50/100
113/113 [==============================] - 0s 915us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 51/100
113/113 [==============================] - 0s 855us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 52/100
113/113 [==============================] - 0s 809us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 53/100
113/113 [==============================] - 0s 781us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 54/100
113/113 [==============================] - 0s 807us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 55/100
113/113 [==============================] - 0s 895us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 56/100
113/113 [==============================] - 0s 823us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 57/100
113/113 [==============================] - 0s 811us/step - loss: 0.5086 - accuracy: 0.79400s - loss: 0.5087 - accuracy: 0.79
Epoch 58/100
113/113 [==============================] - 0s 787us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 59/100
113/113 [==============================] - 0s 808us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 60/100
113/113 [==============================] - 0s 791us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 61/100
113/113 [==============================] - 0s 807us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 62/100
113/113 [==============================] - 0s 816us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 63/100
113/113 [==============================] - 0s 772us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 64/100
113/113 [==============================] - 0s 810us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 65/100
113/113 [==============================] - 0s 781us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 66/100
113/113 [==============================] - 0s 803us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 67/100
113/113 [==============================] - 0s 859us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 68/100
113/113 [==============================] - 0s 793us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 69/100
113/113 [==============================] - 0s 779us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 70/100
113/113 [==============================] - 0s 803us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 71/100
113/113 [==============================] - 0s 778us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 72/100
113/113 [==============================] - 0s 822us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 73/100
113/113 [==============================] - 0s 784us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 74/100
113/113 [==============================] - 0s 785us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 75/100
113/113 [==============================] - 0s 803us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 76/100
113/113 [==============================] - 0s 775us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 77/100
113/113 [==============================] - 0s 881us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 78/100
113/113 [==============================] - 0s 829us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 79/100
113/113 [==============================] - 0s 801us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 80/100
113/113 [==============================] - 0s 816us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 81/100
113/113 [==============================] - 0s 792us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 82/100
113/113 [==============================] - 0s 796us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 83/100
113/113 [==============================] - 0s 811us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 84/100
113/113 [==============================] - 0s 790us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 85/100
113/113 [==============================] - 0s 792us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 86/100
113/113 [==============================] - 0s 909us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 87/100
113/113 [==============================] - 0s 787us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 88/100
113/113 [==============================] - 0s 841us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 89/100
113/113 [==============================] - 0s 784us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 90/100
113/113 [==============================] - 0s 780us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 91/100
113/113 [==============================] - 0s 877us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 92/100
113/113 [==============================] - 0s 811us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 93/100
113/113 [==============================] - 0s 823us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 94/100
113/113 [==============================] - 0s 823us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 95/100
113/113 [==============================] - 0s 789us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 96/100
113/113 [==============================] - 0s 834us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 97/100
113/113 [==============================] - 0s 797us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 98/100
113/113 [==============================] - 0s 810us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 99/100
113/113 [==============================] - 0s 920us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 100/100
113/113 [==============================] - 0s 808us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 1/100
113/113 [==============================] - 0s 850us/step - loss: 0.6520 - accuracy: 0.7960
Epoch 2/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5936 - accuracy: 0.7960
Epoch 3/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5599 - accuracy: 0.7960
Epoch 4/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5398 - accuracy: 0.7960
Epoch 5/100
113/113 [==============================] - 0s 779us/step - loss: 0.5275 - accuracy: 0.7960
Epoch 6/100
113/113 [==============================] - 0s 815us/step - loss: 0.5199 - accuracy: 0.7960
Epoch 7/100
113/113 [==============================] - 0s 796us/step - loss: 0.5150 - accuracy: 0.7960
Epoch 8/100
113/113 [==============================] - 0s 801us/step - loss: 0.5120 - accuracy: 0.7960
Epoch 9/100
113/113 [==============================] - 0s 827us/step - loss: 0.5099 - accuracy: 0.7960
Epoch 10/100
113/113 [==============================] - 0s 786us/step - loss: 0.5086 - accuracy: 0.7960
Epoch 11/100
113/113 [==============================] - 0s 798us/step - loss: 0.5077 - accuracy: 0.7960
Epoch 12/100
113/113 [==============================] - 0s 819us/step - loss: 0.5071 - accuracy: 0.7960
Epoch 13/100
113/113 [==============================] - 0s 810us/step - loss: 0.5067 - accuracy: 0.7960
Epoch 14/100
113/113 [==============================] - 0s 860us/step - loss: 0.5065 - accuracy: 0.7960
Epoch 15/100
113/113 [==============================] - 0s 849us/step - loss: 0.5063 - accuracy: 0.7960
Epoch 16/100
113/113 [==============================] - 0s 801us/step - loss: 0.5062 - accuracy: 0.7960
Epoch 17/100
113/113 [==============================] - 0s 853us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 18/100
113/113 [==============================] - 0s 791us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 19/100
113/113 [==============================] - 0s 830us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 20/100
113/113 [==============================] - 0s 799us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 21/100
113/113 [==============================] - 0s 824us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 22/100
113/113 [==============================] - 0s 912us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 23/100
113/113 [==============================] - 0s 991us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 24/100
113/113 [==============================] - 0s 814us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 25/100
113/113 [==============================] - 0s 824us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 26/100
113/113 [==============================] - 0s 881us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 27/100
113/113 [==============================] - 0s 802us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 28/100
113/113 [==============================] - 0s 817us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 29/100
113/113 [==============================] - 0s 796us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 30/100
113/113 [==============================] - 0s 793us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 31/100
113/113 [==============================] - 0s 876us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 32/100
113/113 [==============================] - 0s 816us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 33/100
113/113 [==============================] - 0s 827us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 34/100
113/113 [==============================] - 0s 806us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 35/100
113/113 [==============================] - 0s 801us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 36/100
113/113 [==============================] - 0s 867us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 37/100
113/113 [==============================] - 0s 793us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 38/100
113/113 [==============================] - 0s 788us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 39/100
113/113 [==============================] - 0s 832us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 40/100
113/113 [==============================] - 0s 800us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 41/100
113/113 [==============================] - 0s 827us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 42/100
113/113 [==============================] - 0s 807us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 43/100
113/113 [==============================] - 0s 796us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 44/100
113/113 [==============================] - 0s 865us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 45/100
113/113 [==============================] - 0s 819us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 46/100
113/113 [==============================] - 0s 808us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 47/100
113/113 [==============================] - 0s 834us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 48/100
113/113 [==============================] - 0s 799us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 49/100
113/113 [==============================] - 0s 816us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 50/100
113/113 [==============================] - 0s 793us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 51/100
113/113 [==============================] - 0s 800us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 52/100
113/113 [==============================] - 0s 836us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 53/100
113/113 [==============================] - 0s 798us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 54/100
113/113 [==============================] - 0s 815us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 55/100
113/113 [==============================] - 0s 801us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 56/100
113/113 [==============================] - 0s 856us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 57/100
113/113 [==============================] - 0s 836us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 58/100
113/113 [==============================] - 0s 805us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 59/100
113/113 [==============================] - 0s 798us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 60/100
113/113 [==============================] - 0s 828us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 61/100
113/113 [==============================] - 0s 805us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 62/100
113/113 [==============================] - 0s 835us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 63/100
113/113 [==============================] - 0s 800us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 64/100
113/113 [==============================] - 0s 802us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 65/100
113/113 [==============================] - 0s 828us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 66/100
113/113 [==============================] - 0s 864us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 67/100
113/113 [==============================] - 0s 797us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 68/100
113/113 [==============================] - 0s 841us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 69/100
113/113 [==============================] - 0s 799us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 70/100
113/113 [==============================] - 0s 815us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 71/100
113/113 [==============================] - 0s 799us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 72/100
113/113 [==============================] - 0s 810us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 73/100
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 74/100
113/113 [==============================] - 0s 809us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 75/100
113/113 [==============================] - 0s 818us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 76/100
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 77/100
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 78/100
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 79/100
113/113 [==============================] - 0s 793us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 80/100
113/113 [==============================] - 0s 797us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 81/100
113/113 [==============================] - 0s 816us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 82/100
113/113 [==============================] - 0s 802us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 83/100
113/113 [==============================] - 0s 826us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 84/100
113/113 [==============================] - 0s 803us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 85/100
113/113 [==============================] - 0s 788us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 86/100
113/113 [==============================] - 0s 830us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 87/100
113/113 [==============================] - 0s 996us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 88/100
113/113 [==============================] - 0s 810us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 89/100
113/113 [==============================] - 0s 865us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 90/100
113/113 [==============================] - 0s 793us/step - loss: 0.5052 - accuracy: 0.7960
Epoch 91/100
113/113 [==============================] - 0s 826us/step - loss: 0.5052 - accuracy: 0.7960
Epoch 92/100
113/113 [==============================] - 0s 795us/step - loss: 0.5051 - accuracy: 0.7960
Epoch 93/100
113/113 [==============================] - 0s 817us/step - loss: 0.5051 - accuracy: 0.7960
Epoch 94/100
113/113 [==============================] - 0s 829us/step - loss: 0.5050 - accuracy: 0.7960
Epoch 95/100
113/113 [==============================] - 0s 795us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 96/100
113/113 [==============================] - 0s 802us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 97/100
113/113 [==============================] - 0s 828us/step - loss: 0.5048 - accuracy: 0.7960
Epoch 98/100
113/113 [==============================] - 0s 828us/step - loss: 0.5047 - accuracy: 0.7960
Epoch 99/100
113/113 [==============================] - 0s 834us/step - loss: 0.5046 - accuracy: 0.7960
Epoch 100/100
113/113 [==============================] - 0s 800us/step - loss: 0.5045 - accuracy: 0.7960
Epoch 1/100
113/113 [==============================] - 0s 842us/step - loss: 0.6525 - accuracy: 0.7882
Epoch 2/100
113/113 [==============================] - 0s 828us/step - loss: 0.5944 - accuracy: 0.7953
Epoch 3/100
113/113 [==============================] - 0s 864us/step - loss: 0.5606 - accuracy: 0.7953
Epoch 4/100
113/113 [==============================] - 0s 825us/step - loss: 0.5406 - accuracy: 0.7953
Epoch 5/100
113/113 [==============================] - 0s 862us/step - loss: 0.5283 - accuracy: 0.7953
Epoch 6/100
113/113 [==============================] - 0s 854us/step - loss: 0.5207 - accuracy: 0.7953
Epoch 7/100
113/113 [==============================] - 0s 835us/step - loss: 0.5159 - accuracy: 0.7953
Epoch 8/100
113/113 [==============================] - 0s 851us/step - loss: 0.5129 - accuracy: 0.7953
Epoch 9/100
113/113 [==============================] - 0s 953us/step - loss: 0.5109 - accuracy: 0.7953
Epoch 10/100
113/113 [==============================] - 0s 850us/step - loss: 0.5096 - accuracy: 0.7953
Epoch 11/100
113/113 [==============================] - 0s 856us/step - loss: 0.5087 - accuracy: 0.7953
Epoch 12/100
113/113 [==============================] - 0s 828us/step - loss: 0.5081 - accuracy: 0.7953
Epoch 13/100
113/113 [==============================] - 0s 857us/step - loss: 0.5077 - accuracy: 0.7953
Epoch 14/100
113/113 [==============================] - 0s 826us/step - loss: 0.5075 - accuracy: 0.7953
Epoch 15/100
113/113 [==============================] - 0s 833us/step - loss: 0.5073 - accuracy: 0.7953
Epoch 16/100
113/113 [==============================] - 0s 858us/step - loss: 0.5072 - accuracy: 0.7953
Epoch 17/100
113/113 [==============================] - 0s 829us/step - loss: 0.5071 - accuracy: 0.7953
Epoch 18/100
113/113 [==============================] - 0s 859us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 19/100
113/113 [==============================] - 0s 855us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 20/100
113/113 [==============================] - 0s 829us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/100
113/113 [==============================] - 0s 891us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/100
113/113 [==============================] - 0s 863us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/100
113/113 [==============================] - 0s 852us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/100
113/113 [==============================] - 0s 838us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/100
113/113 [==============================] - 0s 829us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 26/100
113/113 [==============================] - 0s 866us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/100
113/113 [==============================] - 0s 832us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/100
113/113 [==============================] - 0s 824us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 29/100
113/113 [==============================] - 0s 913us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 30/100
113/113 [==============================] - 0s 883us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 31/100
113/113 [==============================] - 0s 880us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 32/100
113/113 [==============================] - 0s 833us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 33/100
113/113 [==============================] - 0s 851us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 34/100
113/113 [==============================] - 0s 869us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 35/100
113/113 [==============================] - 0s 850us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 36/100
113/113 [==============================] - 0s 899us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 37/100
113/113 [==============================] - 0s 833us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 38/100
113/113 [==============================] - 0s 864us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 39/100
113/113 [==============================] - 0s 963us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 40/100
113/113 [==============================] - 0s 837us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 41/100
113/113 [==============================] - 0s 883us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 42/100
113/113 [==============================] - 0s 853us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 43/100
113/113 [==============================] - 0s 894us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 44/100
113/113 [==============================] - 0s 836us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 45/100
113/113 [==============================] - 0s 862us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 46/100
113/113 [==============================] - 0s 946us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 47/100
113/113 [==============================] - 0s 836us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 48/100
113/113 [==============================] - 0s 878us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 49/100
113/113 [==============================] - 0s 965us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 50/100
113/113 [==============================] - 0s 838us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 51/100
113/113 [==============================] - 0s 912us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 52/100
113/113 [==============================] - 0s 840us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 53/100
113/113 [==============================] - 0s 883us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 54/100
113/113 [==============================] - 0s 867us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 55/100
113/113 [==============================] - 0s 847us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 56/100
113/113 [==============================] - 0s 918us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 57/100
113/113 [==============================] - 0s 844us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 58/100
113/113 [==============================] - 0s 873us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 59/100
113/113 [==============================] - 0s 988us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 60/100
113/113 [==============================] - 0s 924us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 61/100
113/113 [==============================] - 0s 831us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 62/100
113/113 [==============================] - 0s 855us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 63/100
113/113 [==============================] - 0s 884us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 64/100
113/113 [==============================] - 0s 862us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 65/100
113/113 [==============================] - 0s 942us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 66/100
113/113 [==============================] - 0s 850us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 67/100
113/113 [==============================] - 0s 860us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 68/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 69/100
113/113 [==============================] - 0s 857us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 70/100
113/113 [==============================] - 0s 923us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 71/100
113/113 [==============================] - 0s 838us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 72/100
113/113 [==============================] - 0s 848us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 73/100
113/113 [==============================] - 0s 898us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 74/100
113/113 [==============================] - 0s 908us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 75/100
113/113 [==============================] - 0s 954us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 76/100
113/113 [==============================] - 0s 855us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 77/100
113/113 [==============================] - 0s 871us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 78/100
113/113 [==============================] - 0s 897us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 79/100
113/113 [==============================] - 0s 847us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 80/100
113/113 [==============================] - 0s 974us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 81/100
113/113 [==============================] - 0s 844us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 82/100
113/113 [==============================] - 0s 871us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 83/100
113/113 [==============================] - 0s 853us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 84/100
113/113 [==============================] - 0s 849us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 85/100
113/113 [==============================] - 0s 900us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 86/100
113/113 [==============================] - 0s 842us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 87/100
113/113 [==============================] - 0s 894us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 88/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7953
Epoch 89/100
113/113 [==============================] - 0s 819us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 90/100
113/113 [==============================] - 0s 829us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 91/100
113/113 [==============================] - 0s 803us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 92/100
113/113 [==============================] - 0s 821us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 93/100
113/113 [==============================] - 0s 802us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 94/100
113/113 [==============================] - 0s 790us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 95/100
113/113 [==============================] - 0s 844us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 96/100
113/113 [==============================] - 0s 800us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 97/100
113/113 [==============================] - 0s 824us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 98/100
113/113 [==============================] - 0s 870us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 99/100
113/113 [==============================] - 0s 793us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 100/100
113/113 [==============================] - 0s 836us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 1/100
113/113 [==============================] - 0s 843us/step - loss: 0.6517 - accuracy: 0.7954
Epoch 2/100
113/113 [==============================] - 0s 849us/step - loss: 0.5927 - accuracy: 0.7974
Epoch 3/100
113/113 [==============================] - 0s 828us/step - loss: 0.5585 - accuracy: 0.7974
Epoch 4/100
113/113 [==============================] - 0s 902us/step - loss: 0.5382 - accuracy: 0.7974
Epoch 5/100
113/113 [==============================] - 0s 836us/step - loss: 0.5259 - accuracy: 0.7974
Epoch 6/100
113/113 [==============================] - 0s 832us/step - loss: 0.5182 - accuracy: 0.7974
Epoch 7/100
113/113 [==============================] - 0s 862us/step - loss: 0.5133 - accuracy: 0.7974
Epoch 8/100
113/113 [==============================] - 0s 824us/step - loss: 0.5102 - accuracy: 0.7974
Epoch 9/100
113/113 [==============================] - 0s 866us/step - loss: 0.5081 - accuracy: 0.7974
Epoch 10/100
113/113 [==============================] - 0s 826us/step - loss: 0.5068 - accuracy: 0.7974
Epoch 11/100
113/113 [==============================] - 0s 823us/step - loss: 0.5059 - accuracy: 0.7974
Epoch 12/100
113/113 [==============================] - 0s 909us/step - loss: 0.5053 - accuracy: 0.7974
Epoch 13/100
113/113 [==============================] - 0s 823us/step - loss: 0.5049 - accuracy: 0.7974
Epoch 14/100
113/113 [==============================] - 0s 863us/step - loss: 0.5046 - accuracy: 0.7974
Epoch 15/100
113/113 [==============================] - 0s 955us/step - loss: 0.5044 - accuracy: 0.7974
Epoch 16/100
113/113 [==============================] - 0s 827us/step - loss: 0.5043 - accuracy: 0.7974
Epoch 17/100
113/113 [==============================] - 0s 949us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 18/100
113/113 [==============================] - 0s 871us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 19/100
113/113 [==============================] - 0s 871us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 20/100
113/113 [==============================] - 0s 826us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 21/100
113/113 [==============================] - 0s 827us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 22/100
113/113 [==============================] - 0s 902us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 23/100
113/113 [==============================] - 0s 831us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 24/100
113/113 [==============================] - 0s 975us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 25/100
113/113 [==============================] - 0s 848us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 26/100
113/113 [==============================] - 0s 871us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 27/100
113/113 [==============================] - 0s 861us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 28/100
113/113 [==============================] - 0s 852us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 29/100
113/113 [==============================] - 0s 855us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 30/100
113/113 [==============================] - 0s 814us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 31/100
113/113 [==============================] - 0s 814us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 32/100
113/113 [==============================] - 0s 896us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 33/100
113/113 [==============================] - 0s 829us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 34/100
113/113 [==============================] - 0s 867us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 35/100
113/113 [==============================] - 0s 871us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 36/100
113/113 [==============================] - 0s 829us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 37/100
113/113 [==============================] - 0s 865us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 38/100
113/113 [==============================] - 0s 938us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 39/100
113/113 [==============================] - 0s 810us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 40/100
113/113 [==============================] - 0s 787us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 41/100
113/113 [==============================] - 0s 793us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 42/100
113/113 [==============================] - 0s 815us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 43/100
113/113 [==============================] - 0s 793us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 44/100
113/113 [==============================] - 0s 912us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 45/100
113/113 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 46/100
113/113 [==============================] - 0s 804us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 47/100
113/113 [==============================] - 0s 817us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 48/100
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 49/100
113/113 [==============================] - 0s 797us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 50/100
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 51/100
113/113 [==============================] - 0s 789us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 52/100
113/113 [==============================] - 0s 905us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 53/100
113/113 [==============================] - 0s 939us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 54/100
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 55/100
113/113 [==============================] - 0s 847us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 56/100
113/113 [==============================] - 0s 833us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 57/100
113/113 [==============================] - 0s 801us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 58/100
113/113 [==============================] - 0s 836us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 59/100
113/113 [==============================] - 0s 804us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 60/100
113/113 [==============================] - 0s 841us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 61/100
113/113 [==============================] - 0s 819us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 62/100
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 63/100
113/113 [==============================] - 0s 844us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 64/100
113/113 [==============================] - 0s 808us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 65/100
113/113 [==============================] - 0s 872us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 66/100
113/113 [==============================] - 0s 831us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 67/100
113/113 [==============================] - 0s 807us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 68/100
113/113 [==============================] - 0s 834us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 69/100
113/113 [==============================] - 0s 810us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 70/100
113/113 [==============================] - 0s 801us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 71/100
113/113 [==============================] - 0s 826us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 72/100
113/113 [==============================] - 0s 796us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 73/100
113/113 [==============================] - 0s 815us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 74/100
113/113 [==============================] - 0s 848us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 75/100
113/113 [==============================] - 0s 800us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 76/100
113/113 [==============================] - 0s 868us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 77/100
113/113 [==============================] - 0s 800us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 78/100
113/113 [==============================] - 0s 801us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 79/100
113/113 [==============================] - 0s 864us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 80/100
113/113 [==============================] - 0s 819us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 81/100
113/113 [==============================] - 0s 832us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 82/100
113/113 [==============================] - 0s 797us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 83/100
113/113 [==============================] - 0s 797us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 84/100
113/113 [==============================] - 0s 834us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 85/100
113/113 [==============================] - 0s 814us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 86/100
113/113 [==============================] - 0s 805us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 87/100
113/113 [==============================] - 0s 936us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 88/100
113/113 [==============================] - 0s 803us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 89/100
113/113 [==============================] - 0s 839us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 90/100
113/113 [==============================] - 0s 816us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 91/100
113/113 [==============================] - 0s 801us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 92/100
113/113 [==============================] - 0s 829us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 93/100
113/113 [==============================] - 0s 794us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 94/100
113/113 [==============================] - 0s 829us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 95/100
113/113 [==============================] - 0s 805us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 96/100
113/113 [==============================] - 0s 822us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 97/100
113/113 [==============================] - 0s 979us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 98/100
113/113 [==============================] - 0s 805us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 99/100
113/113 [==============================] - 0s 797us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 100/100
113/113 [==============================] - 0s 830us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 1/100
113/113 [==============================] - 0s 843us/step - loss: 0.6515 - accuracy: 0.7967
Epoch 2/100
113/113 [==============================] - 0s 836us/step - loss: 0.5922 - accuracy: 0.7986
Epoch 3/100
113/113 [==============================] - 0s 860us/step - loss: 0.5576 - accuracy: 0.7986
Epoch 4/100
113/113 [==============================] - 0s 888us/step - loss: 0.5371 - accuracy: 0.7986
Epoch 5/100
113/113 [==============================] - 0s 819us/step - loss: 0.5245 - accuracy: 0.7986
Epoch 6/100
113/113 [==============================] - 0s 863us/step - loss: 0.5167 - accuracy: 0.7986
Epoch 7/100
113/113 [==============================] - 0s 832us/step - loss: 0.5118 - accuracy: 0.7986
Epoch 8/100
113/113 [==============================] - 0s 818us/step - loss: 0.5086 - accuracy: 0.7986
Epoch 9/100
113/113 [==============================] - 0s 863us/step - loss: 0.5065 - accuracy: 0.7986
Epoch 10/100
113/113 [==============================] - 0s 924us/step - loss: 0.5052 - accuracy: 0.7986
Epoch 11/100
113/113 [==============================] - 0s 872us/step - loss: 0.5042 - accuracy: 0.7986
Epoch 12/100
113/113 [==============================] - 0s 856us/step - loss: 0.5036 - accuracy: 0.7986
Epoch 13/100
113/113 [==============================] - 0s 856us/step - loss: 0.5032 - accuracy: 0.7986
Epoch 14/100
113/113 [==============================] - 0s 880us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 15/100
113/113 [==============================] - 0s 854us/step - loss: 0.5027 - accuracy: 0.7986
Epoch 16/100
113/113 [==============================] - 0s 951us/step - loss: 0.5026 - accuracy: 0.7986
Epoch 17/100
113/113 [==============================] - 0s 855us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 18/100
113/113 [==============================] - 0s 829us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 19/100
113/113 [==============================] - 0s 871us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 20/100
113/113 [==============================] - 0s 833us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 21/100
113/113 [==============================] - 0s 881us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 22/100
113/113 [==============================] - 0s 859us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 23/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/100
113/113 [==============================] - 0s 847us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/100
113/113 [==============================] - 0s 833us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/100
113/113 [==============================] - 0s 869us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/100
113/113 [==============================] - 0s 858us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/100
113/113 [==============================] - 0s 877us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/100
113/113 [==============================] - 0s 833us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/100
113/113 [==============================] - 0s 839us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/100
113/113 [==============================] - 0s 864us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/100
113/113 [==============================] - 0s 835us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/100
113/113 [==============================] - 0s 846us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/100
113/113 [==============================] - 0s 970us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/100
113/113 [==============================] - 0s 828us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/100
113/113 [==============================] - 0s 873us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/100
113/113 [==============================] - 0s 850us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/100
113/113 [==============================] - 0s 892us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/100
113/113 [==============================] - 0s 840us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/100
113/113 [==============================] - 0s 948us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/100
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/100
113/113 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/100
113/113 [==============================] - 0s 799us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 46/100
113/113 [==============================] - 0s 800us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 47/100
113/113 [==============================] - 0s 865us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 48/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 49/100
113/113 [==============================] - 0s 831us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 50/100
113/113 [==============================] - 0s 866us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 51/100
113/113 [==============================] - 0s 806us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 52/100
113/113 [==============================] - 0s 867us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 53/100
113/113 [==============================] - 0s 776us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 54/100
113/113 [==============================] - 0s 781us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 55/100
113/113 [==============================] - 0s 832us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 56/100
113/113 [==============================] - 0s 791us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 57/100
113/113 [==============================] - 0s 815us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 58/100
113/113 [==============================] - 0s 812us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 59/100
113/113 [==============================] - 0s 804us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 60/100
113/113 [==============================] - 0s 859us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 61/100
113/113 [==============================] - 0s 799us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 62/100
113/113 [==============================] - 0s 809us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 63/100
113/113 [==============================] - 0s 863us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 64/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 65/100
113/113 [==============================] - 0s 825us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 66/100
113/113 [==============================] - 0s 794us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 67/100
113/113 [==============================] - 0s 813us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 68/100
113/113 [==============================] - 0s 848us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 69/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 70/100
113/113 [==============================] - 0s 841us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 71/100
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 72/100
113/113 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 73/100
113/113 [==============================] - 0s 876us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 74/100
113/113 [==============================] - 0s 861us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 75/100
113/113 [==============================] - 0s 801us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 76/100
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 77/100
113/113 [==============================] - 0s 794us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 78/100
113/113 [==============================] - 0s 809us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 79/100
113/113 [==============================] - 0s 840us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 80/100
113/113 [==============================] - 0s 838us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 81/100
113/113 [==============================] - 0s 853us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 82/100
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 83/100
113/113 [==============================] - 0s 828us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 84/100
113/113 [==============================] - 0s 835us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 85/100
113/113 [==============================] - 0s 796us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 86/100
113/113 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 87/100
113/113 [==============================] - 0s 785us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 88/100
113/113 [==============================] - 0s 787us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 89/100
113/113 [==============================] - 0s 833us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 90/100
113/113 [==============================] - 0s 792us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 91/100
113/113 [==============================] - 0s 801us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 92/100
113/113 [==============================] - 0s 840us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 93/100
113/113 [==============================] - 0s 793us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 94/100
113/113 [==============================] - 0s 835us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 95/100
113/113 [==============================] - 0s 807us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 96/100
113/113 [==============================] - 0s 865us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 97/100
113/113 [==============================] - 0s 936us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 98/100
113/113 [==============================] - 0s 857us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 99/100
113/113 [==============================] - 0s 896us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 100/100
113/113 [==============================] - 0s 825us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 1/100
113/113 [==============================] - 0s 878us/step - loss: 0.6520 - accuracy: 0.7942
Epoch 2/100
113/113 [==============================] - 0s 821us/step - loss: 0.5934 - accuracy: 0.7964
Epoch 3/100
113/113 [==============================] - 0s 847us/step - loss: 0.5595 - accuracy: 0.7964
Epoch 4/100
113/113 [==============================] - 0s 825us/step - loss: 0.5393 - accuracy: 0.7964
Epoch 5/100
113/113 [==============================] - 0s 824us/step - loss: 0.5271 - accuracy: 0.7964
Epoch 6/100
113/113 [==============================] - 0s 871us/step - loss: 0.5194 - accuracy: 0.7964
Epoch 7/100
113/113 [==============================] - 0s 832us/step - loss: 0.5145 - accuracy: 0.7964
Epoch 8/100
113/113 [==============================] - 0s 860us/step - loss: 0.5114 - accuracy: 0.7964
Epoch 9/100
113/113 [==============================] - 0s 822us/step - loss: 0.5094 - accuracy: 0.7964
Epoch 10/100
113/113 [==============================] - 0s 861us/step - loss: 0.5080 - accuracy: 0.7964
Epoch 11/100
113/113 [==============================] - 0s 882us/step - loss: 0.5071 - accuracy: 0.7964
Epoch 12/100
113/113 [==============================] - 0s 827us/step - loss: 0.5066 - accuracy: 0.7964
Epoch 13/100
113/113 [==============================] - 0s 949us/step - loss: 0.5062 - accuracy: 0.7964
Epoch 14/100
113/113 [==============================] - 0s 802us/step - loss: 0.5059 - accuracy: 0.7964
Epoch 15/100
113/113 [==============================] - 0s 789us/step - loss: 0.5057 - accuracy: 0.7964
Epoch 16/100
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 17/100
113/113 [==============================] - 0s 782us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 18/100
113/113 [==============================] - 0s 830us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 19/100
113/113 [==============================] - 0s 811us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 20/100
113/113 [==============================] - 0s 786us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 21/100
113/113 [==============================] - 0s 875us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 22/100
113/113 [==============================] - 0s 782us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 23/100
113/113 [==============================] - 0s 785us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 24/100
113/113 [==============================] - 0s 814us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 25/100
113/113 [==============================] - 0s 789us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 26/100
113/113 [==============================] - 0s 787us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 27/100
113/113 [==============================] - 0s 828us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 28/100
113/113 [==============================] - 0s 769us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 29/100
113/113 [==============================] - 0s 803us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 30/100
113/113 [==============================] - 0s 781us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 31/100
113/113 [==============================] - 0s 792us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 32/100
113/113 [==============================] - 0s 867us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 33/100
113/113 [==============================] - 0s 827us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 34/100
113/113 [==============================] - 0s 836us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 35/100
113/113 [==============================] - 0s 818us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 36/100
113/113 [==============================] - 0s 787us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 37/100
113/113 [==============================] - 0s 817us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 38/100
113/113 [==============================] - 0s 799us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 39/100
113/113 [==============================] - 0s 794us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 40/100
113/113 [==============================] - 0s 857us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 41/100
113/113 [==============================] - 0s 799us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 42/100
113/113 [==============================] - 0s 828us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 43/100
113/113 [==============================] - 0s 869us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 44/100
113/113 [==============================] - 0s 772us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 45/100
113/113 [==============================] - 0s 813us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 46/100
113/113 [==============================] - 0s 787us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 47/100
113/113 [==============================] - 0s 789us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 48/100
113/113 [==============================] - 0s 834us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 49/100
113/113 [==============================] - 0s 783us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 50/100
113/113 [==============================] - 0s 798us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 51/100
113/113 [==============================] - 0s 806us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 52/100
113/113 [==============================] - 0s 794us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 53/100
113/113 [==============================] - 0s 878us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 54/100
113/113 [==============================] - 0s 805us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 55/100
113/113 [==============================] - 0s 791us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 56/100
113/113 [==============================] - 0s 814us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 57/100
113/113 [==============================] - 0s 788us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 58/100
113/113 [==============================] - 0s 792us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 59/100
113/113 [==============================] - 0s 830us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 60/100
113/113 [==============================] - 0s 785us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 61/100
113/113 [==============================] - 0s 818us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 62/100
113/113 [==============================] - 0s 796us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 63/100
113/113 [==============================] - 0s 869us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 64/100
113/113 [==============================] - 0s 835us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 65/100
113/113 [==============================] - 0s 808us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 66/100
113/113 [==============================] - 0s 779us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 67/100
113/113 [==============================] - 0s 801us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 68/100
113/113 [==============================] - 0s 781us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 69/100
113/113 [==============================] - 0s 842us/step - loss: 0.5046 - accuracy: 0.7964
Epoch 70/100
113/113 [==============================] - 0s 792us/step - loss: 0.5046 - accuracy: 0.7964
Epoch 71/100
113/113 [==============================] - 0s 786us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 72/100
113/113 [==============================] - 0s 806us/step - loss: 0.5044 - accuracy: 0.7964
Epoch 73/100
113/113 [==============================] - 0s 786us/step - loss: 0.5044 - accuracy: 0.7964
Epoch 74/100
113/113 [==============================] - 0s 789us/step - loss: 0.5043 - accuracy: 0.7964
Epoch 75/100
113/113 [==============================] - 0s 984us/step - loss: 0.5042 - accuracy: 0.7964
Epoch 76/100
113/113 [==============================] - 0s 846us/step - loss: 0.5041 - accuracy: 0.7964
Epoch 77/100
113/113 [==============================] - 0s 818us/step - loss: 0.5040 - accuracy: 0.7964
Epoch 78/100
113/113 [==============================] - 0s 787us/step - loss: 0.5039 - accuracy: 0.7964
Epoch 79/100
113/113 [==============================] - 0s 783us/step - loss: 0.5038 - accuracy: 0.7964
Epoch 80/100
113/113 [==============================] - 0s 809us/step - loss: 0.5037 - accuracy: 0.7964
Epoch 81/100
113/113 [==============================] - 0s 791us/step - loss: 0.5035 - accuracy: 0.7964
Epoch 82/100
113/113 [==============================] - 0s 783us/step - loss: 0.5034 - accuracy: 0.7964
Epoch 83/100
113/113 [==============================] - 0s 803us/step - loss: 0.5032 - accuracy: 0.7964
Epoch 84/100
113/113 [==============================] - 0s 786us/step - loss: 0.5030 - accuracy: 0.7964
Epoch 85/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5028 - accuracy: 0.7964
Epoch 86/100
113/113 [==============================] - 0s 802us/step - loss: 0.5026 - accuracy: 0.7964
Epoch 87/100
113/113 [==============================] - 0s 789us/step - loss: 0.5024 - accuracy: 0.7964
Epoch 88/100
113/113 [==============================] - 0s 807us/step - loss: 0.5021 - accuracy: 0.7964
Epoch 89/100
113/113 [==============================] - 0s 784us/step - loss: 0.5018 - accuracy: 0.7964
Epoch 90/100
113/113 [==============================] - 0s 808us/step - loss: 0.5015 - accuracy: 0.7964
Epoch 91/100
113/113 [==============================] - 0s 790us/step - loss: 0.5012 - accuracy: 0.7964
Epoch 92/100
113/113 [==============================] - 0s 787us/step - loss: 0.5008 - accuracy: 0.7964
Epoch 93/100
113/113 [==============================] - 0s 921us/step - loss: 0.5003 - accuracy: 0.7964
Epoch 94/100
113/113 [==============================] - 0s 791us/step - loss: 0.4999 - accuracy: 0.7964
Epoch 95/100
113/113 [==============================] - 0s 838us/step - loss: 0.4993 - accuracy: 0.7964
Epoch 96/100
113/113 [==============================] - 0s 794us/step - loss: 0.4988 - accuracy: 0.7964
Epoch 97/100
113/113 [==============================] - 0s 797us/step - loss: 0.4981 - accuracy: 0.7964
Epoch 98/100
113/113 [==============================] - 0s 805us/step - loss: 0.4974 - accuracy: 0.7964
Epoch 99/100
113/113 [==============================] - 0s 960us/step - loss: 0.4966 - accuracy: 0.7964
Epoch 100/100
113/113 [==============================] - 0s 905us/step - loss: 0.4957 - accuracy: 0.7964
Epoch 1/100
113/113 [==============================] - 0s 881us/step - loss: 0.6515 - accuracy: 0.7950
Epoch 2/100
113/113 [==============================] - 0s 879us/step - loss: 0.5920 - accuracy: 0.7985
Epoch 3/100
113/113 [==============================] - 0s 864us/step - loss: 0.5576 - accuracy: 0.7985
Epoch 4/100
113/113 [==============================] - 0s 999us/step - loss: 0.5371 - accuracy: 0.7985
Epoch 5/100
113/113 [==============================] - 0s 844us/step - loss: 0.5246 - accuracy: 0.7985
Epoch 6/100
113/113 [==============================] - 0s 853us/step - loss: 0.5168 - accuracy: 0.7985
Epoch 7/100
113/113 [==============================] - 0s 816us/step - loss: 0.5119 - accuracy: 0.7985
Epoch 8/100
113/113 [==============================] - 0s 887us/step - loss: 0.5088 - accuracy: 0.7985
Epoch 9/100
113/113 [==============================] - 0s 830us/step - loss: 0.5067 - accuracy: 0.7985
Epoch 10/100
113/113 [==============================] - 0s 823us/step - loss: 0.5053 - accuracy: 0.7985
Epoch 11/100
113/113 [==============================] - 0s 930us/step - loss: 0.5044 - accuracy: 0.7985
Epoch 12/100
113/113 [==============================] - 0s 870us/step - loss: 0.5038 - accuracy: 0.7985
Epoch 13/100
113/113 [==============================] - 0s 872us/step - loss: 0.5034 - accuracy: 0.7985
Epoch 14/100
113/113 [==============================] - 0s 861us/step - loss: 0.5031 - accuracy: 0.7985
Epoch 15/100
113/113 [==============================] - 0s 866us/step - loss: 0.5029 - accuracy: 0.7985
Epoch 16/100
113/113 [==============================] - 0s 866us/step - loss: 0.5028 - accuracy: 0.7985
Epoch 17/100
113/113 [==============================] - 0s 842us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 18/100
113/113 [==============================] - 0s 894us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 19/100
113/113 [==============================] - 0s 838us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 20/100
113/113 [==============================] - 0s 827us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 21/100
113/113 [==============================] - 0s 954us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 22/100
113/113 [==============================] - 0s 835us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 23/100
113/113 [==============================] - 0s 963us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 24/100
113/113 [==============================] - 0s 828us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 25/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5026 - accuracy: 0.7985
Epoch 26/100
113/113 [==============================] - 0s 911us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 27/100
113/113 [==============================] - 0s 777us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 28/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 29/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 30/100
113/113 [==============================] - 0s 859us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 31/100
113/113 [==============================] - 0s 878us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 32/100
113/113 [==============================] - 0s 771us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 33/100
113/113 [==============================] - 0s 813us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 34/100
113/113 [==============================] - 0s 798us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 35/100
113/113 [==============================] - 0s 836us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 36/100
113/113 [==============================] - 0s 820us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 37/100
113/113 [==============================] - 0s 785us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 38/100
113/113 [==============================] - 0s 834us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 39/100
113/113 [==============================] - 0s 780us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 40/100
113/113 [==============================] - 0s 791us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 41/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 42/100
113/113 [==============================] - 0s 792us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 43/100
113/113 [==============================] - 0s 841us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 44/100
113/113 [==============================] - 0s 2ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 45/100
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7985
Epoch 46/100
113/113 [==============================] - 0s 782us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 47/100
113/113 [==============================] - 0s 843us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 48/100
113/113 [==============================] - 0s 806us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 49/100
113/113 [==============================] - 0s 813us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 50/100
113/113 [==============================] - 0s 896us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 51/100
113/113 [==============================] - 0s 812us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 52/100
113/113 [==============================] - 0s 854us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 53/100
113/113 [==============================] - 0s 811us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 54/100
113/113 [==============================] - 0s 808us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 55/100
113/113 [==============================] - 0s 831us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 56/100
113/113 [==============================] - 0s 797us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 57/100
113/113 [==============================] - 0s 794us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 58/100
113/113 [==============================] - 0s 832us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 59/100
113/113 [==============================] - 0s 790us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 60/100
113/113 [==============================] - 0s 823us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 61/100
113/113 [==============================] - 0s 830us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 62/100
113/113 [==============================] - 0s 802us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 63/100
113/113 [==============================] - 0s 837us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 64/100
113/113 [==============================] - 0s 802us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 65/100
113/113 [==============================] - 0s 799us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 66/100
113/113 [==============================] - 0s 834us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 67/100
113/113 [==============================] - 0s 794us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 68/100
113/113 [==============================] - 0s 845us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 69/100
113/113 [==============================] - 0s 797us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 70/100
113/113 [==============================] - 0s 791us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 71/100
113/113 [==============================] - 0s 968us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 72/100
113/113 [==============================] - 0s 839us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 73/100
113/113 [==============================] - 0s 858us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 74/100
113/113 [==============================] - 0s 844us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 75/100
113/113 [==============================] - 0s 806us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 76/100
113/113 [==============================] - 0s 834us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 77/100
113/113 [==============================] - 0s 814us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 78/100
113/113 [==============================] - 0s 806us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 79/100
113/113 [==============================] - 0s 829us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 80/100
113/113 [==============================] - 0s 796us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 81/100
113/113 [==============================] - 0s 830us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 82/100
113/113 [==============================] - 0s 895us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 83/100
113/113 [==============================] - 0s 804us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 84/100
113/113 [==============================] - 0s 849us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 85/100
113/113 [==============================] - 0s 804us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 86/100
113/113 [==============================] - 0s 830us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 87/100
113/113 [==============================] - 0s 789us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 88/100
113/113 [==============================] - 0s 793us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 89/100
113/113 [==============================] - 0s 826us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 90/100
113/113 [==============================] - 0s 836us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 91/100
113/113 [==============================] - 0s 805us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 92/100
113/113 [==============================] - 0s 925us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 93/100
113/113 [==============================] - 0s 816us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 94/100
113/113 [==============================] - 0s 827us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 95/100
113/113 [==============================] - 0s 817us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 96/100
113/113 [==============================] - 0s 800us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 97/100
113/113 [==============================] - 0s 831us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 98/100
113/113 [==============================] - 0s 789us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 99/100
113/113 [==============================] - 0s 793us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 100/100
113/113 [==============================] - 0s 853us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 1/500
113/113 [==============================] - 0s 907us/step - loss: 0.6771 - accuracy: 0.7917
Epoch 2/500
113/113 [==============================] - 0s 858us/step - loss: 0.6482 - accuracy: 0.7962
Epoch 3/500
113/113 [==============================] - 0s 878us/step - loss: 0.6235 - accuracy: 0.7962
Epoch 4/500
113/113 [==============================] - 0s 861us/step - loss: 0.6025 - accuracy: 0.7962
Epoch 5/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5849 - accuracy: 0.7962
Epoch 6/500
113/113 [==============================] - 0s 887us/step - loss: 0.5699 - accuracy: 0.7962
Epoch 7/500
113/113 [==============================] - 0s 879us/step - loss: 0.5574 - accuracy: 0.7962
Epoch 8/500
113/113 [==============================] - 0s 912us/step - loss: 0.5470 - accuracy: 0.7962
Epoch 9/500
113/113 [==============================] - 0s 861us/step - loss: 0.5385 - accuracy: 0.7962
Epoch 10/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5315 - accuracy: 0.7962
Epoch 11/500
113/113 [==============================] - 0s 825us/step - loss: 0.5258 - accuracy: 0.7962
Epoch 12/500
113/113 [==============================] - 0s 854us/step - loss: 0.5212 - accuracy: 0.7962
Epoch 13/500
113/113 [==============================] - 0s 818us/step - loss: 0.5176 - accuracy: 0.7962
Epoch 14/500
113/113 [==============================] - 0s 812us/step - loss: 0.5147 - accuracy: 0.7962
Epoch 15/500
113/113 [==============================] - 0s 844us/step - loss: 0.5125 - accuracy: 0.7962
Epoch 16/500
113/113 [==============================] - 0s 826us/step - loss: 0.5107 - accuracy: 0.7962
Epoch 17/500
113/113 [==============================] - 0s 905us/step - loss: 0.5093 - accuracy: 0.7962
Epoch 18/500
113/113 [==============================] - 0s 857us/step - loss: 0.5083 - accuracy: 0.7962
Epoch 19/500
113/113 [==============================] - 0s 830us/step - loss: 0.5075 - accuracy: 0.7962
Epoch 20/500
113/113 [==============================] - 0s 856us/step - loss: 0.5070 - accuracy: 0.7962
Epoch 21/500
113/113 [==============================] - 0s 822us/step - loss: 0.5065 - accuracy: 0.7962
Epoch 22/500
113/113 [==============================] - 0s 812us/step - loss: 0.5062 - accuracy: 0.7962
Epoch 23/500
113/113 [==============================] - 0s 851us/step - loss: 0.5060 - accuracy: 0.7962
Epoch 24/500
113/113 [==============================] - 0s 813us/step - loss: 0.5059 - accuracy: 0.7962
Epoch 25/500
113/113 [==============================] - 0s 858us/step - loss: 0.5058 - accuracy: 0.7962
Epoch 26/500
113/113 [==============================] - 0s 830us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 27/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 28/500
113/113 [==============================] - 0s 848us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 29/500
113/113 [==============================] - 0s 817us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 30/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 31/500
113/113 [==============================] - 0s 823us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 32/500
113/113 [==============================] - 0s 820us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 33/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 34/500
113/113 [==============================] - 0s 814us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 35/500
113/113 [==============================] - 0s 900us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 36/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 37/500
113/113 [==============================] - 0s 812us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 38/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 39/500
113/113 [==============================] - 0s 815us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 40/500
113/113 [==============================] - 0s 814us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 41/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 42/500
113/113 [==============================] - 0s 817us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 43/500
113/113 [==============================] - 0s 848us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 44/500
113/113 [==============================] - 0s 810us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 45/500
113/113 [==============================] - 0s 817us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 46/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 47/500
113/113 [==============================] - 0s 836us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 48/500
113/113 [==============================] - 0s 904us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 49/500
113/113 [==============================] - 0s 813us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 50/500
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 51/500
113/113 [==============================] - 0s 851us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 52/500
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 53/500
113/113 [==============================] - 0s 820us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 54/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 55/500
113/113 [==============================] - 0s 812us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 56/500
113/113 [==============================] - 0s 934us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 57/500
113/113 [==============================] - 0s 902us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 58/500
113/113 [==============================] - 0s 810us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 59/500
113/113 [==============================] - 0s 948us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 60/500
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 61/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 62/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 63/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 64/500
113/113 [==============================] - 0s 884us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 65/500
113/113 [==============================] - 0s 836us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 66/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 67/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 68/500
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 69/500
113/113 [==============================] - 0s 927us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 70/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 71/500
113/113 [==============================] - 0s 912us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 72/500
113/113 [==============================] - 0s 849us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 73/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 74/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 75/500
113/113 [==============================] - 0s 836us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 76/500
113/113 [==============================] - 0s 872us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 77/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 78/500
113/113 [==============================] - 0s 932us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 79/500
113/113 [==============================] - 0s 825us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 80/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 81/500
113/113 [==============================] - 0s 948us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 82/500
113/113 [==============================] - 0s 946us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 83/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 84/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 85/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 86/500
113/113 [==============================] - 0s 858us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 87/500
113/113 [==============================] - 0s 961us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 88/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 89/500
113/113 [==============================] - 0s 850us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 90/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 91/500
113/113 [==============================] - 0s 849us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 92/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 93/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 94/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 95/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 96/500
113/113 [==============================] - 0s 918us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 97/500
113/113 [==============================] - 0s 825us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 98/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 99/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 100/500
113/113 [==============================] - 0s 824us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 101/500
113/113 [==============================] - 0s 872us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 102/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 103/500
113/113 [==============================] - 0s 836us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 104/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 105/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 106/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 107/500
113/113 [==============================] - 0s 901us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 108/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 109/500
113/113 [==============================] - 0s 914us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 110/500
113/113 [==============================] - 0s 824us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 111/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 112/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 113/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 114/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 115/500
113/113 [==============================] - 0s 823us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 116/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 117/500
113/113 [==============================] - 0s 825us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 118/500
113/113 [==============================] - 0s 939us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 119/500
113/113 [==============================] - 0s 890us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 120/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 121/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 122/500
113/113 [==============================] - 0s 823us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 123/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 124/500
113/113 [==============================] - 0s 848us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 125/500
113/113 [==============================] - 0s 851us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 126/500
113/113 [==============================] - 0s 941us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 127/500
113/113 [==============================] - 0s 924us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 128/500
113/113 [==============================] - 0s 878us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 129/500
113/113 [==============================] - 0s 844us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 130/500
113/113 [==============================] - 0s 881us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 131/500
113/113 [==============================] - 0s 858us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 132/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 133/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 134/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 135/500
113/113 [==============================] - 0s 909us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 136/500
113/113 [==============================] - 0s 975us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 137/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 138/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 139/500
113/113 [==============================] - 0s 831us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 140/500
113/113 [==============================] - 0s 878us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 141/500
113/113 [==============================] - 0s 867us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 142/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 143/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 144/500
113/113 [==============================] - 0s 824us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 145/500
113/113 [==============================] - 0s 870us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 146/500
113/113 [==============================] - 0s 977us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 147/500
113/113 [==============================] - 0s 897us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 148/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 149/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 150/500
113/113 [==============================] - 0s 880us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 151/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 152/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 153/500
113/113 [==============================] - 0s 868us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 154/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 155/500
113/113 [==============================] - 0s 887us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 156/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 157/500
113/113 [==============================] - 0s 888us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 158/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 159/500
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 160/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 161/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 162/500
113/113 [==============================] - 0s 876us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 163/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 164/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 165/500
113/113 [==============================] - 0s 879us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 166/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 167/500
113/113 [==============================] - 0s 906us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 168/500
113/113 [==============================] - 0s 886us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 169/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 170/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 171/500
113/113 [==============================] - 0s 825us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 172/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 173/500
113/113 [==============================] - 0s 836us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 174/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 175/500
113/113 [==============================] - 0s 867us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 176/500
113/113 [==============================] - 0s 888us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 177/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 178/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 179/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 180/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 181/500
113/113 [==============================] - 0s 855us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 182/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 183/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 184/500
113/113 [==============================] - 0s 858us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 185/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 186/500
113/113 [==============================] - 0s 889us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 187/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 188/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 189/500
113/113 [==============================] - 0s 868us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 190/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 191/500
113/113 [==============================] - 0s 899us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 192/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 193/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 194/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 195/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 196/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 197/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 198/500
113/113 [==============================] - 0s 801us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 199/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 200/500
113/113 [==============================] - 0s 956us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 201/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 202/500
113/113 [==============================] - 0s 987us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 203/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 204/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 205/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 206/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 207/500
113/113 [==============================] - 0s 952us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 208/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 209/500
113/113 [==============================] - 0s 994us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 210/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 211/500
113/113 [==============================] - 0s 947us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 212/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 213/500
113/113 [==============================] - 0s 961us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 214/500
113/113 [==============================] - 0s 924us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 215/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 216/500
113/113 [==============================] - 0s 961us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 217/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 218/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 219/500
113/113 [==============================] - 0s 964us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 220/500
113/113 [==============================] - 0s 809us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 221/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 222/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 223/500
113/113 [==============================] - 0s 920us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 224/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 225/500
113/113 [==============================] - 0s 942us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 226/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 227/500
113/113 [==============================] - 0s 872us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 228/500
113/113 [==============================] - 0s 936us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 229/500
113/113 [==============================] - 0s 805us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 230/500
113/113 [==============================] - 0s 907us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 231/500
113/113 [==============================] - 0s 812us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 232/500
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 233/500
113/113 [==============================] - 0s 972us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 234/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 235/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 236/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 237/500
113/113 [==============================] - 0s 856us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 238/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 239/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 240/500
113/113 [==============================] - 0s 963us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 241/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 242/500
113/113 [==============================] - 0s 850us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 243/500
113/113 [==============================] - 0s 953us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 244/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 245/500
113/113 [==============================] - 0s 985us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 246/500
113/113 [==============================] - 0s 925us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 247/500
113/113 [==============================] - 0s 986us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 248/500
113/113 [==============================] - 0s 990us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 249/500
113/113 [==============================] - 0s 971us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 250/500
113/113 [==============================] - 0s 939us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 251/500
113/113 [==============================] - 0s 940us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 252/500
113/113 [==============================] - 0s 973us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 253/500
113/113 [==============================] - 0s 886us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 254/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 255/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 256/500
113/113 [==============================] - 0s 934us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 257/500
113/113 [==============================] - 0s 996us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 258/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 259/500
113/113 [==============================] - 0s 862us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 260/500
113/113 [==============================] - 0s 848us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 261/500
113/113 [==============================] - 0s 905us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 262/500
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 263/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 264/500
113/113 [==============================] - 0s 955us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 265/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 266/500
113/113 [==============================] - 0s 881us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 267/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 268/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 269/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 270/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 271/500
113/113 [==============================] - 0s 879us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 272/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 273/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 274/500
113/113 [==============================] - 0s 872us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 275/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 276/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 277/500
113/113 [==============================] - 0s 862us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 278/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 279/500
113/113 [==============================] - 0s 947us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 280/500
113/113 [==============================] - 0s 829us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 281/500
113/113 [==============================] - 0s 907us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 282/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 283/500
113/113 [==============================] - 0s 884us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 284/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 285/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 286/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 287/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 288/500
113/113 [==============================] - 0s 919us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 289/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 290/500
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 291/500
113/113 [==============================] - 0s 996us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 292/500
113/113 [==============================] - 0s 946us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 293/500
113/113 [==============================] - 0s 987us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 294/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 295/500
113/113 [==============================] - 0s 984us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 296/500
113/113 [==============================] - 0s 974us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 297/500
113/113 [==============================] - 0s 985us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 298/500
113/113 [==============================] - 0s 982us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 299/500
113/113 [==============================] - 0s 866us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 300/500
113/113 [==============================] - 0s 908us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 301/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 302/500
113/113 [==============================] - 0s 932us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 303/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 304/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 305/500
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 306/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 307/500
113/113 [==============================] - ETA: 0s - loss: 0.5127 - accuracy: 0.79 - 0s 885us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 308/500
113/113 [==============================] - 0s 821us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 309/500
113/113 [==============================] - 0s 868us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 310/500
113/113 [==============================] - 0s 886us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 311/500
113/113 [==============================] - 0s 829us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 312/500
113/113 [==============================] - 0s 915us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 313/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 314/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 315/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 316/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 317/500
113/113 [==============================] - 0s 889us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 318/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 319/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 320/500
113/113 [==============================] - 0s 883us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 321/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 322/500
113/113 [==============================] - 0s 876us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 323/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 324/500
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 325/500
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 326/500
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 327/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 328/500
113/113 [==============================] - 0s 855us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 329/500
113/113 [==============================] - 0s 849us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 330/500
113/113 [==============================] - 0s 966us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 331/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 332/500
113/113 [==============================] - 0s 862us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 333/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 334/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 335/500
113/113 [==============================] - 0s 858us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 336/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 337/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 338/500
113/113 [==============================] - 0s 885us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 339/500
113/113 [==============================] - 0s 831us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 340/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 341/500
113/113 [==============================] - 0s 912us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 342/500
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 343/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 344/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 345/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 346/500
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 347/500
113/113 [==============================] - 0s 863us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 348/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 349/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 350/500
113/113 [==============================] - 0s 902us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 351/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 352/500
113/113 [==============================] - 0s 864us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 353/500
113/113 [==============================] - 0s 905us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 354/500
113/113 [==============================] - 0s 831us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 355/500
113/113 [==============================] - 0s 855us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 356/500
113/113 [==============================] - 0s 829us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 357/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 358/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 359/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 360/500
113/113 [==============================] - 0s 938us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 361/500
113/113 [==============================] - 0s 829us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 362/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 363/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 364/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 365/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 366/500
113/113 [==============================] - 0s 831us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 367/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 368/500
113/113 [==============================] - 0s 920us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 369/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 370/500
113/113 [==============================] - 0s 910us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 371/500
113/113 [==============================] - 0s 950us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 372/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 373/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 374/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 375/500
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 376/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 377/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 378/500
113/113 [==============================] - 0s 890us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 379/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 380/500
113/113 [==============================] - 0s 977us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 381/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 382/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 383/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 384/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 385/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 386/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 387/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 388/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 389/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 390/500
113/113 [==============================] - 0s 967us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 391/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 392/500
113/113 [==============================] - 0s 831us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 393/500
113/113 [==============================] - 0s 928us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 394/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 395/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 396/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 397/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 398/500
113/113 [==============================] - 0s 886us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 399/500
113/113 [==============================] - 0s 880us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 400/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 401/500
113/113 [==============================] - 0s 857us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 402/500
113/113 [==============================] - 0s 848us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 403/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 404/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 405/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 406/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 407/500
113/113 [==============================] - 0s 827us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 408/500
113/113 [==============================] - 0s 874us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 409/500
113/113 [==============================] - 0s 844us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 410/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 411/500
113/113 [==============================] - 0s 916us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 412/500
113/113 [==============================] - 0s 890us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 413/500
113/113 [==============================] - 0s 998us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 414/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 415/500
113/113 [==============================] - 0s 855us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 416/500
113/113 [==============================] - 0s 841us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 417/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 418/500
113/113 [==============================] - 0s 890us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 419/500
113/113 [==============================] - 0s 957us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 420/500
113/113 [==============================] - 0s 851us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 421/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 422/500
113/113 [==============================] - 0s 871us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 423/500
113/113 [==============================] - 0s 917us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 424/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 425/500
113/113 [==============================] - 0s 927us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 426/500
113/113 [==============================] - 0s 861us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 427/500
113/113 [==============================] - 0s 977us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 428/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 429/500
113/113 [==============================] - 0s 880us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 430/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 431/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 432/500
113/113 [==============================] - 0s 853us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 433/500
113/113 [==============================] - 0s 878us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 434/500
113/113 [==============================] - 0s 845us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 435/500
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 436/500
113/113 [==============================] - 0s 883us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 437/500
113/113 [==============================] - 0s 865us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 438/500
113/113 [==============================] - 0s 858us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 439/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 440/500
113/113 [==============================] - 0s 940us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 441/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 442/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 443/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 444/500
113/113 [==============================] - 0s 981us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 445/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 446/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 447/500
113/113 [==============================] - 0s 859us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 448/500
113/113 [==============================] - 0s 946us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 449/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 450/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 451/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 452/500
113/113 [==============================] - 0s 875us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 453/500
113/113 [==============================] - 0s 947us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 454/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 455/500
113/113 [==============================] - 0s 873us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 456/500
113/113 [==============================] - 0s 870us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 457/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 458/500
113/113 [==============================] - 0s 933us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 459/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5056 - accuracy: 0.7962
Epoch 460/500
113/113 [==============================] - 0s 796us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 461/500
113/113 [==============================] - 0s 770us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 462/500
113/113 [==============================] - 0s 782us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 463/500
113/113 [==============================] - 0s 771us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 464/500
113/113 [==============================] - 0s 762us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 465/500
113/113 [==============================] - 0s 765us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 466/500
113/113 [==============================] - 0s 766us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 467/500
113/113 [==============================] - 0s 818us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 468/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 469/500
113/113 [==============================] - 0s 922us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 470/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 471/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 472/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 473/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 474/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 475/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 476/500
113/113 [==============================] - 0s 833us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 477/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 478/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 479/500
113/113 [==============================] - 0s 897us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 480/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 481/500
113/113 [==============================] - 0s 899us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 482/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 483/500
113/113 [==============================] - 0s 854us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 484/500
113/113 [==============================] - 0s 846us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 485/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 486/500
113/113 [==============================] - 0s 830us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 487/500
113/113 [==============================] - 0s 834us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 488/500
113/113 [==============================] - 0s 904us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 489/500
113/113 [==============================] - 0s 909us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 490/500
113/113 [==============================] - 0s 819us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 491/500
113/113 [==============================] - 0s 852us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 492/500
113/113 [==============================] - 0s 874us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 493/500
113/113 [==============================] - 0s 872us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 494/500
113/113 [==============================] - 0s 837us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 495/500
113/113 [==============================] - 0s 832us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 496/500
113/113 [==============================] - 0s 851us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 497/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 498/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 499/500
113/113 [==============================] - 0s 879us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 500/500
113/113 [==============================] - 0s 842us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 1/500
113/113 [==============================] - 0s 847us/step - loss: 0.6644 - accuracy: 0.7950
Epoch 2/500
113/113 [==============================] - 0s 846us/step - loss: 0.5286 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 849us/step - loss: 0.4473 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 859us/step - loss: 0.4366 - accuracy: 0.7986
Epoch 5/500
113/113 [==============================] - 0s 968us/step - loss: 0.4322 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 850us/step - loss: 0.4298 - accuracy: 0.7986
Epoch 7/500
113/113 [==============================] - 0s 854us/step - loss: 0.4283 - accuracy: 0.7986
Epoch 8/500
113/113 [==============================] - 0s 901us/step - loss: 0.4272 - accuracy: 0.7986
Epoch 9/500
113/113 [==============================] - 0s 900us/step - loss: 0.4262 - accuracy: 0.7986
Epoch 10/500
113/113 [==============================] - 0s 807us/step - loss: 0.4256 - accuracy: 0.8010
Epoch 11/500
113/113 [==============================] - 0s 824us/step - loss: 0.4247 - accuracy: 0.8076
Epoch 12/500
113/113 [==============================] - 0s 826us/step - loss: 0.4238 - accuracy: 0.8112
Epoch 13/500
113/113 [==============================] - 0s 803us/step - loss: 0.4228 - accuracy: 0.8126
Epoch 14/500
113/113 [==============================] - 0s 813us/step - loss: 0.4215 - accuracy: 0.8161
Epoch 15/500
113/113 [==============================] - 0s 955us/step - loss: 0.4198 - accuracy: 0.8206
Epoch 16/500
113/113 [==============================] - 0s 811us/step - loss: 0.4180 - accuracy: 0.8246
Epoch 17/500
113/113 [==============================] - 0s 827us/step - loss: 0.4159 - accuracy: 0.8296
Epoch 18/500
113/113 [==============================] - 0s 832us/step - loss: 0.4138 - accuracy: 0.8306
Epoch 19/500
113/113 [==============================] - 0s 841us/step - loss: 0.4121 - accuracy: 0.8328
Epoch 20/500
113/113 [==============================] - 0s 880us/step - loss: 0.4104 - accuracy: 0.8335
Epoch 21/500
113/113 [==============================] - 0s 852us/step - loss: 0.4084 - accuracy: 0.8349
Epoch 22/500
113/113 [==============================] - 0s 844us/step - loss: 0.4069 - accuracy: 0.8367
Epoch 23/500
113/113 [==============================] - 0s 819us/step - loss: 0.4055 - accuracy: 0.8369
Epoch 24/500
113/113 [==============================] - 0s 827us/step - loss: 0.4042 - accuracy: 0.8381
Epoch 25/500
113/113 [==============================] - 0s 876us/step - loss: 0.4024 - accuracy: 0.8386
Epoch 26/500
113/113 [==============================] - 0s 844us/step - loss: 0.4014 - accuracy: 0.8386
Epoch 27/500
113/113 [==============================] - 0s 827us/step - loss: 0.4004 - accuracy: 0.8394
Epoch 28/500
113/113 [==============================] - 0s 833us/step - loss: 0.3994 - accuracy: 0.8403
Epoch 29/500
113/113 [==============================] - 0s 828us/step - loss: 0.3985 - accuracy: 0.8403
Epoch 30/500
113/113 [==============================] - 0s 859us/step - loss: 0.3981 - accuracy: 0.8389
Epoch 31/500
113/113 [==============================] - 0s 825us/step - loss: 0.3974 - accuracy: 0.8418
Epoch 32/500
113/113 [==============================] - 0s 820us/step - loss: 0.3969 - accuracy: 0.8399
Epoch 33/500
113/113 [==============================] - 0s 831us/step - loss: 0.3962 - accuracy: 0.8399
Epoch 34/500
113/113 [==============================] - 0s 814us/step - loss: 0.3954 - accuracy: 0.8418
Epoch 35/500
113/113 [==============================] - 0s 868us/step - loss: 0.3951 - accuracy: 0.8407
Epoch 36/500
113/113 [==============================] - 0s 848us/step - loss: 0.3944 - accuracy: 0.8417
Epoch 37/500
113/113 [==============================] - 0s 841us/step - loss: 0.3939 - accuracy: 0.8401
Epoch 38/500
113/113 [==============================] - 0s 832us/step - loss: 0.3937 - accuracy: 0.8397
Epoch 39/500
113/113 [==============================] - 0s 838us/step - loss: 0.3933 - accuracy: 0.8394
Epoch 40/500
113/113 [==============================] - 0s 846us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 41/500
113/113 [==============================] - 0s 838us/step - loss: 0.3922 - accuracy: 0.8404
Epoch 42/500
113/113 [==============================] - 0s 838us/step - loss: 0.3920 - accuracy: 0.8400
Epoch 43/500
113/113 [==============================] - 0s 826us/step - loss: 0.3917 - accuracy: 0.8393
Epoch 44/500
113/113 [==============================] - 0s 828us/step - loss: 0.3914 - accuracy: 0.8393
Epoch 45/500
113/113 [==============================] - 0s 823us/step - loss: 0.3912 - accuracy: 0.8390
Epoch 46/500
113/113 [==============================] - 0s 942us/step - loss: 0.3907 - accuracy: 0.8397
Epoch 47/500
113/113 [==============================] - 0s 823us/step - loss: 0.3908 - accuracy: 0.8389
Epoch 48/500
113/113 [==============================] - 0s 875us/step - loss: 0.3910 - accuracy: 0.8393
Epoch 49/500
113/113 [==============================] - 0s 834us/step - loss: 0.3902 - accuracy: 0.8388
Epoch 50/500
113/113 [==============================] - 0s 834us/step - loss: 0.3900 - accuracy: 0.8393
Epoch 51/500
113/113 [==============================] - 0s 842us/step - loss: 0.3899 - accuracy: 0.8397
Epoch 52/500
113/113 [==============================] - 0s 837us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 53/500
113/113 [==============================] - 0s 834us/step - loss: 0.3897 - accuracy: 0.8407
Epoch 54/500
113/113 [==============================] - 0s 826us/step - loss: 0.3892 - accuracy: 0.8397
Epoch 55/500
113/113 [==============================] - 0s 842us/step - loss: 0.3889 - accuracy: 0.8393
Epoch 56/500
113/113 [==============================] - 0s 984us/step - loss: 0.3889 - accuracy: 0.8396
Epoch 57/500
113/113 [==============================] - 0s 842us/step - loss: 0.3888 - accuracy: 0.8397
Epoch 58/500
113/113 [==============================] - 0s 827us/step - loss: 0.3885 - accuracy: 0.8410
Epoch 59/500
113/113 [==============================] - 0s 843us/step - loss: 0.3886 - accuracy: 0.8397
Epoch 60/500
113/113 [==============================] - 0s 836us/step - loss: 0.3885 - accuracy: 0.8396
Epoch 61/500
113/113 [==============================] - 0s 847us/step - loss: 0.3888 - accuracy: 0.8400
Epoch 62/500
113/113 [==============================] - 0s 830us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 63/500
113/113 [==============================] - 0s 856us/step - loss: 0.3880 - accuracy: 0.8393
Epoch 64/500
113/113 [==============================] - 0s 852us/step - loss: 0.3883 - accuracy: 0.8388
Epoch 65/500
113/113 [==============================] - 0s 836us/step - loss: 0.3881 - accuracy: 0.8390
Epoch 66/500
113/113 [==============================] - 0s 935us/step - loss: 0.3879 - accuracy: 0.8407
Epoch 67/500
113/113 [==============================] - 0s 842us/step - loss: 0.3879 - accuracy: 0.8394
Epoch 68/500
113/113 [==============================] - 0s 842us/step - loss: 0.3879 - accuracy: 0.8381
Epoch 69/500
113/113 [==============================] - 0s 843us/step - loss: 0.3876 - accuracy: 0.8396
Epoch 70/500
113/113 [==============================] - 0s 835us/step - loss: 0.3877 - accuracy: 0.8390
Epoch 71/500
113/113 [==============================] - 0s 847us/step - loss: 0.3877 - accuracy: 0.8394
Epoch 72/500
113/113 [==============================] - 0s 835us/step - loss: 0.3876 - accuracy: 0.8393
Epoch 73/500
113/113 [==============================] - 0s 845us/step - loss: 0.3875 - accuracy: 0.8410
Epoch 74/500
113/113 [==============================] - 0s 830us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 75/500
113/113 [==============================] - 0s 834us/step - loss: 0.3875 - accuracy: 0.8396
Epoch 76/500
113/113 [==============================] - 0s 944us/step - loss: 0.3874 - accuracy: 0.8406
Epoch 77/500
113/113 [==============================] - 0s 886us/step - loss: 0.3872 - accuracy: 0.8410
Epoch 78/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8421
Epoch 79/500
113/113 [==============================] - 0s 831us/step - loss: 0.3867 - accuracy: 0.8422
Epoch 80/500
113/113 [==============================] - 0s 849us/step - loss: 0.3867 - accuracy: 0.8431
Epoch 81/500
113/113 [==============================] - 0s 850us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 82/500
113/113 [==============================] - 0s 842us/step - loss: 0.3868 - accuracy: 0.8435
Epoch 83/500
113/113 [==============================] - 0s 896us/step - loss: 0.3865 - accuracy: 0.8429
Epoch 84/500
113/113 [==============================] - 0s 829us/step - loss: 0.3863 - accuracy: 0.8435
Epoch 85/500
113/113 [==============================] - 0s 882us/step - loss: 0.3860 - accuracy: 0.8429
Epoch 86/500
113/113 [==============================] - 0s 881us/step - loss: 0.3862 - accuracy: 0.8431
Epoch 87/500
113/113 [==============================] - 0s 846us/step - loss: 0.3860 - accuracy: 0.8429
Epoch 88/500
113/113 [==============================] - 0s 879us/step - loss: 0.3857 - accuracy: 0.8435
Epoch 89/500
113/113 [==============================] - 0s 863us/step - loss: 0.3854 - accuracy: 0.8438
Epoch 90/500
113/113 [==============================] - 0s 880us/step - loss: 0.3853 - accuracy: 0.8444
Epoch 91/500
113/113 [==============================] - 0s 908us/step - loss: 0.3853 - accuracy: 0.8424
Epoch 92/500
113/113 [==============================] - 0s 835us/step - loss: 0.3851 - accuracy: 0.8450
Epoch 93/500
113/113 [==============================] - 0s 875us/step - loss: 0.3850 - accuracy: 0.8451
Epoch 94/500
113/113 [==============================] - 0s 851us/step - loss: 0.3849 - accuracy: 0.8450
Epoch 95/500
113/113 [==============================] - 0s 876us/step - loss: 0.3845 - accuracy: 0.8450
Epoch 96/500
113/113 [==============================] - 0s 882us/step - loss: 0.3840 - accuracy: 0.8451
Epoch 97/500
113/113 [==============================] - 0s 840us/step - loss: 0.3842 - accuracy: 0.8438
Epoch 98/500
113/113 [==============================] - 0s 944us/step - loss: 0.3840 - accuracy: 0.8461
Epoch 99/500
113/113 [==============================] - 0s 845us/step - loss: 0.3837 - accuracy: 0.8456
Epoch 100/500
113/113 [==============================] - 0s 860us/step - loss: 0.3837 - accuracy: 0.8451
Epoch 101/500
113/113 [==============================] - 0s 867us/step - loss: 0.3835 - accuracy: 0.8458
Epoch 102/500
113/113 [==============================] - 0s 851us/step - loss: 0.3830 - accuracy: 0.8450
Epoch 103/500
113/113 [==============================] - 0s 875us/step - loss: 0.3823 - accuracy: 0.8432
Epoch 104/500
113/113 [==============================] - 0s 831us/step - loss: 0.3815 - accuracy: 0.8440
Epoch 105/500
113/113 [==============================] - 0s 924us/step - loss: 0.3807 - accuracy: 0.8431
Epoch 106/500
113/113 [==============================] - 0s 864us/step - loss: 0.3799 - accuracy: 0.8440
Epoch 107/500
113/113 [==============================] - 0s 825us/step - loss: 0.3794 - accuracy: 0.8435
Epoch 108/500
113/113 [==============================] - 0s 877us/step - loss: 0.3788 - accuracy: 0.8435
Epoch 109/500
113/113 [==============================] - 0s 830us/step - loss: 0.3779 - accuracy: 0.8438
Epoch 110/500
113/113 [==============================] - 0s 863us/step - loss: 0.3777 - accuracy: 0.8432
Epoch 111/500
113/113 [==============================] - 0s 842us/step - loss: 0.3771 - accuracy: 0.8428
Epoch 112/500
113/113 [==============================] - 0s 836us/step - loss: 0.3764 - accuracy: 0.8440
Epoch 113/500
113/113 [==============================] - 0s 876us/step - loss: 0.3763 - accuracy: 0.8418
Epoch 114/500
113/113 [==============================] - 0s 858us/step - loss: 0.3761 - accuracy: 0.8428
Epoch 115/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3758 - accuracy: 0.8421
Epoch 116/500
113/113 [==============================] - 0s 857us/step - loss: 0.3751 - accuracy: 0.8418
Epoch 117/500
113/113 [==============================] - 0s 824us/step - loss: 0.3747 - accuracy: 0.8400
Epoch 118/500
113/113 [==============================] - 0s 870us/step - loss: 0.3742 - accuracy: 0.8415
Epoch 119/500
113/113 [==============================] - 0s 823us/step - loss: 0.3734 - accuracy: 0.8415
Epoch 120/500
113/113 [==============================] - 0s 858us/step - loss: 0.3731 - accuracy: 0.8419
Epoch 121/500
113/113 [==============================] - 0s 833us/step - loss: 0.3725 - accuracy: 0.8419
Epoch 122/500
113/113 [==============================] - 0s 841us/step - loss: 0.3716 - accuracy: 0.8415
Epoch 123/500
113/113 [==============================] - 0s 872us/step - loss: 0.3712 - accuracy: 0.8408
Epoch 124/500
113/113 [==============================] - 0s 846us/step - loss: 0.3705 - accuracy: 0.8406
Epoch 125/500
113/113 [==============================] - 0s 980us/step - loss: 0.3699 - accuracy: 0.8426
Epoch 126/500
113/113 [==============================] - 0s 839us/step - loss: 0.3690 - accuracy: 0.8422
Epoch 127/500
113/113 [==============================] - 0s 854us/step - loss: 0.3683 - accuracy: 0.8421
Epoch 128/500
113/113 [==============================] - 0s 872us/step - loss: 0.3677 - accuracy: 0.8433
Epoch 129/500
113/113 [==============================] - 0s 857us/step - loss: 0.3665 - accuracy: 0.8426
Epoch 130/500
113/113 [==============================] - 0s 865us/step - loss: 0.3659 - accuracy: 0.8419
Epoch 131/500
113/113 [==============================] - 0s 832us/step - loss: 0.3647 - accuracy: 0.8429
Epoch 132/500
113/113 [==============================] - 0s 859us/step - loss: 0.3637 - accuracy: 0.8435
Epoch 133/500
113/113 [==============================] - 0s 935us/step - loss: 0.3632 - accuracy: 0.8436
Epoch 134/500
113/113 [==============================] - 0s 849us/step - loss: 0.3616 - accuracy: 0.8476
Epoch 135/500
113/113 [==============================] - 0s 856us/step - loss: 0.3614 - accuracy: 0.8472
Epoch 136/500
113/113 [==============================] - 0s 912us/step - loss: 0.3606 - accuracy: 0.8476
Epoch 137/500
113/113 [==============================] - 0s 862us/step - loss: 0.3593 - accuracy: 0.8493
Epoch 138/500
113/113 [==============================] - 0s 918us/step - loss: 0.3586 - accuracy: 0.8486
Epoch 139/500
113/113 [==============================] - 0s 842us/step - loss: 0.3576 - accuracy: 0.8506
Epoch 140/500
113/113 [==============================] - 0s 859us/step - loss: 0.3568 - accuracy: 0.8501
Epoch 141/500
113/113 [==============================] - 0s 840us/step - loss: 0.3557 - accuracy: 0.8521
Epoch 142/500
113/113 [==============================] - 0s 842us/step - loss: 0.3556 - accuracy: 0.8518
Epoch 143/500
113/113 [==============================] - 0s 967us/step - loss: 0.3546 - accuracy: 0.8540
Epoch 144/500
113/113 [==============================] - 0s 827us/step - loss: 0.3533 - accuracy: 0.8535
Epoch 145/500
113/113 [==============================] - 0s 867us/step - loss: 0.3530 - accuracy: 0.8539
Epoch 146/500
113/113 [==============================] - 0s 848us/step - loss: 0.3522 - accuracy: 0.8571
Epoch 147/500
113/113 [==============================] - 0s 873us/step - loss: 0.3521 - accuracy: 0.8572
Epoch 148/500
113/113 [==============================] - 0s 882us/step - loss: 0.3512 - accuracy: 0.8572
Epoch 149/500
113/113 [==============================] - 0s 831us/step - loss: 0.3505 - accuracy: 0.8589
Epoch 150/500
113/113 [==============================] - 0s 867us/step - loss: 0.3507 - accuracy: 0.8589
Epoch 151/500
113/113 [==============================] - 0s 843us/step - loss: 0.3502 - accuracy: 0.8583
Epoch 152/500
113/113 [==============================] - 0s 868us/step - loss: 0.3495 - accuracy: 0.8578
Epoch 153/500
113/113 [==============================] - 0s 962us/step - loss: 0.3489 - accuracy: 0.8574
Epoch 154/500
113/113 [==============================] - 0s 968us/step - loss: 0.3486 - accuracy: 0.8594
Epoch 155/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3482 - accuracy: 0.8615
Epoch 156/500
113/113 [==============================] - 0s 971us/step - loss: 0.3475 - accuracy: 0.8610
Epoch 157/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3475 - accuracy: 0.8608
Epoch 158/500
113/113 [==============================] - 0s 917us/step - loss: 0.3461 - accuracy: 0.8615
Epoch 159/500
113/113 [==============================] - 0s 929us/step - loss: 0.3469 - accuracy: 0.8611
Epoch 160/500
113/113 [==============================] - 0s 897us/step - loss: 0.3463 - accuracy: 0.8640
Epoch 161/500
113/113 [==============================] - 0s 935us/step - loss: 0.3457 - accuracy: 0.8619
Epoch 162/500
113/113 [==============================] - 0s 946us/step - loss: 0.3460 - accuracy: 0.8639
Epoch 163/500
113/113 [==============================] - 0s 894us/step - loss: 0.3456 - accuracy: 0.8619
Epoch 164/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3448 - accuracy: 0.8635
Epoch 165/500
113/113 [==============================] - 0s 897us/step - loss: 0.3449 - accuracy: 0.8631
Epoch 166/500
113/113 [==============================] - 0s 964us/step - loss: 0.3446 - accuracy: 0.8642
Epoch 167/500
113/113 [==============================] - 0s 889us/step - loss: 0.3445 - accuracy: 0.8631
Epoch 168/500
113/113 [==============================] - 0s 895us/step - loss: 0.3441 - accuracy: 0.8643
Epoch 169/500
113/113 [==============================] - 0s 943us/step - loss: 0.3432 - accuracy: 0.8647
Epoch 170/500
113/113 [==============================] - 0s 954us/step - loss: 0.3435 - accuracy: 0.8643
Epoch 171/500
113/113 [==============================] - 0s 928us/step - loss: 0.3436 - accuracy: 0.8643
Epoch 172/500
113/113 [==============================] - 0s 880us/step - loss: 0.3430 - accuracy: 0.8644
Epoch 173/500
113/113 [==============================] - 0s 971us/step - loss: 0.3427 - accuracy: 0.8626
Epoch 174/500
113/113 [==============================] - 0s 860us/step - loss: 0.3427 - accuracy: 0.8653
Epoch 175/500
113/113 [==============================] - 0s 861us/step - loss: 0.3415 - accuracy: 0.8644
Epoch 176/500
113/113 [==============================] - 0s 910us/step - loss: 0.3415 - accuracy: 0.8653
Epoch 177/500
113/113 [==============================] - 0s 830us/step - loss: 0.3412 - accuracy: 0.8656
Epoch 178/500
113/113 [==============================] - 0s 879us/step - loss: 0.3412 - accuracy: 0.8650
Epoch 179/500
113/113 [==============================] - 0s 853us/step - loss: 0.3408 - accuracy: 0.8661
Epoch 180/500
113/113 [==============================] - 0s 856us/step - loss: 0.3408 - accuracy: 0.8647
Epoch 181/500
113/113 [==============================] - 0s 892us/step - loss: 0.3407 - accuracy: 0.8640
Epoch 182/500
113/113 [==============================] - 0s 833us/step - loss: 0.3408 - accuracy: 0.8646
Epoch 183/500
113/113 [==============================] - 0s 909us/step - loss: 0.3404 - accuracy: 0.8651
Epoch 184/500
113/113 [==============================] - 0s 923us/step - loss: 0.3399 - accuracy: 0.86430s - loss: 0.3352 - accuracy: 0.
Epoch 185/500
113/113 [==============================] - 0s 846us/step - loss: 0.3397 - accuracy: 0.8646
Epoch 186/500
113/113 [==============================] - 0s 904us/step - loss: 0.3394 - accuracy: 0.8657
Epoch 187/500
113/113 [==============================] - 0s 837us/step - loss: 0.3398 - accuracy: 0.8661
Epoch 188/500
113/113 [==============================] - 0s 866us/step - loss: 0.3389 - accuracy: 0.8656
Epoch 189/500
113/113 [==============================] - 0s 843us/step - loss: 0.3393 - accuracy: 0.8643
Epoch 190/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3392 - accuracy: 0.8657
Epoch 191/500
113/113 [==============================] - 0s 885us/step - loss: 0.3387 - accuracy: 0.8649
Epoch 192/500
113/113 [==============================] - 0s 840us/step - loss: 0.3390 - accuracy: 0.8675
Epoch 193/500
113/113 [==============================] - 0s 976us/step - loss: 0.3388 - accuracy: 0.8647
Epoch 194/500
113/113 [==============================] - 0s 841us/step - loss: 0.3386 - accuracy: 0.8654
Epoch 195/500
113/113 [==============================] - 0s 868us/step - loss: 0.3384 - accuracy: 0.8658
Epoch 196/500
113/113 [==============================] - 0s 839us/step - loss: 0.3381 - accuracy: 0.8658
Epoch 197/500
113/113 [==============================] - 0s 832us/step - loss: 0.3382 - accuracy: 0.8643
Epoch 198/500
113/113 [==============================] - 0s 858us/step - loss: 0.3376 - accuracy: 0.8649
Epoch 199/500
113/113 [==============================] - 0s 826us/step - loss: 0.3372 - accuracy: 0.8656
Epoch 200/500
113/113 [==============================] - 0s 872us/step - loss: 0.3377 - accuracy: 0.8651
Epoch 201/500
113/113 [==============================] - 0s 839us/step - loss: 0.3372 - accuracy: 0.8644
Epoch 202/500
113/113 [==============================] - 0s 852us/step - loss: 0.3371 - accuracy: 0.8639
Epoch 203/500
113/113 [==============================] - 0s 955us/step - loss: 0.3372 - accuracy: 0.8642
Epoch 204/500
113/113 [==============================] - 0s 834us/step - loss: 0.3370 - accuracy: 0.8644
Epoch 205/500
113/113 [==============================] - 0s 876us/step - loss: 0.3368 - accuracy: 0.8653
Epoch 206/500
113/113 [==============================] - 0s 850us/step - loss: 0.3368 - accuracy: 0.8653
Epoch 207/500
113/113 [==============================] - 0s 842us/step - loss: 0.3373 - accuracy: 0.8643
Epoch 208/500
113/113 [==============================] - 0s 941us/step - loss: 0.3376 - accuracy: 0.8639
Epoch 209/500
113/113 [==============================] - 0s 833us/step - loss: 0.3363 - accuracy: 0.8657
Epoch 210/500
113/113 [==============================] - 0s 911us/step - loss: 0.3367 - accuracy: 0.8660
Epoch 211/500
113/113 [==============================] - 0s 817us/step - loss: 0.3361 - accuracy: 0.8665
Epoch 212/500
113/113 [==============================] - 0s 841us/step - loss: 0.3360 - accuracy: 0.8658
Epoch 213/500
113/113 [==============================] - 0s 994us/step - loss: 0.3375 - accuracy: 0.8657
Epoch 214/500
113/113 [==============================] - 0s 841us/step - loss: 0.3361 - accuracy: 0.8646
Epoch 215/500
113/113 [==============================] - 0s 911us/step - loss: 0.3360 - accuracy: 0.8654
Epoch 216/500
113/113 [==============================] - 0s 848us/step - loss: 0.3360 - accuracy: 0.8660
Epoch 217/500
113/113 [==============================] - 0s 878us/step - loss: 0.3363 - accuracy: 0.8656
Epoch 218/500
113/113 [==============================] - 0s 842us/step - loss: 0.3357 - accuracy: 0.8664
Epoch 219/500
113/113 [==============================] - 0s 845us/step - loss: 0.3349 - accuracy: 0.8650
Epoch 220/500
113/113 [==============================] - 0s 878us/step - loss: 0.3355 - accuracy: 0.8661
Epoch 221/500
113/113 [==============================] - 0s 842us/step - loss: 0.3355 - accuracy: 0.8664
Epoch 222/500
113/113 [==============================] - 0s 861us/step - loss: 0.3351 - accuracy: 0.8671
Epoch 223/500
113/113 [==============================] - 0s 874us/step - loss: 0.3353 - accuracy: 0.8636
Epoch 224/500
113/113 [==============================] - 0s 838us/step - loss: 0.3350 - accuracy: 0.8656
Epoch 225/500
113/113 [==============================] - 0s 875us/step - loss: 0.3349 - accuracy: 0.8657
Epoch 226/500
113/113 [==============================] - 0s 853us/step - loss: 0.3350 - accuracy: 0.8661
Epoch 227/500
113/113 [==============================] - 0s 865us/step - loss: 0.3347 - accuracy: 0.8668
Epoch 228/500
113/113 [==============================] - 0s 847us/step - loss: 0.3343 - accuracy: 0.8654
Epoch 229/500
113/113 [==============================] - 0s 853us/step - loss: 0.3347 - accuracy: 0.8658
Epoch 230/500
113/113 [==============================] - 0s 935us/step - loss: 0.3342 - accuracy: 0.8667
Epoch 231/500
113/113 [==============================] - 0s 881us/step - loss: 0.3340 - accuracy: 0.8658
Epoch 232/500
113/113 [==============================] - 0s 933us/step - loss: 0.3346 - accuracy: 0.8661
Epoch 233/500
113/113 [==============================] - 0s 853us/step - loss: 0.3345 - accuracy: 0.8643
Epoch 234/500
113/113 [==============================] - 0s 836us/step - loss: 0.3340 - accuracy: 0.8669
Epoch 235/500
113/113 [==============================] - 0s 875us/step - loss: 0.3340 - accuracy: 0.8651
Epoch 236/500
113/113 [==============================] - 0s 848us/step - loss: 0.3335 - accuracy: 0.8686
Epoch 237/500
113/113 [==============================] - 0s 948us/step - loss: 0.3337 - accuracy: 0.8660
Epoch 238/500
113/113 [==============================] - 0s 880us/step - loss: 0.3337 - accuracy: 0.8657
Epoch 239/500
113/113 [==============================] - 0s 836us/step - loss: 0.3332 - accuracy: 0.8665
Epoch 240/500
113/113 [==============================] - 0s 903us/step - loss: 0.3333 - accuracy: 0.8667
Epoch 241/500
113/113 [==============================] - 0s 823us/step - loss: 0.3335 - accuracy: 0.8668
Epoch 242/500
113/113 [==============================] - 0s 998us/step - loss: 0.3330 - accuracy: 0.8660
Epoch 243/500
113/113 [==============================] - 0s 833us/step - loss: 0.3331 - accuracy: 0.8665
Epoch 244/500
113/113 [==============================] - 0s 883us/step - loss: 0.3329 - accuracy: 0.8665
Epoch 245/500
113/113 [==============================] - 0s 881us/step - loss: 0.3333 - accuracy: 0.8660
Epoch 246/500
113/113 [==============================] - 0s 838us/step - loss: 0.3330 - accuracy: 0.8660
Epoch 247/500
113/113 [==============================] - 0s 885us/step - loss: 0.3331 - accuracy: 0.8668
Epoch 248/500
113/113 [==============================] - 0s 843us/step - loss: 0.3325 - accuracy: 0.8665
Epoch 249/500
113/113 [==============================] - 0s 848us/step - loss: 0.3328 - accuracy: 0.8656
Epoch 250/500
113/113 [==============================] - 0s 991us/step - loss: 0.3326 - accuracy: 0.8672
Epoch 251/500
113/113 [==============================] - 0s 826us/step - loss: 0.3322 - accuracy: 0.8662
Epoch 252/500
113/113 [==============================] - 0s 867us/step - loss: 0.3332 - accuracy: 0.8671
Epoch 253/500
113/113 [==============================] - 0s 859us/step - loss: 0.3325 - accuracy: 0.8667
Epoch 254/500
113/113 [==============================] - 0s 860us/step - loss: 0.3328 - accuracy: 0.8671
Epoch 255/500
113/113 [==============================] - 0s 904us/step - loss: 0.3321 - accuracy: 0.8682
Epoch 256/500
113/113 [==============================] - 0s 910us/step - loss: 0.3325 - accuracy: 0.8651
Epoch 257/500
113/113 [==============================] - 0s 890us/step - loss: 0.3323 - accuracy: 0.8662
Epoch 258/500
113/113 [==============================] - 0s 856us/step - loss: 0.3316 - accuracy: 0.8664
Epoch 259/500
113/113 [==============================] - 0s 898us/step - loss: 0.3320 - accuracy: 0.8664
Epoch 260/500
113/113 [==============================] - 0s 921us/step - loss: 0.3316 - accuracy: 0.8668
Epoch 261/500
113/113 [==============================] - 0s 951us/step - loss: 0.3318 - accuracy: 0.8662
Epoch 262/500
113/113 [==============================] - 0s 865us/step - loss: 0.3317 - accuracy: 0.8654
Epoch 263/500
113/113 [==============================] - 0s 949us/step - loss: 0.3316 - accuracy: 0.8672
Epoch 264/500
113/113 [==============================] - 0s 861us/step - loss: 0.3324 - accuracy: 0.8675
Epoch 265/500
113/113 [==============================] - 0s 839us/step - loss: 0.3314 - accuracy: 0.8664
Epoch 266/500
113/113 [==============================] - 0s 836us/step - loss: 0.3312 - accuracy: 0.8651
Epoch 267/500
113/113 [==============================] - 0s 866us/step - loss: 0.3325 - accuracy: 0.8654
Epoch 268/500
113/113 [==============================] - 0s 834us/step - loss: 0.3314 - accuracy: 0.8657
Epoch 269/500
113/113 [==============================] - 0s 864us/step - loss: 0.3320 - accuracy: 0.8662
Epoch 270/500
113/113 [==============================] - 0s 864us/step - loss: 0.3310 - accuracy: 0.8664
Epoch 271/500
113/113 [==============================] - 0s 833us/step - loss: 0.3310 - accuracy: 0.8665
Epoch 272/500
113/113 [==============================] - 0s 903us/step - loss: 0.3314 - accuracy: 0.8650
Epoch 273/500
113/113 [==============================] - 0s 836us/step - loss: 0.3310 - accuracy: 0.8665
Epoch 274/500
113/113 [==============================] - 0s 863us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 275/500
113/113 [==============================] - 0s 852us/step - loss: 0.3311 - accuracy: 0.8662
Epoch 276/500
113/113 [==============================] - 0s 839us/step - loss: 0.3308 - accuracy: 0.8660
Epoch 277/500
113/113 [==============================] - 0s 858us/step - loss: 0.3309 - accuracy: 0.8662
Epoch 278/500
113/113 [==============================] - 0s 831us/step - loss: 0.3319 - accuracy: 0.8635
Epoch 279/500
113/113 [==============================] - 0s 842us/step - loss: 0.3304 - accuracy: 0.8656
Epoch 280/500
113/113 [==============================] - 0s 860us/step - loss: 0.3313 - accuracy: 0.8656
Epoch 281/500
113/113 [==============================] - 0s 845us/step - loss: 0.3306 - accuracy: 0.8635
Epoch 282/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3306 - accuracy: 0.8665
Epoch 283/500
113/113 [==============================] - 0s 840us/step - loss: 0.3306 - accuracy: 0.8649
Epoch 284/500
113/113 [==============================] - 0s 902us/step - loss: 0.3306 - accuracy: 0.8646
Epoch 285/500
113/113 [==============================] - 0s 873us/step - loss: 0.3305 - accuracy: 0.8649
Epoch 286/500
113/113 [==============================] - 0s 840us/step - loss: 0.3302 - accuracy: 0.8661
Epoch 287/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8658
Epoch 288/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3304 - accuracy: 0.8650
Epoch 289/500
113/113 [==============================] - 0s 875us/step - loss: 0.3309 - accuracy: 0.8649
Epoch 290/500
113/113 [==============================] - 0s 861us/step - loss: 0.3300 - accuracy: 0.8653
Epoch 291/500
113/113 [==============================] - 0s 981us/step - loss: 0.3299 - accuracy: 0.8654
Epoch 292/500
113/113 [==============================] - 0s 852us/step - loss: 0.3301 - accuracy: 0.8656
Epoch 293/500
113/113 [==============================] - 0s 837us/step - loss: 0.3305 - accuracy: 0.8647
Epoch 294/500
113/113 [==============================] - 0s 906us/step - loss: 0.3299 - accuracy: 0.8662
Epoch 295/500
113/113 [==============================] - 0s 834us/step - loss: 0.3302 - accuracy: 0.8649
Epoch 296/500
113/113 [==============================] - 0s 868us/step - loss: 0.3299 - accuracy: 0.8667
Epoch 297/500
113/113 [==============================] - 0s 844us/step - loss: 0.3301 - accuracy: 0.8643
Epoch 298/500
113/113 [==============================] - 0s 997us/step - loss: 0.3299 - accuracy: 0.8646
Epoch 299/500
113/113 [==============================] - 0s 910us/step - loss: 0.3293 - accuracy: 0.8657
Epoch 300/500
113/113 [==============================] - 0s 829us/step - loss: 0.3294 - accuracy: 0.8658
Epoch 301/500
113/113 [==============================] - 0s 866us/step - loss: 0.3302 - accuracy: 0.8649
Epoch 302/500
113/113 [==============================] - 0s 861us/step - loss: 0.3297 - accuracy: 0.8658
Epoch 303/500
113/113 [==============================] - 0s 845us/step - loss: 0.3295 - accuracy: 0.8667
Epoch 304/500
113/113 [==============================] - 0s 924us/step - loss: 0.3290 - accuracy: 0.8651
Epoch 305/500
113/113 [==============================] - 0s 880us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 306/500
113/113 [==============================] - 0s 864us/step - loss: 0.3297 - accuracy: 0.8643
Epoch 307/500
113/113 [==============================] - 0s 845us/step - loss: 0.3296 - accuracy: 0.8661
Epoch 308/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3296 - accuracy: 0.8662
Epoch 309/500
113/113 [==============================] - 0s 850us/step - loss: 0.3288 - accuracy: 0.8669
Epoch 310/500
113/113 [==============================] - 0s 846us/step - loss: 0.3292 - accuracy: 0.8651
Epoch 311/500
113/113 [==============================] - 0s 869us/step - loss: 0.3292 - accuracy: 0.8661
Epoch 312/500
113/113 [==============================] - 0s 969us/step - loss: 0.3288 - accuracy: 0.8667
Epoch 313/500
113/113 [==============================] - 0s 885us/step - loss: 0.3292 - accuracy: 0.8662
Epoch 314/500
113/113 [==============================] - 0s 856us/step - loss: 0.3292 - accuracy: 0.8665
Epoch 315/500
113/113 [==============================] - 0s 835us/step - loss: 0.3291 - accuracy: 0.8658
Epoch 316/500
113/113 [==============================] - 0s 859us/step - loss: 0.3293 - accuracy: 0.8656
Epoch 317/500
113/113 [==============================] - 0s 835us/step - loss: 0.3294 - accuracy: 0.8654
Epoch 318/500
113/113 [==============================] - 0s 876us/step - loss: 0.3288 - accuracy: 0.8651
Epoch 319/500
113/113 [==============================] - 0s 896us/step - loss: 0.3290 - accuracy: 0.8650
Epoch 320/500
113/113 [==============================] - 0s 829us/step - loss: 0.3289 - accuracy: 0.8643
Epoch 321/500
113/113 [==============================] - 0s 867us/step - loss: 0.3289 - accuracy: 0.8654
Epoch 322/500
113/113 [==============================] - 0s 844us/step - loss: 0.3287 - accuracy: 0.8639
Epoch 323/500
113/113 [==============================] - 0s 884us/step - loss: 0.3286 - accuracy: 0.8657
Epoch 324/500
113/113 [==============================] - 0s 864us/step - loss: 0.3287 - accuracy: 0.8678
Epoch 325/500
113/113 [==============================] - 0s 838us/step - loss: 0.3283 - accuracy: 0.8664
Epoch 326/500
113/113 [==============================] - 0s 858us/step - loss: 0.3285 - accuracy: 0.8660
Epoch 327/500
113/113 [==============================] - 0s 841us/step - loss: 0.3285 - accuracy: 0.8657
Epoch 328/500
113/113 [==============================] - 0s 865us/step - loss: 0.3282 - accuracy: 0.8671
Epoch 329/500
113/113 [==============================] - 0s 861us/step - loss: 0.3290 - accuracy: 0.8643
Epoch 330/500
113/113 [==============================] - 0s 846us/step - loss: 0.3286 - accuracy: 0.8671
Epoch 331/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3283 - accuracy: 0.8657
Epoch 332/500
113/113 [==============================] - 0s 834us/step - loss: 0.3283 - accuracy: 0.8654
Epoch 333/500
113/113 [==============================] - 0s 870us/step - loss: 0.3278 - accuracy: 0.8654
Epoch 334/500
113/113 [==============================] - 0s 859us/step - loss: 0.3285 - accuracy: 0.8654
Epoch 335/500
113/113 [==============================] - 0s 870us/step - loss: 0.3283 - accuracy: 0.8657
Epoch 336/500
113/113 [==============================] - 0s 847us/step - loss: 0.3280 - accuracy: 0.8651
Epoch 337/500
113/113 [==============================] - 0s 858us/step - loss: 0.3276 - accuracy: 0.8671
Epoch 338/500
113/113 [==============================] - 0s 859us/step - loss: 0.3279 - accuracy: 0.8664
Epoch 339/500
113/113 [==============================] - 0s 859us/step - loss: 0.3282 - accuracy: 0.8661
Epoch 340/500
113/113 [==============================] - 0s 941us/step - loss: 0.3276 - accuracy: 0.8668
Epoch 341/500
113/113 [==============================] - 0s 841us/step - loss: 0.3278 - accuracy: 0.8668
Epoch 342/500
113/113 [==============================] - 0s 885us/step - loss: 0.3278 - accuracy: 0.8671
Epoch 343/500
113/113 [==============================] - 0s 875us/step - loss: 0.3278 - accuracy: 0.8658
Epoch 344/500
113/113 [==============================] - 0s 851us/step - loss: 0.3276 - accuracy: 0.8658
Epoch 345/500
113/113 [==============================] - 0s 877us/step - loss: 0.3272 - accuracy: 0.8675
Epoch 346/500
113/113 [==============================] - 0s 838us/step - loss: 0.3278 - accuracy: 0.8669
Epoch 347/500
113/113 [==============================] - 0s 858us/step - loss: 0.3277 - accuracy: 0.8667
Epoch 348/500
113/113 [==============================] - 0s 868us/step - loss: 0.3282 - accuracy: 0.8647
Epoch 349/500
113/113 [==============================] - 0s 849us/step - loss: 0.3280 - accuracy: 0.8667
Epoch 350/500
113/113 [==============================] - 0s 968us/step - loss: 0.3275 - accuracy: 0.8665
Epoch 351/500
113/113 [==============================] - 0s 829us/step - loss: 0.3281 - accuracy: 0.8676
Epoch 352/500
113/113 [==============================] - 0s 840us/step - loss: 0.3274 - accuracy: 0.8653
Epoch 353/500
113/113 [==============================] - 0s 867us/step - loss: 0.3276 - accuracy: 0.8667
Epoch 354/500
113/113 [==============================] - 0s 846us/step - loss: 0.3277 - accuracy: 0.8664
Epoch 355/500
113/113 [==============================] - 0s 872us/step - loss: 0.3279 - accuracy: 0.8643
Epoch 356/500
113/113 [==============================] - 0s 840us/step - loss: 0.3275 - accuracy: 0.8668
Epoch 357/500
113/113 [==============================] - 0s 845us/step - loss: 0.3275 - accuracy: 0.8672
Epoch 358/500
113/113 [==============================] - 0s 863us/step - loss: 0.3278 - accuracy: 0.8661
Epoch 359/500
113/113 [==============================] - 0s 868us/step - loss: 0.3273 - accuracy: 0.8647
Epoch 360/500
113/113 [==============================] - 0s 943us/step - loss: 0.3274 - accuracy: 0.8657
Epoch 361/500
113/113 [==============================] - 0s 838us/step - loss: 0.3269 - accuracy: 0.8671
Epoch 362/500
113/113 [==============================] - 0s 836us/step - loss: 0.3268 - accuracy: 0.8675
Epoch 363/500
113/113 [==============================] - 0s 880us/step - loss: 0.3274 - accuracy: 0.8658
Epoch 364/500
113/113 [==============================] - 0s 862us/step - loss: 0.3276 - accuracy: 0.8654
Epoch 365/500
113/113 [==============================] - 0s 875us/step - loss: 0.3268 - accuracy: 0.8669
Epoch 366/500
113/113 [==============================] - 0s 844us/step - loss: 0.3275 - accuracy: 0.8669
Epoch 367/500
113/113 [==============================] - 0s 860us/step - loss: 0.3275 - accuracy: 0.8671
Epoch 368/500
113/113 [==============================] - 0s 856us/step - loss: 0.3273 - accuracy: 0.8657
Epoch 369/500
113/113 [==============================] - 0s 852us/step - loss: 0.3275 - accuracy: 0.8657
Epoch 370/500
113/113 [==============================] - 0s 951us/step - loss: 0.3269 - accuracy: 0.8665
Epoch 371/500
113/113 [==============================] - 0s 862us/step - loss: 0.3272 - accuracy: 0.8667
Epoch 372/500
113/113 [==============================] - 0s 831us/step - loss: 0.3271 - accuracy: 0.8651
Epoch 373/500
113/113 [==============================] - 0s 862us/step - loss: 0.3273 - accuracy: 0.8656
Epoch 374/500
113/113 [==============================] - 0s 860us/step - loss: 0.3271 - accuracy: 0.8671
Epoch 375/500
113/113 [==============================] - 0s 875us/step - loss: 0.3270 - accuracy: 0.8664
Epoch 376/500
113/113 [==============================] - 0s 835us/step - loss: 0.3272 - accuracy: 0.8672
Epoch 377/500
113/113 [==============================] - 0s 906us/step - loss: 0.3271 - accuracy: 0.8668
Epoch 378/500
113/113 [==============================] - 0s 859us/step - loss: 0.3265 - accuracy: 0.8676
Epoch 379/500
113/113 [==============================] - 0s 847us/step - loss: 0.3270 - accuracy: 0.8649
Epoch 380/500
113/113 [==============================] - 0s 912us/step - loss: 0.3271 - accuracy: 0.8656
Epoch 381/500
113/113 [==============================] - 0s 829us/step - loss: 0.3267 - accuracy: 0.8668
Epoch 382/500
113/113 [==============================] - 0s 864us/step - loss: 0.3266 - accuracy: 0.8668
Epoch 383/500
113/113 [==============================] - 0s 867us/step - loss: 0.3266 - accuracy: 0.8664
Epoch 384/500
113/113 [==============================] - 0s 846us/step - loss: 0.3268 - accuracy: 0.8672
Epoch 385/500
113/113 [==============================] - 0s 908us/step - loss: 0.3269 - accuracy: 0.8667
Epoch 386/500
113/113 [==============================] - 0s 849us/step - loss: 0.3263 - accuracy: 0.8651
Epoch 387/500
113/113 [==============================] - 0s 885us/step - loss: 0.3262 - accuracy: 0.8674
Epoch 388/500
113/113 [==============================] - 0s 872us/step - loss: 0.3271 - accuracy: 0.8676
Epoch 389/500
113/113 [==============================] - 0s 839us/step - loss: 0.3267 - accuracy: 0.8668
Epoch 390/500
113/113 [==============================] - 0s 918us/step - loss: 0.3272 - accuracy: 0.8664
Epoch 391/500
113/113 [==============================] - 0s 829us/step - loss: 0.3264 - accuracy: 0.8640
Epoch 392/500
113/113 [==============================] - 0s 848us/step - loss: 0.3263 - accuracy: 0.8664
Epoch 393/500
113/113 [==============================] - 0s 869us/step - loss: 0.3263 - accuracy: 0.8667
Epoch 394/500
113/113 [==============================] - 0s 852us/step - loss: 0.3266 - accuracy: 0.8646
Epoch 395/500
113/113 [==============================] - 0s 870us/step - loss: 0.3265 - accuracy: 0.8678
Epoch 396/500
113/113 [==============================] - 0s 845us/step - loss: 0.3268 - accuracy: 0.8672
Epoch 397/500
113/113 [==============================] - 0s 860us/step - loss: 0.3266 - accuracy: 0.8669
Epoch 398/500
113/113 [==============================] - 0s 866us/step - loss: 0.3266 - accuracy: 0.8664
Epoch 399/500
113/113 [==============================] - 0s 852us/step - loss: 0.3262 - accuracy: 0.8654
Epoch 400/500
113/113 [==============================] - 0s 918us/step - loss: 0.3265 - accuracy: 0.8661
Epoch 401/500
113/113 [==============================] - 0s 834us/step - loss: 0.3268 - accuracy: 0.8660
Epoch 402/500
113/113 [==============================] - 0s 883us/step - loss: 0.3268 - accuracy: 0.8662
Epoch 403/500
113/113 [==============================] - 0s 888us/step - loss: 0.3265 - accuracy: 0.8665
Epoch 404/500
113/113 [==============================] - 0s 867us/step - loss: 0.3266 - accuracy: 0.8653
Epoch 405/500
113/113 [==============================] - 0s 866us/step - loss: 0.3260 - accuracy: 0.8660
Epoch 406/500
113/113 [==============================] - 0s 848us/step - loss: 0.3262 - accuracy: 0.8672
Epoch 407/500
113/113 [==============================] - 0s 846us/step - loss: 0.3261 - accuracy: 0.8661
Epoch 408/500
113/113 [==============================] - 0s 870us/step - loss: 0.3265 - accuracy: 0.8665
Epoch 409/500
113/113 [==============================] - 0s 900us/step - loss: 0.3262 - accuracy: 0.8679
Epoch 410/500
113/113 [==============================] - 0s 887us/step - loss: 0.3264 - accuracy: 0.8660
Epoch 411/500
113/113 [==============================] - 0s 839us/step - loss: 0.3261 - accuracy: 0.8657
Epoch 412/500
113/113 [==============================] - 0s 838us/step - loss: 0.3261 - accuracy: 0.8671
Epoch 413/500
113/113 [==============================] - 0s 867us/step - loss: 0.3262 - accuracy: 0.8668
Epoch 414/500
113/113 [==============================] - 0s 842us/step - loss: 0.3266 - accuracy: 0.8667
Epoch 415/500
113/113 [==============================] - 0s 872us/step - loss: 0.3256 - accuracy: 0.8687
Epoch 416/500
113/113 [==============================] - 0s 850us/step - loss: 0.3268 - accuracy: 0.8665
Epoch 417/500
113/113 [==============================] - 0s 861us/step - loss: 0.3262 - accuracy: 0.8665
Epoch 418/500
113/113 [==============================] - 0s 870us/step - loss: 0.3260 - accuracy: 0.8674
Epoch 419/500
113/113 [==============================] - 0s 859us/step - loss: 0.3257 - accuracy: 0.8685
Epoch 420/500
113/113 [==============================] - 0s 888us/step - loss: 0.3258 - accuracy: 0.8654
Epoch 421/500
113/113 [==============================] - 0s 876us/step - loss: 0.3267 - accuracy: 0.8671
Epoch 422/500
113/113 [==============================] - 0s 836us/step - loss: 0.3269 - accuracy: 0.8657
Epoch 423/500
113/113 [==============================] - 0s 880us/step - loss: 0.3264 - accuracy: 0.8676
Epoch 424/500
113/113 [==============================] - 0s 855us/step - loss: 0.3263 - accuracy: 0.8658
Epoch 425/500
113/113 [==============================] - 0s 882us/step - loss: 0.3256 - accuracy: 0.8682
Epoch 426/500
113/113 [==============================] - 0s 851us/step - loss: 0.3262 - accuracy: 0.8668
Epoch 427/500
113/113 [==============================] - 0s 921us/step - loss: 0.3269 - accuracy: 0.8657
Epoch 428/500
113/113 [==============================] - 0s 885us/step - loss: 0.3262 - accuracy: 0.8667
Epoch 429/500
113/113 [==============================] - 0s 965us/step - loss: 0.3264 - accuracy: 0.8657
Epoch 430/500
113/113 [==============================] - 0s 871us/step - loss: 0.3260 - accuracy: 0.8664
Epoch 431/500
113/113 [==============================] - 0s 834us/step - loss: 0.3260 - accuracy: 0.8664
Epoch 432/500
113/113 [==============================] - 0s 835us/step - loss: 0.3261 - accuracy: 0.8665
Epoch 433/500
113/113 [==============================] - 0s 934us/step - loss: 0.3255 - accuracy: 0.8662
Epoch 434/500
113/113 [==============================] - 0s 857us/step - loss: 0.3265 - accuracy: 0.8660
Epoch 435/500
113/113 [==============================] - 0s 862us/step - loss: 0.3253 - accuracy: 0.8689
Epoch 436/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3259 - accuracy: 0.8647
Epoch 437/500
113/113 [==============================] - 0s 880us/step - loss: 0.3258 - accuracy: 0.8661
Epoch 438/500
113/113 [==============================] - 0s 833us/step - loss: 0.3259 - accuracy: 0.8657
Epoch 439/500
113/113 [==============================] - 0s 854us/step - loss: 0.3256 - accuracy: 0.8669
Epoch 440/500
113/113 [==============================] - 0s 852us/step - loss: 0.3258 - accuracy: 0.8664
Epoch 441/500
113/113 [==============================] - 0s 846us/step - loss: 0.3263 - accuracy: 0.8664
Epoch 442/500
113/113 [==============================] - 0s 871us/step - loss: 0.3261 - accuracy: 0.8662
Epoch 443/500
113/113 [==============================] - 0s 845us/step - loss: 0.3262 - accuracy: 0.8675
Epoch 444/500
113/113 [==============================] - 0s 855us/step - loss: 0.3263 - accuracy: 0.8675
Epoch 445/500
113/113 [==============================] - 0s 864us/step - loss: 0.3260 - accuracy: 0.8635
Epoch 446/500
113/113 [==============================] - 0s 843us/step - loss: 0.3258 - accuracy: 0.8651
Epoch 447/500
113/113 [==============================] - 0s 884us/step - loss: 0.3262 - accuracy: 0.8664
Epoch 448/500
113/113 [==============================] - 0s 843us/step - loss: 0.3257 - accuracy: 0.8653
Epoch 449/500
113/113 [==============================] - 0s 860us/step - loss: 0.3255 - accuracy: 0.8662
Epoch 450/500
113/113 [==============================] - 0s 863us/step - loss: 0.3259 - accuracy: 0.8658
Epoch 451/500
113/113 [==============================] - 0s 913us/step - loss: 0.3257 - accuracy: 0.8653
Epoch 452/500
113/113 [==============================] - 0s 874us/step - loss: 0.3262 - accuracy: 0.8675
Epoch 453/500
113/113 [==============================] - 0s 849us/step - loss: 0.3258 - accuracy: 0.8658
Epoch 454/500
113/113 [==============================] - 0s 849us/step - loss: 0.3255 - accuracy: 0.8661
Epoch 455/500
113/113 [==============================] - 0s 853us/step - loss: 0.3258 - accuracy: 0.8658
Epoch 456/500
113/113 [==============================] - 0s 837us/step - loss: 0.3260 - accuracy: 0.8667
Epoch 457/500
113/113 [==============================] - 0s 867us/step - loss: 0.3255 - accuracy: 0.8657
Epoch 458/500
113/113 [==============================] - 0s 842us/step - loss: 0.3265 - accuracy: 0.8664
Epoch 459/500
113/113 [==============================] - 0s 876us/step - loss: 0.3261 - accuracy: 0.8647
Epoch 460/500
113/113 [==============================] - 0s 965us/step - loss: 0.3256 - accuracy: 0.8646
Epoch 461/500
113/113 [==============================] - 0s 849us/step - loss: 0.3258 - accuracy: 0.8667
Epoch 462/500
113/113 [==============================] - 0s 868us/step - loss: 0.3260 - accuracy: 0.8662
Epoch 463/500
113/113 [==============================] - 0s 852us/step - loss: 0.3259 - accuracy: 0.8660
Epoch 464/500
113/113 [==============================] - 0s 867us/step - loss: 0.3254 - accuracy: 0.8654
Epoch 465/500
113/113 [==============================] - 0s 874us/step - loss: 0.3252 - accuracy: 0.8671
Epoch 466/500
113/113 [==============================] - 0s 851us/step - loss: 0.3255 - accuracy: 0.8661
Epoch 467/500
113/113 [==============================] - 0s 875us/step - loss: 0.3255 - accuracy: 0.8668
Epoch 468/500
113/113 [==============================] - 0s 844us/step - loss: 0.3257 - accuracy: 0.8661
Epoch 469/500
113/113 [==============================] - 0s 938us/step - loss: 0.3258 - accuracy: 0.8657
Epoch 470/500
113/113 [==============================] - 0s 857us/step - loss: 0.3252 - accuracy: 0.8654
Epoch 471/500
113/113 [==============================] - 0s 829us/step - loss: 0.3260 - accuracy: 0.8656
Epoch 472/500
113/113 [==============================] - 0s 862us/step - loss: 0.3258 - accuracy: 0.8656
Epoch 473/500
113/113 [==============================] - 0s 828us/step - loss: 0.3258 - accuracy: 0.8668
Epoch 474/500
113/113 [==============================] - 0s 848us/step - loss: 0.3253 - accuracy: 0.8661
Epoch 475/500
113/113 [==============================] - 0s 857us/step - loss: 0.3254 - accuracy: 0.8679
Epoch 476/500
113/113 [==============================] - 0s 832us/step - loss: 0.3255 - accuracy: 0.8668
Epoch 477/500
113/113 [==============================] - 0s 872us/step - loss: 0.3254 - accuracy: 0.8651
Epoch 478/500
113/113 [==============================] - 0s 834us/step - loss: 0.3257 - accuracy: 0.8661
Epoch 479/500
113/113 [==============================] - 0s 941us/step - loss: 0.3253 - accuracy: 0.8690
Epoch 480/500
113/113 [==============================] - 0s 855us/step - loss: 0.3256 - accuracy: 0.8650
Epoch 481/500
113/113 [==============================] - 0s 839us/step - loss: 0.3253 - accuracy: 0.8672
Epoch 482/500
113/113 [==============================] - 0s 926us/step - loss: 0.3254 - accuracy: 0.8661
Epoch 483/500
113/113 [==============================] - 0s 834us/step - loss: 0.3259 - accuracy: 0.8657
Epoch 484/500
113/113 [==============================] - 0s 849us/step - loss: 0.3257 - accuracy: 0.8679
Epoch 485/500
113/113 [==============================] - 0s 882us/step - loss: 0.3250 - accuracy: 0.8678
Epoch 486/500
113/113 [==============================] - 0s 843us/step - loss: 0.3253 - accuracy: 0.8675
Epoch 487/500
113/113 [==============================] - 0s 881us/step - loss: 0.3257 - accuracy: 0.8654
Epoch 488/500
113/113 [==============================] - 0s 860us/step - loss: 0.3257 - accuracy: 0.8665
Epoch 489/500
113/113 [==============================] - 0s 922us/step - loss: 0.3255 - accuracy: 0.8636
Epoch 490/500
113/113 [==============================] - 0s 897us/step - loss: 0.3257 - accuracy: 0.8664
Epoch 491/500
113/113 [==============================] - 0s 830us/step - loss: 0.3250 - accuracy: 0.8668
Epoch 492/500
113/113 [==============================] - 0s 877us/step - loss: 0.3255 - accuracy: 0.8661
Epoch 493/500
113/113 [==============================] - 0s 847us/step - loss: 0.3251 - accuracy: 0.8671
Epoch 494/500
113/113 [==============================] - 0s 844us/step - loss: 0.3251 - accuracy: 0.8658
Epoch 495/500
113/113 [==============================] - 0s 863us/step - loss: 0.3250 - accuracy: 0.8675
Epoch 496/500
113/113 [==============================] - 0s 846us/step - loss: 0.3253 - accuracy: 0.8664
Epoch 497/500
113/113 [==============================] - 0s 879us/step - loss: 0.3265 - accuracy: 0.8651
Epoch 498/500
113/113 [==============================] - 0s 836us/step - loss: 0.3251 - accuracy: 0.8647
Epoch 499/500
113/113 [==============================] - 0s 872us/step - loss: 0.3257 - accuracy: 0.8658
Epoch 500/500
113/113 [==============================] - 0s 876us/step - loss: 0.3256 - accuracy: 0.8661
Epoch 1/500
113/113 [==============================] - 0s 878us/step - loss: 0.6699 - accuracy: 0.7958
Epoch 2/500
113/113 [==============================] - 0s 840us/step - loss: 0.5420 - accuracy: 0.7978
Epoch 3/500
113/113 [==============================] - 0s 887us/step - loss: 0.4493 - accuracy: 0.7978
Epoch 4/500
113/113 [==============================] - 0s 853us/step - loss: 0.4381 - accuracy: 0.7978
Epoch 5/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4342 - accuracy: 0.7978
Epoch 6/500
113/113 [==============================] - 0s 897us/step - loss: 0.4319 - accuracy: 0.7978
Epoch 7/500
113/113 [==============================] - 0s 854us/step - loss: 0.4305 - accuracy: 0.7978
Epoch 8/500
113/113 [==============================] - 0s 878us/step - loss: 0.4294 - accuracy: 0.7978
Epoch 9/500
113/113 [==============================] - 0s 882us/step - loss: 0.4286 - accuracy: 0.7978
Epoch 10/500
113/113 [==============================] - 0s 911us/step - loss: 0.4280 - accuracy: 0.7978
Epoch 11/500
113/113 [==============================] - 0s 865us/step - loss: 0.4272 - accuracy: 0.7978
Epoch 12/500
113/113 [==============================] - 0s 957us/step - loss: 0.4265 - accuracy: 0.7978
Epoch 13/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.7978
Epoch 14/500
113/113 [==============================] - 0s 822us/step - loss: 0.4250 - accuracy: 0.7978
Epoch 15/500
113/113 [==============================] - 0s 856us/step - loss: 0.4244 - accuracy: 0.7978
Epoch 16/500
113/113 [==============================] - 0s 820us/step - loss: 0.4236 - accuracy: 0.7978
Epoch 17/500
113/113 [==============================] - 0s 837us/step - loss: 0.4228 - accuracy: 0.7978
Epoch 18/500
113/113 [==============================] - 0s 877us/step - loss: 0.4221 - accuracy: 0.7978
Epoch 19/500
113/113 [==============================] - 0s 834us/step - loss: 0.4215 - accuracy: 0.7978
Epoch 20/500
113/113 [==============================] - 0s 833us/step - loss: 0.4211 - accuracy: 0.8089
Epoch 21/500
113/113 [==============================] - 0s 869us/step - loss: 0.4205 - accuracy: 0.8151
Epoch 22/500
113/113 [==============================] - 0s 853us/step - loss: 0.4198 - accuracy: 0.8156
Epoch 23/500
113/113 [==============================] - 0s 874us/step - loss: 0.4190 - accuracy: 0.8182
Epoch 24/500
113/113 [==============================] - 0s 864us/step - loss: 0.4181 - accuracy: 0.8207
Epoch 25/500
113/113 [==============================] - 0s 870us/step - loss: 0.4172 - accuracy: 0.8217
Epoch 26/500
113/113 [==============================] - 0s 917us/step - loss: 0.4163 - accuracy: 0.8226
Epoch 27/500
113/113 [==============================] - 0s 872us/step - loss: 0.4155 - accuracy: 0.8242
Epoch 28/500
113/113 [==============================] - 0s 853us/step - loss: 0.4147 - accuracy: 0.8253
Epoch 29/500
113/113 [==============================] - 0s 858us/step - loss: 0.4138 - accuracy: 0.8271
Epoch 30/500
113/113 [==============================] - 0s 867us/step - loss: 0.4131 - accuracy: 0.8271
Epoch 31/500
113/113 [==============================] - 0s 884us/step - loss: 0.4122 - accuracy: 0.8269
Epoch 32/500
113/113 [==============================] - 0s 827us/step - loss: 0.4113 - accuracy: 0.8282
Epoch 33/500
113/113 [==============================] - 0s 865us/step - loss: 0.4104 - accuracy: 0.8288
Epoch 34/500
113/113 [==============================] - 0s 865us/step - loss: 0.4097 - accuracy: 0.8297
Epoch 35/500
113/113 [==============================] - 0s 878us/step - loss: 0.4090 - accuracy: 0.8315
Epoch 36/500
113/113 [==============================] - 0s 837us/step - loss: 0.4082 - accuracy: 0.8308
Epoch 37/500
113/113 [==============================] - 0s 838us/step - loss: 0.4076 - accuracy: 0.8322
Epoch 38/500
113/113 [==============================] - 0s 865us/step - loss: 0.4068 - accuracy: 0.8322
Epoch 39/500
113/113 [==============================] - 0s 829us/step - loss: 0.4065 - accuracy: 0.8328
Epoch 40/500
113/113 [==============================] - 0s 831us/step - loss: 0.4058 - accuracy: 0.8328
Epoch 41/500
113/113 [==============================] - 0s 856us/step - loss: 0.4053 - accuracy: 0.8346
Epoch 42/500
113/113 [==============================] - 0s 819us/step - loss: 0.4047 - accuracy: 0.8342
Epoch 43/500
113/113 [==============================] - 0s 862us/step - loss: 0.4045 - accuracy: 0.8354
Epoch 44/500
113/113 [==============================] - 0s 846us/step - loss: 0.4040 - accuracy: 0.8361
Epoch 45/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4036 - accuracy: 0.8364
Epoch 46/500
113/113 [==============================] - 0s 883us/step - loss: 0.4033 - accuracy: 0.8351
Epoch 47/500
113/113 [==============================] - 0s 838us/step - loss: 0.4030 - accuracy: 0.8364
Epoch 48/500
113/113 [==============================] - 0s 869us/step - loss: 0.4026 - accuracy: 0.8361
Epoch 49/500
113/113 [==============================] - 0s 828us/step - loss: 0.4021 - accuracy: 0.8364
Epoch 50/500
113/113 [==============================] - 0s 834us/step - loss: 0.4018 - accuracy: 0.8361
Epoch 51/500
113/113 [==============================] - 0s 841us/step - loss: 0.4015 - accuracy: 0.8372
Epoch 52/500
113/113 [==============================] - 0s 831us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 53/500
113/113 [==============================] - 0s 864us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 54/500
113/113 [==============================] - 0s 868us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 55/500
113/113 [==============================] - 0s 831us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 56/500
113/113 [==============================] - 0s 874us/step - loss: 0.4001 - accuracy: 0.8368
Epoch 57/500
113/113 [==============================] - 0s 839us/step - loss: 0.4005 - accuracy: 0.8379
Epoch 58/500
113/113 [==============================] - 0s 854us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 59/500
113/113 [==============================] - 0s 825us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 60/500
113/113 [==============================] - 0s 840us/step - loss: 0.3997 - accuracy: 0.8368
Epoch 61/500
113/113 [==============================] - 0s 873us/step - loss: 0.3996 - accuracy: 0.8374
Epoch 62/500
113/113 [==============================] - 0s 844us/step - loss: 0.3992 - accuracy: 0.8378
Epoch 63/500
113/113 [==============================] - 0s 865us/step - loss: 0.3992 - accuracy: 0.8375
Epoch 64/500
113/113 [==============================] - 0s 849us/step - loss: 0.3989 - accuracy: 0.8371
Epoch 65/500
113/113 [==============================] - 0s 898us/step - loss: 0.3988 - accuracy: 0.8374
Epoch 66/500
113/113 [==============================] - 0s 867us/step - loss: 0.3985 - accuracy: 0.8374
Epoch 67/500
113/113 [==============================] - 0s 826us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 68/500
113/113 [==============================] - 0s 844us/step - loss: 0.3986 - accuracy: 0.8368
Epoch 69/500
113/113 [==============================] - 0s 826us/step - loss: 0.3982 - accuracy: 0.8363
Epoch 70/500
113/113 [==============================] - 0s 823us/step - loss: 0.3983 - accuracy: 0.8371
Epoch 71/500
113/113 [==============================] - 0s 877us/step - loss: 0.3981 - accuracy: 0.8363
Epoch 72/500
113/113 [==============================] - 0s 823us/step - loss: 0.3979 - accuracy: 0.8379
Epoch 73/500
113/113 [==============================] - 0s 851us/step - loss: 0.3978 - accuracy: 0.8364
Epoch 74/500
113/113 [==============================] - 0s 832us/step - loss: 0.3976 - accuracy: 0.8376
Epoch 75/500
113/113 [==============================] - 0s 877us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 76/500
113/113 [==============================] - 0s 922us/step - loss: 0.3974 - accuracy: 0.8374
Epoch 77/500
113/113 [==============================] - 0s 873us/step - loss: 0.3975 - accuracy: 0.8364
Epoch 78/500
113/113 [==============================] - 0s 886us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 79/500
113/113 [==============================] - 0s 832us/step - loss: 0.3972 - accuracy: 0.8369
Epoch 80/500
113/113 [==============================] - 0s 827us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 81/500
113/113 [==============================] - 0s 876us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 82/500
113/113 [==============================] - 0s 829us/step - loss: 0.3970 - accuracy: 0.8369
Epoch 83/500
113/113 [==============================] - 0s 838us/step - loss: 0.3969 - accuracy: 0.8372
Epoch 84/500
113/113 [==============================] - 0s 886us/step - loss: 0.3970 - accuracy: 0.8368
Epoch 85/500
113/113 [==============================] - 0s 854us/step - loss: 0.3968 - accuracy: 0.8369
Epoch 86/500
113/113 [==============================] - 0s 889us/step - loss: 0.3965 - accuracy: 0.8358
Epoch 87/500
113/113 [==============================] - 0s 830us/step - loss: 0.3965 - accuracy: 0.8375
Epoch 88/500
113/113 [==============================] - 0s 883us/step - loss: 0.3964 - accuracy: 0.8367
Epoch 89/500
113/113 [==============================] - 0s 834us/step - loss: 0.3968 - accuracy: 0.8374
Epoch 90/500
113/113 [==============================] - 0s 839us/step - loss: 0.3965 - accuracy: 0.8381
Epoch 91/500
113/113 [==============================] - 0s 3ms/step - loss: 0.3963 - accuracy: 0.8372
Epoch 92/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8375
Epoch 93/500
113/113 [==============================] - ETA: 0s - loss: 0.3969 - accuracy: 0.83 - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8364
Epoch 94/500
113/113 [==============================] - 0s 926us/step - loss: 0.3961 - accuracy: 0.8369
Epoch 95/500
113/113 [==============================] - 0s 863us/step - loss: 0.3961 - accuracy: 0.8379
Epoch 96/500
113/113 [==============================] - 0s 980us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 97/500
113/113 [==============================] - 0s 919us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 98/500
113/113 [==============================] - 0s 917us/step - loss: 0.3959 - accuracy: 0.8371
Epoch 99/500
113/113 [==============================] - 0s 826us/step - loss: 0.3957 - accuracy: 0.8368
Epoch 100/500
113/113 [==============================] - 0s 847us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 101/500
113/113 [==============================] - 0s 851us/step - loss: 0.3956 - accuracy: 0.8369
Epoch 102/500
113/113 [==============================] - 0s 895us/step - loss: 0.3956 - accuracy: 0.8376
Epoch 103/500
113/113 [==============================] - 0s 927us/step - loss: 0.3956 - accuracy: 0.8369
Epoch 104/500
113/113 [==============================] - 0s 825us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 105/500
113/113 [==============================] - 0s 845us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 106/500
113/113 [==============================] - 0s 859us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 107/500
113/113 [==============================] - 0s 832us/step - loss: 0.3952 - accuracy: 0.8378
Epoch 108/500
113/113 [==============================] - 0s 865us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 109/500
113/113 [==============================] - 0s 834us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 110/500
113/113 [==============================] - 0s 841us/step - loss: 0.3951 - accuracy: 0.8372
Epoch 111/500
113/113 [==============================] - 0s 892us/step - loss: 0.3950 - accuracy: 0.8369
Epoch 112/500
113/113 [==============================] - 0s 848us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 113/500
113/113 [==============================] - 0s 860us/step - loss: 0.3949 - accuracy: 0.8365
Epoch 114/500
113/113 [==============================] - 0s 827us/step - loss: 0.3949 - accuracy: 0.8369
Epoch 115/500
113/113 [==============================] - 0s 845us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 116/500
113/113 [==============================] - 0s 855us/step - loss: 0.3949 - accuracy: 0.8386
Epoch 117/500
113/113 [==============================] - 0s 834us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 118/500
113/113 [==============================] - 0s 857us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 119/500
113/113 [==============================] - 0s 857us/step - loss: 0.3944 - accuracy: 0.8361
Epoch 120/500
113/113 [==============================] - 0s 843us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 121/500
113/113 [==============================] - 0s 852us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 122/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3943 - accuracy: 0.8365: 0s - loss: 0.3915 - accuracy: 0.
Epoch 123/500
113/113 [==============================] - 0s 911us/step - loss: 0.3946 - accuracy: 0.8367
Epoch 124/500
113/113 [==============================] - 0s 927us/step - loss: 0.3943 - accuracy: 0.8378
Epoch 125/500
113/113 [==============================] - 0s 924us/step - loss: 0.3943 - accuracy: 0.8367
Epoch 126/500
113/113 [==============================] - 0s 902us/step - loss: 0.3941 - accuracy: 0.8367
Epoch 127/500
113/113 [==============================] - 0s 856us/step - loss: 0.3940 - accuracy: 0.8372
Epoch 128/500
113/113 [==============================] - 0s 829us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 129/500
113/113 [==============================] - 0s 872us/step - loss: 0.3940 - accuracy: 0.8375
Epoch 130/500
113/113 [==============================] - 0s 835us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 131/500
113/113 [==============================] - 0s 913us/step - loss: 0.3938 - accuracy: 0.8368
Epoch 132/500
113/113 [==============================] - 0s 918us/step - loss: 0.3939 - accuracy: 0.8372
Epoch 133/500
113/113 [==============================] - 0s 843us/step - loss: 0.3938 - accuracy: 0.8383
Epoch 134/500
113/113 [==============================] - 0s 875us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 135/500
113/113 [==============================] - 0s 833us/step - loss: 0.3936 - accuracy: 0.8376
Epoch 136/500
113/113 [==============================] - 0s 833us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 137/500
113/113 [==============================] - 0s 860us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 138/500
113/113 [==============================] - 0s 829us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 139/500
113/113 [==============================] - 0s 880us/step - loss: 0.3935 - accuracy: 0.8365
Epoch 140/500
113/113 [==============================] - 0s 844us/step - loss: 0.3937 - accuracy: 0.8372
Epoch 141/500
113/113 [==============================] - 0s 871us/step - loss: 0.3937 - accuracy: 0.8376
Epoch 142/500
113/113 [==============================] - 0s 868us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 143/500
113/113 [==============================] - 0s 846us/step - loss: 0.3934 - accuracy: 0.8374
Epoch 144/500
113/113 [==============================] - 0s 883us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 145/500
113/113 [==============================] - 0s 836us/step - loss: 0.3934 - accuracy: 0.8364
Epoch 146/500
113/113 [==============================] - 0s 851us/step - loss: 0.3933 - accuracy: 0.8378
Epoch 147/500
113/113 [==============================] - 0s 861us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 148/500
113/113 [==============================] - 0s 840us/step - loss: 0.3932 - accuracy: 0.8369
Epoch 149/500
113/113 [==============================] - 0s 843us/step - loss: 0.3929 - accuracy: 0.8372
Epoch 150/500
113/113 [==============================] - 0s 858us/step - loss: 0.3931 - accuracy: 0.8369
Epoch 151/500
113/113 [==============================] - 0s 866us/step - loss: 0.3927 - accuracy: 0.8375
Epoch 152/500
113/113 [==============================] - 0s 872us/step - loss: 0.3928 - accuracy: 0.8369
Epoch 153/500
113/113 [==============================] - 0s 821us/step - loss: 0.3925 - accuracy: 0.8378
Epoch 154/500
113/113 [==============================] - 0s 837us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 155/500
113/113 [==============================] - 0s 879us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 156/500
113/113 [==============================] - 0s 837us/step - loss: 0.3923 - accuracy: 0.8364
Epoch 157/500
113/113 [==============================] - 0s 859us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 158/500
113/113 [==============================] - 0s 842us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 159/500
113/113 [==============================] - 0s 835us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 160/500
113/113 [==============================] - 0s 854us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 161/500
113/113 [==============================] - 0s 861us/step - loss: 0.3917 - accuracy: 0.8381
Epoch 162/500
113/113 [==============================] - 0s 940us/step - loss: 0.3917 - accuracy: 0.8374
Epoch 163/500
113/113 [==============================] - 0s 827us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 164/500
113/113 [==============================] - 0s 826us/step - loss: 0.3915 - accuracy: 0.8383
Epoch 165/500
113/113 [==============================] - 0s 888us/step - loss: 0.3910 - accuracy: 0.8369
Epoch 166/500
113/113 [==============================] - 0s 838us/step - loss: 0.3908 - accuracy: 0.8382
Epoch 167/500
113/113 [==============================] - 0s 864us/step - loss: 0.3904 - accuracy: 0.8382
Epoch 168/500
113/113 [==============================] - 0s 943us/step - loss: 0.3901 - accuracy: 0.8378
Epoch 169/500
113/113 [==============================] - 0s 838us/step - loss: 0.3901 - accuracy: 0.8372
Epoch 170/500
113/113 [==============================] - 0s 849us/step - loss: 0.3895 - accuracy: 0.8385
Epoch 171/500
113/113 [==============================] - 0s 839us/step - loss: 0.3893 - accuracy: 0.8390
Epoch 172/500
113/113 [==============================] - 0s 858us/step - loss: 0.3887 - accuracy: 0.8392
Epoch 173/500
113/113 [==============================] - 0s 870us/step - loss: 0.3881 - accuracy: 0.8393
Epoch 174/500
113/113 [==============================] - 0s 846us/step - loss: 0.3876 - accuracy: 0.8389
Epoch 175/500
113/113 [==============================] - 0s 877us/step - loss: 0.3871 - accuracy: 0.8410
Epoch 176/500
113/113 [==============================] - 0s 849us/step - loss: 0.3862 - accuracy: 0.8406
Epoch 177/500
113/113 [==============================] - 0s 863us/step - loss: 0.3856 - accuracy: 0.8397
Epoch 178/500
113/113 [==============================] - 0s 828us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 179/500
113/113 [==============================] - 0s 813us/step - loss: 0.3844 - accuracy: 0.8407
Epoch 180/500
113/113 [==============================] - 0s 865us/step - loss: 0.3838 - accuracy: 0.8401
Epoch 181/500
113/113 [==============================] - 0s 835us/step - loss: 0.3832 - accuracy: 0.8417
Epoch 182/500
113/113 [==============================] - 0s 861us/step - loss: 0.3826 - accuracy: 0.8399
Epoch 183/500
113/113 [==============================] - 0s 944us/step - loss: 0.3821 - accuracy: 0.8410
Epoch 184/500
113/113 [==============================] - 0s 833us/step - loss: 0.3816 - accuracy: 0.8403
Epoch 185/500
113/113 [==============================] - 0s 878us/step - loss: 0.3811 - accuracy: 0.8421
Epoch 186/500
113/113 [==============================] - 0s 848us/step - loss: 0.3807 - accuracy: 0.8415
Epoch 187/500
113/113 [==============================] - 0s 875us/step - loss: 0.3802 - accuracy: 0.8419
Epoch 188/500
113/113 [==============================] - 0s 845us/step - loss: 0.3802 - accuracy: 0.8401
Epoch 189/500
113/113 [==============================] - 0s 843us/step - loss: 0.3793 - accuracy: 0.8388
Epoch 190/500
113/113 [==============================] - 0s 966us/step - loss: 0.3791 - accuracy: 0.8392
Epoch 191/500
113/113 [==============================] - 0s 846us/step - loss: 0.3787 - accuracy: 0.8396
Epoch 192/500
113/113 [==============================] - 0s 859us/step - loss: 0.3783 - accuracy: 0.8404
Epoch 193/500
113/113 [==============================] - 0s 858us/step - loss: 0.3782 - accuracy: 0.8403
Epoch 194/500
113/113 [==============================] - 0s 856us/step - loss: 0.3777 - accuracy: 0.8407
Epoch 195/500
113/113 [==============================] - 0s 883us/step - loss: 0.3772 - accuracy: 0.8394
Epoch 196/500
113/113 [==============================] - 0s 855us/step - loss: 0.3769 - accuracy: 0.8401
Epoch 197/500
113/113 [==============================] - 0s 882us/step - loss: 0.3766 - accuracy: 0.8404
Epoch 198/500
113/113 [==============================] - 0s 857us/step - loss: 0.3766 - accuracy: 0.8410
Epoch 199/500
113/113 [==============================] - 0s 854us/step - loss: 0.3758 - accuracy: 0.8404
Epoch 200/500
113/113 [==============================] - 0s 876us/step - loss: 0.3756 - accuracy: 0.8411
Epoch 201/500
113/113 [==============================] - 0s 853us/step - loss: 0.3751 - accuracy: 0.8401
Epoch 202/500
113/113 [==============================] - 0s 985us/step - loss: 0.3748 - accuracy: 0.8422
Epoch 203/500
113/113 [==============================] - 0s 838us/step - loss: 0.3743 - accuracy: 0.8410
Epoch 204/500
113/113 [==============================] - 0s 841us/step - loss: 0.3739 - accuracy: 0.8419
Epoch 205/500
113/113 [==============================] - 0s 872us/step - loss: 0.3734 - accuracy: 0.8418
Epoch 206/500
113/113 [==============================] - 0s 850us/step - loss: 0.3730 - accuracy: 0.8433
Epoch 207/500
113/113 [==============================] - 0s 874us/step - loss: 0.3722 - accuracy: 0.8421
Epoch 208/500
113/113 [==============================] - 0s 850us/step - loss: 0.3714 - accuracy: 0.8454
Epoch 209/500
113/113 [==============================] - 0s 847us/step - loss: 0.3710 - accuracy: 0.8447
Epoch 210/500
113/113 [==============================] - 0s 889us/step - loss: 0.3706 - accuracy: 0.8418
Epoch 211/500
113/113 [==============================] - 0s 874us/step - loss: 0.3704 - accuracy: 0.8443
Epoch 212/500
113/113 [==============================] - 0s 861us/step - loss: 0.3697 - accuracy: 0.8460
Epoch 213/500
113/113 [==============================] - 0s 859us/step - loss: 0.3694 - accuracy: 0.8461
Epoch 214/500
113/113 [==============================] - 0s 850us/step - loss: 0.3686 - accuracy: 0.8450
Epoch 215/500
113/113 [==============================] - 0s 881us/step - loss: 0.3681 - accuracy: 0.8449
Epoch 216/500
113/113 [==============================] - 0s 844us/step - loss: 0.3677 - accuracy: 0.8451
Epoch 217/500
113/113 [==============================] - 0s 879us/step - loss: 0.3674 - accuracy: 0.8457
Epoch 218/500
113/113 [==============================] - 0s 921us/step - loss: 0.3666 - accuracy: 0.8468
Epoch 219/500
113/113 [==============================] - 0s 834us/step - loss: 0.3648 - accuracy: 0.8474
Epoch 220/500
113/113 [==============================] - 0s 880us/step - loss: 0.3633 - accuracy: 0.8508
Epoch 221/500
113/113 [==============================] - 0s 998us/step - loss: 0.3614 - accuracy: 0.8510
Epoch 222/500
113/113 [==============================] - 0s 878us/step - loss: 0.3600 - accuracy: 0.8517
Epoch 223/500
113/113 [==============================] - 0s 840us/step - loss: 0.3592 - accuracy: 0.8525
Epoch 224/500
113/113 [==============================] - 0s 840us/step - loss: 0.3583 - accuracy: 0.8533
Epoch 225/500
113/113 [==============================] - 0s 879us/step - loss: 0.3578 - accuracy: 0.8526
Epoch 226/500
113/113 [==============================] - 0s 845us/step - loss: 0.3574 - accuracy: 0.8544
Epoch 227/500
113/113 [==============================] - 0s 868us/step - loss: 0.3566 - accuracy: 0.8543
Epoch 228/500
113/113 [==============================] - 0s 847us/step - loss: 0.3566 - accuracy: 0.8546
Epoch 229/500
113/113 [==============================] - 0s 851us/step - loss: 0.3566 - accuracy: 0.8543
Epoch 230/500
113/113 [==============================] - 0s 975us/step - loss: 0.3554 - accuracy: 0.8564
Epoch 231/500
113/113 [==============================] - 0s 836us/step - loss: 0.3551 - accuracy: 0.8560
Epoch 232/500
113/113 [==============================] - 0s 862us/step - loss: 0.3549 - accuracy: 0.8562
Epoch 233/500
113/113 [==============================] - 0s 877us/step - loss: 0.3549 - accuracy: 0.8558
Epoch 234/500
113/113 [==============================] - 0s 850us/step - loss: 0.3546 - accuracy: 0.8550
Epoch 235/500
113/113 [==============================] - 0s 848us/step - loss: 0.3541 - accuracy: 0.8568
Epoch 236/500
113/113 [==============================] - 0s 857us/step - loss: 0.3539 - accuracy: 0.8564
Epoch 237/500
113/113 [==============================] - 0s 869us/step - loss: 0.3537 - accuracy: 0.8567
Epoch 238/500
113/113 [==============================] - 0s 847us/step - loss: 0.3535 - accuracy: 0.8562
Epoch 239/500
113/113 [==============================] - 0s 841us/step - loss: 0.3534 - accuracy: 0.8557
Epoch 240/500
113/113 [==============================] - 0s 926us/step - loss: 0.3531 - accuracy: 0.8572
Epoch 241/500
113/113 [==============================] - 0s 867us/step - loss: 0.3529 - accuracy: 0.8568
Epoch 242/500
113/113 [==============================] - 0s 866us/step - loss: 0.3528 - accuracy: 0.8558
Epoch 243/500
113/113 [==============================] - 0s 855us/step - loss: 0.3521 - accuracy: 0.8574
Epoch 244/500
113/113 [==============================] - 0s 855us/step - loss: 0.3524 - accuracy: 0.8562
Epoch 245/500
113/113 [==============================] - 0s 853us/step - loss: 0.3520 - accuracy: 0.8575
Epoch 246/500
113/113 [==============================] - 0s 854us/step - loss: 0.3521 - accuracy: 0.8565
Epoch 247/500
113/113 [==============================] - 0s 868us/step - loss: 0.3517 - accuracy: 0.8553
Epoch 248/500
113/113 [==============================] - 0s 843us/step - loss: 0.3517 - accuracy: 0.8585
Epoch 249/500
113/113 [==============================] - 0s 842us/step - loss: 0.3512 - accuracy: 0.8572
Epoch 250/500
113/113 [==============================] - 0s 920us/step - loss: 0.3511 - accuracy: 0.8568
Epoch 251/500
113/113 [==============================] - 0s 846us/step - loss: 0.3512 - accuracy: 0.8561
Epoch 252/500
113/113 [==============================] - 0s 837us/step - loss: 0.3509 - accuracy: 0.8571
Epoch 253/500
113/113 [==============================] - 0s 848us/step - loss: 0.3511 - accuracy: 0.8571
Epoch 254/500
113/113 [==============================] - 0s 837us/step - loss: 0.3510 - accuracy: 0.8565
Epoch 255/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3510 - accuracy: 0.8585
Epoch 256/500
113/113 [==============================] - 0s 838us/step - loss: 0.3507 - accuracy: 0.8585
Epoch 257/500
113/113 [==============================] - 0s 863us/step - loss: 0.3508 - accuracy: 0.8567
Epoch 258/500
113/113 [==============================] - 0s 832us/step - loss: 0.3504 - accuracy: 0.8576
Epoch 259/500
113/113 [==============================] - 0s 837us/step - loss: 0.3505 - accuracy: 0.8590
Epoch 260/500
113/113 [==============================] - 0s 949us/step - loss: 0.3507 - accuracy: 0.8569
Epoch 261/500
113/113 [==============================] - 0s 860us/step - loss: 0.3504 - accuracy: 0.8569
Epoch 262/500
113/113 [==============================] - 0s 870us/step - loss: 0.3501 - accuracy: 0.8582
Epoch 263/500
113/113 [==============================] - 0s 882us/step - loss: 0.3499 - accuracy: 0.8581
Epoch 264/500
113/113 [==============================] - 0s 831us/step - loss: 0.3502 - accuracy: 0.8579
Epoch 265/500
113/113 [==============================] - 0s 888us/step - loss: 0.3500 - accuracy: 0.8583
Epoch 266/500
113/113 [==============================] - 0s 844us/step - loss: 0.3498 - accuracy: 0.8572
Epoch 267/500
113/113 [==============================] - 0s 881us/step - loss: 0.3499 - accuracy: 0.8586
Epoch 268/500
113/113 [==============================] - 0s 846us/step - loss: 0.3499 - accuracy: 0.8589
Epoch 269/500
113/113 [==============================] - 0s 853us/step - loss: 0.3499 - accuracy: 0.8589
Epoch 270/500
113/113 [==============================] - 0s 960us/step - loss: 0.3496 - accuracy: 0.8592
Epoch 271/500
113/113 [==============================] - 0s 908us/step - loss: 0.3493 - accuracy: 0.8599
Epoch 272/500
113/113 [==============================] - 0s 873us/step - loss: 0.3494 - accuracy: 0.8593
Epoch 273/500
113/113 [==============================] - 0s 871us/step - loss: 0.3496 - accuracy: 0.8596
Epoch 274/500
113/113 [==============================] - 0s 839us/step - loss: 0.3493 - accuracy: 0.8587
Epoch 275/500
113/113 [==============================] - 0s 885us/step - loss: 0.3492 - accuracy: 0.8603
Epoch 276/500
113/113 [==============================] - 0s 850us/step - loss: 0.3489 - accuracy: 0.8590
Epoch 277/500
113/113 [==============================] - 0s 871us/step - loss: 0.3492 - accuracy: 0.8599
Epoch 278/500
113/113 [==============================] - 0s 848us/step - loss: 0.3490 - accuracy: 0.8597
Epoch 279/500
113/113 [==============================] - 0s 854us/step - loss: 0.3489 - accuracy: 0.8594
Epoch 280/500
113/113 [==============================] - 0s 971us/step - loss: 0.3487 - accuracy: 0.8594
Epoch 281/500
113/113 [==============================] - 0s 832us/step - loss: 0.3485 - accuracy: 0.8589
Epoch 282/500
113/113 [==============================] - 0s 871us/step - loss: 0.3485 - accuracy: 0.8592
Epoch 283/500
113/113 [==============================] - 0s 832us/step - loss: 0.3487 - accuracy: 0.8614
Epoch 284/500
113/113 [==============================] - 0s 837us/step - loss: 0.3486 - accuracy: 0.8594
Epoch 285/500
113/113 [==============================] - 0s 883us/step - loss: 0.3484 - accuracy: 0.8594
Epoch 286/500
113/113 [==============================] - 0s 838us/step - loss: 0.3483 - accuracy: 0.8594
Epoch 287/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3482 - accuracy: 0.8603
Epoch 288/500
113/113 [==============================] - 0s 838us/step - loss: 0.3480 - accuracy: 0.8596
Epoch 289/500
113/113 [==============================] - 0s 856us/step - loss: 0.3479 - accuracy: 0.8603
Epoch 290/500
113/113 [==============================] - 0s 970us/step - loss: 0.3480 - accuracy: 0.8610
Epoch 291/500
113/113 [==============================] - 0s 833us/step - loss: 0.3476 - accuracy: 0.8618
Epoch 292/500
113/113 [==============================] - 0s 864us/step - loss: 0.3476 - accuracy: 0.8607
Epoch 293/500
113/113 [==============================] - 0s 832us/step - loss: 0.3475 - accuracy: 0.8599
Epoch 294/500
113/113 [==============================] - 0s 860us/step - loss: 0.3476 - accuracy: 0.8604
Epoch 295/500
113/113 [==============================] - 0s 863us/step - loss: 0.3472 - accuracy: 0.8612
Epoch 296/500
113/113 [==============================] - 0s 849us/step - loss: 0.3478 - accuracy: 0.8607
Epoch 297/500
113/113 [==============================] - 0s 881us/step - loss: 0.3470 - accuracy: 0.8608
Epoch 298/500
113/113 [==============================] - 0s 845us/step - loss: 0.3473 - accuracy: 0.8614
Epoch 299/500
113/113 [==============================] - 0s 870us/step - loss: 0.3470 - accuracy: 0.8622
Epoch 300/500
113/113 [==============================] - 0s 927us/step - loss: 0.3470 - accuracy: 0.8606
Epoch 301/500
113/113 [==============================] - 0s 837us/step - loss: 0.3466 - accuracy: 0.8614
Epoch 302/500
113/113 [==============================] - 0s 858us/step - loss: 0.3462 - accuracy: 0.8608
Epoch 303/500
113/113 [==============================] - 0s 844us/step - loss: 0.3461 - accuracy: 0.8615
Epoch 304/500
113/113 [==============================] - 0s 860us/step - loss: 0.3458 - accuracy: 0.8611
Epoch 305/500
113/113 [==============================] - 0s 853us/step - loss: 0.3458 - accuracy: 0.8600
Epoch 306/500
113/113 [==============================] - 0s 849us/step - loss: 0.3453 - accuracy: 0.8607
Epoch 307/500
113/113 [==============================] - 0s 860us/step - loss: 0.3450 - accuracy: 0.8617
Epoch 308/500
113/113 [==============================] - 0s 831us/step - loss: 0.3449 - accuracy: 0.8603
Epoch 309/500
113/113 [==============================] - 0s 833us/step - loss: 0.3447 - accuracy: 0.8600
Epoch 310/500
113/113 [==============================] - 0s 998us/step - loss: 0.3443 - accuracy: 0.8607
Epoch 311/500
113/113 [==============================] - 0s 839us/step - loss: 0.3442 - accuracy: 0.8608
Epoch 312/500
113/113 [==============================] - 0s 863us/step - loss: 0.3439 - accuracy: 0.8606
Epoch 313/500
113/113 [==============================] - 0s 837us/step - loss: 0.3436 - accuracy: 0.8615
Epoch 314/500
113/113 [==============================] - 0s 846us/step - loss: 0.3434 - accuracy: 0.8615
Epoch 315/500
113/113 [==============================] - 0s 848us/step - loss: 0.3432 - accuracy: 0.8622
Epoch 316/500
113/113 [==============================] - 0s 846us/step - loss: 0.3428 - accuracy: 0.8610
Epoch 317/500
113/113 [==============================] - 0s 884us/step - loss: 0.3428 - accuracy: 0.8614
Epoch 318/500
113/113 [==============================] - 0s 837us/step - loss: 0.3427 - accuracy: 0.8612
Epoch 319/500
113/113 [==============================] - 0s 848us/step - loss: 0.3425 - accuracy: 0.8612
Epoch 320/500
113/113 [==============================] - 0s 974us/step - loss: 0.3426 - accuracy: 0.8610
Epoch 321/500
113/113 [==============================] - 0s 833us/step - loss: 0.3419 - accuracy: 0.8608
Epoch 322/500
113/113 [==============================] - 0s 875us/step - loss: 0.3422 - accuracy: 0.8599
Epoch 323/500
113/113 [==============================] - 0s 837us/step - loss: 0.3418 - accuracy: 0.8622
Epoch 324/500
113/113 [==============================] - 0s 919us/step - loss: 0.3416 - accuracy: 0.8610
Epoch 325/500
113/113 [==============================] - 0s 851us/step - loss: 0.3413 - accuracy: 0.8626
Epoch 326/500
113/113 [==============================] - 0s 833us/step - loss: 0.3419 - accuracy: 0.8606
Epoch 327/500
113/113 [==============================] - 0s 899us/step - loss: 0.3410 - accuracy: 0.8606
Epoch 328/500
113/113 [==============================] - 0s 835us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 329/500
113/113 [==============================] - 0s 865us/step - loss: 0.3411 - accuracy: 0.8610
Epoch 330/500
113/113 [==============================] - 0s 991us/step - loss: 0.3407 - accuracy: 0.8633
Epoch 331/500
113/113 [==============================] - 0s 839us/step - loss: 0.3406 - accuracy: 0.8606
Epoch 332/500
113/113 [==============================] - 0s 934us/step - loss: 0.3409 - accuracy: 0.8608
Epoch 333/500
113/113 [==============================] - 0s 828us/step - loss: 0.3406 - accuracy: 0.8606
Epoch 334/500
113/113 [==============================] - 0s 871us/step - loss: 0.3403 - accuracy: 0.8626
Epoch 335/500
113/113 [==============================] - 0s 856us/step - loss: 0.3402 - accuracy: 0.8606
Epoch 336/500
113/113 [==============================] - 0s 849us/step - loss: 0.3401 - accuracy: 0.8612
Epoch 337/500
113/113 [==============================] - 0s 879us/step - loss: 0.3400 - accuracy: 0.8619
Epoch 338/500
113/113 [==============================] - 0s 833us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 339/500
113/113 [==============================] - 0s 866us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 340/500
113/113 [==============================] - 0s 937us/step - loss: 0.3401 - accuracy: 0.8614
Epoch 341/500
113/113 [==============================] - 0s 837us/step - loss: 0.3397 - accuracy: 0.8608
Epoch 342/500
113/113 [==============================] - 0s 872us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 343/500
113/113 [==============================] - 0s 839us/step - loss: 0.3397 - accuracy: 0.8600
Epoch 344/500
113/113 [==============================] - 0s 855us/step - loss: 0.3396 - accuracy: 0.8610
Epoch 345/500
113/113 [==============================] - 0s 853us/step - loss: 0.3393 - accuracy: 0.8614
Epoch 346/500
113/113 [==============================] - 0s 842us/step - loss: 0.3389 - accuracy: 0.8625
Epoch 347/500
113/113 [==============================] - 0s 867us/step - loss: 0.3388 - accuracy: 0.8608
Epoch 348/500
113/113 [==============================] - 0s 834us/step - loss: 0.3393 - accuracy: 0.8617
Epoch 349/500
113/113 [==============================] - 0s 866us/step - loss: 0.3389 - accuracy: 0.8624
Epoch 350/500
113/113 [==============================] - 0s 908us/step - loss: 0.3389 - accuracy: 0.8624
Epoch 351/500
113/113 [==============================] - 0s 855us/step - loss: 0.3390 - accuracy: 0.8614
Epoch 352/500
113/113 [==============================] - 0s 866us/step - loss: 0.3389 - accuracy: 0.8618
Epoch 353/500
113/113 [==============================] - 0s 846us/step - loss: 0.3388 - accuracy: 0.8606
Epoch 354/500
113/113 [==============================] - 0s 887us/step - loss: 0.3384 - accuracy: 0.8607
Epoch 355/500
113/113 [==============================] - 0s 873us/step - loss: 0.3389 - accuracy: 0.8629
Epoch 356/500
113/113 [==============================] - 0s 838us/step - loss: 0.3384 - accuracy: 0.8614
Epoch 357/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3385 - accuracy: 0.8628
Epoch 358/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3386 - accuracy: 0.8593
Epoch 359/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3385 - accuracy: 0.8614
Epoch 360/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8617
Epoch 361/500
113/113 [==============================] - 0s 914us/step - loss: 0.3384 - accuracy: 0.8614
Epoch 362/500
113/113 [==============================] - 0s 907us/step - loss: 0.3386 - accuracy: 0.8610
Epoch 363/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3383 - accuracy: 0.8626
Epoch 364/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3383 - accuracy: 0.8624
Epoch 365/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8607
Epoch 366/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3380 - accuracy: 0.8615
Epoch 367/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8619
Epoch 368/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3380 - accuracy: 0.8619
Epoch 369/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3381 - accuracy: 0.8619
Epoch 370/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3380 - accuracy: 0.8604
Epoch 371/500
113/113 [==============================] - 0s 963us/step - loss: 0.3377 - accuracy: 0.8604
Epoch 372/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3378 - accuracy: 0.8619
Epoch 373/500
113/113 [==============================] - 0s 962us/step - loss: 0.3377 - accuracy: 0.8619
Epoch 374/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3376 - accuracy: 0.8625
Epoch 375/500
113/113 [==============================] - 0s 910us/step - loss: 0.3376 - accuracy: 0.8621
Epoch 376/500
113/113 [==============================] - 0s 952us/step - loss: 0.3381 - accuracy: 0.8606
Epoch 377/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3374 - accuracy: 0.8619
Epoch 378/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3374 - accuracy: 0.8621
Epoch 379/500
113/113 [==============================] - 0s 985us/step - loss: 0.3377 - accuracy: 0.8618
Epoch 380/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3374 - accuracy: 0.8618
Epoch 381/500
113/113 [==============================] - 0s 983us/step - loss: 0.3374 - accuracy: 0.8618
Epoch 382/500
113/113 [==============================] - 0s 927us/step - loss: 0.3374 - accuracy: 0.8625
Epoch 383/500
113/113 [==============================] - 0s 988us/step - loss: 0.3375 - accuracy: 0.8622
Epoch 384/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3374 - accuracy: 0.8611
Epoch 385/500
113/113 [==============================] - 0s 907us/step - loss: 0.3377 - accuracy: 0.8626
Epoch 386/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3373 - accuracy: 0.8628
Epoch 387/500
113/113 [==============================] - 0s 849us/step - loss: 0.3375 - accuracy: 0.8632
Epoch 388/500
113/113 [==============================] - 0s 900us/step - loss: 0.3373 - accuracy: 0.8615
Epoch 389/500
113/113 [==============================] - 0s 857us/step - loss: 0.3373 - accuracy: 0.8621
Epoch 390/500
113/113 [==============================] - 0s 838us/step - loss: 0.3375 - accuracy: 0.8617
Epoch 391/500
113/113 [==============================] - 0s 989us/step - loss: 0.3373 - accuracy: 0.8628
Epoch 392/500
113/113 [==============================] - 0s 862us/step - loss: 0.3375 - accuracy: 0.8629
Epoch 393/500
113/113 [==============================] - 0s 862us/step - loss: 0.3370 - accuracy: 0.8631
Epoch 394/500
113/113 [==============================] - 0s 868us/step - loss: 0.3372 - accuracy: 0.8622
Epoch 395/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3372 - accuracy: 0.8632
Epoch 396/500
113/113 [==============================] - 0s 992us/step - loss: 0.3372 - accuracy: 0.8625
Epoch 397/500
113/113 [==============================] - 0s 816us/step - loss: 0.3370 - accuracy: 0.8626
Epoch 398/500
113/113 [==============================] - 0s 926us/step - loss: 0.3371 - accuracy: 0.8617
Epoch 399/500
113/113 [==============================] - 0s 812us/step - loss: 0.3369 - accuracy: 0.8624
Epoch 400/500
113/113 [==============================] - 0s 833us/step - loss: 0.3367 - accuracy: 0.8626
Epoch 401/500
113/113 [==============================] - 0s 894us/step - loss: 0.3368 - accuracy: 0.8612
Epoch 402/500
113/113 [==============================] - 0s 793us/step - loss: 0.3366 - accuracy: 0.8622
Epoch 403/500
113/113 [==============================] - 0s 856us/step - loss: 0.3367 - accuracy: 0.8619
Epoch 404/500
113/113 [==============================] - 0s 856us/step - loss: 0.3364 - accuracy: 0.8636
Epoch 405/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3365 - accuracy: 0.8618
Epoch 406/500
113/113 [==============================] - 0s 853us/step - loss: 0.3365 - accuracy: 0.8628
Epoch 407/500
113/113 [==============================] - 0s 826us/step - loss: 0.3367 - accuracy: 0.8624
Epoch 408/500
113/113 [==============================] - 0s 877us/step - loss: 0.3364 - accuracy: 0.8611
Epoch 409/500
113/113 [==============================] - 0s 839us/step - loss: 0.3365 - accuracy: 0.8619
Epoch 410/500
113/113 [==============================] - 0s 939us/step - loss: 0.3364 - accuracy: 0.8626
Epoch 411/500
113/113 [==============================] - 0s 966us/step - loss: 0.3363 - accuracy: 0.8631
Epoch 412/500
113/113 [==============================] - 0s 956us/step - loss: 0.3361 - accuracy: 0.8642
Epoch 413/500
113/113 [==============================] - 0s 965us/step - loss: 0.3364 - accuracy: 0.8629
Epoch 414/500
113/113 [==============================] - 0s 952us/step - loss: 0.3361 - accuracy: 0.8626
Epoch 415/500
113/113 [==============================] - 0s 973us/step - loss: 0.3362 - accuracy: 0.8628
Epoch 416/500
113/113 [==============================] - 0s 935us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 417/500
113/113 [==============================] - 0s 965us/step - loss: 0.3360 - accuracy: 0.8621
Epoch 418/500
113/113 [==============================] - 0s 928us/step - loss: 0.3360 - accuracy: 0.8624
Epoch 419/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3360 - accuracy: 0.8626
Epoch 420/500
113/113 [==============================] - 0s 940us/step - loss: 0.3361 - accuracy: 0.8618
Epoch 421/500
113/113 [==============================] - 0s 917us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 422/500
113/113 [==============================] - 0s 887us/step - loss: 0.3358 - accuracy: 0.8628
Epoch 423/500
113/113 [==============================] - 0s 850us/step - loss: 0.3360 - accuracy: 0.8637
Epoch 424/500
113/113 [==============================] - 0s 964us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 425/500
113/113 [==============================] - 0s 842us/step - loss: 0.3358 - accuracy: 0.8635
Epoch 426/500
113/113 [==============================] - 0s 834us/step - loss: 0.3362 - accuracy: 0.8635
Epoch 427/500
113/113 [==============================] - 0s 857us/step - loss: 0.3358 - accuracy: 0.8633
Epoch 428/500
113/113 [==============================] - 0s 827us/step - loss: 0.3360 - accuracy: 0.8618
Epoch 429/500
113/113 [==============================] - 0s 883us/step - loss: 0.3360 - accuracy: 0.8617
Epoch 430/500
113/113 [==============================] - 0s 842us/step - loss: 0.3357 - accuracy: 0.8639
Epoch 431/500
113/113 [==============================] - 0s 834us/step - loss: 0.3357 - accuracy: 0.8626
Epoch 432/500
113/113 [==============================] - 0s 865us/step - loss: 0.3357 - accuracy: 0.8633
Epoch 433/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3354 - accuracy: 0.8621
Epoch 434/500
113/113 [==============================] - 0s 991us/step - loss: 0.3355 - accuracy: 0.8629
Epoch 435/500
113/113 [==============================] - 0s 853us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 436/500
113/113 [==============================] - 0s 835us/step - loss: 0.3356 - accuracy: 0.8622
Epoch 437/500
113/113 [==============================] - 0s 860us/step - loss: 0.3355 - accuracy: 0.8615
Epoch 438/500
113/113 [==============================] - 0s 868us/step - loss: 0.3359 - accuracy: 0.8635
Epoch 439/500
113/113 [==============================] - 0s 854us/step - loss: 0.3355 - accuracy: 0.8628
Epoch 440/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3355 - accuracy: 0.8621
Epoch 441/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3356 - accuracy: 0.8640
Epoch 442/500
113/113 [==============================] - 0s 924us/step - loss: 0.3354 - accuracy: 0.8633
Epoch 443/500
113/113 [==============================] - 0s 842us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 444/500
113/113 [==============================] - 0s 898us/step - loss: 0.3353 - accuracy: 0.8618
Epoch 445/500
113/113 [==============================] - 0s 914us/step - loss: 0.3355 - accuracy: 0.8626
Epoch 446/500
113/113 [==============================] - 0s 874us/step - loss: 0.3355 - accuracy: 0.8640
Epoch 447/500
113/113 [==============================] - 0s 871us/step - loss: 0.3354 - accuracy: 0.8621
Epoch 448/500
113/113 [==============================] - 0s 826us/step - loss: 0.3352 - accuracy: 0.8618
Epoch 449/500
113/113 [==============================] - 0s 864us/step - loss: 0.3354 - accuracy: 0.8640
Epoch 450/500
113/113 [==============================] - 0s 823us/step - loss: 0.3352 - accuracy: 0.8633
Epoch 451/500
113/113 [==============================] - 0s 861us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 452/500
113/113 [==============================] - 0s 874us/step - loss: 0.3353 - accuracy: 0.8629
Epoch 453/500
113/113 [==============================] - 0s 839us/step - loss: 0.3354 - accuracy: 0.8622
Epoch 454/500
113/113 [==============================] - 0s 905us/step - loss: 0.3354 - accuracy: 0.8621
Epoch 455/500
113/113 [==============================] - 0s 839us/step - loss: 0.3354 - accuracy: 0.8633
Epoch 456/500
113/113 [==============================] - 0s 846us/step - loss: 0.3352 - accuracy: 0.8639
Epoch 457/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3354 - accuracy: 0.8614
Epoch 458/500
113/113 [==============================] - 0s 954us/step - loss: 0.3350 - accuracy: 0.8628
Epoch 459/500
113/113 [==============================] - 0s 958us/step - loss: 0.3347 - accuracy: 0.8622
Epoch 460/500
113/113 [==============================] - 0s 968us/step - loss: 0.3354 - accuracy: 0.8633
Epoch 461/500
113/113 [==============================] - 0s 997us/step - loss: 0.3348 - accuracy: 0.8628
Epoch 462/500
113/113 [==============================] - 0s 921us/step - loss: 0.3351 - accuracy: 0.8635
Epoch 463/500
113/113 [==============================] - 0s 934us/step - loss: 0.3348 - accuracy: 0.8622
Epoch 464/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8626
Epoch 465/500
113/113 [==============================] - 0s 986us/step - loss: 0.3348 - accuracy: 0.8614
Epoch 466/500
113/113 [==============================] - 0s 961us/step - loss: 0.3347 - accuracy: 0.8632
Epoch 467/500
113/113 [==============================] - 0s 891us/step - loss: 0.3348 - accuracy: 0.8635
Epoch 468/500
113/113 [==============================] - 0s 823us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 469/500
113/113 [==============================] - 0s 871us/step - loss: 0.3347 - accuracy: 0.8628
Epoch 470/500
113/113 [==============================] - 0s 912us/step - loss: 0.3351 - accuracy: 0.8625
Epoch 471/500
113/113 [==============================] - 0s 859us/step - loss: 0.3347 - accuracy: 0.8629
Epoch 472/500
113/113 [==============================] - 0s 847us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 473/500
113/113 [==============================] - 0s 899us/step - loss: 0.3345 - accuracy: 0.8635
Epoch 474/500
113/113 [==============================] - 0s 826us/step - loss: 0.3344 - accuracy: 0.8640
Epoch 475/500
113/113 [==============================] - 0s 865us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 476/500
113/113 [==============================] - 0s 881us/step - loss: 0.3346 - accuracy: 0.8632
Epoch 477/500
113/113 [==============================] - 0s 840us/step - loss: 0.3346 - accuracy: 0.8625
Epoch 478/500
113/113 [==============================] - 0s 852us/step - loss: 0.3343 - accuracy: 0.8624
Epoch 479/500
113/113 [==============================] - 0s 844us/step - loss: 0.3345 - accuracy: 0.8626
Epoch 480/500
113/113 [==============================] - 0s 868us/step - loss: 0.3347 - accuracy: 0.8629
Epoch 481/500
113/113 [==============================] - 0s 856us/step - loss: 0.3347 - accuracy: 0.8621
Epoch 482/500
113/113 [==============================] - 0s 851us/step - loss: 0.3344 - accuracy: 0.8640
Epoch 483/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3348 - accuracy: 0.8618
Epoch 484/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3344 - accuracy: 0.8626
Epoch 485/500
113/113 [==============================] - 0s 997us/step - loss: 0.3343 - accuracy: 0.8626
Epoch 486/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3343 - accuracy: 0.8631
Epoch 487/500
113/113 [==============================] - 0s 849us/step - loss: 0.3343 - accuracy: 0.8618
Epoch 488/500
113/113 [==============================] - 0s 826us/step - loss: 0.3344 - accuracy: 0.8622
Epoch 489/500
113/113 [==============================] - 0s 883us/step - loss: 0.3341 - accuracy: 0.8633
Epoch 490/500
113/113 [==============================] - 0s 918us/step - loss: 0.3341 - accuracy: 0.8637
Epoch 491/500
113/113 [==============================] - 0s 828us/step - loss: 0.3341 - accuracy: 0.8632
Epoch 492/500
113/113 [==============================] - 0s 866us/step - loss: 0.3340 - accuracy: 0.8619
Epoch 493/500
113/113 [==============================] - 0s 848us/step - loss: 0.3344 - accuracy: 0.8646
Epoch 494/500
113/113 [==============================] - 0s 954us/step - loss: 0.3341 - accuracy: 0.8628
Epoch 495/500
113/113 [==============================] - 0s 834us/step - loss: 0.3343 - accuracy: 0.8636
Epoch 496/500
113/113 [==============================] - 0s 833us/step - loss: 0.3343 - accuracy: 0.8628
Epoch 497/500
113/113 [==============================] - 0s 861us/step - loss: 0.3343 - accuracy: 0.8629
Epoch 498/500
113/113 [==============================] - 0s 869us/step - loss: 0.3346 - accuracy: 0.8626
Epoch 499/500
113/113 [==============================] - 0s 908us/step - loss: 0.3339 - accuracy: 0.8626
Epoch 500/500
113/113 [==============================] - 0s 827us/step - loss: 0.3341 - accuracy: 0.8629
Epoch 1/500
113/113 [==============================] - 0s 853us/step - loss: 0.6636 - accuracy: 0.7940
Epoch 2/500
113/113 [==============================] - 0s 898us/step - loss: 0.5323 - accuracy: 0.7940
Epoch 3/500
113/113 [==============================] - 0s 849us/step - loss: 0.4544 - accuracy: 0.7940
Epoch 4/500
113/113 [==============================] - 0s 883us/step - loss: 0.4430 - accuracy: 0.7940
Epoch 5/500
113/113 [==============================] - 0s 903us/step - loss: 0.4394 - accuracy: 0.7940
Epoch 6/500
113/113 [==============================] - 0s 910us/step - loss: 0.4374 - accuracy: 0.7940
Epoch 7/500
113/113 [==============================] - 0s 913us/step - loss: 0.4361 - accuracy: 0.7940
Epoch 8/500
113/113 [==============================] - 0s 934us/step - loss: 0.4355 - accuracy: 0.7940
Epoch 9/500
113/113 [==============================] - 0s 937us/step - loss: 0.4347 - accuracy: 0.7940
Epoch 10/500
113/113 [==============================] - 0s 862us/step - loss: 0.4341 - accuracy: 0.7940
Epoch 11/500
113/113 [==============================] - 0s 864us/step - loss: 0.4337 - accuracy: 0.7940
Epoch 12/500
113/113 [==============================] - 0s 919us/step - loss: 0.4332 - accuracy: 0.7940
Epoch 13/500
113/113 [==============================] - 0s 861us/step - loss: 0.4326 - accuracy: 0.7940
Epoch 14/500
113/113 [==============================] - 0s 954us/step - loss: 0.4320 - accuracy: 0.7940
Epoch 15/500
113/113 [==============================] - 0s 860us/step - loss: 0.4314 - accuracy: 0.7940
Epoch 16/500
113/113 [==============================] - 0s 971us/step - loss: 0.4305 - accuracy: 0.7940
Epoch 17/500
113/113 [==============================] - 0s 922us/step - loss: 0.4291 - accuracy: 0.7940
Epoch 18/500
113/113 [==============================] - 0s 861us/step - loss: 0.4274 - accuracy: 0.7940
Epoch 19/500
113/113 [==============================] - 0s 966us/step - loss: 0.4260 - accuracy: 0.8125
Epoch 20/500
113/113 [==============================] - 0s 869us/step - loss: 0.4249 - accuracy: 0.8143
Epoch 21/500
113/113 [==============================] - 0s 887us/step - loss: 0.4240 - accuracy: 0.8189
Epoch 22/500
113/113 [==============================] - 0s 860us/step - loss: 0.4231 - accuracy: 0.8189
Epoch 23/500
113/113 [==============================] - 0s 867us/step - loss: 0.4222 - accuracy: 0.8210
Epoch 24/500
113/113 [==============================] - 0s 965us/step - loss: 0.4216 - accuracy: 0.82180s - loss: 0.4176 - accuracy: 0.82
Epoch 25/500
113/113 [==============================] - 0s 994us/step - loss: 0.4210 - accuracy: 0.8243
Epoch 26/500
113/113 [==============================] - 0s 910us/step - loss: 0.4203 - accuracy: 0.8249
Epoch 27/500
113/113 [==============================] - 0s 873us/step - loss: 0.4195 - accuracy: 0.8250
Epoch 28/500
113/113 [==============================] - 0s 873us/step - loss: 0.4191 - accuracy: 0.8267
Epoch 29/500
113/113 [==============================] - 0s 897us/step - loss: 0.4187 - accuracy: 0.8278
Epoch 30/500
113/113 [==============================] - 0s 855us/step - loss: 0.4181 - accuracy: 0.8268
Epoch 31/500
113/113 [==============================] - 0s 914us/step - loss: 0.4175 - accuracy: 0.8278
Epoch 32/500
113/113 [==============================] - 0s 862us/step - loss: 0.4171 - accuracy: 0.8279
Epoch 33/500
113/113 [==============================] - 0s 950us/step - loss: 0.4166 - accuracy: 0.8271
Epoch 34/500
113/113 [==============================] - 0s 863us/step - loss: 0.4161 - accuracy: 0.8290
Epoch 35/500
113/113 [==============================] - 0s 922us/step - loss: 0.4155 - accuracy: 0.8292
Epoch 36/500
113/113 [==============================] - 0s 899us/step - loss: 0.4151 - accuracy: 0.8310
Epoch 37/500
113/113 [==============================] - 0s 859us/step - loss: 0.4145 - accuracy: 0.8311
Epoch 38/500
113/113 [==============================] - 0s 949us/step - loss: 0.4143 - accuracy: 0.8315
Epoch 39/500
113/113 [==============================] - 0s 865us/step - loss: 0.4137 - accuracy: 0.8311
Epoch 40/500
113/113 [==============================] - 0s 865us/step - loss: 0.4134 - accuracy: 0.8324
Epoch 41/500
113/113 [==============================] - 0s 913us/step - loss: 0.4128 - accuracy: 0.8319
Epoch 42/500
113/113 [==============================] - 0s 871us/step - loss: 0.4126 - accuracy: 0.8336
Epoch 43/500
113/113 [==============================] - 0s 950us/step - loss: 0.4126 - accuracy: 0.8333
Epoch 44/500
113/113 [==============================] - 0s 989us/step - loss: 0.4119 - accuracy: 0.8326
Epoch 45/500
113/113 [==============================] - 0s 886us/step - loss: 0.4118 - accuracy: 0.8324
Epoch 46/500
113/113 [==============================] - 0s 864us/step - loss: 0.4114 - accuracy: 0.8332
Epoch 47/500
113/113 [==============================] - 0s 948us/step - loss: 0.4112 - accuracy: 0.8342
Epoch 48/500
113/113 [==============================] - 0s 945us/step - loss: 0.4107 - accuracy: 0.8349
Epoch 49/500
113/113 [==============================] - 0s 889us/step - loss: 0.4108 - accuracy: 0.8335
Epoch 50/500
113/113 [==============================] - 0s 926us/step - loss: 0.4106 - accuracy: 0.8342
Epoch 51/500
113/113 [==============================] - 0s 882us/step - loss: 0.4101 - accuracy: 0.8338
Epoch 52/500
113/113 [==============================] - 0s 934us/step - loss: 0.4099 - accuracy: 0.8338
Epoch 53/500
113/113 [==============================] - 0s 886us/step - loss: 0.4101 - accuracy: 0.8353
Epoch 54/500
113/113 [==============================] - 0s 944us/step - loss: 0.4098 - accuracy: 0.8342
Epoch 55/500
113/113 [==============================] - 0s 927us/step - loss: 0.4094 - accuracy: 0.8342
Epoch 56/500
113/113 [==============================] - 0s 880us/step - loss: 0.4091 - accuracy: 0.8346
Epoch 57/500
113/113 [==============================] - 0s 965us/step - loss: 0.4091 - accuracy: 0.8347
Epoch 58/500
113/113 [==============================] - 0s 883us/step - loss: 0.4089 - accuracy: 0.8350
Epoch 59/500
113/113 [==============================] - 0s 911us/step - loss: 0.4086 - accuracy: 0.8342
Epoch 60/500
113/113 [==============================] - 0s 870us/step - loss: 0.4083 - accuracy: 0.8342
Epoch 61/500
113/113 [==============================] - 0s 876us/step - loss: 0.4082 - accuracy: 0.8344
Epoch 62/500
113/113 [==============================] - 0s 964us/step - loss: 0.4079 - accuracy: 0.8344
Epoch 63/500
113/113 [==============================] - 0s 875us/step - loss: 0.4075 - accuracy: 0.8350
Epoch 64/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4073 - accuracy: 0.8354
Epoch 65/500
113/113 [==============================] - 0s 946us/step - loss: 0.4070 - accuracy: 0.8344
Epoch 66/500
113/113 [==============================] - 0s 925us/step - loss: 0.4067 - accuracy: 0.8349
Epoch 67/500
113/113 [==============================] - 0s 887us/step - loss: 0.4064 - accuracy: 0.8343
Epoch 68/500
113/113 [==============================] - 0s 878us/step - loss: 0.4061 - accuracy: 0.8353
Epoch 69/500
113/113 [==============================] - 0s 912us/step - loss: 0.4060 - accuracy: 0.8353
Epoch 70/500
113/113 [==============================] - 0s 881us/step - loss: 0.4054 - accuracy: 0.8347
Epoch 71/500
113/113 [==============================] - 0s 957us/step - loss: 0.4051 - accuracy: 0.8350
Epoch 72/500
113/113 [==============================] - 0s 924us/step - loss: 0.4050 - accuracy: 0.8347
Epoch 73/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4048 - accuracy: 0.8350
Epoch 74/500
113/113 [==============================] - 0s 897us/step - loss: 0.4044 - accuracy: 0.8342
Epoch 75/500
113/113 [==============================] - 0s 875us/step - loss: 0.4043 - accuracy: 0.8347
Epoch 76/500
113/113 [==============================] - 0s 931us/step - loss: 0.4040 - accuracy: 0.8361
Epoch 77/500
113/113 [==============================] - 0s 877us/step - loss: 0.4038 - accuracy: 0.8351
Epoch 78/500
113/113 [==============================] - 0s 928us/step - loss: 0.4034 - accuracy: 0.8353
Epoch 79/500
113/113 [==============================] - 0s 875us/step - loss: 0.4033 - accuracy: 0.8364
Epoch 80/500
113/113 [==============================] - 0s 884us/step - loss: 0.4030 - accuracy: 0.8365
Epoch 81/500
113/113 [==============================] - 0s 974us/step - loss: 0.4027 - accuracy: 0.8354
Epoch 82/500
113/113 [==============================] - 0s 897us/step - loss: 0.4025 - accuracy: 0.8357
Epoch 83/500
113/113 [==============================] - 0s 930us/step - loss: 0.4025 - accuracy: 0.8353
Epoch 84/500
113/113 [==============================] - 0s 903us/step - loss: 0.4024 - accuracy: 0.8357
Epoch 85/500
113/113 [==============================] - 0s 913us/step - loss: 0.4022 - accuracy: 0.8361
Epoch 86/500
113/113 [==============================] - 0s 933us/step - loss: 0.4020 - accuracy: 0.8368
Epoch 87/500
113/113 [==============================] - 0s 873us/step - loss: 0.4019 - accuracy: 0.8351
Epoch 88/500
113/113 [==============================] - 0s 902us/step - loss: 0.4018 - accuracy: 0.8360
Epoch 89/500
113/113 [==============================] - 0s 870us/step - loss: 0.4016 - accuracy: 0.8357
Epoch 90/500
113/113 [==============================] - 0s 933us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 91/500
113/113 [==============================] - 0s 877us/step - loss: 0.4013 - accuracy: 0.8361
Epoch 92/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4011 - accuracy: 0.8361
Epoch 93/500
113/113 [==============================] - 0s 885us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 94/500
113/113 [==============================] - 0s 880us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 95/500
113/113 [==============================] - 0s 989us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 96/500
113/113 [==============================] - 0s 988us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 97/500
113/113 [==============================] - 0s 928us/step - loss: 0.4006 - accuracy: 0.8361
Epoch 98/500
113/113 [==============================] - 0s 889us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 99/500
113/113 [==============================] - 0s 902us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 100/500
113/113 [==============================] - 0s 916us/step - loss: 0.4003 - accuracy: 0.8353
Epoch 101/500
113/113 [==============================] - 0s 884us/step - loss: 0.4002 - accuracy: 0.8343
Epoch 102/500
113/113 [==============================] - 0s 945us/step - loss: 0.3998 - accuracy: 0.8354
Epoch 103/500
113/113 [==============================] - 0s 888us/step - loss: 0.4001 - accuracy: 0.8344
Epoch 104/500
113/113 [==============================] - 0s 909us/step - loss: 0.3998 - accuracy: 0.8354
Epoch 105/500
113/113 [==============================] - 0s 899us/step - loss: 0.3997 - accuracy: 0.8350
Epoch 106/500
113/113 [==============================] - 0s 913us/step - loss: 0.3997 - accuracy: 0.8353
Epoch 107/500
113/113 [==============================] - 0s 881us/step - loss: 0.3995 - accuracy: 0.8351
Epoch 108/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8350
Epoch 109/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3998 - accuracy: 0.8347
Epoch 110/500
113/113 [==============================] - 0s 881us/step - loss: 0.3992 - accuracy: 0.8340
Epoch 111/500
113/113 [==============================] - 0s 935us/step - loss: 0.3992 - accuracy: 0.8356
Epoch 112/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8347
Epoch 113/500
113/113 [==============================] - 0s 854us/step - loss: 0.3993 - accuracy: 0.8349
Epoch 114/500
113/113 [==============================] - 0s 832us/step - loss: 0.3993 - accuracy: 0.8349
Epoch 115/500
113/113 [==============================] - 0s 831us/step - loss: 0.3992 - accuracy: 0.8346
Epoch 116/500
113/113 [==============================] - 0s 859us/step - loss: 0.3991 - accuracy: 0.8347
Epoch 117/500
113/113 [==============================] - 0s 847us/step - loss: 0.3993 - accuracy: 0.8344
Epoch 118/500
113/113 [==============================] - 0s 859us/step - loss: 0.3990 - accuracy: 0.8340
Epoch 119/500
113/113 [==============================] - 0s 877us/step - loss: 0.3989 - accuracy: 0.8346
Epoch 120/500
113/113 [==============================] - 0s 873us/step - loss: 0.3992 - accuracy: 0.8347
Epoch 121/500
113/113 [==============================] - 0s 867us/step - loss: 0.3990 - accuracy: 0.8342
Epoch 122/500
113/113 [==============================] - 0s 888us/step - loss: 0.3989 - accuracy: 0.8340
Epoch 123/500
113/113 [==============================] - 0s 855us/step - loss: 0.3988 - accuracy: 0.8361
Epoch 124/500
113/113 [==============================] - 0s 863us/step - loss: 0.3987 - accuracy: 0.8353
Epoch 125/500
113/113 [==============================] - 0s 840us/step - loss: 0.3987 - accuracy: 0.8346
Epoch 126/500
113/113 [==============================] - 0s 854us/step - loss: 0.3985 - accuracy: 0.8350
Epoch 127/500
113/113 [==============================] - 0s 839us/step - loss: 0.3988 - accuracy: 0.8347
Epoch 128/500
113/113 [==============================] - 0s 863us/step - loss: 0.3988 - accuracy: 0.8353
Epoch 129/500
113/113 [==============================] - 0s 846us/step - loss: 0.3988 - accuracy: 0.8353
Epoch 130/500
113/113 [==============================] - 0s 871us/step - loss: 0.3986 - accuracy: 0.8346
Epoch 131/500
113/113 [==============================] - 0s 865us/step - loss: 0.3987 - accuracy: 0.8350
Epoch 132/500
113/113 [==============================] - 0s 835us/step - loss: 0.3986 - accuracy: 0.8346
Epoch 133/500
113/113 [==============================] - 0s 855us/step - loss: 0.3986 - accuracy: 0.8350
Epoch 134/500
113/113 [==============================] - 0s 834us/step - loss: 0.3985 - accuracy: 0.8346
Epoch 135/500
113/113 [==============================] - 0s 828us/step - loss: 0.3982 - accuracy: 0.8357
Epoch 136/500
113/113 [==============================] - 0s 860us/step - loss: 0.3986 - accuracy: 0.8340
Epoch 137/500
113/113 [==============================] - 0s 837us/step - loss: 0.3985 - accuracy: 0.8356
Epoch 138/500
113/113 [==============================] - 0s 862us/step - loss: 0.3985 - accuracy: 0.8351
Epoch 139/500
113/113 [==============================] - 0s 831us/step - loss: 0.3984 - accuracy: 0.8349
Epoch 140/500
113/113 [==============================] - 0s 879us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 141/500
113/113 [==============================] - 0s 884us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 142/500
113/113 [==============================] - 0s 903us/step - loss: 0.3985 - accuracy: 0.8339
Epoch 143/500
113/113 [==============================] - 0s 934us/step - loss: 0.3984 - accuracy: 0.8353
Epoch 144/500
113/113 [==============================] - 0s 843us/step - loss: 0.3984 - accuracy: 0.8343
Epoch 145/500
113/113 [==============================] - 0s 831us/step - loss: 0.3985 - accuracy: 0.8349
Epoch 146/500
113/113 [==============================] - 0s 870us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 147/500
113/113 [==============================] - 0s 836us/step - loss: 0.3986 - accuracy: 0.8347
Epoch 148/500
113/113 [==============================] - 0s 856us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 149/500
113/113 [==============================] - 0s 840us/step - loss: 0.3986 - accuracy: 0.8347
Epoch 150/500
113/113 [==============================] - 0s 933us/step - loss: 0.3986 - accuracy: 0.8347
Epoch 151/500
113/113 [==============================] - 0s 860us/step - loss: 0.3983 - accuracy: 0.8358
Epoch 152/500
113/113 [==============================] - 0s 820us/step - loss: 0.3983 - accuracy: 0.8351
Epoch 153/500
113/113 [==============================] - 0s 924us/step - loss: 0.3981 - accuracy: 0.8350
Epoch 154/500
113/113 [==============================] - 0s 854us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 155/500
113/113 [==============================] - 0s 847us/step - loss: 0.3983 - accuracy: 0.8340
Epoch 156/500
113/113 [==============================] - 0s 852us/step - loss: 0.3980 - accuracy: 0.8346
Epoch 157/500
113/113 [==============================] - 0s 827us/step - loss: 0.3981 - accuracy: 0.8338
Epoch 158/500
113/113 [==============================] - 0s 855us/step - loss: 0.3981 - accuracy: 0.8356
Epoch 159/500
113/113 [==============================] - 0s 825us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 160/500
113/113 [==============================] - 0s 950us/step - loss: 0.3983 - accuracy: 0.8353
Epoch 161/500
113/113 [==============================] - 0s 870us/step - loss: 0.3981 - accuracy: 0.8351
Epoch 162/500
113/113 [==============================] - 0s 829us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 163/500
113/113 [==============================] - 0s 940us/step - loss: 0.3983 - accuracy: 0.8367
Epoch 164/500
113/113 [==============================] - 0s 873us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 165/500
113/113 [==============================] - 0s 843us/step - loss: 0.3982 - accuracy: 0.8349
Epoch 166/500
113/113 [==============================] - 0s 880us/step - loss: 0.3982 - accuracy: 0.8346
Epoch 167/500
113/113 [==============================] - 0s 838us/step - loss: 0.3982 - accuracy: 0.8356
Epoch 168/500
113/113 [==============================] - 0s 863us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 169/500
113/113 [==============================] - 0s 835us/step - loss: 0.3979 - accuracy: 0.8353
Epoch 170/500
113/113 [==============================] - 0s 926us/step - loss: 0.3982 - accuracy: 0.8354
Epoch 171/500
113/113 [==============================] - 0s 858us/step - loss: 0.3983 - accuracy: 0.8356
Epoch 172/500
113/113 [==============================] - 0s 837us/step - loss: 0.3981 - accuracy: 0.8354
Epoch 173/500
113/113 [==============================] - 0s 861us/step - loss: 0.3979 - accuracy: 0.8351
Epoch 174/500
113/113 [==============================] - 0s 832us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 175/500
113/113 [==============================] - 0s 839us/step - loss: 0.3980 - accuracy: 0.8338
Epoch 176/500
113/113 [==============================] - 0s 852us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 177/500
113/113 [==============================] - 0s 827us/step - loss: 0.3981 - accuracy: 0.8353
Epoch 178/500
113/113 [==============================] - 0s 864us/step - loss: 0.3979 - accuracy: 0.8344
Epoch 179/500
113/113 [==============================] - 0s 830us/step - loss: 0.3980 - accuracy: 0.8351
Epoch 180/500
113/113 [==============================] - 0s 874us/step - loss: 0.3980 - accuracy: 0.8350
Epoch 181/500
113/113 [==============================] - 0s 850us/step - loss: 0.3979 - accuracy: 0.8346
Epoch 182/500
113/113 [==============================] - 0s 866us/step - loss: 0.3982 - accuracy: 0.8357
Epoch 183/500
113/113 [==============================] - 0s 997us/step - loss: 0.3980 - accuracy: 0.8333
Epoch 184/500
113/113 [==============================] - 0s 961us/step - loss: 0.3979 - accuracy: 0.8343
Epoch 185/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8346
Epoch 186/500
113/113 [==============================] - 0s 962us/step - loss: 0.3981 - accuracy: 0.8357
Epoch 187/500
113/113 [==============================] - 0s 964us/step - loss: 0.3981 - accuracy: 0.8353
Epoch 188/500
113/113 [==============================] - 0s 998us/step - loss: 0.3978 - accuracy: 0.8354
Epoch 189/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8350
Epoch 190/500
113/113 [==============================] - 0s 956us/step - loss: 0.3982 - accuracy: 0.8347
Epoch 191/500
113/113 [==============================] - 0s 839us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 192/500
113/113 [==============================] - 0s 898us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 193/500
113/113 [==============================] - 0s 872us/step - loss: 0.3978 - accuracy: 0.8343
Epoch 194/500
113/113 [==============================] - 0s 904us/step - loss: 0.3979 - accuracy: 0.8349
Epoch 195/500
113/113 [==============================] - 0s 954us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8343
Epoch 197/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8354
Epoch 198/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8351
Epoch 199/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3982 - accuracy: 0.8357
Epoch 200/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8358
Epoch 201/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8368
Epoch 202/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8344
Epoch 203/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8351
Epoch 204/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8347
Epoch 205/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8354
Epoch 206/500
113/113 [==============================] - 0s 933us/step - loss: 0.3975 - accuracy: 0.8356
Epoch 207/500
113/113 [==============================] - 0s 896us/step - loss: 0.3979 - accuracy: 0.8346
Epoch 208/500
113/113 [==============================] - 0s 879us/step - loss: 0.3979 - accuracy: 0.8357
Epoch 209/500
113/113 [==============================] - 0s 900us/step - loss: 0.3977 - accuracy: 0.8343
Epoch 210/500
113/113 [==============================] - 0s 869us/step - loss: 0.3980 - accuracy: 0.8339
Epoch 211/500
113/113 [==============================] - 0s 874us/step - loss: 0.3978 - accuracy: 0.8343
Epoch 212/500
113/113 [==============================] - 0s 964us/step - loss: 0.3977 - accuracy: 0.8350
Epoch 213/500
113/113 [==============================] - 0s 868us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 214/500
113/113 [==============================] - 0s 998us/step - loss: 0.3982 - accuracy: 0.8344
Epoch 215/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3974 - accuracy: 0.8358
Epoch 216/500
113/113 [==============================] - 0s 918us/step - loss: 0.3979 - accuracy: 0.8350
Epoch 217/500
113/113 [==============================] - 0s 894us/step - loss: 0.3980 - accuracy: 0.8358
Epoch 218/500
113/113 [==============================] - 0s 924us/step - loss: 0.3981 - accuracy: 0.8343
Epoch 219/500
113/113 [==============================] - 0s 922us/step - loss: 0.3979 - accuracy: 0.8349
Epoch 220/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8353
Epoch 221/500
113/113 [==============================] - 0s 869us/step - loss: 0.3981 - accuracy: 0.8342
Epoch 222/500
113/113 [==============================] - 0s 875us/step - loss: 0.3980 - accuracy: 0.8344
Epoch 223/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3979 - accuracy: 0.8349: 0s - loss: 0.4070 - accuracy: 
Epoch 224/500
113/113 [==============================] - 0s 933us/step - loss: 0.3980 - accuracy: 0.8354
Epoch 225/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8358
Epoch 226/500
113/113 [==============================] - 0s 887us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 227/500
113/113 [==============================] - 0s 841us/step - loss: 0.3978 - accuracy: 0.8354
Epoch 228/500
113/113 [==============================] - 0s 869us/step - loss: 0.3980 - accuracy: 0.8351
Epoch 229/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8350
Epoch 230/500
113/113 [==============================] - 0s 851us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 231/500
113/113 [==============================] - 0s 866us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 232/500
113/113 [==============================] - 0s 847us/step - loss: 0.3981 - accuracy: 0.8346
Epoch 233/500
113/113 [==============================] - 0s 886us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 234/500
113/113 [==============================] - 0s 918us/step - loss: 0.3978 - accuracy: 0.8360
Epoch 235/500
113/113 [==============================] - 0s 851us/step - loss: 0.3979 - accuracy: 0.8364
Epoch 236/500
113/113 [==============================] - 0s 866us/step - loss: 0.3979 - accuracy: 0.8350
Epoch 237/500
113/113 [==============================] - 0s 853us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 238/500
113/113 [==============================] - 0s 865us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 239/500
113/113 [==============================] - 0s 882us/step - loss: 0.3978 - accuracy: 0.8358
Epoch 240/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 241/500
113/113 [==============================] - 0s 886us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 242/500
113/113 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8349
Epoch 243/500
113/113 [==============================] - 0s 886us/step - loss: 0.3980 - accuracy: 0.8340
Epoch 244/500
113/113 [==============================] - 0s 965us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 245/500
113/113 [==============================] - 0s 847us/step - loss: 0.3981 - accuracy: 0.8357
Epoch 246/500
113/113 [==============================] - 0s 861us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 247/500
113/113 [==============================] - 0s 836us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 248/500
113/113 [==============================] - 0s 859us/step - loss: 0.3978 - accuracy: 0.8361
Epoch 249/500
113/113 [==============================] - 0s 846us/step - loss: 0.3977 - accuracy: 0.8339
Epoch 250/500
113/113 [==============================] - 0s 858us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 251/500
113/113 [==============================] - 0s 915us/step - loss: 0.3977 - accuracy: 0.8361
Epoch 252/500
113/113 [==============================] - 0s 845us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 253/500
113/113 [==============================] - 0s 870us/step - loss: 0.3980 - accuracy: 0.8356
Epoch 254/500
113/113 [==============================] - 0s 861us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 255/500
113/113 [==============================] - 0s 846us/step - loss: 0.3977 - accuracy: 0.8344
Epoch 256/500
113/113 [==============================] - 0s 870us/step - loss: 0.3978 - accuracy: 0.8338
Epoch 257/500
113/113 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8358
Epoch 258/500
113/113 [==============================] - 0s 861us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 259/500
113/113 [==============================] - 0s 865us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 260/500
113/113 [==============================] - 0s 843us/step - loss: 0.3977 - accuracy: 0.8342
Epoch 261/500
113/113 [==============================] - 0s 896us/step - loss: 0.3976 - accuracy: 0.8347
Epoch 262/500
113/113 [==============================] - 0s 871us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 263/500
113/113 [==============================] - 0s 898us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 264/500
113/113 [==============================] - 0s 846us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 265/500
113/113 [==============================] - 0s 840us/step - loss: 0.3979 - accuracy: 0.8350
Epoch 266/500
113/113 [==============================] - 0s 865us/step - loss: 0.3976 - accuracy: 0.8367
Epoch 267/500
113/113 [==============================] - 0s 842us/step - loss: 0.3974 - accuracy: 0.8356
Epoch 268/500
113/113 [==============================] - 0s 872us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 269/500
113/113 [==============================] - 0s 855us/step - loss: 0.3979 - accuracy: 0.8353
Epoch 270/500
113/113 [==============================] - 0s 843us/step - loss: 0.3977 - accuracy: 0.8350
Epoch 271/500
113/113 [==============================] - 0s 863us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 272/500
113/113 [==============================] - 0s 927us/step - loss: 0.3977 - accuracy: 0.8357
Epoch 273/500
113/113 [==============================] - 0s 890us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 274/500
113/113 [==============================] - 0s 902us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 275/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8349
Epoch 276/500
113/113 [==============================] - 0s 992us/step - loss: 0.3978 - accuracy: 0.8342
Epoch 277/500
113/113 [==============================] - 0s 864us/step - loss: 0.3979 - accuracy: 0.8343
Epoch 278/500
113/113 [==============================] - 0s 993us/step - loss: 0.3978 - accuracy: 0.8353
Epoch 279/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8363
Epoch 280/500
113/113 [==============================] - 0s 944us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 281/500
113/113 [==============================] - 0s 885us/step - loss: 0.3975 - accuracy: 0.8353
Epoch 282/500
113/113 [==============================] - 0s 884us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 283/500
113/113 [==============================] - 0s 839us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 284/500
113/113 [==============================] - 0s 862us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 285/500
113/113 [==============================] - 0s 871us/step - loss: 0.3977 - accuracy: 0.8351
Epoch 286/500
113/113 [==============================] - 0s 852us/step - loss: 0.3979 - accuracy: 0.8365
Epoch 287/500
113/113 [==============================] - 0s 902us/step - loss: 0.3978 - accuracy: 0.8351
Epoch 288/500
113/113 [==============================] - 0s 841us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 289/500
113/113 [==============================] - 0s 841us/step - loss: 0.3979 - accuracy: 0.8342
Epoch 290/500
113/113 [==============================] - 0s 864us/step - loss: 0.3975 - accuracy: 0.8349
Epoch 291/500
113/113 [==============================] - 0s 959us/step - loss: 0.3975 - accuracy: 0.8358
Epoch 292/500
113/113 [==============================] - 0s 884us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 293/500
113/113 [==============================] - 0s 885us/step - loss: 0.3978 - accuracy: 0.8365
Epoch 294/500
113/113 [==============================] - 0s 837us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 295/500
113/113 [==============================] - 0s 881us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 296/500
113/113 [==============================] - 0s 843us/step - loss: 0.3980 - accuracy: 0.8336
Epoch 297/500
113/113 [==============================] - 0s 881us/step - loss: 0.3977 - accuracy: 0.8343
Epoch 298/500
113/113 [==============================] - 0s 856us/step - loss: 0.3975 - accuracy: 0.8354
Epoch 299/500
113/113 [==============================] - 0s 841us/step - loss: 0.3977 - accuracy: 0.8360
Epoch 300/500
113/113 [==============================] - 0s 868us/step - loss: 0.3977 - accuracy: 0.8351
Epoch 301/500
113/113 [==============================] - 0s 887us/step - loss: 0.3977 - accuracy: 0.8333
Epoch 302/500
113/113 [==============================] - 0s 848us/step - loss: 0.3977 - accuracy: 0.8354
Epoch 303/500
113/113 [==============================] - 0s 869us/step - loss: 0.3975 - accuracy: 0.8340
Epoch 304/500
113/113 [==============================] - 0s 850us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 305/500
113/113 [==============================] - 0s 853us/step - loss: 0.3977 - accuracy: 0.8354
Epoch 306/500
113/113 [==============================] - 0s 844us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 307/500
113/113 [==============================] - 0s 838us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 308/500
113/113 [==============================] - 0s 866us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 309/500
113/113 [==============================] - 0s 842us/step - loss: 0.3980 - accuracy: 0.8358
Epoch 310/500
113/113 [==============================] - 0s 856us/step - loss: 0.3977 - accuracy: 0.8351
Epoch 311/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8357
Epoch 312/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8356
Epoch 313/500
113/113 [==============================] - 0s 924us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 314/500
113/113 [==============================] - 0s 843us/step - loss: 0.3976 - accuracy: 0.8342
Epoch 315/500
113/113 [==============================] - 0s 846us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 316/500
113/113 [==============================] - 0s 838us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 317/500
113/113 [==============================] - 0s 865us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 318/500
113/113 [==============================] - 0s 840us/step - loss: 0.3982 - accuracy: 0.8336
Epoch 319/500
113/113 [==============================] - 0s 847us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 320/500
113/113 [==============================] - 0s 962us/step - loss: 0.3979 - accuracy: 0.8342
Epoch 321/500
113/113 [==============================] - 0s 967us/step - loss: 0.3976 - accuracy: 0.8349
Epoch 322/500
113/113 [==============================] - 0s 929us/step - loss: 0.3977 - accuracy: 0.8331
Epoch 323/500
113/113 [==============================] - 0s 927us/step - loss: 0.3976 - accuracy: 0.8335
Epoch 324/500
113/113 [==============================] - 0s 939us/step - loss: 0.3976 - accuracy: 0.8349
Epoch 325/500
113/113 [==============================] - 0s 929us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 326/500
113/113 [==============================] - 0s 959us/step - loss: 0.3978 - accuracy: 0.8342
Epoch 327/500
113/113 [==============================] - 0s 922us/step - loss: 0.3975 - accuracy: 0.8340
Epoch 328/500
113/113 [==============================] - 0s 927us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 329/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8344
Epoch 330/500
113/113 [==============================] - 0s 914us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 331/500
113/113 [==============================] - 0s 897us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 332/500
113/113 [==============================] - 0s 847us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 333/500
113/113 [==============================] - 0s 846us/step - loss: 0.3978 - accuracy: 0.8340
Epoch 334/500
113/113 [==============================] - 0s 858us/step - loss: 0.3978 - accuracy: 0.8351
Epoch 335/500
113/113 [==============================] - 0s 838us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 336/500
113/113 [==============================] - 0s 867us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 337/500
113/113 [==============================] - 0s 839us/step - loss: 0.3978 - accuracy: 0.8347
Epoch 338/500
113/113 [==============================] - 0s 845us/step - loss: 0.3975 - accuracy: 0.8361
Epoch 339/500
113/113 [==============================] - 0s 905us/step - loss: 0.3975 - accuracy: 0.8339
Epoch 340/500
113/113 [==============================] - 0s 834us/step - loss: 0.3976 - accuracy: 0.8340
Epoch 341/500
113/113 [==============================] - 0s 851us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 342/500
113/113 [==============================] - 0s 852us/step - loss: 0.3973 - accuracy: 0.8353
Epoch 343/500
113/113 [==============================] - 0s 841us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 344/500
113/113 [==============================] - 0s 839us/step - loss: 0.3976 - accuracy: 0.8358
Epoch 345/500
113/113 [==============================] - 0s 839us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 346/500
113/113 [==============================] - 0s 852us/step - loss: 0.3976 - accuracy: 0.8339
Epoch 347/500
113/113 [==============================] - 0s 850us/step - loss: 0.3977 - accuracy: 0.8343
Epoch 348/500
113/113 [==============================] - 0s 841us/step - loss: 0.3976 - accuracy: 0.8346
Epoch 349/500
113/113 [==============================] - 0s 885us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 350/500
113/113 [==============================] - 0s 850us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 351/500
113/113 [==============================] - 0s 849us/step - loss: 0.3975 - accuracy: 0.8343
Epoch 352/500
113/113 [==============================] - 0s 856us/step - loss: 0.3976 - accuracy: 0.8360
Epoch 353/500
113/113 [==============================] - 0s 841us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 354/500
113/113 [==============================] - 0s 848us/step - loss: 0.3976 - accuracy: 0.8356
Epoch 355/500
113/113 [==============================] - 0s 843us/step - loss: 0.3974 - accuracy: 0.8344
Epoch 356/500
113/113 [==============================] - 0s 857us/step - loss: 0.3978 - accuracy: 0.8342
Epoch 357/500
113/113 [==============================] - 0s 858us/step - loss: 0.3975 - accuracy: 0.8343
Epoch 358/500
113/113 [==============================] - 0s 849us/step - loss: 0.3977 - accuracy: 0.8357
Epoch 359/500
113/113 [==============================] - 0s 974us/step - loss: 0.3974 - accuracy: 0.8336
Epoch 360/500
113/113 [==============================] - 0s 848us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 361/500
113/113 [==============================] - 0s 850us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 362/500
113/113 [==============================] - 0s 881us/step - loss: 0.3977 - accuracy: 0.8344
Epoch 363/500
113/113 [==============================] - 0s 851us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 364/500
113/113 [==============================] - 0s 851us/step - loss: 0.3973 - accuracy: 0.8356
Epoch 365/500
113/113 [==============================] - 0s 836us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 366/500
113/113 [==============================] - 0s 843us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 367/500
113/113 [==============================] - 0s 867us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 368/500
113/113 [==============================] - 0s 842us/step - loss: 0.3978 - accuracy: 0.8360
Epoch 369/500
113/113 [==============================] - 0s 927us/step - loss: 0.3976 - accuracy: 0.8365
Epoch 370/500
113/113 [==============================] - 0s 841us/step - loss: 0.3977 - accuracy: 0.8347
Epoch 371/500
113/113 [==============================] - 0s 851us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 372/500
113/113 [==============================] - 0s 867us/step - loss: 0.3977 - accuracy: 0.8364
Epoch 373/500
113/113 [==============================] - 0s 856us/step - loss: 0.3977 - accuracy: 0.8336
Epoch 374/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8349
Epoch 375/500
113/113 [==============================] - 0s 844us/step - loss: 0.3975 - accuracy: 0.8335
Epoch 376/500
113/113 [==============================] - 0s 844us/step - loss: 0.3973 - accuracy: 0.8342
Epoch 377/500
113/113 [==============================] - 0s 891us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 378/500
113/113 [==============================] - 0s 848us/step - loss: 0.3975 - accuracy: 0.8354
Epoch 379/500
113/113 [==============================] - 0s 971us/step - loss: 0.3975 - accuracy: 0.8349
Epoch 380/500
113/113 [==============================] - 0s 843us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 381/500
113/113 [==============================] - 0s 850us/step - loss: 0.3975 - accuracy: 0.8358
Epoch 382/500
113/113 [==============================] - 0s 906us/step - loss: 0.3975 - accuracy: 0.8340
Epoch 383/500
113/113 [==============================] - 0s 831us/step - loss: 0.3974 - accuracy: 0.8351
Epoch 384/500
113/113 [==============================] - 0s 853us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 385/500
113/113 [==============================] - 0s 841us/step - loss: 0.3972 - accuracy: 0.8354
Epoch 386/500
113/113 [==============================] - 0s 836us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 387/500
113/113 [==============================] - 0s 857us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 388/500
113/113 [==============================] - 0s 836us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 389/500
113/113 [==============================] - 0s 878us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 390/500
113/113 [==============================] - 0s 854us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 391/500
113/113 [==============================] - 0s 887us/step - loss: 0.3976 - accuracy: 0.8332
Epoch 392/500
113/113 [==============================] - 0s 879us/step - loss: 0.3976 - accuracy: 0.8357
Epoch 393/500
113/113 [==============================] - 0s 843us/step - loss: 0.3978 - accuracy: 0.8333
Epoch 394/500
113/113 [==============================] - 0s 856us/step - loss: 0.3974 - accuracy: 0.8340
Epoch 395/500
113/113 [==============================] - 0s 833us/step - loss: 0.3977 - accuracy: 0.8356
Epoch 396/500
113/113 [==============================] - 0s 844us/step - loss: 0.3976 - accuracy: 0.8340
Epoch 397/500
113/113 [==============================] - 0s 861us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 398/500
113/113 [==============================] - 0s 834us/step - loss: 0.3975 - accuracy: 0.8365
Epoch 399/500
113/113 [==============================] - 0s 950us/step - loss: 0.3977 - accuracy: 0.8354
Epoch 400/500
113/113 [==============================] - 0s 844us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 401/500
113/113 [==============================] - 0s 849us/step - loss: 0.3974 - accuracy: 0.8347
Epoch 402/500
113/113 [==============================] - 0s 858us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 403/500
113/113 [==============================] - 0s 853us/step - loss: 0.3975 - accuracy: 0.8353
Epoch 404/500
113/113 [==============================] - 0s 854us/step - loss: 0.3977 - accuracy: 0.8347
Epoch 405/500
113/113 [==============================] - 0s 838us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 406/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 407/500
113/113 [==============================] - 0s 848us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 408/500
113/113 [==============================] - 0s 839us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 409/500
113/113 [==============================] - 0s 916us/step - loss: 0.3975 - accuracy: 0.8350
Epoch 410/500
113/113 [==============================] - 0s 870us/step - loss: 0.3975 - accuracy: 0.8343
Epoch 411/500
113/113 [==============================] - 0s 841us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 412/500
113/113 [==============================] - 0s 844us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 413/500
113/113 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8343
Epoch 414/500
113/113 [==============================] - 0s 851us/step - loss: 0.3973 - accuracy: 0.8342
Epoch 415/500
113/113 [==============================] - 0s 839us/step - loss: 0.3976 - accuracy: 0.8343
Epoch 416/500
113/113 [==============================] - 0s 858us/step - loss: 0.3975 - accuracy: 0.8349
Epoch 417/500
113/113 [==============================] - 0s 833us/step - loss: 0.3977 - accuracy: 0.8347
Epoch 418/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3975 - accuracy: 0.8343
Epoch 419/500
113/113 [==============================] - 0s 922us/step - loss: 0.3976 - accuracy: 0.8347
Epoch 420/500
113/113 [==============================] - 0s 848us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 421/500
113/113 [==============================] - 0s 864us/step - loss: 0.3976 - accuracy: 0.8344
Epoch 422/500
113/113 [==============================] - 0s 872us/step - loss: 0.3975 - accuracy: 0.8340
Epoch 423/500
113/113 [==============================] - 0s 878us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 424/500
113/113 [==============================] - 0s 847us/step - loss: 0.3975 - accuracy: 0.8342
Epoch 425/500
113/113 [==============================] - 0s 852us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 426/500
113/113 [==============================] - 0s 939us/step - loss: 0.3976 - accuracy: 0.8346
Epoch 427/500
113/113 [==============================] - 0s 852us/step - loss: 0.3977 - accuracy: 0.8350
Epoch 428/500
113/113 [==============================] - 0s 877us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 429/500
113/113 [==============================] - 0s 908us/step - loss: 0.3976 - accuracy: 0.8346
Epoch 430/500
113/113 [==============================] - 0s 881us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 431/500
113/113 [==============================] - 0s 877us/step - loss: 0.3975 - accuracy: 0.8346
Epoch 432/500
113/113 [==============================] - 0s 872us/step - loss: 0.3978 - accuracy: 0.8353
Epoch 433/500
113/113 [==============================] - 0s 866us/step - loss: 0.3976 - accuracy: 0.8347
Epoch 434/500
113/113 [==============================] - 0s 846us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 435/500
113/113 [==============================] - 0s 886us/step - loss: 0.3974 - accuracy: 0.8351
Epoch 436/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8347
Epoch 437/500
113/113 [==============================] - 0s 858us/step - loss: 0.3978 - accuracy: 0.8356
Epoch 438/500
113/113 [==============================] - 0s 875us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 439/500
113/113 [==============================] - 0s 962us/step - loss: 0.3973 - accuracy: 0.8360
Epoch 440/500
113/113 [==============================] - 0s 872us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 441/500
113/113 [==============================] - 0s 851us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 442/500
113/113 [==============================] - 0s 861us/step - loss: 0.3974 - accuracy: 0.8338
Epoch 443/500
113/113 [==============================] - 0s 880us/step - loss: 0.3974 - accuracy: 0.8340
Epoch 444/500
113/113 [==============================] - 0s 839us/step - loss: 0.3977 - accuracy: 0.8349
Epoch 445/500
113/113 [==============================] - 0s 886us/step - loss: 0.3975 - accuracy: 0.8361
Epoch 446/500
113/113 [==============================] - 0s 851us/step - loss: 0.3976 - accuracy: 0.8342
Epoch 447/500
113/113 [==============================] - 0s 856us/step - loss: 0.3973 - accuracy: 0.8342
Epoch 448/500
113/113 [==============================] - 0s 884us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 449/500
113/113 [==============================] - 0s 938us/step - loss: 0.3976 - accuracy: 0.8329
Epoch 450/500
113/113 [==============================] - 0s 870us/step - loss: 0.3974 - accuracy: 0.8351
Epoch 451/500
113/113 [==============================] - 0s 841us/step - loss: 0.3976 - accuracy: 0.8351
Epoch 452/500
113/113 [==============================] - 0s 961us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 453/500
113/113 [==============================] - 0s 868us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 454/500
113/113 [==============================] - 0s 840us/step - loss: 0.3976 - accuracy: 0.8347
Epoch 455/500
113/113 [==============================] - 0s 881us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 456/500
113/113 [==============================] - 0s 855us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 457/500
113/113 [==============================] - 0s 865us/step - loss: 0.3976 - accuracy: 0.8353
Epoch 458/500
113/113 [==============================] - 0s 980us/step - loss: 0.3975 - accuracy: 0.8354
Epoch 459/500
113/113 [==============================] - 0s 880us/step - loss: 0.3973 - accuracy: 0.8351
Epoch 460/500
113/113 [==============================] - 0s 869us/step - loss: 0.3975 - accuracy: 0.8344
Epoch 461/500
113/113 [==============================] - 0s 838us/step - loss: 0.3977 - accuracy: 0.8346
Epoch 462/500
113/113 [==============================] - 0s 858us/step - loss: 0.3973 - accuracy: 0.8351
Epoch 463/500
113/113 [==============================] - 0s 848us/step - loss: 0.3977 - accuracy: 0.8344
Epoch 464/500
113/113 [==============================] - 0s 852us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 465/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8344
Epoch 466/500
113/113 [==============================] - 0s 834us/step - loss: 0.3979 - accuracy: 0.8347
Epoch 467/500
113/113 [==============================] - 0s 872us/step - loss: 0.3976 - accuracy: 0.8350
Epoch 468/500
113/113 [==============================] - 0s 890us/step - loss: 0.3977 - accuracy: 0.8347
Epoch 469/500
113/113 [==============================] - 0s 838us/step - loss: 0.3977 - accuracy: 0.8353
Epoch 470/500
113/113 [==============================] - 0s 871us/step - loss: 0.3975 - accuracy: 0.8349
Epoch 471/500
113/113 [==============================] - 0s 867us/step - loss: 0.3974 - accuracy: 0.8344
Epoch 472/500
113/113 [==============================] - 0s 900us/step - loss: 0.3980 - accuracy: 0.8351
Epoch 473/500
113/113 [==============================] - 0s 836us/step - loss: 0.3973 - accuracy: 0.8342
Epoch 474/500
113/113 [==============================] - 0s 849us/step - loss: 0.3975 - accuracy: 0.8351
Epoch 475/500
113/113 [==============================] - 0s 890us/step - loss: 0.3976 - accuracy: 0.8343
Epoch 476/500
113/113 [==============================] - 0s 850us/step - loss: 0.3975 - accuracy: 0.8358
Epoch 477/500
113/113 [==============================] - 0s 903us/step - loss: 0.3975 - accuracy: 0.83500s - loss: 0.3975 - accuracy: 0.83
Epoch 478/500
113/113 [==============================] - 0s 914us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 479/500
113/113 [==============================] - 0s 836us/step - loss: 0.3971 - accuracy: 0.8350
Epoch 480/500
113/113 [==============================] - 0s 871us/step - loss: 0.3978 - accuracy: 0.8335
Epoch 481/500
113/113 [==============================] - 0s 856us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 482/500
113/113 [==============================] - 0s 918us/step - loss: 0.3974 - accuracy: 0.8356
Epoch 483/500
113/113 [==============================] - 0s 839us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 484/500
113/113 [==============================] - 0s 841us/step - loss: 0.3974 - accuracy: 0.8338
Epoch 485/500
113/113 [==============================] - 0s 886us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 486/500
113/113 [==============================] - 0s 852us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 487/500
113/113 [==============================] - 0s 908us/step - loss: 0.3974 - accuracy: 0.8343
Epoch 488/500
113/113 [==============================] - 0s 899us/step - loss: 0.3975 - accuracy: 0.8347
Epoch 489/500
113/113 [==============================] - 0s 859us/step - loss: 0.3975 - accuracy: 0.8342
Epoch 490/500
113/113 [==============================] - 0s 907us/step - loss: 0.3974 - accuracy: 0.8343
Epoch 491/500
113/113 [==============================] - 0s 834us/step - loss: 0.3977 - accuracy: 0.8344
Epoch 492/500
113/113 [==============================] - 0s 882us/step - loss: 0.3977 - accuracy: 0.8354
Epoch 493/500
113/113 [==============================] - 0s 847us/step - loss: 0.3973 - accuracy: 0.8356
Epoch 494/500
113/113 [==============================] - 0s 881us/step - loss: 0.3975 - accuracy: 0.8349
Epoch 495/500
113/113 [==============================] - 0s 861us/step - loss: 0.3979 - accuracy: 0.8342
Epoch 496/500
113/113 [==============================] - 0s 845us/step - loss: 0.3974 - accuracy: 0.8349
Epoch 497/500
113/113 [==============================] - 0s 902us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 498/500
113/113 [==============================] - 0s 875us/step - loss: 0.3973 - accuracy: 0.8343
Epoch 499/500
113/113 [==============================] - 0s 863us/step - loss: 0.3976 - accuracy: 0.8340
Epoch 500/500
113/113 [==============================] - 0s 847us/step - loss: 0.3974 - accuracy: 0.8357
Epoch 1/500
113/113 [==============================] - 0s 859us/step - loss: 0.6671 - accuracy: 0.7903
Epoch 2/500
113/113 [==============================] - 0s 860us/step - loss: 0.5476 - accuracy: 0.7960
Epoch 3/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7960
Epoch 4/500
113/113 [==============================] - 0s 875us/step - loss: 0.4400 - accuracy: 0.7960
Epoch 5/500
113/113 [==============================] - 0s 903us/step - loss: 0.4367 - accuracy: 0.7960
Epoch 6/500
113/113 [==============================] - 0s 857us/step - loss: 0.4346 - accuracy: 0.7960
Epoch 7/500
113/113 [==============================] - 0s 938us/step - loss: 0.4331 - accuracy: 0.7960
Epoch 8/500
113/113 [==============================] - 0s 908us/step - loss: 0.4321 - accuracy: 0.7960
Epoch 9/500
113/113 [==============================] - 0s 868us/step - loss: 0.4314 - accuracy: 0.7960
Epoch 10/500
113/113 [==============================] - 0s 916us/step - loss: 0.4309 - accuracy: 0.7960
Epoch 11/500
113/113 [==============================] - 0s 865us/step - loss: 0.4301 - accuracy: 0.7960
Epoch 12/500
113/113 [==============================] - 0s 924us/step - loss: 0.4296 - accuracy: 0.7960
Epoch 13/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4289 - accuracy: 0.7960
Epoch 14/500
113/113 [==============================] - 0s 907us/step - loss: 0.4281 - accuracy: 0.7960
Epoch 15/500
113/113 [==============================] - 0s 882us/step - loss: 0.4271 - accuracy: 0.7960
Epoch 16/500
113/113 [==============================] - 0s 873us/step - loss: 0.4261 - accuracy: 0.7960
Epoch 17/500
113/113 [==============================] - 0s 949us/step - loss: 0.4248 - accuracy: 0.7960
Epoch 18/500
113/113 [==============================] - 0s 868us/step - loss: 0.4235 - accuracy: 0.7960
Epoch 19/500
113/113 [==============================] - 0s 990us/step - loss: 0.4221 - accuracy: 0.7960
Epoch 20/500
113/113 [==============================] - 0s 881us/step - loss: 0.4210 - accuracy: 0.8108
Epoch 21/500
113/113 [==============================] - 0s 874us/step - loss: 0.4197 - accuracy: 0.8183
Epoch 22/500
113/113 [==============================] - 0s 947us/step - loss: 0.4188 - accuracy: 0.8204
Epoch 23/500
113/113 [==============================] - 0s 870us/step - loss: 0.4181 - accuracy: 0.8225
Epoch 24/500
113/113 [==============================] - 0s 992us/step - loss: 0.4169 - accuracy: 0.8244
Epoch 25/500
113/113 [==============================] - 0s 876us/step - loss: 0.4162 - accuracy: 0.8257
Epoch 26/500
113/113 [==============================] - 0s 907us/step - loss: 0.4154 - accuracy: 0.8258
Epoch 27/500
113/113 [==============================] - 0s 876us/step - loss: 0.4148 - accuracy: 0.8269
Epoch 28/500
113/113 [==============================] - 0s 877us/step - loss: 0.4141 - accuracy: 0.8290
Epoch 29/500
113/113 [==============================] - 0s 936us/step - loss: 0.4134 - accuracy: 0.8296
Epoch 30/500
113/113 [==============================] - 0s 874us/step - loss: 0.4128 - accuracy: 0.8293
Epoch 31/500
113/113 [==============================] - 0s 939us/step - loss: 0.4123 - accuracy: 0.8300
Epoch 32/500
113/113 [==============================] - 0s 897us/step - loss: 0.4117 - accuracy: 0.8307
Epoch 33/500
113/113 [==============================] - 0s 972us/step - loss: 0.4111 - accuracy: 0.8308
Epoch 34/500
113/113 [==============================] - 0s 913us/step - loss: 0.4105 - accuracy: 0.8311
Epoch 35/500
113/113 [==============================] - 0s 872us/step - loss: 0.4100 - accuracy: 0.8325
Epoch 36/500
113/113 [==============================] - 0s 934us/step - loss: 0.4093 - accuracy: 0.8331
Epoch 37/500
113/113 [==============================] - 0s 866us/step - loss: 0.4088 - accuracy: 0.8336
Epoch 38/500
113/113 [==============================] - 0s 930us/step - loss: 0.4085 - accuracy: 0.8339
Epoch 39/500
113/113 [==============================] - 0s 871us/step - loss: 0.4079 - accuracy: 0.8351
Epoch 40/500
113/113 [==============================] - 0s 939us/step - loss: 0.4074 - accuracy: 0.8347
Epoch 41/500
113/113 [==============================] - 0s 885us/step - loss: 0.4069 - accuracy: 0.8353
Epoch 42/500
113/113 [==============================] - 0s 866us/step - loss: 0.4065 - accuracy: 0.8350
Epoch 43/500
113/113 [==============================] - 0s 914us/step - loss: 0.4064 - accuracy: 0.8353
Epoch 44/500
113/113 [==============================] - 0s 872us/step - loss: 0.4057 - accuracy: 0.8364
Epoch 45/500
113/113 [==============================] - 0s 913us/step - loss: 0.4055 - accuracy: 0.8354
Epoch 46/500
113/113 [==============================] - 0s 883us/step - loss: 0.4050 - accuracy: 0.8364
Epoch 47/500
113/113 [==============================] - 0s 879us/step - loss: 0.4047 - accuracy: 0.8368
Epoch 48/500
113/113 [==============================] - 0s 966us/step - loss: 0.4043 - accuracy: 0.8368
Epoch 49/500
113/113 [==============================] - 0s 857us/step - loss: 0.4040 - accuracy: 0.8364
Epoch 50/500
113/113 [==============================] - 0s 907us/step - loss: 0.4038 - accuracy: 0.8375
Epoch 51/500
113/113 [==============================] - 0s 949us/step - loss: 0.4035 - accuracy: 0.8378
Epoch 52/500
113/113 [==============================] - 0s 920us/step - loss: 0.4032 - accuracy: 0.8372
Epoch 53/500
113/113 [==============================] - 0s 864us/step - loss: 0.4027 - accuracy: 0.8383
Epoch 54/500
113/113 [==============================] - 0s 885us/step - loss: 0.4026 - accuracy: 0.8389
Epoch 55/500
113/113 [==============================] - 0s 933us/step - loss: 0.4024 - accuracy: 0.8382
Epoch 56/500
113/113 [==============================] - 0s 882us/step - loss: 0.4020 - accuracy: 0.8381
Epoch 57/500
113/113 [==============================] - 0s 955us/step - loss: 0.4019 - accuracy: 0.8382
Epoch 58/500
113/113 [==============================] - 0s 876us/step - loss: 0.4016 - accuracy: 0.8386
Epoch 59/500
113/113 [==============================] - 0s 881us/step - loss: 0.4016 - accuracy: 0.8385
Epoch 60/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8388
Epoch 61/500
113/113 [==============================] - 0s 887us/step - loss: 0.4010 - accuracy: 0.8386
Epoch 62/500
113/113 [==============================] - 0s 956us/step - loss: 0.4010 - accuracy: 0.8389
Epoch 63/500
113/113 [==============================] - 0s 873us/step - loss: 0.4006 - accuracy: 0.8385
Epoch 64/500
113/113 [==============================] - 0s 910us/step - loss: 0.4007 - accuracy: 0.8396
Epoch 65/500
113/113 [==============================] - 0s 898us/step - loss: 0.4006 - accuracy: 0.8390
Epoch 66/500
113/113 [==============================] - 0s 872us/step - loss: 0.4005 - accuracy: 0.8389
Epoch 67/500
113/113 [==============================] - 0s 964us/step - loss: 0.4001 - accuracy: 0.8393
Epoch 68/500
113/113 [==============================] - 0s 938us/step - loss: 0.4001 - accuracy: 0.8383
Epoch 69/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8385
Epoch 70/500
113/113 [==============================] - 0s 938us/step - loss: 0.4001 - accuracy: 0.8390
Epoch 71/500
113/113 [==============================] - 0s 920us/step - loss: 0.3999 - accuracy: 0.8385
Epoch 72/500
113/113 [==============================] - 0s 873us/step - loss: 0.3998 - accuracy: 0.8378
Epoch 73/500
113/113 [==============================] - 0s 872us/step - loss: 0.3996 - accuracy: 0.8392
Epoch 74/500
113/113 [==============================] - 0s 926us/step - loss: 0.3995 - accuracy: 0.8393
Epoch 75/500
113/113 [==============================] - 0s 891us/step - loss: 0.3997 - accuracy: 0.8388
Epoch 76/500
113/113 [==============================] - 0s 926us/step - loss: 0.3995 - accuracy: 0.8392
Epoch 77/500
113/113 [==============================] - 0s 871us/step - loss: 0.3994 - accuracy: 0.8392
Epoch 78/500
113/113 [==============================] - 0s 922us/step - loss: 0.3993 - accuracy: 0.8381
Epoch 79/500
113/113 [==============================] - 0s 988us/step - loss: 0.3992 - accuracy: 0.8399
Epoch 80/500
113/113 [==============================] - 0s 888us/step - loss: 0.3991 - accuracy: 0.8379
Epoch 81/500
113/113 [==============================] - 0s 986us/step - loss: 0.3992 - accuracy: 0.8378
Epoch 82/500
113/113 [==============================] - 0s 879us/step - loss: 0.3990 - accuracy: 0.8381
Epoch 83/500
113/113 [==============================] - 0s 920us/step - loss: 0.3989 - accuracy: 0.8383
Epoch 84/500
113/113 [==============================] - 0s 882us/step - loss: 0.3989 - accuracy: 0.8383
Epoch 85/500
113/113 [==============================] - 0s 925us/step - loss: 0.3989 - accuracy: 0.8388
Epoch 86/500
113/113 [==============================] - 0s 875us/step - loss: 0.3986 - accuracy: 0.8383
Epoch 87/500
113/113 [==============================] - 0s 868us/step - loss: 0.3987 - accuracy: 0.8379
Epoch 88/500
113/113 [==============================] - 0s 981us/step - loss: 0.3986 - accuracy: 0.8385
Epoch 89/500
113/113 [==============================] - 0s 898us/step - loss: 0.3985 - accuracy: 0.8386
Epoch 90/500
113/113 [==============================] - 0s 904us/step - loss: 0.3983 - accuracy: 0.8385
Epoch 91/500
113/113 [==============================] - 0s 876us/step - loss: 0.3983 - accuracy: 0.8389
Epoch 92/500
113/113 [==============================] - 0s 873us/step - loss: 0.3982 - accuracy: 0.8389
Epoch 93/500
113/113 [==============================] - 0s 909us/step - loss: 0.3983 - accuracy: 0.8389
Epoch 94/500
113/113 [==============================] - 0s 905us/step - loss: 0.3979 - accuracy: 0.8396
Epoch 95/500
113/113 [==============================] - 0s 927us/step - loss: 0.3980 - accuracy: 0.8388
Epoch 96/500
113/113 [==============================] - 0s 862us/step - loss: 0.3979 - accuracy: 0.8392
Epoch 97/500
113/113 [==============================] - 0s 926us/step - loss: 0.3978 - accuracy: 0.8389
Epoch 98/500
113/113 [==============================] - 0s 990us/step - loss: 0.3978 - accuracy: 0.8389
Epoch 99/500
113/113 [==============================] - 0s 890us/step - loss: 0.3977 - accuracy: 0.8375
Epoch 100/500
113/113 [==============================] - 0s 926us/step - loss: 0.3977 - accuracy: 0.8392
Epoch 101/500
113/113 [==============================] - 0s 872us/step - loss: 0.3976 - accuracy: 0.8378
Epoch 102/500
113/113 [==============================] - 0s 912us/step - loss: 0.3975 - accuracy: 0.8388
Epoch 103/500
113/113 [==============================] - 0s 880us/step - loss: 0.3976 - accuracy: 0.8386
Epoch 104/500
113/113 [==============================] - 0s 911us/step - loss: 0.3973 - accuracy: 0.8393
Epoch 105/500
113/113 [==============================] - 0s 868us/step - loss: 0.3973 - accuracy: 0.8383
Epoch 106/500
113/113 [==============================] - 0s 885us/step - loss: 0.3973 - accuracy: 0.8393
Epoch 107/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3975 - accuracy: 0.8386
Epoch 108/500
113/113 [==============================] - 0s 850us/step - loss: 0.3971 - accuracy: 0.8386
Epoch 109/500
113/113 [==============================] - 0s 840us/step - loss: 0.3971 - accuracy: 0.8388
Epoch 110/500
113/113 [==============================] - 0s 831us/step - loss: 0.3971 - accuracy: 0.8386
Epoch 111/500
113/113 [==============================] - 0s 823us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 112/500
113/113 [==============================] - 0s 828us/step - loss: 0.3969 - accuracy: 0.8393
Epoch 113/500
113/113 [==============================] - 0s 840us/step - loss: 0.3970 - accuracy: 0.8390
Epoch 114/500
113/113 [==============================] - 0s 945us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 115/500
113/113 [==============================] - 0s 953us/step - loss: 0.3969 - accuracy: 0.8389
Epoch 116/500
113/113 [==============================] - 0s 831us/step - loss: 0.3968 - accuracy: 0.8388
Epoch 117/500
113/113 [==============================] - 0s 898us/step - loss: 0.3971 - accuracy: 0.8379
Epoch 118/500
113/113 [==============================] - 0s 843us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 119/500
113/113 [==============================] - 0s 862us/step - loss: 0.3968 - accuracy: 0.8378
Epoch 120/500
113/113 [==============================] - 0s 877us/step - loss: 0.3969 - accuracy: 0.8379
Epoch 121/500
113/113 [==============================] - 0s 830us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 122/500
113/113 [==============================] - 0s 884us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 123/500
113/113 [==============================] - 0s 843us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 124/500
113/113 [==============================] - 0s 848us/step - loss: 0.3965 - accuracy: 0.8382
Epoch 125/500
113/113 [==============================] - 0s 852us/step - loss: 0.3964 - accuracy: 0.8379
Epoch 126/500
113/113 [==============================] - 0s 823us/step - loss: 0.3963 - accuracy: 0.8382
Epoch 127/500
113/113 [==============================] - 0s 931us/step - loss: 0.3964 - accuracy: 0.8369
Epoch 128/500
113/113 [==============================] - 0s 836us/step - loss: 0.3962 - accuracy: 0.8381
Epoch 129/500
113/113 [==============================] - 0s 828us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 130/500
113/113 [==============================] - 0s 856us/step - loss: 0.3962 - accuracy: 0.8383
Epoch 131/500
113/113 [==============================] - 0s 822us/step - loss: 0.3962 - accuracy: 0.8388
Epoch 132/500
113/113 [==============================] - 0s 858us/step - loss: 0.3961 - accuracy: 0.8381
Epoch 133/500
113/113 [==============================] - 0s 819us/step - loss: 0.3962 - accuracy: 0.8385
Epoch 134/500
113/113 [==============================] - 0s 837us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 135/500
113/113 [==============================] - 0s 862us/step - loss: 0.3961 - accuracy: 0.8383
Epoch 136/500
113/113 [==============================] - 0s 828us/step - loss: 0.3959 - accuracy: 0.8382
Epoch 137/500
113/113 [==============================] - 0s 932us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 138/500
113/113 [==============================] - 0s 834us/step - loss: 0.3959 - accuracy: 0.8379
Epoch 139/500
113/113 [==============================] - 0s 884us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 140/500
113/113 [==============================] - 0s 865us/step - loss: 0.3958 - accuracy: 0.8385
Epoch 141/500
113/113 [==============================] - 0s 826us/step - loss: 0.3958 - accuracy: 0.8375
Epoch 142/500
113/113 [==============================] - 0s 934us/step - loss: 0.3958 - accuracy: 0.8375
Epoch 143/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3957 - accuracy: 0.8379
Epoch 144/500
113/113 [==============================] - 0s 870us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 145/500
113/113 [==============================] - 0s 827us/step - loss: 0.3954 - accuracy: 0.8388
Epoch 146/500
113/113 [==============================] - 0s 826us/step - loss: 0.3957 - accuracy: 0.8381
Epoch 147/500
113/113 [==============================] - 0s 905us/step - loss: 0.3956 - accuracy: 0.8378
Epoch 148/500
113/113 [==============================] - 0s 864us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 149/500
113/113 [==============================] - 0s 862us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 150/500
113/113 [==============================] - 0s 845us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 151/500
113/113 [==============================] - 0s 824us/step - loss: 0.3954 - accuracy: 0.8392
Epoch 152/500
113/113 [==============================] - 0s 851us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 153/500
113/113 [==============================] - 0s 837us/step - loss: 0.3955 - accuracy: 0.8379
Epoch 154/500
113/113 [==============================] - 0s 878us/step - loss: 0.3954 - accuracy: 0.8389
Epoch 155/500
113/113 [==============================] - 0s 822us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 156/500
113/113 [==============================] - 0s 825us/step - loss: 0.3953 - accuracy: 0.8385
Epoch 157/500
113/113 [==============================] - 0s 948us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 158/500
113/113 [==============================] - 0s 833us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 159/500
113/113 [==============================] - 0s 848us/step - loss: 0.3950 - accuracy: 0.8376
Epoch 160/500
113/113 [==============================] - 0s 821us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 161/500
113/113 [==============================] - 0s 817us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 162/500
113/113 [==============================] - 0s 844us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 163/500
113/113 [==============================] - 0s 823us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 164/500
113/113 [==============================] - 0s 836us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 165/500
113/113 [==============================] - 0s 852us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 166/500
113/113 [==============================] - 0s 820us/step - loss: 0.3947 - accuracy: 0.8379
Epoch 167/500
113/113 [==============================] - 0s 929us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 168/500
113/113 [==============================] - 0s 826us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 169/500
113/113 [==============================] - 0s 835us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 170/500
113/113 [==============================] - 0s 905us/step - loss: 0.3946 - accuracy: 0.8399
Epoch 171/500
113/113 [==============================] - 0s 824us/step - loss: 0.3945 - accuracy: 0.8394
Epoch 172/500
113/113 [==============================] - 0s 868us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 173/500
113/113 [==============================] - 0s 827us/step - loss: 0.3945 - accuracy: 0.8399
Epoch 174/500
113/113 [==============================] - 0s 850us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 175/500
113/113 [==============================] - 0s 854us/step - loss: 0.3944 - accuracy: 0.8385
Epoch 176/500
113/113 [==============================] - 0s 826us/step - loss: 0.3946 - accuracy: 0.8401
Epoch 177/500
113/113 [==============================] - 0s 956us/step - loss: 0.3942 - accuracy: 0.8390
Epoch 178/500
113/113 [==============================] - 0s 819us/step - loss: 0.3942 - accuracy: 0.8388
Epoch 179/500
113/113 [==============================] - 0s 877us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 180/500
113/113 [==============================] - 0s 861us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 181/500
113/113 [==============================] - 0s 836us/step - loss: 0.3943 - accuracy: 0.8392
Epoch 182/500
113/113 [==============================] - 0s 849us/step - loss: 0.3944 - accuracy: 0.8403
Epoch 183/500
113/113 [==============================] - 0s 827us/step - loss: 0.3941 - accuracy: 0.8388
Epoch 184/500
113/113 [==============================] - 0s 839us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 185/500
113/113 [==============================] - 0s 852us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 186/500
113/113 [==============================] - 0s 820us/step - loss: 0.3941 - accuracy: 0.8411
Epoch 187/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8396
Epoch 188/500
113/113 [==============================] - 0s 933us/step - loss: 0.3940 - accuracy: 0.8393
Epoch 189/500
113/113 [==============================] - 0s 851us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 190/500
113/113 [==============================] - 0s 867us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 191/500
113/113 [==============================] - 0s 827us/step - loss: 0.3942 - accuracy: 0.8388
Epoch 192/500
113/113 [==============================] - 0s 846us/step - loss: 0.3937 - accuracy: 0.8397
Epoch 193/500
113/113 [==============================] - 0s 817us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 194/500
113/113 [==============================] - 0s 865us/step - loss: 0.3940 - accuracy: 0.8396
Epoch 195/500
113/113 [==============================] - 0s 851us/step - loss: 0.3941 - accuracy: 0.8404
Epoch 196/500
113/113 [==============================] - 0s 830us/step - loss: 0.3940 - accuracy: 0.8389
Epoch 197/500
113/113 [==============================] - 0s 888us/step - loss: 0.3938 - accuracy: 0.8394
Epoch 198/500
113/113 [==============================] - 0s 813us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 199/500
113/113 [==============================] - 0s 834us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 200/500
113/113 [==============================] - 0s 862us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 201/500
113/113 [==============================] - 0s 823us/step - loss: 0.3938 - accuracy: 0.8400
Epoch 202/500
113/113 [==============================] - 0s 846us/step - loss: 0.3936 - accuracy: 0.8406
Epoch 203/500
113/113 [==============================] - 0s 823us/step - loss: 0.3937 - accuracy: 0.8386
Epoch 204/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8403
Epoch 205/500
113/113 [==============================] - 0s 911us/step - loss: 0.3937 - accuracy: 0.8397
Epoch 206/500
113/113 [==============================] - 0s 838us/step - loss: 0.3935 - accuracy: 0.8403
Epoch 207/500
113/113 [==============================] - 0s 941us/step - loss: 0.3937 - accuracy: 0.8406
Epoch 208/500
113/113 [==============================] - 0s 850us/step - loss: 0.3936 - accuracy: 0.8407
Epoch 209/500
113/113 [==============================] - 0s 859us/step - loss: 0.3937 - accuracy: 0.8404
Epoch 210/500
113/113 [==============================] - 0s 885us/step - loss: 0.3934 - accuracy: 0.8404
Epoch 211/500
113/113 [==============================] - 0s 844us/step - loss: 0.3934 - accuracy: 0.8403
Epoch 212/500
113/113 [==============================] - 0s 876us/step - loss: 0.3936 - accuracy: 0.8401
Epoch 213/500
113/113 [==============================] - 0s 841us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 214/500
113/113 [==============================] - 0s 878us/step - loss: 0.3937 - accuracy: 0.8400
Epoch 215/500
113/113 [==============================] - 0s 885us/step - loss: 0.3937 - accuracy: 0.8396
Epoch 216/500
113/113 [==============================] - 0s 835us/step - loss: 0.3933 - accuracy: 0.8404
Epoch 217/500
113/113 [==============================] - 0s 960us/step - loss: 0.3933 - accuracy: 0.8404
Epoch 218/500
113/113 [==============================] - 0s 849us/step - loss: 0.3934 - accuracy: 0.8407
Epoch 219/500
113/113 [==============================] - 0s 935us/step - loss: 0.3933 - accuracy: 0.8411
Epoch 220/500
113/113 [==============================] - 0s 870us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 221/500
113/113 [==============================] - 0s 835us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 222/500
113/113 [==============================] - 0s 904us/step - loss: 0.3932 - accuracy: 0.83920s - loss: 0.3787 - accuracy: 0.
Epoch 223/500
113/113 [==============================] - 0s 832us/step - loss: 0.3935 - accuracy: 0.8411
Epoch 224/500
113/113 [==============================] - 0s 887us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 225/500
113/113 [==============================] - 0s 835us/step - loss: 0.3931 - accuracy: 0.8396
Epoch 226/500
113/113 [==============================] - 0s 836us/step - loss: 0.3934 - accuracy: 0.8410
Epoch 227/500
113/113 [==============================] - 0s 991us/step - loss: 0.3932 - accuracy: 0.8406
Epoch 228/500
113/113 [==============================] - 0s 838us/step - loss: 0.3931 - accuracy: 0.8408
Epoch 229/500
113/113 [==============================] - 0s 906us/step - loss: 0.3931 - accuracy: 0.8408
Epoch 230/500
113/113 [==============================] - 0s 858us/step - loss: 0.3933 - accuracy: 0.8382
Epoch 231/500
113/113 [==============================] - 0s 845us/step - loss: 0.3932 - accuracy: 0.8406
Epoch 232/500
113/113 [==============================] - 0s 885us/step - loss: 0.3932 - accuracy: 0.8393
Epoch 233/500
113/113 [==============================] - 0s 856us/step - loss: 0.3931 - accuracy: 0.8404
Epoch 234/500
113/113 [==============================] - 0s 887us/step - loss: 0.3932 - accuracy: 0.8417
Epoch 235/500
113/113 [==============================] - 0s 849us/step - loss: 0.3932 - accuracy: 0.8413
Epoch 236/500
113/113 [==============================] - 0s 854us/step - loss: 0.3929 - accuracy: 0.8415
Epoch 237/500
113/113 [==============================] - 0s 995us/step - loss: 0.3932 - accuracy: 0.8403
Epoch 238/500
113/113 [==============================] - 0s 837us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 239/500
113/113 [==============================] - 0s 903us/step - loss: 0.3932 - accuracy: 0.8410
Epoch 240/500
113/113 [==============================] - 0s 927us/step - loss: 0.3930 - accuracy: 0.8393
Epoch 241/500
113/113 [==============================] - 0s 843us/step - loss: 0.3928 - accuracy: 0.8411
Epoch 242/500
113/113 [==============================] - 0s 878us/step - loss: 0.3932 - accuracy: 0.8400
Epoch 243/500
113/113 [==============================] - 0s 847us/step - loss: 0.3931 - accuracy: 0.8411
Epoch 244/500
113/113 [==============================] - 0s 918us/step - loss: 0.3934 - accuracy: 0.8410
Epoch 245/500
113/113 [==============================] - 0s 836us/step - loss: 0.3928 - accuracy: 0.8404
Epoch 246/500
113/113 [==============================] - 0s 868us/step - loss: 0.3933 - accuracy: 0.8415
Epoch 247/500
113/113 [==============================] - 0s 872us/step - loss: 0.3929 - accuracy: 0.8403
Epoch 248/500
113/113 [==============================] - 0s 838us/step - loss: 0.3929 - accuracy: 0.8406
Epoch 249/500
113/113 [==============================] - 0s 889us/step - loss: 0.3929 - accuracy: 0.8424
Epoch 250/500
113/113 [==============================] - 0s 843us/step - loss: 0.3928 - accuracy: 0.8407
Epoch 251/500
113/113 [==============================] - 0s 831us/step - loss: 0.3928 - accuracy: 0.8413
Epoch 252/500
113/113 [==============================] - 0s 870us/step - loss: 0.3928 - accuracy: 0.8396
Epoch 253/500
113/113 [==============================] - 0s 841us/step - loss: 0.3927 - accuracy: 0.8408
Epoch 254/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3927 - accuracy: 0.8418
Epoch 255/500
113/113 [==============================] - 0s 835us/step - loss: 0.3929 - accuracy: 0.8411
Epoch 256/500
113/113 [==============================] - 0s 967us/step - loss: 0.3930 - accuracy: 0.8424
Epoch 257/500
113/113 [==============================] - 0s 844us/step - loss: 0.3926 - accuracy: 0.8421
Epoch 258/500
113/113 [==============================] - 0s 835us/step - loss: 0.3930 - accuracy: 0.8415
Epoch 259/500
113/113 [==============================] - 0s 908us/step - loss: 0.3927 - accuracy: 0.8404
Epoch 260/500
113/113 [==============================] - 0s 847us/step - loss: 0.3927 - accuracy: 0.8415
Epoch 261/500
113/113 [==============================] - 0s 866us/step - loss: 0.3929 - accuracy: 0.8407
Epoch 262/500
113/113 [==============================] - 0s 845us/step - loss: 0.3928 - accuracy: 0.8417
Epoch 263/500
113/113 [==============================] - 0s 850us/step - loss: 0.3930 - accuracy: 0.8413
Epoch 264/500
113/113 [==============================] - 0s 876us/step - loss: 0.3928 - accuracy: 0.8407
Epoch 265/500
113/113 [==============================] - 0s 854us/step - loss: 0.3928 - accuracy: 0.8417
Epoch 266/500
113/113 [==============================] - 0s 954us/step - loss: 0.3928 - accuracy: 0.8400
Epoch 267/500
113/113 [==============================] - 0s 864us/step - loss: 0.3927 - accuracy: 0.8404
Epoch 268/500
113/113 [==============================] - 0s 851us/step - loss: 0.3926 - accuracy: 0.8426
Epoch 269/500
113/113 [==============================] - 0s 900us/step - loss: 0.3927 - accuracy: 0.8410
Epoch 270/500
113/113 [==============================] - 0s 840us/step - loss: 0.3926 - accuracy: 0.8417
Epoch 271/500
113/113 [==============================] - 0s 877us/step - loss: 0.3928 - accuracy: 0.8419
Epoch 272/500
113/113 [==============================] - 0s 842us/step - loss: 0.3929 - accuracy: 0.8424
Epoch 273/500
113/113 [==============================] - 0s 857us/step - loss: 0.3929 - accuracy: 0.8415
Epoch 274/500
113/113 [==============================] - 0s 871us/step - loss: 0.3927 - accuracy: 0.8408
Epoch 275/500
113/113 [==============================] - 0s 858us/step - loss: 0.3927 - accuracy: 0.8426
Epoch 276/500
113/113 [==============================] - 0s 976us/step - loss: 0.3928 - accuracy: 0.8404
Epoch 277/500
113/113 [==============================] - 0s 850us/step - loss: 0.3927 - accuracy: 0.8413
Epoch 278/500
113/113 [==============================] - 0s 878us/step - loss: 0.3927 - accuracy: 0.8413
Epoch 279/500
113/113 [==============================] - 0s 920us/step - loss: 0.3927 - accuracy: 0.8408
Epoch 280/500
113/113 [==============================] - 0s 834us/step - loss: 0.3925 - accuracy: 0.8417
Epoch 281/500
113/113 [==============================] - 0s 868us/step - loss: 0.3928 - accuracy: 0.8415
Epoch 282/500
113/113 [==============================] - 0s 835us/step - loss: 0.3929 - accuracy: 0.8411
Epoch 283/500
113/113 [==============================] - 0s 838us/step - loss: 0.3928 - accuracy: 0.8408
Epoch 284/500
113/113 [==============================] - 0s 877us/step - loss: 0.3928 - accuracy: 0.8411
Epoch 285/500
113/113 [==============================] - 0s 847us/step - loss: 0.3927 - accuracy: 0.8415
Epoch 286/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3929 - accuracy: 0.8401
Epoch 287/500
113/113 [==============================] - 0s 842us/step - loss: 0.3928 - accuracy: 0.8408
Epoch 288/500
113/113 [==============================] - 0s 850us/step - loss: 0.3926 - accuracy: 0.8413
Epoch 289/500
113/113 [==============================] - 0s 867us/step - loss: 0.3926 - accuracy: 0.8410
Epoch 290/500
113/113 [==============================] - 0s 860us/step - loss: 0.3926 - accuracy: 0.8410
Epoch 291/500
113/113 [==============================] - 0s 898us/step - loss: 0.3929 - accuracy: 0.8408
Epoch 292/500
113/113 [==============================] - 0s 867us/step - loss: 0.3925 - accuracy: 0.8413
Epoch 293/500
113/113 [==============================] - 0s 859us/step - loss: 0.3926 - accuracy: 0.8401
Epoch 294/500
113/113 [==============================] - 0s 844us/step - loss: 0.3924 - accuracy: 0.8413
Epoch 295/500
113/113 [==============================] - 0s 876us/step - loss: 0.3927 - accuracy: 0.8407
Epoch 296/500
113/113 [==============================] - 0s 881us/step - loss: 0.3928 - accuracy: 0.8401
Epoch 297/500
113/113 [==============================] - 0s 838us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 298/500
113/113 [==============================] - 0s 875us/step - loss: 0.3928 - accuracy: 0.8406
Epoch 299/500
113/113 [==============================] - 0s 873us/step - loss: 0.3926 - accuracy: 0.8407
Epoch 300/500
113/113 [==============================] - 0s 850us/step - loss: 0.3927 - accuracy: 0.8404
Epoch 301/500
113/113 [==============================] - 0s 873us/step - loss: 0.3924 - accuracy: 0.8417
Epoch 302/500
113/113 [==============================] - 0s 840us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 303/500
113/113 [==============================] - 0s 878us/step - loss: 0.3925 - accuracy: 0.8419
Epoch 304/500
113/113 [==============================] - 0s 867us/step - loss: 0.3925 - accuracy: 0.8415
Epoch 305/500
113/113 [==============================] - 0s 824us/step - loss: 0.3927 - accuracy: 0.8410
Epoch 306/500
113/113 [==============================] - 0s 981us/step - loss: 0.3927 - accuracy: 0.8399
Epoch 307/500
113/113 [==============================] - 0s 839us/step - loss: 0.3926 - accuracy: 0.8413
Epoch 308/500
113/113 [==============================] - 0s 858us/step - loss: 0.3924 - accuracy: 0.8407
Epoch 309/500
113/113 [==============================] - 0s 847us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 310/500
113/113 [==============================] - 0s 829us/step - loss: 0.3925 - accuracy: 0.8410
Epoch 311/500
113/113 [==============================] - 0s 867us/step - loss: 0.3925 - accuracy: 0.8408
Epoch 312/500
113/113 [==============================] - 0s 873us/step - loss: 0.3926 - accuracy: 0.8407
Epoch 313/500
113/113 [==============================] - 0s 862us/step - loss: 0.3922 - accuracy: 0.8418
Epoch 314/500
113/113 [==============================] - 0s 868us/step - loss: 0.3923 - accuracy: 0.8403
Epoch 315/500
113/113 [==============================] - 0s 848us/step - loss: 0.3925 - accuracy: 0.8415
Epoch 316/500
113/113 [==============================] - 0s 873us/step - loss: 0.3922 - accuracy: 0.8419
Epoch 317/500
113/113 [==============================] - 0s 854us/step - loss: 0.3925 - accuracy: 0.8408
Epoch 318/500
113/113 [==============================] - 0s 923us/step - loss: 0.3923 - accuracy: 0.8407
Epoch 319/500
113/113 [==============================] - 0s 843us/step - loss: 0.3922 - accuracy: 0.8401
Epoch 320/500
113/113 [==============================] - 0s 836us/step - loss: 0.3922 - accuracy: 0.8403
Epoch 321/500
113/113 [==============================] - 0s 868us/step - loss: 0.3924 - accuracy: 0.8414
Epoch 322/500
113/113 [==============================] - 0s 839us/step - loss: 0.3926 - accuracy: 0.8414
Epoch 323/500
113/113 [==============================] - 0s 868us/step - loss: 0.3923 - accuracy: 0.8407
Epoch 324/500
113/113 [==============================] - 0s 842us/step - loss: 0.3923 - accuracy: 0.8410
Epoch 325/500
113/113 [==============================] - 0s 884us/step - loss: 0.3922 - accuracy: 0.8396
Epoch 326/500
113/113 [==============================] - 0s 875us/step - loss: 0.3923 - accuracy: 0.8406
Epoch 327/500
113/113 [==============================] - 0s 872us/step - loss: 0.3926 - accuracy: 0.8403
Epoch 328/500
113/113 [==============================] - 0s 880us/step - loss: 0.3924 - accuracy: 0.8408
Epoch 329/500
113/113 [==============================] - 0s 839us/step - loss: 0.3925 - accuracy: 0.8404
Epoch 330/500
113/113 [==============================] - 0s 858us/step - loss: 0.3922 - accuracy: 0.8406
Epoch 331/500
113/113 [==============================] - 0s 862us/step - loss: 0.3925 - accuracy: 0.8393
Epoch 332/500
113/113 [==============================] - 0s 857us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 333/500
113/113 [==============================] - 0s 872us/step - loss: 0.3922 - accuracy: 0.8404
Epoch 334/500
113/113 [==============================] - 0s 866us/step - loss: 0.3924 - accuracy: 0.8397
Epoch 335/500
113/113 [==============================] - 0s 876us/step - loss: 0.3924 - accuracy: 0.8401
Epoch 336/500
113/113 [==============================] - 0s 884us/step - loss: 0.3924 - accuracy: 0.8400
Epoch 337/500
113/113 [==============================] - 0s 845us/step - loss: 0.3922 - accuracy: 0.8397
Epoch 338/500
113/113 [==============================] - 0s 875us/step - loss: 0.3924 - accuracy: 0.8401
Epoch 339/500
113/113 [==============================] - 0s 847us/step - loss: 0.3922 - accuracy: 0.8401
Epoch 340/500
113/113 [==============================] - 0s 862us/step - loss: 0.3923 - accuracy: 0.8400
Epoch 341/500
113/113 [==============================] - 0s 864us/step - loss: 0.3922 - accuracy: 0.8401
Epoch 342/500
113/113 [==============================] - 0s 846us/step - loss: 0.3925 - accuracy: 0.8406
Epoch 343/500
113/113 [==============================] - 0s 863us/step - loss: 0.3921 - accuracy: 0.8404
Epoch 344/500
113/113 [==============================] - 0s 841us/step - loss: 0.3931 - accuracy: 0.8401
Epoch 345/500
113/113 [==============================] - 0s 879us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 346/500
113/113 [==============================] - 0s 908us/step - loss: 0.3922 - accuracy: 0.8407
Epoch 347/500
113/113 [==============================] - 0s 823us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 348/500
113/113 [==============================] - 0s 866us/step - loss: 0.3921 - accuracy: 0.8399
Epoch 349/500
113/113 [==============================] - 0s 844us/step - loss: 0.3922 - accuracy: 0.8392
Epoch 350/500
113/113 [==============================] - 0s 843us/step - loss: 0.3924 - accuracy: 0.8404
Epoch 351/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3923 - accuracy: 0.8400
Epoch 352/500
113/113 [==============================] - 0s 834us/step - loss: 0.3922 - accuracy: 0.8414
Epoch 353/500
113/113 [==============================] - 0s 842us/step - loss: 0.3922 - accuracy: 0.8413
Epoch 354/500
113/113 [==============================] - 0s 856us/step - loss: 0.3920 - accuracy: 0.8413
Epoch 355/500
113/113 [==============================] - 0s 939us/step - loss: 0.3923 - accuracy: 0.8411
Epoch 356/500
113/113 [==============================] - 0s 846us/step - loss: 0.3922 - accuracy: 0.8406
Epoch 357/500
113/113 [==============================] - 0s 851us/step - loss: 0.3923 - accuracy: 0.8404
Epoch 358/500
113/113 [==============================] - 0s 866us/step - loss: 0.3920 - accuracy: 0.8419
Epoch 359/500
113/113 [==============================] - 0s 875us/step - loss: 0.3922 - accuracy: 0.8403
Epoch 360/500
113/113 [==============================] - 0s 854us/step - loss: 0.3920 - accuracy: 0.8417
Epoch 361/500
113/113 [==============================] - 0s 889us/step - loss: 0.3922 - accuracy: 0.8399
Epoch 362/500
113/113 [==============================] - 0s 862us/step - loss: 0.3919 - accuracy: 0.8401
Epoch 363/500
113/113 [==============================] - 0s 852us/step - loss: 0.3921 - accuracy: 0.8390
Epoch 364/500
113/113 [==============================] - 0s 865us/step - loss: 0.3920 - accuracy: 0.8413
Epoch 365/500
113/113 [==============================] - 0s 955us/step - loss: 0.3918 - accuracy: 0.8407
Epoch 366/500
113/113 [==============================] - 0s 877us/step - loss: 0.3919 - accuracy: 0.8397
Epoch 367/500
113/113 [==============================] - 0s 838us/step - loss: 0.3919 - accuracy: 0.8406
Epoch 368/500
113/113 [==============================] - 0s 839us/step - loss: 0.3922 - accuracy: 0.8400
Epoch 369/500
113/113 [==============================] - 0s 858us/step - loss: 0.3918 - accuracy: 0.8408
Epoch 370/500
113/113 [==============================] - 0s 861us/step - loss: 0.3916 - accuracy: 0.8393
Epoch 371/500
113/113 [==============================] - 0s 870us/step - loss: 0.3917 - accuracy: 0.8408
Epoch 372/500
113/113 [==============================] - 0s 840us/step - loss: 0.3916 - accuracy: 0.8404
Epoch 373/500
113/113 [==============================] - 0s 871us/step - loss: 0.3915 - accuracy: 0.8410
Epoch 374/500
113/113 [==============================] - 0s 874us/step - loss: 0.3913 - accuracy: 0.8406
Epoch 375/500
113/113 [==============================] - 0s 967us/step - loss: 0.3913 - accuracy: 0.8397
Epoch 376/500
113/113 [==============================] - 0s 875us/step - loss: 0.3912 - accuracy: 0.8396
Epoch 377/500
113/113 [==============================] - 0s 880us/step - loss: 0.3910 - accuracy: 0.8404
Epoch 378/500
113/113 [==============================] - 0s 850us/step - loss: 0.3912 - accuracy: 0.8404
Epoch 379/500
113/113 [==============================] - 0s 870us/step - loss: 0.3909 - accuracy: 0.8403
Epoch 380/500
113/113 [==============================] - 0s 848us/step - loss: 0.3910 - accuracy: 0.8394
Epoch 381/500
113/113 [==============================] - 0s 874us/step - loss: 0.3907 - accuracy: 0.8399
Epoch 382/500
113/113 [==============================] - 0s 850us/step - loss: 0.3906 - accuracy: 0.8414
Epoch 383/500
113/113 [==============================] - 0s 863us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 384/500
113/113 [==============================] - 0s 831us/step - loss: 0.3906 - accuracy: 0.8401
Epoch 385/500
113/113 [==============================] - 0s 901us/step - loss: 0.3904 - accuracy: 0.8404
Epoch 386/500
113/113 [==============================] - 0s 877us/step - loss: 0.3904 - accuracy: 0.8390
Epoch 387/500
113/113 [==============================] - 0s 837us/step - loss: 0.3902 - accuracy: 0.8393
Epoch 388/500
113/113 [==============================] - 0s 871us/step - loss: 0.3903 - accuracy: 0.8418
Epoch 389/500
113/113 [==============================] - 0s 844us/step - loss: 0.3904 - accuracy: 0.8401
Epoch 390/500
113/113 [==============================] - 0s 878us/step - loss: 0.3903 - accuracy: 0.8410
Epoch 391/500
113/113 [==============================] - 0s 872us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 392/500
113/113 [==============================] - 0s 844us/step - loss: 0.3901 - accuracy: 0.8393
Epoch 393/500
113/113 [==============================] - 0s 869us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 394/500
113/113 [==============================] - 0s 846us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 395/500
113/113 [==============================] - 0s 976us/step - loss: 0.3899 - accuracy: 0.8406
Epoch 396/500
113/113 [==============================] - 0s 870us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 397/500
113/113 [==============================] - 0s 834us/step - loss: 0.3898 - accuracy: 0.8394
Epoch 398/500
113/113 [==============================] - 0s 859us/step - loss: 0.3899 - accuracy: 0.8389
Epoch 399/500
113/113 [==============================] - 0s 839us/step - loss: 0.3896 - accuracy: 0.8397
Epoch 400/500
113/113 [==============================] - 0s 863us/step - loss: 0.3895 - accuracy: 0.8397
Epoch 401/500
113/113 [==============================] - 0s 856us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 402/500
113/113 [==============================] - 0s 853us/step - loss: 0.3895 - accuracy: 0.8403
Epoch 403/500
113/113 [==============================] - 0s 859us/step - loss: 0.3899 - accuracy: 0.8406
Epoch 404/500
113/113 [==============================] - 0s 852us/step - loss: 0.3896 - accuracy: 0.8397
Epoch 405/500
113/113 [==============================] - 0s 994us/step - loss: 0.3897 - accuracy: 0.8404
Epoch 406/500
113/113 [==============================] - 0s 867us/step - loss: 0.3896 - accuracy: 0.8406
Epoch 407/500
113/113 [==============================] - 0s 830us/step - loss: 0.3896 - accuracy: 0.8404
Epoch 408/500
113/113 [==============================] - 0s 864us/step - loss: 0.3894 - accuracy: 0.8392
Epoch 409/500
113/113 [==============================] - 0s 832us/step - loss: 0.3894 - accuracy: 0.8403
Epoch 410/500
113/113 [==============================] - 0s 859us/step - loss: 0.3893 - accuracy: 0.8400
Epoch 411/500
113/113 [==============================] - 0s 866us/step - loss: 0.3892 - accuracy: 0.8403
Epoch 412/500
113/113 [==============================] - 0s 862us/step - loss: 0.3898 - accuracy: 0.8401
Epoch 413/500
113/113 [==============================] - 0s 875us/step - loss: 0.3894 - accuracy: 0.8406
Epoch 414/500
113/113 [==============================] - 0s 849us/step - loss: 0.3894 - accuracy: 0.8394
Epoch 415/500
113/113 [==============================] - 0s 948us/step - loss: 0.3894 - accuracy: 0.8396
Epoch 416/500
113/113 [==============================] - 0s 868us/step - loss: 0.3892 - accuracy: 0.8393
Epoch 417/500
113/113 [==============================] - 0s 898us/step - loss: 0.3893 - accuracy: 0.8400
Epoch 418/500
113/113 [==============================] - 0s 861us/step - loss: 0.3892 - accuracy: 0.8394
Epoch 419/500
113/113 [==============================] - 0s 835us/step - loss: 0.3891 - accuracy: 0.8394
Epoch 420/500
113/113 [==============================] - 0s 862us/step - loss: 0.3893 - accuracy: 0.8401
Epoch 421/500
113/113 [==============================] - 0s 864us/step - loss: 0.3892 - accuracy: 0.8411
Epoch 422/500
113/113 [==============================] - 0s 858us/step - loss: 0.3895 - accuracy: 0.8385
Epoch 423/500
113/113 [==============================] - 0s 884us/step - loss: 0.3892 - accuracy: 0.8404
Epoch 424/500
113/113 [==============================] - 0s 852us/step - loss: 0.3892 - accuracy: 0.8401
Epoch 425/500
113/113 [==============================] - 0s 915us/step - loss: 0.3889 - accuracy: 0.84060s - loss: 0.3985 - accuracy: 0.
Epoch 426/500
113/113 [==============================] - 0s 866us/step - loss: 0.3892 - accuracy: 0.8406
Epoch 427/500
113/113 [==============================] - 0s 837us/step - loss: 0.3893 - accuracy: 0.8400
Epoch 428/500
113/113 [==============================] - 0s 868us/step - loss: 0.3893 - accuracy: 0.8404
Epoch 429/500
113/113 [==============================] - 0s 837us/step - loss: 0.3894 - accuracy: 0.8408
Epoch 430/500
113/113 [==============================] - 0s 861us/step - loss: 0.3891 - accuracy: 0.8400
Epoch 431/500
113/113 [==============================] - 0s 859us/step - loss: 0.3894 - accuracy: 0.8400
Epoch 432/500
113/113 [==============================] - 0s 856us/step - loss: 0.3891 - accuracy: 0.8404
Epoch 433/500
113/113 [==============================] - 0s 870us/step - loss: 0.3890 - accuracy: 0.8399
Epoch 434/500
113/113 [==============================] - 0s 845us/step - loss: 0.3890 - accuracy: 0.8410
Epoch 435/500
113/113 [==============================] - 0s 945us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 436/500
113/113 [==============================] - 0s 858us/step - loss: 0.3890 - accuracy: 0.8418
Epoch 437/500
113/113 [==============================] - 0s 826us/step - loss: 0.3891 - accuracy: 0.8410
Epoch 438/500
113/113 [==============================] - 0s 866us/step - loss: 0.3889 - accuracy: 0.8413
Epoch 439/500
113/113 [==============================] - 0s 836us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 440/500
113/113 [==============================] - 0s 869us/step - loss: 0.3890 - accuracy: 0.8399
Epoch 441/500
113/113 [==============================] - 0s 860us/step - loss: 0.3890 - accuracy: 0.8401
Epoch 442/500
113/113 [==============================] - 0s 842us/step - loss: 0.3885 - accuracy: 0.8406
Epoch 443/500
113/113 [==============================] - 0s 865us/step - loss: 0.3894 - accuracy: 0.8400
Epoch 444/500
113/113 [==============================] - 0s 842us/step - loss: 0.3892 - accuracy: 0.8406
Epoch 445/500
113/113 [==============================] - 0s 992us/step - loss: 0.3891 - accuracy: 0.8410
Epoch 446/500
113/113 [==============================] - 0s 859us/step - loss: 0.3890 - accuracy: 0.8406
Epoch 447/500
113/113 [==============================] - 0s 837us/step - loss: 0.3889 - accuracy: 0.8401
Epoch 448/500
113/113 [==============================] - 0s 869us/step - loss: 0.3888 - accuracy: 0.8403
Epoch 449/500
113/113 [==============================] - 0s 837us/step - loss: 0.3887 - accuracy: 0.8404
Epoch 450/500
113/113 [==============================] - 0s 849us/step - loss: 0.3889 - accuracy: 0.8407
Epoch 451/500
113/113 [==============================] - 0s 857us/step - loss: 0.3889 - accuracy: 0.8410
Epoch 452/500
113/113 [==============================] - 0s 842us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 453/500
113/113 [==============================] - 0s 867us/step - loss: 0.3886 - accuracy: 0.8403
Epoch 454/500
113/113 [==============================] - 0s 903us/step - loss: 0.3889 - accuracy: 0.8396
Epoch 455/500
113/113 [==============================] - 0s 862us/step - loss: 0.3887 - accuracy: 0.8401
Epoch 456/500
113/113 [==============================] - 0s 863us/step - loss: 0.3888 - accuracy: 0.8417
Epoch 457/500
113/113 [==============================] - 0s 848us/step - loss: 0.3887 - accuracy: 0.8406
Epoch 458/500
113/113 [==============================] - 0s 887us/step - loss: 0.3887 - accuracy: 0.8404
Epoch 459/500
113/113 [==============================] - 0s 840us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 460/500
113/113 [==============================] - 0s 851us/step - loss: 0.3887 - accuracy: 0.8401
Epoch 461/500
113/113 [==============================] - 0s 866us/step - loss: 0.3889 - accuracy: 0.8415
Epoch 462/500
113/113 [==============================] - 0s 859us/step - loss: 0.3887 - accuracy: 0.8394
Epoch 463/500
113/113 [==============================] - 0s 894us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 464/500
113/113 [==============================] - 0s 878us/step - loss: 0.3885 - accuracy: 0.8417
Epoch 465/500
113/113 [==============================] - 0s 834us/step - loss: 0.3886 - accuracy: 0.8411
Epoch 466/500
113/113 [==============================] - 0s 898us/step - loss: 0.3888 - accuracy: 0.8399
Epoch 467/500
113/113 [==============================] - 0s 843us/step - loss: 0.3885 - accuracy: 0.8415
Epoch 468/500
113/113 [==============================] - 0s 888us/step - loss: 0.3889 - accuracy: 0.8399
Epoch 469/500
113/113 [==============================] - 0s 862us/step - loss: 0.3884 - accuracy: 0.8406
Epoch 470/500
113/113 [==============================] - 0s 854us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 471/500
113/113 [==============================] - 0s 928us/step - loss: 0.3886 - accuracy: 0.8401
Epoch 472/500
113/113 [==============================] - 0s 838us/step - loss: 0.3885 - accuracy: 0.8404
Epoch 473/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3885 - accuracy: 0.8410
Epoch 474/500
113/113 [==============================] - 0s 839us/step - loss: 0.3887 - accuracy: 0.8407
Epoch 475/500
113/113 [==============================] - 0s 862us/step - loss: 0.3885 - accuracy: 0.8407
Epoch 476/500
113/113 [==============================] - 0s 843us/step - loss: 0.3886 - accuracy: 0.8406
Epoch 477/500
113/113 [==============================] - 0s 906us/step - loss: 0.3887 - accuracy: 0.8403
Epoch 478/500
113/113 [==============================] - 0s 869us/step - loss: 0.3883 - accuracy: 0.8408
Epoch 479/500
113/113 [==============================] - 0s 836us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 480/500
113/113 [==============================] - 0s 911us/step - loss: 0.3886 - accuracy: 0.8408
Epoch 481/500
113/113 [==============================] - 0s 838us/step - loss: 0.3885 - accuracy: 0.8407
Epoch 482/500
113/113 [==============================] - 0s 841us/step - loss: 0.3885 - accuracy: 0.8399
Epoch 483/500
113/113 [==============================] - 0s 871us/step - loss: 0.3885 - accuracy: 0.8414
Epoch 484/500
113/113 [==============================] - 0s 831us/step - loss: 0.3886 - accuracy: 0.8408
Epoch 485/500
113/113 [==============================] - 0s 959us/step - loss: 0.3885 - accuracy: 0.8403
Epoch 486/500
113/113 [==============================] - 0s 838us/step - loss: 0.3885 - accuracy: 0.8410
Epoch 487/500
113/113 [==============================] - 0s 833us/step - loss: 0.3886 - accuracy: 0.8411
Epoch 488/500
113/113 [==============================] - 0s 879us/step - loss: 0.3887 - accuracy: 0.8399
Epoch 489/500
113/113 [==============================] - 0s 853us/step - loss: 0.3885 - accuracy: 0.8406
Epoch 490/500
113/113 [==============================] - 0s 886us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 491/500
113/113 [==============================] - 0s 849us/step - loss: 0.3884 - accuracy: 0.8408
Epoch 492/500
113/113 [==============================] - 0s 846us/step - loss: 0.3885 - accuracy: 0.8400
Epoch 493/500
113/113 [==============================] - 0s 864us/step - loss: 0.3889 - accuracy: 0.8404
Epoch 494/500
113/113 [==============================] - 0s 904us/step - loss: 0.3885 - accuracy: 0.8397
Epoch 495/500
113/113 [==============================] - 0s 873us/step - loss: 0.3883 - accuracy: 0.8400
Epoch 496/500
113/113 [==============================] - 0s 838us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 497/500
113/113 [==============================] - 0s 844us/step - loss: 0.3881 - accuracy: 0.8407
Epoch 498/500
113/113 [==============================] - 0s 864us/step - loss: 0.3882 - accuracy: 0.8401
Epoch 499/500
113/113 [==============================] - 0s 845us/step - loss: 0.3884 - accuracy: 0.8407
Epoch 500/500
113/113 [==============================] - 0s 840us/step - loss: 0.3881 - accuracy: 0.8414
Epoch 1/500
113/113 [==============================] - 0s 1ms/step - loss: 0.6709 - accuracy: 0.7940
Epoch 2/500
113/113 [==============================] - 0s 792us/step - loss: 0.5722 - accuracy: 0.7953
Epoch 3/500
113/113 [==============================] - 0s 864us/step - loss: 0.4651 - accuracy: 0.7953
Epoch 4/500
113/113 [==============================] - 0s 818us/step - loss: 0.4381 - accuracy: 0.7953
Epoch 5/500
113/113 [==============================] - 0s 837us/step - loss: 0.4316 - accuracy: 0.7953
Epoch 6/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7953
Epoch 7/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4251 - accuracy: 0.7953
Epoch 8/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4226 - accuracy: 0.7953
Epoch 9/500
113/113 [==============================] - 0s 978us/step - loss: 0.4203 - accuracy: 0.7953
Epoch 10/500
113/113 [==============================] - 0s 3ms/step - loss: 0.4180 - accuracy: 0.7953
Epoch 11/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4154 - accuracy: 0.7953
Epoch 12/500
113/113 [==============================] - 0s 990us/step - loss: 0.4129 - accuracy: 0.7953
Epoch 13/500
113/113 [==============================] - 0s 958us/step - loss: 0.4106 - accuracy: 0.7953
Epoch 14/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4082 - accuracy: 0.7953
Epoch 15/500
113/113 [==============================] - 0s 958us/step - loss: 0.4061 - accuracy: 0.7953
Epoch 16/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4037 - accuracy: 0.7953
Epoch 17/500
113/113 [==============================] - 0s 971us/step - loss: 0.4016 - accuracy: 0.7953
Epoch 18/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8118
Epoch 19/500
113/113 [==============================] - 0s 985us/step - loss: 0.3968 - accuracy: 0.8188
Epoch 20/500
113/113 [==============================] - 0s 990us/step - loss: 0.3943 - accuracy: 0.8208
Epoch 21/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8213
Epoch 22/500
113/113 [==============================] - 0s 875us/step - loss: 0.3888 - accuracy: 0.8231
Epoch 23/500
113/113 [==============================] - 0s 891us/step - loss: 0.3861 - accuracy: 0.8247
Epoch 24/500
113/113 [==============================] - 0s 839us/step - loss: 0.3837 - accuracy: 0.8268
Epoch 25/500
113/113 [==============================] - 0s 996us/step - loss: 0.3811 - accuracy: 0.8271
Epoch 26/500
113/113 [==============================] - 0s 794us/step - loss: 0.3794 - accuracy: 0.8279
Epoch 27/500
113/113 [==============================] - 0s 817us/step - loss: 0.3773 - accuracy: 0.8431
Epoch 28/500
113/113 [==============================] - 0s 962us/step - loss: 0.3750 - accuracy: 0.8436
Epoch 29/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3738 - accuracy: 0.8449
Epoch 30/500
113/113 [==============================] - 0s 893us/step - loss: 0.3718 - accuracy: 0.8474
Epoch 31/500
113/113 [==============================] - 0s 796us/step - loss: 0.3705 - accuracy: 0.8476
Epoch 32/500
113/113 [==============================] - 0s 861us/step - loss: 0.3686 - accuracy: 0.8497
Epoch 33/500
113/113 [==============================] - 0s 835us/step - loss: 0.3680 - accuracy: 0.8497
Epoch 34/500
113/113 [==============================] - 0s 799us/step - loss: 0.3659 - accuracy: 0.8494
Epoch 35/500
113/113 [==============================] - 0s 805us/step - loss: 0.3645 - accuracy: 0.8515
Epoch 36/500
113/113 [==============================] - 0s 777us/step - loss: 0.3632 - accuracy: 0.8535
Epoch 37/500
113/113 [==============================] - 0s 788us/step - loss: 0.3622 - accuracy: 0.8543
Epoch 38/500
113/113 [==============================] - 0s 980us/step - loss: 0.3609 - accuracy: 0.8522
Epoch 39/500
113/113 [==============================] - 0s 798us/step - loss: 0.3592 - accuracy: 0.8547
Epoch 40/500
113/113 [==============================] - 0s 818us/step - loss: 0.3591 - accuracy: 0.8546
Epoch 41/500
113/113 [==============================] - 0s 801us/step - loss: 0.3580 - accuracy: 0.8539
Epoch 42/500
113/113 [==============================] - 0s 807us/step - loss: 0.3568 - accuracy: 0.8554
Epoch 43/500
113/113 [==============================] - 0s 882us/step - loss: 0.3556 - accuracy: 0.8546
Epoch 44/500
113/113 [==============================] - 0s 822us/step - loss: 0.3545 - accuracy: 0.8568
Epoch 45/500
113/113 [==============================] - 0s 991us/step - loss: 0.3544 - accuracy: 0.8561
Epoch 46/500
113/113 [==============================] - 0s 912us/step - loss: 0.3533 - accuracy: 0.8564
Epoch 47/500
113/113 [==============================] - 0s 908us/step - loss: 0.3525 - accuracy: 0.8567
Epoch 48/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3518 - accuracy: 0.8576
Epoch 49/500
113/113 [==============================] - 0s 832us/step - loss: 0.3514 - accuracy: 0.8600
Epoch 50/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3511 - accuracy: 0.8596
Epoch 51/500
113/113 [==============================] - 0s 868us/step - loss: 0.3504 - accuracy: 0.8579
Epoch 52/500
113/113 [==============================] - 0s 908us/step - loss: 0.3500 - accuracy: 0.8593
Epoch 53/500
113/113 [==============================] - 0s 959us/step - loss: 0.3497 - accuracy: 0.8594
Epoch 54/500
113/113 [==============================] - 0s 874us/step - loss: 0.3494 - accuracy: 0.8586
Epoch 55/500
113/113 [==============================] - 0s 943us/step - loss: 0.3489 - accuracy: 0.8601
Epoch 56/500
113/113 [==============================] - 0s 876us/step - loss: 0.3489 - accuracy: 0.8596
Epoch 57/500
113/113 [==============================] - 0s 979us/step - loss: 0.3484 - accuracy: 0.8578
Epoch 58/500
113/113 [==============================] - 0s 902us/step - loss: 0.3476 - accuracy: 0.8586
Epoch 59/500
113/113 [==============================] - 0s 924us/step - loss: 0.3474 - accuracy: 0.8612
Epoch 60/500
113/113 [==============================] - 0s 880us/step - loss: 0.3478 - accuracy: 0.8593
Epoch 61/500
113/113 [==============================] - 0s 886us/step - loss: 0.3472 - accuracy: 0.8604
Epoch 62/500
113/113 [==============================] - 0s 936us/step - loss: 0.3468 - accuracy: 0.8586
Epoch 63/500
113/113 [==============================] - 0s 815us/step - loss: 0.3465 - accuracy: 0.8578
Epoch 64/500
113/113 [==============================] - 0s 831us/step - loss: 0.3466 - accuracy: 0.8615
Epoch 65/500
113/113 [==============================] - 0s 806us/step - loss: 0.3459 - accuracy: 0.8603
Epoch 66/500
113/113 [==============================] - 0s 816us/step - loss: 0.3458 - accuracy: 0.8596
Epoch 67/500
113/113 [==============================] - 0s 841us/step - loss: 0.3454 - accuracy: 0.8600
Epoch 68/500
113/113 [==============================] - 0s 823us/step - loss: 0.3455 - accuracy: 0.8599
Epoch 69/500
113/113 [==============================] - 0s 811us/step - loss: 0.3455 - accuracy: 0.8599
Epoch 70/500
113/113 [==============================] - 0s 797us/step - loss: 0.3450 - accuracy: 0.8610
Epoch 71/500
113/113 [==============================] - 0s 802us/step - loss: 0.3450 - accuracy: 0.8585
Epoch 72/500
113/113 [==============================] - 0s 948us/step - loss: 0.3450 - accuracy: 0.8607
Epoch 73/500
113/113 [==============================] - 0s 873us/step - loss: 0.3449 - accuracy: 0.8594
Epoch 74/500
113/113 [==============================] - 0s 800us/step - loss: 0.3447 - accuracy: 0.8607
Epoch 75/500
113/113 [==============================] - 0s 851us/step - loss: 0.3447 - accuracy: 0.8593
Epoch 76/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3445 - accuracy: 0.8603
Epoch 77/500
113/113 [==============================] - 0s 859us/step - loss: 0.3441 - accuracy: 0.8593
Epoch 78/500
113/113 [==============================] - 0s 923us/step - loss: 0.3438 - accuracy: 0.8617
Epoch 79/500
113/113 [==============================] - 0s 810us/step - loss: 0.3439 - accuracy: 0.8597
Epoch 80/500
113/113 [==============================] - 0s 816us/step - loss: 0.3439 - accuracy: 0.8587
Epoch 81/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3436 - accuracy: 0.8593
Epoch 82/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3438 - accuracy: 0.8608
Epoch 83/500
113/113 [==============================] - 0s 859us/step - loss: 0.3430 - accuracy: 0.8600
Epoch 84/500
113/113 [==============================] - 0s 815us/step - loss: 0.3436 - accuracy: 0.8632
Epoch 85/500
113/113 [==============================] - 0s 865us/step - loss: 0.3431 - accuracy: 0.8604
Epoch 86/500
113/113 [==============================] - 0s 826us/step - loss: 0.3430 - accuracy: 0.8619
Epoch 87/500
113/113 [==============================] - 0s 878us/step - loss: 0.3434 - accuracy: 0.8597
Epoch 88/500
113/113 [==============================] - 0s 867us/step - loss: 0.3428 - accuracy: 0.8586
Epoch 89/500
113/113 [==============================] - 0s 905us/step - loss: 0.3430 - accuracy: 0.8619
Epoch 90/500
113/113 [==============================] - 0s 854us/step - loss: 0.3427 - accuracy: 0.8604
Epoch 91/500
113/113 [==============================] - 0s 833us/step - loss: 0.3427 - accuracy: 0.8619
Epoch 92/500
113/113 [==============================] - 0s 832us/step - loss: 0.3430 - accuracy: 0.8608
Epoch 93/500
113/113 [==============================] - 0s 861us/step - loss: 0.3422 - accuracy: 0.8606
Epoch 94/500
113/113 [==============================] - 0s 828us/step - loss: 0.3424 - accuracy: 0.8610
Epoch 95/500
113/113 [==============================] - 0s 889us/step - loss: 0.3425 - accuracy: 0.8597
Epoch 96/500
113/113 [==============================] - 0s 845us/step - loss: 0.3423 - accuracy: 0.8600
Epoch 97/500
113/113 [==============================] - 0s 855us/step - loss: 0.3423 - accuracy: 0.8606
Epoch 98/500
113/113 [==============================] - 0s 991us/step - loss: 0.3425 - accuracy: 0.8614
Epoch 99/500
113/113 [==============================] - 0s 913us/step - loss: 0.3418 - accuracy: 0.8590
Epoch 100/500
113/113 [==============================] - 0s 999us/step - loss: 0.3422 - accuracy: 0.8610
Epoch 101/500
113/113 [==============================] - 0s 890us/step - loss: 0.3423 - accuracy: 0.8614
Epoch 102/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3421 - accuracy: 0.8626
Epoch 103/500
113/113 [==============================] - 0s 951us/step - loss: 0.3418 - accuracy: 0.8618
Epoch 104/500
113/113 [==============================] - 0s 953us/step - loss: 0.3416 - accuracy: 0.8618
Epoch 105/500
113/113 [==============================] - 0s 988us/step - loss: 0.3419 - accuracy: 0.8608
Epoch 106/500
113/113 [==============================] - 0s 906us/step - loss: 0.3417 - accuracy: 0.8610
Epoch 107/500
113/113 [==============================] - 0s 877us/step - loss: 0.3420 - accuracy: 0.8618
Epoch 108/500
113/113 [==============================] - 0s 826us/step - loss: 0.3417 - accuracy: 0.8619
Epoch 109/500
113/113 [==============================] - 0s 887us/step - loss: 0.3417 - accuracy: 0.8617
Epoch 110/500
113/113 [==============================] - 0s 868us/step - loss: 0.3415 - accuracy: 0.8607
Epoch 111/500
113/113 [==============================] - 0s 822us/step - loss: 0.3416 - accuracy: 0.8612
Epoch 112/500
113/113 [==============================] - 0s 855us/step - loss: 0.3415 - accuracy: 0.8631
Epoch 113/500
113/113 [==============================] - 0s 820us/step - loss: 0.3417 - accuracy: 0.8626
Epoch 114/500
113/113 [==============================] - 0s 856us/step - loss: 0.3415 - accuracy: 0.8619
Epoch 115/500
113/113 [==============================] - 0s 847us/step - loss: 0.3412 - accuracy: 0.8604
Epoch 116/500
113/113 [==============================] - 0s 868us/step - loss: 0.3409 - accuracy: 0.8631
Epoch 117/500
113/113 [==============================] - 0s 898us/step - loss: 0.3414 - accuracy: 0.8629
Epoch 118/500
113/113 [==============================] - 0s 820us/step - loss: 0.3413 - accuracy: 0.8617
Epoch 119/500
113/113 [==============================] - 0s 860us/step - loss: 0.3414 - accuracy: 0.8621
Epoch 120/500
113/113 [==============================] - 0s 831us/step - loss: 0.3417 - accuracy: 0.8618
Epoch 121/500
113/113 [==============================] - 0s 821us/step - loss: 0.3411 - accuracy: 0.8615
Epoch 122/500
113/113 [==============================] - 0s 859us/step - loss: 0.3412 - accuracy: 0.8614
Epoch 123/500
113/113 [==============================] - 0s 826us/step - loss: 0.3411 - accuracy: 0.8615
Epoch 124/500
113/113 [==============================] - 0s 853us/step - loss: 0.3419 - accuracy: 0.8600
Epoch 125/500
113/113 [==============================] - 0s 847us/step - loss: 0.3410 - accuracy: 0.8624
Epoch 126/500
113/113 [==============================] - 0s 825us/step - loss: 0.3415 - accuracy: 0.8624
Epoch 127/500
113/113 [==============================] - 0s 878us/step - loss: 0.3408 - accuracy: 0.8622
Epoch 128/500
113/113 [==============================] - 0s 853us/step - loss: 0.3414 - accuracy: 0.8607
Epoch 129/500
113/113 [==============================] - 0s 831us/step - loss: 0.3411 - accuracy: 0.8611
Epoch 130/500
113/113 [==============================] - 0s 868us/step - loss: 0.3411 - accuracy: 0.8611
Epoch 131/500
113/113 [==============================] - 0s 819us/step - loss: 0.3410 - accuracy: 0.8625
Epoch 132/500
113/113 [==============================] - 0s 840us/step - loss: 0.3412 - accuracy: 0.8615
Epoch 133/500
113/113 [==============================] - 0s 836us/step - loss: 0.3412 - accuracy: 0.8592
Epoch 134/500
113/113 [==============================] - 0s 825us/step - loss: 0.3411 - accuracy: 0.8608
Epoch 135/500
113/113 [==============================] - 0s 871us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 136/500
113/113 [==============================] - 0s 832us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 137/500
113/113 [==============================] - 0s 941us/step - loss: 0.3411 - accuracy: 0.8608
Epoch 138/500
113/113 [==============================] - 0s 823us/step - loss: 0.3407 - accuracy: 0.8617
Epoch 139/500
113/113 [==============================] - 0s 833us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 140/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3411 - accuracy: 0.8612
Epoch 141/500
113/113 [==============================] - 0s 882us/step - loss: 0.3405 - accuracy: 0.8633
Epoch 142/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3406 - accuracy: 0.8611
Epoch 143/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8618
Epoch 144/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8615
Epoch 145/500
113/113 [==============================] - 0s 857us/step - loss: 0.3408 - accuracy: 0.8621
Epoch 146/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3408 - accuracy: 0.8625
Epoch 147/500
113/113 [==============================] - 0s 892us/step - loss: 0.3408 - accuracy: 0.8618
Epoch 148/500
113/113 [==============================] - 0s 925us/step - loss: 0.3403 - accuracy: 0.8624
Epoch 149/500
113/113 [==============================] - 0s 921us/step - loss: 0.3411 - accuracy: 0.8628
Epoch 150/500
113/113 [==============================] - 0s 938us/step - loss: 0.3402 - accuracy: 0.8636
Epoch 151/500
113/113 [==============================] - 0s 961us/step - loss: 0.3411 - accuracy: 0.8624
Epoch 152/500
113/113 [==============================] - 0s 879us/step - loss: 0.3407 - accuracy: 0.8622
Epoch 153/500
113/113 [==============================] - 0s 948us/step - loss: 0.3401 - accuracy: 0.8647
Epoch 154/500
113/113 [==============================] - 0s 897us/step - loss: 0.3409 - accuracy: 0.8582
Epoch 155/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3403 - accuracy: 0.8625
Epoch 156/500
113/113 [==============================] - 0s 877us/step - loss: 0.3405 - accuracy: 0.8631
Epoch 157/500
113/113 [==============================] - 0s 933us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 158/500
113/113 [==============================] - 0s 934us/step - loss: 0.3403 - accuracy: 0.8624
Epoch 159/500
113/113 [==============================] - 0s 873us/step - loss: 0.3404 - accuracy: 0.8614
Epoch 160/500
113/113 [==============================] - 0s 912us/step - loss: 0.3402 - accuracy: 0.8612
Epoch 161/500
113/113 [==============================] - 0s 872us/step - loss: 0.3405 - accuracy: 0.8636
Epoch 162/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3403 - accuracy: 0.8618
Epoch 163/500
113/113 [==============================] - 0s 914us/step - loss: 0.3405 - accuracy: 0.8621
Epoch 164/500
113/113 [==============================] - 0s 855us/step - loss: 0.3399 - accuracy: 0.8636
Epoch 165/500
113/113 [==============================] - 0s 867us/step - loss: 0.3406 - accuracy: 0.8601
Epoch 166/500
113/113 [==============================] - 0s 833us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 167/500
113/113 [==============================] - 0s 853us/step - loss: 0.3407 - accuracy: 0.8631
Epoch 168/500
113/113 [==============================] - 0s 821us/step - loss: 0.3405 - accuracy: 0.8618
Epoch 169/500
113/113 [==============================] - 0s 856us/step - loss: 0.3401 - accuracy: 0.8633
Epoch 170/500
113/113 [==============================] - 0s 823us/step - loss: 0.3403 - accuracy: 0.8610
Epoch 171/500
113/113 [==============================] - 0s 821us/step - loss: 0.3403 - accuracy: 0.8601
Epoch 172/500
113/113 [==============================] - 0s 856us/step - loss: 0.3401 - accuracy: 0.8621
Epoch 173/500
113/113 [==============================] - 0s 998us/step - loss: 0.3409 - accuracy: 0.8619
Epoch 174/500
113/113 [==============================] - 0s 857us/step - loss: 0.3405 - accuracy: 0.8644
Epoch 175/500
113/113 [==============================] - 0s 832us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 176/500
113/113 [==============================] - 0s 823us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 177/500
113/113 [==============================] - 0s 852us/step - loss: 0.3408 - accuracy: 0.8618
Epoch 178/500
113/113 [==============================] - 0s 833us/step - loss: 0.3402 - accuracy: 0.8606
Epoch 179/500
113/113 [==============================] - 0s 854us/step - loss: 0.3405 - accuracy: 0.8607
Epoch 180/500
113/113 [==============================] - 0s 820us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 181/500
113/113 [==============================] - 0s 822us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 182/500
113/113 [==============================] - 0s 859us/step - loss: 0.3402 - accuracy: 0.8624
Epoch 183/500
113/113 [==============================] - 0s 831us/step - loss: 0.3402 - accuracy: 0.8622
Epoch 184/500
113/113 [==============================] - 0s 843us/step - loss: 0.3401 - accuracy: 0.8624
Epoch 185/500
113/113 [==============================] - 0s 874us/step - loss: 0.3393 - accuracy: 0.8635
Epoch 186/500
113/113 [==============================] - 0s 912us/step - loss: 0.3401 - accuracy: 0.8618
Epoch 187/500
113/113 [==============================] - 0s 848us/step - loss: 0.3400 - accuracy: 0.8625
Epoch 188/500
113/113 [==============================] - 0s 828us/step - loss: 0.3400 - accuracy: 0.8632
Epoch 189/500
113/113 [==============================] - 0s 836us/step - loss: 0.3399 - accuracy: 0.8619
Epoch 190/500
113/113 [==============================] - 0s 850us/step - loss: 0.3397 - accuracy: 0.8631
Epoch 191/500
113/113 [==============================] - 0s 822us/step - loss: 0.3406 - accuracy: 0.8615
Epoch 192/500
113/113 [==============================] - 0s 845us/step - loss: 0.3401 - accuracy: 0.8606
Epoch 193/500
113/113 [==============================] - 0s 835us/step - loss: 0.3400 - accuracy: 0.8637
Epoch 194/500
113/113 [==============================] - 0s 844us/step - loss: 0.3400 - accuracy: 0.8610
Epoch 195/500
113/113 [==============================] - 0s 958us/step - loss: 0.3400 - accuracy: 0.8624
Epoch 196/500
113/113 [==============================] - 0s 839us/step - loss: 0.3398 - accuracy: 0.8622
Epoch 197/500
113/113 [==============================] - 0s 906us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 198/500
113/113 [==============================] - 0s 818us/step - loss: 0.3402 - accuracy: 0.8607
Epoch 199/500
113/113 [==============================] - 0s 839us/step - loss: 0.3397 - accuracy: 0.8615
Epoch 200/500
113/113 [==============================] - 0s 862us/step - loss: 0.3403 - accuracy: 0.8647
Epoch 201/500
113/113 [==============================] - 0s 822us/step - loss: 0.3398 - accuracy: 0.8612
Epoch 202/500
113/113 [==============================] - 0s 850us/step - loss: 0.3397 - accuracy: 0.8615
Epoch 203/500
113/113 [==============================] - 0s 814us/step - loss: 0.3398 - accuracy: 0.8636
Epoch 204/500
113/113 [==============================] - 0s 830us/step - loss: 0.3401 - accuracy: 0.8615
Epoch 205/500
113/113 [==============================] - 0s 887us/step - loss: 0.3399 - accuracy: 0.8601
Epoch 206/500
113/113 [==============================] - 0s 829us/step - loss: 0.3399 - accuracy: 0.8631
Epoch 207/500
113/113 [==============================] - 0s 841us/step - loss: 0.3397 - accuracy: 0.8626
Epoch 208/500
113/113 [==============================] - 0s 828us/step - loss: 0.3395 - accuracy: 0.8624
Epoch 209/500
113/113 [==============================] - 0s 830us/step - loss: 0.3395 - accuracy: 0.8633
Epoch 210/500
113/113 [==============================] - 0s 869us/step - loss: 0.3397 - accuracy: 0.8631
Epoch 211/500
113/113 [==============================] - 0s 820us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 212/500
113/113 [==============================] - 0s 823us/step - loss: 0.3393 - accuracy: 0.8628
Epoch 213/500
113/113 [==============================] - 0s 849us/step - loss: 0.3399 - accuracy: 0.8632
Epoch 214/500
113/113 [==============================] - 0s 823us/step - loss: 0.3395 - accuracy: 0.8633
Epoch 215/500
113/113 [==============================] - 0s 854us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 216/500
113/113 [==============================] - 0s 936us/step - loss: 0.3398 - accuracy: 0.8651
Epoch 217/500
113/113 [==============================] - 0s 862us/step - loss: 0.3388 - accuracy: 0.8636
Epoch 218/500
113/113 [==============================] - 0s 843us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 219/500
113/113 [==============================] - 0s 817us/step - loss: 0.3395 - accuracy: 0.8631
Epoch 220/500
113/113 [==============================] - 0s 871us/step - loss: 0.3393 - accuracy: 0.8633
Epoch 221/500
113/113 [==============================] - 0s 819us/step - loss: 0.3391 - accuracy: 0.8649
Epoch 222/500
113/113 [==============================] - 0s 829us/step - loss: 0.3397 - accuracy: 0.8606
Epoch 223/500
113/113 [==============================] - 0s 855us/step - loss: 0.3398 - accuracy: 0.8622
Epoch 224/500
113/113 [==============================] - 0s 827us/step - loss: 0.3394 - accuracy: 0.8629
Epoch 225/500
113/113 [==============================] - 0s 956us/step - loss: 0.3395 - accuracy: 0.8606
Epoch 226/500
113/113 [==============================] - 0s 826us/step - loss: 0.3391 - accuracy: 0.8635
Epoch 227/500
113/113 [==============================] - 0s 838us/step - loss: 0.3396 - accuracy: 0.8636
Epoch 228/500
113/113 [==============================] - 0s 855us/step - loss: 0.3395 - accuracy: 0.8624
Epoch 229/500
113/113 [==============================] - 0s 822us/step - loss: 0.3391 - accuracy: 0.8632
Epoch 230/500
113/113 [==============================] - 0s 867us/step - loss: 0.3397 - accuracy: 0.8635
Epoch 231/500
113/113 [==============================] - 0s 818us/step - loss: 0.3390 - accuracy: 0.8626
Epoch 232/500
113/113 [==============================] - 0s 854us/step - loss: 0.3393 - accuracy: 0.8635
Epoch 233/500
113/113 [==============================] - 0s 862us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 234/500
113/113 [==============================] - 0s 839us/step - loss: 0.3391 - accuracy: 0.8642
Epoch 235/500
113/113 [==============================] - 0s 886us/step - loss: 0.3393 - accuracy: 0.8636
Epoch 236/500
113/113 [==============================] - 0s 825us/step - loss: 0.3389 - accuracy: 0.8633
Epoch 237/500
113/113 [==============================] - 0s 840us/step - loss: 0.3392 - accuracy: 0.8636
Epoch 238/500
113/113 [==============================] - 0s 880us/step - loss: 0.3398 - accuracy: 0.8628
Epoch 239/500
113/113 [==============================] - 0s 819us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 240/500
113/113 [==============================] - 0s 846us/step - loss: 0.3387 - accuracy: 0.8632
Epoch 241/500
113/113 [==============================] - 0s 845us/step - loss: 0.3392 - accuracy: 0.8637
Epoch 242/500
113/113 [==============================] - 0s 829us/step - loss: 0.3394 - accuracy: 0.8622
Epoch 243/500
113/113 [==============================] - 0s 862us/step - loss: 0.3393 - accuracy: 0.8637
Epoch 244/500
113/113 [==============================] - 0s 818us/step - loss: 0.3392 - accuracy: 0.8631
Epoch 245/500
113/113 [==============================] - 0s 830us/step - loss: 0.3392 - accuracy: 0.8631
Epoch 246/500
113/113 [==============================] - 0s 963us/step - loss: 0.3394 - accuracy: 0.8615
Epoch 247/500
113/113 [==============================] - 0s 834us/step - loss: 0.3389 - accuracy: 0.8643
Epoch 248/500
113/113 [==============================] - 0s 861us/step - loss: 0.3393 - accuracy: 0.8643
Epoch 249/500
113/113 [==============================] - 0s 840us/step - loss: 0.3393 - accuracy: 0.8635
Epoch 250/500
113/113 [==============================] - 0s 852us/step - loss: 0.3391 - accuracy: 0.8646
Epoch 251/500
113/113 [==============================] - 0s 862us/step - loss: 0.3387 - accuracy: 0.8635
Epoch 252/500
113/113 [==============================] - 0s 845us/step - loss: 0.3392 - accuracy: 0.8636
Epoch 253/500
113/113 [==============================] - 0s 860us/step - loss: 0.3389 - accuracy: 0.8633
Epoch 254/500
113/113 [==============================] - 0s 825us/step - loss: 0.3392 - accuracy: 0.8621
Epoch 255/500
113/113 [==============================] - 0s 824us/step - loss: 0.3387 - accuracy: 0.8636
Epoch 256/500
113/113 [==============================] - 0s 972us/step - loss: 0.3389 - accuracy: 0.8647
Epoch 257/500
113/113 [==============================] - 0s 829us/step - loss: 0.3392 - accuracy: 0.8625
Epoch 258/500
113/113 [==============================] - 0s 909us/step - loss: 0.3391 - accuracy: 0.8631
Epoch 259/500
113/113 [==============================] - 0s 823us/step - loss: 0.3392 - accuracy: 0.8636
Epoch 260/500
113/113 [==============================] - 0s 832us/step - loss: 0.3390 - accuracy: 0.8637
Epoch 261/500
113/113 [==============================] - 0s 871us/step - loss: 0.3392 - accuracy: 0.8651
Epoch 262/500
113/113 [==============================] - 0s 818us/step - loss: 0.3387 - accuracy: 0.8647
Epoch 263/500
113/113 [==============================] - 0s 865us/step - loss: 0.3386 - accuracy: 0.8639
Epoch 264/500
113/113 [==============================] - 0s 812us/step - loss: 0.3393 - accuracy: 0.8635
Epoch 265/500
113/113 [==============================] - 0s 823us/step - loss: 0.3392 - accuracy: 0.8619
Epoch 266/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3393 - accuracy: 0.8628
Epoch 267/500
113/113 [==============================] - 0s 835us/step - loss: 0.3391 - accuracy: 0.8633
Epoch 268/500
113/113 [==============================] - 0s 852us/step - loss: 0.3392 - accuracy: 0.8621
Epoch 269/500
113/113 [==============================] - 0s 831us/step - loss: 0.3386 - accuracy: 0.8635
Epoch 270/500
113/113 [==============================] - 0s 822us/step - loss: 0.3385 - accuracy: 0.8635
Epoch 271/500
113/113 [==============================] - 0s 870us/step - loss: 0.3396 - accuracy: 0.8642
Epoch 272/500
113/113 [==============================] - 0s 830us/step - loss: 0.3393 - accuracy: 0.8610
Epoch 273/500
113/113 [==============================] - 0s 860us/step - loss: 0.3388 - accuracy: 0.8662
Epoch 274/500
113/113 [==============================] - 0s 823us/step - loss: 0.3394 - accuracy: 0.8621
Epoch 275/500
113/113 [==============================] - 0s 819us/step - loss: 0.3388 - accuracy: 0.8631
Epoch 276/500
113/113 [==============================] - 0s 954us/step - loss: 0.3390 - accuracy: 0.8629
Epoch 277/500
113/113 [==============================] - 0s 815us/step - loss: 0.3387 - accuracy: 0.8643
Epoch 278/500
113/113 [==============================] - 0s 849us/step - loss: 0.3401 - accuracy: 0.8618
Epoch 279/500
113/113 [==============================] - 0s 822us/step - loss: 0.3383 - accuracy: 0.8615
Epoch 280/500
113/113 [==============================] - 0s 828us/step - loss: 0.3383 - accuracy: 0.8626
Epoch 281/500
113/113 [==============================] - 0s 876us/step - loss: 0.3391 - accuracy: 0.8628
Epoch 282/500
113/113 [==============================] - 0s 828us/step - loss: 0.3389 - accuracy: 0.8650
Epoch 283/500
113/113 [==============================] - 0s 823us/step - loss: 0.3394 - accuracy: 0.8622
Epoch 284/500
113/113 [==============================] - 0s 847us/step - loss: 0.3388 - accuracy: 0.8629
Epoch 285/500
113/113 [==============================] - 0s 822us/step - loss: 0.3390 - accuracy: 0.8643
Epoch 286/500
113/113 [==============================] - 0s 969us/step - loss: 0.3388 - accuracy: 0.8635
Epoch 287/500
113/113 [==============================] - 0s 830us/step - loss: 0.3388 - accuracy: 0.8632
Epoch 288/500
113/113 [==============================] - 0s 825us/step - loss: 0.3387 - accuracy: 0.8629
Epoch 289/500
113/113 [==============================] - 0s 847us/step - loss: 0.3395 - accuracy: 0.8635
Epoch 290/500
113/113 [==============================] - 0s 825us/step - loss: 0.3390 - accuracy: 0.8640
Epoch 291/500
113/113 [==============================] - 0s 854us/step - loss: 0.3388 - accuracy: 0.8629
Epoch 292/500
113/113 [==============================] - 0s 816us/step - loss: 0.3386 - accuracy: 0.8631
Epoch 293/500
113/113 [==============================] - 0s 830us/step - loss: 0.3393 - accuracy: 0.8639
Epoch 294/500
113/113 [==============================] - 0s 852us/step - loss: 0.3390 - accuracy: 0.8622
Epoch 295/500
113/113 [==============================] - 0s 821us/step - loss: 0.3386 - accuracy: 0.8642
Epoch 296/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3395 - accuracy: 0.8637
Epoch 297/500
113/113 [==============================] - 0s 826us/step - loss: 0.3388 - accuracy: 0.8636
Epoch 298/500
113/113 [==============================] - 0s 839us/step - loss: 0.3383 - accuracy: 0.8639
Epoch 299/500
113/113 [==============================] - 0s 905us/step - loss: 0.3394 - accuracy: 0.8639
Epoch 300/500
113/113 [==============================] - 0s 827us/step - loss: 0.3392 - accuracy: 0.8626
Epoch 301/500
113/113 [==============================] - 0s 851us/step - loss: 0.3383 - accuracy: 0.8647
Epoch 302/500
113/113 [==============================] - 0s 820us/step - loss: 0.3388 - accuracy: 0.8615
Epoch 303/500
113/113 [==============================] - 0s 827us/step - loss: 0.3388 - accuracy: 0.8653
Epoch 304/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3390 - accuracy: 0.8636
Epoch 305/500
113/113 [==============================] - 0s 827us/step - loss: 0.3390 - accuracy: 0.8636
Epoch 306/500
113/113 [==============================] - 0s 862us/step - loss: 0.3386 - accuracy: 0.8637
Epoch 307/500
113/113 [==============================] - 0s 835us/step - loss: 0.3391 - accuracy: 0.8628
Epoch 308/500
113/113 [==============================] - 0s 825us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 309/500
113/113 [==============================] - 0s 868us/step - loss: 0.3385 - accuracy: 0.8628
Epoch 310/500
113/113 [==============================] - 0s 819us/step - loss: 0.3385 - accuracy: 0.8636
Epoch 311/500
113/113 [==============================] - 0s 823us/step - loss: 0.3388 - accuracy: 0.8629
Epoch 312/500
113/113 [==============================] - 0s 899us/step - loss: 0.3389 - accuracy: 0.8629
Epoch 313/500
113/113 [==============================] - 0s 842us/step - loss: 0.3384 - accuracy: 0.8622
Epoch 314/500
113/113 [==============================] - 0s 865us/step - loss: 0.3388 - accuracy: 0.8621
Epoch 315/500
113/113 [==============================] - 0s 829us/step - loss: 0.3389 - accuracy: 0.8639
Epoch 316/500
113/113 [==============================] - 0s 931us/step - loss: 0.3391 - accuracy: 0.8633
Epoch 317/500
113/113 [==============================] - 0s 861us/step - loss: 0.3388 - accuracy: 0.8632
Epoch 318/500
113/113 [==============================] - 0s 826us/step - loss: 0.3390 - accuracy: 0.8636
Epoch 319/500
113/113 [==============================] - 0s 854us/step - loss: 0.3390 - accuracy: 0.8626
Epoch 320/500
113/113 [==============================] - 0s 935us/step - loss: 0.3395 - accuracy: 0.8635
Epoch 321/500
113/113 [==============================] - 0s 820us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 322/500
113/113 [==============================] - 0s 865us/step - loss: 0.3393 - accuracy: 0.8629
Epoch 323/500
113/113 [==============================] - 0s 827us/step - loss: 0.3387 - accuracy: 0.8635
Epoch 324/500
113/113 [==============================] - 0s 865us/step - loss: 0.3387 - accuracy: 0.8621
Epoch 325/500
113/113 [==============================] - 0s 841us/step - loss: 0.3386 - accuracy: 0.8621
Epoch 326/500
113/113 [==============================] - 0s 885us/step - loss: 0.3388 - accuracy: 0.8644
Epoch 327/500
113/113 [==============================] - 0s 870us/step - loss: 0.3384 - accuracy: 0.8619
Epoch 328/500
113/113 [==============================] - 0s 843us/step - loss: 0.3387 - accuracy: 0.8650
Epoch 329/500
113/113 [==============================] - 0s 868us/step - loss: 0.3390 - accuracy: 0.8635
Epoch 330/500
113/113 [==============================] - 0s 831us/step - loss: 0.3379 - accuracy: 0.8650
Epoch 331/500
113/113 [==============================] - 0s 829us/step - loss: 0.3389 - accuracy: 0.8619
Epoch 332/500
113/113 [==============================] - 0s 857us/step - loss: 0.3383 - accuracy: 0.8657
Epoch 333/500
113/113 [==============================] - 0s 825us/step - loss: 0.3393 - accuracy: 0.8610
Epoch 334/500
113/113 [==============================] - 0s 837us/step - loss: 0.3380 - accuracy: 0.8635
Epoch 335/500
113/113 [==============================] - 0s 816us/step - loss: 0.3387 - accuracy: 0.8647
Epoch 336/500
113/113 [==============================] - 0s 817us/step - loss: 0.3389 - accuracy: 0.8639
Epoch 337/500
113/113 [==============================] - 0s 966us/step - loss: 0.3399 - accuracy: 0.8619
Epoch 338/500
113/113 [==============================] - 0s 819us/step - loss: 0.3389 - accuracy: 0.8635
Epoch 339/500
113/113 [==============================] - 0s 823us/step - loss: 0.3386 - accuracy: 0.8626
Epoch 340/500
113/113 [==============================] - 0s 874us/step - loss: 0.3387 - accuracy: 0.8632
Epoch 341/500
113/113 [==============================] - 0s 835us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 342/500
113/113 [==============================] - 0s 865us/step - loss: 0.3387 - accuracy: 0.8619
Epoch 343/500
113/113 [==============================] - 0s 828us/step - loss: 0.3388 - accuracy: 0.8640
Epoch 344/500
113/113 [==============================] - 0s 824us/step - loss: 0.3387 - accuracy: 0.8629
Epoch 345/500
113/113 [==============================] - 0s 860us/step - loss: 0.3387 - accuracy: 0.8632
Epoch 346/500
113/113 [==============================] - 0s 823us/step - loss: 0.3384 - accuracy: 0.8637
Epoch 347/500
113/113 [==============================] - 0s 944us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 348/500
113/113 [==============================] - 0s 830us/step - loss: 0.3387 - accuracy: 0.8635
Epoch 349/500
113/113 [==============================] - 0s 822us/step - loss: 0.3389 - accuracy: 0.8640
Epoch 350/500
113/113 [==============================] - 0s 852us/step - loss: 0.3379 - accuracy: 0.8626
Epoch 351/500
113/113 [==============================] - 0s 834us/step - loss: 0.3385 - accuracy: 0.8649
Epoch 352/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3379 - accuracy: 0.8628
Epoch 353/500
113/113 [==============================] - 0s 860us/step - loss: 0.3386 - accuracy: 0.8650
Epoch 354/500
113/113 [==============================] - 0s 853us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 355/500
113/113 [==============================] - 0s 831us/step - loss: 0.3382 - accuracy: 0.8624
Epoch 356/500
113/113 [==============================] - 0s 928us/step - loss: 0.3399 - accuracy: 0.8631
Epoch 357/500
113/113 [==============================] - 0s 910us/step - loss: 0.3381 - accuracy: 0.8637
Epoch 358/500
113/113 [==============================] - 0s 862us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 359/500
113/113 [==============================] - 0s 848us/step - loss: 0.3388 - accuracy: 0.8654
Epoch 360/500
113/113 [==============================] - 0s 831us/step - loss: 0.3383 - accuracy: 0.8626
Epoch 361/500
113/113 [==============================] - 0s 828us/step - loss: 0.3390 - accuracy: 0.8661
Epoch 362/500
113/113 [==============================] - 0s 860us/step - loss: 0.3384 - accuracy: 0.8624
Epoch 363/500
113/113 [==============================] - 0s 867us/step - loss: 0.3387 - accuracy: 0.8635
Epoch 364/500
113/113 [==============================] - 0s 852us/step - loss: 0.3385 - accuracy: 0.8633
Epoch 365/500
113/113 [==============================] - 0s 831us/step - loss: 0.3388 - accuracy: 0.8608
Epoch 366/500
113/113 [==============================] - 0s 908us/step - loss: 0.3391 - accuracy: 0.8629
Epoch 367/500
113/113 [==============================] - 0s 863us/step - loss: 0.3387 - accuracy: 0.8626
Epoch 368/500
113/113 [==============================] - 0s 826us/step - loss: 0.3390 - accuracy: 0.8615
Epoch 369/500
113/113 [==============================] - 0s 865us/step - loss: 0.3386 - accuracy: 0.8636
Epoch 370/500
113/113 [==============================] - 0s 825us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 371/500
113/113 [==============================] - 0s 824us/step - loss: 0.3382 - accuracy: 0.8649
Epoch 372/500
113/113 [==============================] - 0s 862us/step - loss: 0.3390 - accuracy: 0.8636
Epoch 373/500
113/113 [==============================] - 0s 825us/step - loss: 0.3390 - accuracy: 0.8633
Epoch 374/500
113/113 [==============================] - 0s 855us/step - loss: 0.3388 - accuracy: 0.8628
Epoch 375/500
113/113 [==============================] - 0s 822us/step - loss: 0.3388 - accuracy: 0.8642
Epoch 376/500
113/113 [==============================] - 0s 907us/step - loss: 0.3383 - accuracy: 0.8619
Epoch 377/500
113/113 [==============================] - 0s 854us/step - loss: 0.3390 - accuracy: 0.8626
Epoch 378/500
113/113 [==============================] - 0s 832us/step - loss: 0.3383 - accuracy: 0.8633
Epoch 379/500
113/113 [==============================] - 0s 854us/step - loss: 0.3390 - accuracy: 0.8633
Epoch 380/500
113/113 [==============================] - 0s 826us/step - loss: 0.3384 - accuracy: 0.8639
Epoch 381/500
113/113 [==============================] - 0s 824us/step - loss: 0.3388 - accuracy: 0.8643
Epoch 382/500
113/113 [==============================] - 0s 850us/step - loss: 0.3386 - accuracy: 0.8633
Epoch 383/500
113/113 [==============================] - 0s 832us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 384/500
113/113 [==============================] - 0s 834us/step - loss: 0.3382 - accuracy: 0.8643
Epoch 385/500
113/113 [==============================] - 0s 851us/step - loss: 0.3386 - accuracy: 0.8631
Epoch 386/500
113/113 [==============================] - 0s 820us/step - loss: 0.3383 - accuracy: 0.8632
Epoch 387/500
113/113 [==============================] - 0s 990us/step - loss: 0.3387 - accuracy: 0.8642
Epoch 388/500
113/113 [==============================] - 0s 845us/step - loss: 0.3393 - accuracy: 0.8647
Epoch 389/500
113/113 [==============================] - 0s 826us/step - loss: 0.3380 - accuracy: 0.8628
Epoch 390/500
113/113 [==============================] - 0s 857us/step - loss: 0.3382 - accuracy: 0.8632
Epoch 391/500
113/113 [==============================] - 0s 826us/step - loss: 0.3392 - accuracy: 0.8640
Epoch 392/500
113/113 [==============================] - 0s 847us/step - loss: 0.3381 - accuracy: 0.8635
Epoch 393/500
113/113 [==============================] - 0s 880us/step - loss: 0.3387 - accuracy: 0.8617
Epoch 394/500
113/113 [==============================] - 0s 832us/step - loss: 0.3387 - accuracy: 0.8621
Epoch 395/500
113/113 [==============================] - 0s 865us/step - loss: 0.3390 - accuracy: 0.8628
Epoch 396/500
113/113 [==============================] - 0s 829us/step - loss: 0.3380 - accuracy: 0.8628
Epoch 397/500
113/113 [==============================] - 0s 850us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 398/500
113/113 [==============================] - 0s 833us/step - loss: 0.3383 - accuracy: 0.8636
Epoch 399/500
113/113 [==============================] - 0s 868us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 400/500
113/113 [==============================] - 0s 855us/step - loss: 0.3392 - accuracy: 0.8621
Epoch 401/500
113/113 [==============================] - 0s 831us/step - loss: 0.3389 - accuracy: 0.8633
Epoch 402/500
113/113 [==============================] - 0s 856us/step - loss: 0.3383 - accuracy: 0.8639
Epoch 403/500
113/113 [==============================] - 0s 852us/step - loss: 0.3384 - accuracy: 0.8633
Epoch 404/500
113/113 [==============================] - 0s 847us/step - loss: 0.3384 - accuracy: 0.8644
Epoch 405/500
113/113 [==============================] - 0s 852us/step - loss: 0.3387 - accuracy: 0.8637
Epoch 406/500
113/113 [==============================] - 0s 825us/step - loss: 0.3388 - accuracy: 0.8621
Epoch 407/500
113/113 [==============================] - 0s 832us/step - loss: 0.3384 - accuracy: 0.8622
Epoch 408/500
113/113 [==============================] - 0s 799us/step - loss: 0.3399 - accuracy: 0.8636
Epoch 409/500
113/113 [==============================] - 0s 957us/step - loss: 0.3385 - accuracy: 0.8619
Epoch 410/500
113/113 [==============================] - 0s 852us/step - loss: 0.3386 - accuracy: 0.8650
Epoch 411/500
113/113 [==============================] - 0s 832us/step - loss: 0.3391 - accuracy: 0.8611
Epoch 412/500
113/113 [==============================] - 0s 822us/step - loss: 0.3381 - accuracy: 0.8637
Epoch 413/500
113/113 [==============================] - 0s 855us/step - loss: 0.3385 - accuracy: 0.8636
Epoch 414/500
113/113 [==============================] - 0s 861us/step - loss: 0.3386 - accuracy: 0.8644
Epoch 415/500
113/113 [==============================] - 0s 858us/step - loss: 0.3383 - accuracy: 0.8615
Epoch 416/500
113/113 [==============================] - 0s 883us/step - loss: 0.3382 - accuracy: 0.8650
Epoch 417/500
113/113 [==============================] - 0s 825us/step - loss: 0.3382 - accuracy: 0.8626
Epoch 418/500
113/113 [==============================] - 0s 852us/step - loss: 0.3382 - accuracy: 0.8637
Epoch 419/500
113/113 [==============================] - 0s 842us/step - loss: 0.3387 - accuracy: 0.8626
Epoch 420/500
113/113 [==============================] - 0s 850us/step - loss: 0.3378 - accuracy: 0.8635
Epoch 421/500
113/113 [==============================] - 0s 819us/step - loss: 0.3380 - accuracy: 0.8639
Epoch 422/500
113/113 [==============================] - 0s 826us/step - loss: 0.3379 - accuracy: 0.8636
Epoch 423/500
113/113 [==============================] - 0s 853us/step - loss: 0.3389 - accuracy: 0.8631
Epoch 424/500
113/113 [==============================] - 0s 850us/step - loss: 0.3382 - accuracy: 0.8636
Epoch 425/500
113/113 [==============================] - 0s 851us/step - loss: 0.3382 - accuracy: 0.8636
Epoch 426/500
113/113 [==============================] - 0s 844us/step - loss: 0.3383 - accuracy: 0.8639
Epoch 427/500
113/113 [==============================] - 0s 852us/step - loss: 0.3374 - accuracy: 0.8621
Epoch 428/500
113/113 [==============================] - 0s 859us/step - loss: 0.3380 - accuracy: 0.8629
Epoch 429/500
113/113 [==============================] - 0s 863us/step - loss: 0.3383 - accuracy: 0.8628
Epoch 430/500
113/113 [==============================] - 0s 863us/step - loss: 0.3383 - accuracy: 0.8646
Epoch 431/500
113/113 [==============================] - 0s 843us/step - loss: 0.3381 - accuracy: 0.8646
Epoch 432/500
113/113 [==============================] - 0s 819us/step - loss: 0.3381 - accuracy: 0.8631
Epoch 433/500
113/113 [==============================] - 0s 859us/step - loss: 0.3384 - accuracy: 0.8636
Epoch 434/500
113/113 [==============================] - 0s 843us/step - loss: 0.3385 - accuracy: 0.8619
Epoch 435/500
113/113 [==============================] - 0s 846us/step - loss: 0.3380 - accuracy: 0.8637
Epoch 436/500
113/113 [==============================] - 0s 816us/step - loss: 0.3384 - accuracy: 0.8626
Epoch 437/500
113/113 [==============================] - 0s 859us/step - loss: 0.3382 - accuracy: 0.8656
Epoch 438/500
113/113 [==============================] - 0s 902us/step - loss: 0.3385 - accuracy: 0.8635
Epoch 439/500
113/113 [==============================] - 0s 837us/step - loss: 0.3378 - accuracy: 0.8618
Epoch 440/500
113/113 [==============================] - 0s 837us/step - loss: 0.3386 - accuracy: 0.8646
Epoch 441/500
113/113 [==============================] - 0s 855us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 442/500
113/113 [==============================] - 0s 826us/step - loss: 0.3386 - accuracy: 0.8622
Epoch 443/500
113/113 [==============================] - 0s 846us/step - loss: 0.3381 - accuracy: 0.8633
Epoch 444/500
113/113 [==============================] - 0s 857us/step - loss: 0.3387 - accuracy: 0.8628
Epoch 445/500
113/113 [==============================] - 0s 866us/step - loss: 0.3385 - accuracy: 0.8622
Epoch 446/500
113/113 [==============================] - 0s 856us/step - loss: 0.3392 - accuracy: 0.8629
Epoch 447/500
113/113 [==============================] - 0s 864us/step - loss: 0.3384 - accuracy: 0.8643
Epoch 448/500
113/113 [==============================] - 0s 890us/step - loss: 0.3384 - accuracy: 0.8618
Epoch 449/500
113/113 [==============================] - 0s 839us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 450/500
113/113 [==============================] - 0s 831us/step - loss: 0.3379 - accuracy: 0.8642
Epoch 451/500
113/113 [==============================] - 0s 854us/step - loss: 0.3382 - accuracy: 0.8636
Epoch 452/500
113/113 [==============================] - 0s 832us/step - loss: 0.3388 - accuracy: 0.8644
Epoch 453/500
113/113 [==============================] - 0s 864us/step - loss: 0.3378 - accuracy: 0.8629
Epoch 454/500
113/113 [==============================] - 0s 835us/step - loss: 0.3383 - accuracy: 0.8633
Epoch 455/500
113/113 [==============================] - 0s 847us/step - loss: 0.3380 - accuracy: 0.8625
Epoch 456/500
113/113 [==============================] - 0s 850us/step - loss: 0.3388 - accuracy: 0.8626
Epoch 457/500
113/113 [==============================] - 0s 841us/step - loss: 0.3383 - accuracy: 0.8624
Epoch 458/500
113/113 [==============================] - 0s 919us/step - loss: 0.3388 - accuracy: 0.8636
Epoch 459/500
113/113 [==============================] - 0s 818us/step - loss: 0.3388 - accuracy: 0.8611
Epoch 460/500
113/113 [==============================] - 0s 906us/step - loss: 0.3383 - accuracy: 0.8633
Epoch 461/500
113/113 [==============================] - 0s 855us/step - loss: 0.3385 - accuracy: 0.8624
Epoch 462/500
113/113 [==============================] - 0s 824us/step - loss: 0.3379 - accuracy: 0.8654
Epoch 463/500
113/113 [==============================] - 0s 845us/step - loss: 0.3384 - accuracy: 0.8647
Epoch 464/500
113/113 [==============================] - 0s 832us/step - loss: 0.3381 - accuracy: 0.8612
Epoch 465/500
113/113 [==============================] - 0s 841us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 466/500
113/113 [==============================] - 0s 851us/step - loss: 0.3380 - accuracy: 0.8622
Epoch 467/500
113/113 [==============================] - 0s 818us/step - loss: 0.3382 - accuracy: 0.8633
Epoch 468/500
113/113 [==============================] - 0s 949us/step - loss: 0.3379 - accuracy: 0.8637
Epoch 469/500
113/113 [==============================] - 0s 828us/step - loss: 0.3384 - accuracy: 0.8636
Epoch 470/500
113/113 [==============================] - 0s 833us/step - loss: 0.3386 - accuracy: 0.8619
Epoch 471/500
113/113 [==============================] - 0s 851us/step - loss: 0.3389 - accuracy: 0.8629
Epoch 472/500
113/113 [==============================] - 0s 829us/step - loss: 0.3380 - accuracy: 0.8619
Epoch 473/500
113/113 [==============================] - 0s 830us/step - loss: 0.3385 - accuracy: 0.8631
Epoch 474/500
113/113 [==============================] - 0s 844us/step - loss: 0.3380 - accuracy: 0.8646
Epoch 475/500
113/113 [==============================] - 0s 850us/step - loss: 0.3384 - accuracy: 0.8631
Epoch 476/500
113/113 [==============================] - 0s 845us/step - loss: 0.3381 - accuracy: 0.8624
Epoch 477/500
113/113 [==============================] - 0s 820us/step - loss: 0.3382 - accuracy: 0.8621
Epoch 478/500
113/113 [==============================] - 0s 891us/step - loss: 0.3381 - accuracy: 0.8612
Epoch 479/500
113/113 [==============================] - 0s 863us/step - loss: 0.3382 - accuracy: 0.8617
Epoch 480/500
113/113 [==============================] - 0s 831us/step - loss: 0.3383 - accuracy: 0.8643
Epoch 481/500
113/113 [==============================] - 0s 849us/step - loss: 0.3380 - accuracy: 0.8633
Epoch 482/500
113/113 [==============================] - 0s 827us/step - loss: 0.3388 - accuracy: 0.8632
Epoch 483/500
113/113 [==============================] - 0s 826us/step - loss: 0.3381 - accuracy: 0.8639
Epoch 484/500
113/113 [==============================] - 0s 854us/step - loss: 0.3389 - accuracy: 0.8629
Epoch 485/500
113/113 [==============================] - 0s 832us/step - loss: 0.3379 - accuracy: 0.8635
Epoch 486/500
113/113 [==============================] - 0s 848us/step - loss: 0.3384 - accuracy: 0.8636
Epoch 487/500
113/113 [==============================] - 0s 824us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 488/500
113/113 [==============================] - 0s 897us/step - loss: 0.3384 - accuracy: 0.8653
Epoch 489/500
113/113 [==============================] - 0s 849us/step - loss: 0.3387 - accuracy: 0.8624
Epoch 490/500
113/113 [==============================] - 0s 816us/step - loss: 0.3386 - accuracy: 0.8612
Epoch 491/500
113/113 [==============================] - 0s 853us/step - loss: 0.3379 - accuracy: 0.8640
Epoch 492/500
113/113 [==============================] - 0s 822us/step - loss: 0.3384 - accuracy: 0.8635
Epoch 493/500
113/113 [==============================] - 0s 826us/step - loss: 0.3383 - accuracy: 0.8654
Epoch 494/500
113/113 [==============================] - 0s 865us/step - loss: 0.3384 - accuracy: 0.8624
Epoch 495/500
113/113 [==============================] - 0s 856us/step - loss: 0.3386 - accuracy: 0.8639
Epoch 496/500
113/113 [==============================] - 0s 864us/step - loss: 0.3384 - accuracy: 0.8640
Epoch 497/500
113/113 [==============================] - 0s 825us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 498/500
113/113 [==============================] - 0s 823us/step - loss: 0.3382 - accuracy: 0.8640
Epoch 499/500
113/113 [==============================] - 0s 858us/step - loss: 0.3384 - accuracy: 0.8632
Epoch 500/500
113/113 [==============================] - 0s 826us/step - loss: 0.3381 - accuracy: 0.8650
Epoch 1/500
113/113 [==============================] - 0s 847us/step - loss: 0.6702 - accuracy: 0.7918
Epoch 2/500
113/113 [==============================] - 0s 897us/step - loss: 0.5707 - accuracy: 0.7974
Epoch 3/500
113/113 [==============================] - 0s 860us/step - loss: 0.4684 - accuracy: 0.7974
Epoch 4/500
113/113 [==============================] - 0s 875us/step - loss: 0.4292 - accuracy: 0.8000
Epoch 5/500
113/113 [==============================] - 0s 971us/step - loss: 0.4076 - accuracy: 0.8253
Epoch 6/500
113/113 [==============================] - 0s 900us/step - loss: 0.3924 - accuracy: 0.8379
Epoch 7/500
113/113 [==============================] - 0s 916us/step - loss: 0.3811 - accuracy: 0.8436
Epoch 8/500
113/113 [==============================] - 0s 886us/step - loss: 0.3736 - accuracy: 0.8462
Epoch 9/500
113/113 [==============================] - 0s 942us/step - loss: 0.3685 - accuracy: 0.8500
Epoch 10/500
113/113 [==============================] - 0s 881us/step - loss: 0.3649 - accuracy: 0.8494
Epoch 11/500
113/113 [==============================] - 0s 907us/step - loss: 0.3624 - accuracy: 0.8511
Epoch 12/500
113/113 [==============================] - 0s 996us/step - loss: 0.3603 - accuracy: 0.8514
Epoch 13/500
113/113 [==============================] - 0s 872us/step - loss: 0.3587 - accuracy: 0.8547
Epoch 14/500
113/113 [==============================] - 0s 920us/step - loss: 0.3579 - accuracy: 0.8581
Epoch 15/500
113/113 [==============================] - 0s 885us/step - loss: 0.3563 - accuracy: 0.8556
Epoch 16/500
113/113 [==============================] - 0s 962us/step - loss: 0.3556 - accuracy: 0.8583
Epoch 17/500
113/113 [==============================] - 0s 903us/step - loss: 0.3541 - accuracy: 0.8578
Epoch 18/500
113/113 [==============================] - 0s 882us/step - loss: 0.3534 - accuracy: 0.8597
Epoch 19/500
113/113 [==============================] - 0s 940us/step - loss: 0.3528 - accuracy: 0.8586
Epoch 20/500
113/113 [==============================] - 0s 899us/step - loss: 0.3522 - accuracy: 0.8590
Epoch 21/500
113/113 [==============================] - 0s 984us/step - loss: 0.3514 - accuracy: 0.8594
Epoch 22/500
113/113 [==============================] - 0s 890us/step - loss: 0.3508 - accuracy: 0.8600
Epoch 23/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3506 - accuracy: 0.8582
Epoch 24/500
113/113 [==============================] - 0s 883us/step - loss: 0.3498 - accuracy: 0.8611
Epoch 25/500
113/113 [==============================] - 0s 915us/step - loss: 0.3495 - accuracy: 0.8601
Epoch 26/500
113/113 [==============================] - 0s 934us/step - loss: 0.3494 - accuracy: 0.8604
Epoch 27/500
113/113 [==============================] - 0s 903us/step - loss: 0.3487 - accuracy: 0.8590
Epoch 28/500
113/113 [==============================] - 0s 949us/step - loss: 0.3488 - accuracy: 0.8594
Epoch 29/500
113/113 [==============================] - 0s 913us/step - loss: 0.3483 - accuracy: 0.8607
Epoch 30/500
113/113 [==============================] - 0s 955us/step - loss: 0.3482 - accuracy: 0.8593
Epoch 31/500
113/113 [==============================] - 0s 906us/step - loss: 0.3478 - accuracy: 0.8612
Epoch 32/500
113/113 [==============================] - 0s 941us/step - loss: 0.3476 - accuracy: 0.8599
Epoch 33/500
113/113 [==============================] - 0s 943us/step - loss: 0.3473 - accuracy: 0.8607
Epoch 34/500
113/113 [==============================] - 0s 889us/step - loss: 0.3471 - accuracy: 0.8612
Epoch 35/500
113/113 [==============================] - 0s 956us/step - loss: 0.3471 - accuracy: 0.8608
Epoch 36/500
113/113 [==============================] - 0s 902us/step - loss: 0.3468 - accuracy: 0.8594
Epoch 37/500
113/113 [==============================] - 0s 933us/step - loss: 0.3469 - accuracy: 0.8606
Epoch 38/500
113/113 [==============================] - 0s 900us/step - loss: 0.3462 - accuracy: 0.8604
Epoch 39/500
113/113 [==============================] - 0s 910us/step - loss: 0.3460 - accuracy: 0.8611
Epoch 40/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3457 - accuracy: 0.8617
Epoch 41/500
113/113 [==============================] - 0s 995us/step - loss: 0.3456 - accuracy: 0.8615
Epoch 42/500
113/113 [==============================] - 0s 992us/step - loss: 0.3455 - accuracy: 0.8619
Epoch 43/500
113/113 [==============================] - 0s 885us/step - loss: 0.3456 - accuracy: 0.8610
Epoch 44/500
113/113 [==============================] - 0s 923us/step - loss: 0.3452 - accuracy: 0.8596
Epoch 45/500
113/113 [==============================] - ETA: 0s - loss: 0.3398 - accuracy: 0.86 - 0s 839us/step - loss: 0.3453 - accuracy: 0.8600
Epoch 46/500
113/113 [==============================] - 0s 860us/step - loss: 0.3449 - accuracy: 0.8601
Epoch 47/500
113/113 [==============================] - 0s 881us/step - loss: 0.3450 - accuracy: 0.8629
Epoch 48/500
113/113 [==============================] - 0s 846us/step - loss: 0.3446 - accuracy: 0.8612
Epoch 49/500
113/113 [==============================] - 0s 906us/step - loss: 0.3449 - accuracy: 0.8612
Epoch 50/500
113/113 [==============================] - 0s 839us/step - loss: 0.3444 - accuracy: 0.8608
Epoch 51/500
113/113 [==============================] - 0s 879us/step - loss: 0.3444 - accuracy: 0.8615
Epoch 52/500
113/113 [==============================] - 0s 875us/step - loss: 0.3443 - accuracy: 0.8619
Epoch 53/500
113/113 [==============================] - 0s 892us/step - loss: 0.3441 - accuracy: 0.8603
Epoch 54/500
113/113 [==============================] - 0s 857us/step - loss: 0.3440 - accuracy: 0.8626
Epoch 55/500
113/113 [==============================] - 0s 844us/step - loss: 0.3440 - accuracy: 0.8615
Epoch 56/500
113/113 [==============================] - 0s 843us/step - loss: 0.3436 - accuracy: 0.8622
Epoch 57/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3442 - accuracy: 0.8607
Epoch 58/500
113/113 [==============================] - 0s 843us/step - loss: 0.3437 - accuracy: 0.8615
Epoch 59/500
113/113 [==============================] - 0s 881us/step - loss: 0.3437 - accuracy: 0.8624
Epoch 60/500
113/113 [==============================] - 0s 929us/step - loss: 0.3437 - accuracy: 0.8624
Epoch 61/500
113/113 [==============================] - 0s 838us/step - loss: 0.3437 - accuracy: 0.8640
Epoch 62/500
113/113 [==============================] - 0s 861us/step - loss: 0.3434 - accuracy: 0.8608
Epoch 63/500
113/113 [==============================] - 0s 837us/step - loss: 0.3443 - accuracy: 0.8599
Epoch 64/500
113/113 [==============================] - 0s 881us/step - loss: 0.3440 - accuracy: 0.8621
Epoch 65/500
113/113 [==============================] - 0s 867us/step - loss: 0.3430 - accuracy: 0.8628
Epoch 66/500
113/113 [==============================] - 0s 834us/step - loss: 0.3435 - accuracy: 0.8601
Epoch 67/500
113/113 [==============================] - 0s 875us/step - loss: 0.3429 - accuracy: 0.8608
Epoch 68/500
113/113 [==============================] - 0s 849us/step - loss: 0.3428 - accuracy: 0.8637
Epoch 69/500
113/113 [==============================] - 0s 877us/step - loss: 0.3428 - accuracy: 0.8612
Epoch 70/500
113/113 [==============================] - 0s 945us/step - loss: 0.3426 - accuracy: 0.8615
Epoch 71/500
113/113 [==============================] - 0s 839us/step - loss: 0.3431 - accuracy: 0.8615
Epoch 72/500
113/113 [==============================] - 0s 867us/step - loss: 0.3422 - accuracy: 0.8610
Epoch 73/500
113/113 [==============================] - 0s 855us/step - loss: 0.3425 - accuracy: 0.8606
Epoch 74/500
113/113 [==============================] - 0s 883us/step - loss: 0.3422 - accuracy: 0.8603
Epoch 75/500
113/113 [==============================] - 0s 853us/step - loss: 0.3426 - accuracy: 0.8604
Epoch 76/500
113/113 [==============================] - 0s 843us/step - loss: 0.3415 - accuracy: 0.8621
Epoch 77/500
113/113 [==============================] - 0s 865us/step - loss: 0.3416 - accuracy: 0.8612
Epoch 78/500
113/113 [==============================] - 0s 873us/step - loss: 0.3415 - accuracy: 0.8610
Epoch 79/500
113/113 [==============================] - 0s 910us/step - loss: 0.3410 - accuracy: 0.8622
Epoch 80/500
113/113 [==============================] - 0s 897us/step - loss: 0.3408 - accuracy: 0.8612
Epoch 81/500
113/113 [==============================] - 0s 830us/step - loss: 0.3407 - accuracy: 0.8619
Epoch 82/500
113/113 [==============================] - 0s 873us/step - loss: 0.3408 - accuracy: 0.8632
Epoch 83/500
113/113 [==============================] - 0s 858us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 84/500
113/113 [==============================] - 0s 932us/step - loss: 0.3404 - accuracy: 0.8621
Epoch 85/500
113/113 [==============================] - 0s 834us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 86/500
113/113 [==============================] - 0s 839us/step - loss: 0.3401 - accuracy: 0.8622
Epoch 87/500
113/113 [==============================] - 0s 872us/step - loss: 0.3404 - accuracy: 0.8619
Epoch 88/500
113/113 [==============================] - 0s 845us/step - loss: 0.3397 - accuracy: 0.8615
Epoch 89/500
113/113 [==============================] - 0s 883us/step - loss: 0.3402 - accuracy: 0.8625
Epoch 90/500
113/113 [==============================] - 0s 972us/step - loss: 0.3397 - accuracy: 0.8610
Epoch 91/500
113/113 [==============================] - 0s 861us/step - loss: 0.3395 - accuracy: 0.8635
Epoch 92/500
113/113 [==============================] - 0s 848us/step - loss: 0.3396 - accuracy: 0.8622
Epoch 93/500
113/113 [==============================] - 0s 883us/step - loss: 0.3396 - accuracy: 0.8617
Epoch 94/500
113/113 [==============================] - 0s 879us/step - loss: 0.3394 - accuracy: 0.8624
Epoch 95/500
113/113 [==============================] - 0s 840us/step - loss: 0.3398 - accuracy: 0.8625
Epoch 96/500
113/113 [==============================] - 0s 865us/step - loss: 0.3391 - accuracy: 0.8621
Epoch 97/500
113/113 [==============================] - 0s 858us/step - loss: 0.3393 - accuracy: 0.8612
Epoch 98/500
113/113 [==============================] - 0s 847us/step - loss: 0.3389 - accuracy: 0.8607
Epoch 99/500
113/113 [==============================] - 0s 913us/step - loss: 0.3391 - accuracy: 0.8621
Epoch 100/500
113/113 [==============================] - 0s 933us/step - loss: 0.3393 - accuracy: 0.8601
Epoch 101/500
113/113 [==============================] - 0s 863us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 102/500
113/113 [==============================] - 0s 846us/step - loss: 0.3387 - accuracy: 0.8631
Epoch 103/500
113/113 [==============================] - 0s 839us/step - loss: 0.3385 - accuracy: 0.8617
Epoch 104/500
113/113 [==============================] - 0s 873us/step - loss: 0.3382 - accuracy: 0.8631
Epoch 105/500
113/113 [==============================] - 0s 843us/step - loss: 0.3381 - accuracy: 0.8629
Epoch 106/500
113/113 [==============================] - 0s 872us/step - loss: 0.3383 - accuracy: 0.8621
Epoch 107/500
113/113 [==============================] - 0s 857us/step - loss: 0.3380 - accuracy: 0.8612
Epoch 108/500
113/113 [==============================] - 0s 840us/step - loss: 0.3387 - accuracy: 0.8604
Epoch 109/500
113/113 [==============================] - 0s 870us/step - loss: 0.3380 - accuracy: 0.8626
Epoch 110/500
113/113 [==============================] - 0s 933us/step - loss: 0.3380 - accuracy: 0.8628
Epoch 111/500
113/113 [==============================] - 0s 864us/step - loss: 0.3382 - accuracy: 0.8621
Epoch 112/500
113/113 [==============================] - 0s 845us/step - loss: 0.3380 - accuracy: 0.8618
Epoch 113/500
113/113 [==============================] - 0s 862us/step - loss: 0.3374 - accuracy: 0.8615
Epoch 114/500
113/113 [==============================] - 0s 951us/step - loss: 0.3374 - accuracy: 0.8625
Epoch 115/500
113/113 [==============================] - 0s 844us/step - loss: 0.3377 - accuracy: 0.8615
Epoch 116/500
113/113 [==============================] - 0s 863us/step - loss: 0.3379 - accuracy: 0.8617
Epoch 117/500
113/113 [==============================] - 0s 853us/step - loss: 0.3373 - accuracy: 0.8606
Epoch 118/500
113/113 [==============================] - 0s 847us/step - loss: 0.3374 - accuracy: 0.8633
Epoch 119/500
113/113 [==============================] - 0s 877us/step - loss: 0.3378 - accuracy: 0.8617
Epoch 120/500
113/113 [==============================] - 0s 921us/step - loss: 0.3374 - accuracy: 0.8615
Epoch 121/500
113/113 [==============================] - 0s 874us/step - loss: 0.3373 - accuracy: 0.8625
Epoch 122/500
113/113 [==============================] - 0s 835us/step - loss: 0.3372 - accuracy: 0.8625
Epoch 123/500
113/113 [==============================] - 0s 845us/step - loss: 0.3371 - accuracy: 0.8601
Epoch 124/500
113/113 [==============================] - 0s 879us/step - loss: 0.3372 - accuracy: 0.8621
Epoch 125/500
113/113 [==============================] - 0s 853us/step - loss: 0.3373 - accuracy: 0.8614
Epoch 126/500
113/113 [==============================] - 0s 877us/step - loss: 0.3373 - accuracy: 0.8625
Epoch 127/500
113/113 [==============================] - 0s 851us/step - loss: 0.3374 - accuracy: 0.8617
Epoch 128/500
113/113 [==============================] - 0s 850us/step - loss: 0.3371 - accuracy: 0.8612
Epoch 129/500
113/113 [==============================] - 0s 867us/step - loss: 0.3368 - accuracy: 0.8625
Epoch 130/500
113/113 [==============================] - 0s 950us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 131/500
113/113 [==============================] - 0s 863us/step - loss: 0.3368 - accuracy: 0.8610
Epoch 132/500
113/113 [==============================] - 0s 844us/step - loss: 0.3372 - accuracy: 0.8621
Epoch 133/500
113/113 [==============================] - 0s 847us/step - loss: 0.3368 - accuracy: 0.8621
Epoch 134/500
113/113 [==============================] - 0s 869us/step - loss: 0.3371 - accuracy: 0.8611
Epoch 135/500
113/113 [==============================] - 0s 849us/step - loss: 0.3363 - accuracy: 0.8617
Epoch 136/500
113/113 [==============================] - 0s 871us/step - loss: 0.3365 - accuracy: 0.8615
Epoch 137/500
113/113 [==============================] - 0s 856us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 138/500
113/113 [==============================] - 0s 843us/step - loss: 0.3366 - accuracy: 0.8621
Epoch 139/500
113/113 [==============================] - 0s 860us/step - loss: 0.3368 - accuracy: 0.8629
Epoch 140/500
113/113 [==============================] - 0s 893us/step - loss: 0.3363 - accuracy: 0.8631
Epoch 141/500
113/113 [==============================] - 0s 872us/step - loss: 0.3367 - accuracy: 0.8622
Epoch 142/500
113/113 [==============================] - 0s 843us/step - loss: 0.3363 - accuracy: 0.8621
Epoch 143/500
113/113 [==============================] - 0s 845us/step - loss: 0.3366 - accuracy: 0.8628
Epoch 144/500
113/113 [==============================] - 0s 860us/step - loss: 0.3365 - accuracy: 0.8608
Epoch 145/500
113/113 [==============================] - 0s 849us/step - loss: 0.3366 - accuracy: 0.8637
Epoch 146/500
113/113 [==============================] - 0s 865us/step - loss: 0.3363 - accuracy: 0.8629
Epoch 147/500
113/113 [==============================] - 0s 853us/step - loss: 0.3371 - accuracy: 0.8625
Epoch 148/500
113/113 [==============================] - 0s 837us/step - loss: 0.3366 - accuracy: 0.8608
Epoch 149/500
113/113 [==============================] - 0s 860us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 150/500
113/113 [==============================] - 0s 963us/step - loss: 0.3363 - accuracy: 0.8628
Epoch 151/500
113/113 [==============================] - 0s 860us/step - loss: 0.3359 - accuracy: 0.8618
Epoch 152/500
113/113 [==============================] - 0s 883us/step - loss: 0.3363 - accuracy: 0.8615
Epoch 153/500
113/113 [==============================] - 0s 841us/step - loss: 0.3360 - accuracy: 0.8629
Epoch 154/500
113/113 [==============================] - 0s 875us/step - loss: 0.3360 - accuracy: 0.8639
Epoch 155/500
113/113 [==============================] - 0s 868us/step - loss: 0.3360 - accuracy: 0.8628
Epoch 156/500
113/113 [==============================] - 0s 863us/step - loss: 0.3362 - accuracy: 0.8608
Epoch 157/500
113/113 [==============================] - 0s 848us/step - loss: 0.3361 - accuracy: 0.8636
Epoch 158/500
113/113 [==============================] - 0s 845us/step - loss: 0.3359 - accuracy: 0.8618
Epoch 159/500
113/113 [==============================] - 0s 834us/step - loss: 0.3361 - accuracy: 0.8635
Epoch 160/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3364 - accuracy: 0.8626
Epoch 161/500
113/113 [==============================] - 0s 838us/step - loss: 0.3362 - accuracy: 0.8628
Epoch 162/500
113/113 [==============================] - 0s 828us/step - loss: 0.3363 - accuracy: 0.8646
Epoch 163/500
113/113 [==============================] - 0s 847us/step - loss: 0.3359 - accuracy: 0.8633
Epoch 164/500
113/113 [==============================] - 0s 862us/step - loss: 0.3361 - accuracy: 0.8611
Epoch 165/500
113/113 [==============================] - 0s 863us/step - loss: 0.3363 - accuracy: 0.8624
Epoch 166/500
113/113 [==============================] - 0s 854us/step - loss: 0.3359 - accuracy: 0.8640
Epoch 167/500
113/113 [==============================] - 0s 852us/step - loss: 0.3359 - accuracy: 0.8619
Epoch 168/500
113/113 [==============================] - 0s 841us/step - loss: 0.3359 - accuracy: 0.8632
Epoch 169/500
113/113 [==============================] - 0s 839us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 170/500
113/113 [==============================] - 0s 939us/step - loss: 0.3359 - accuracy: 0.8631
Epoch 171/500
113/113 [==============================] - 0s 837us/step - loss: 0.3362 - accuracy: 0.8621
Epoch 172/500
113/113 [==============================] - 0s 839us/step - loss: 0.3361 - accuracy: 0.8632
Epoch 173/500
113/113 [==============================] - 0s 842us/step - loss: 0.3359 - accuracy: 0.8622
Epoch 174/500
113/113 [==============================] - 0s 834us/step - loss: 0.3357 - accuracy: 0.8624
Epoch 175/500
113/113 [==============================] - 0s 860us/step - loss: 0.3358 - accuracy: 0.8632
Epoch 176/500
113/113 [==============================] - 0s 838us/step - loss: 0.3357 - accuracy: 0.8631
Epoch 177/500
113/113 [==============================] - 0s 843us/step - loss: 0.3362 - accuracy: 0.8625
Epoch 178/500
113/113 [==============================] - 0s 839us/step - loss: 0.3364 - accuracy: 0.8625
Epoch 179/500
113/113 [==============================] - 0s 843us/step - loss: 0.3357 - accuracy: 0.8628
Epoch 180/500
113/113 [==============================] - 0s 905us/step - loss: 0.3359 - accuracy: 0.8625
Epoch 181/500
113/113 [==============================] - 0s 871us/step - loss: 0.3353 - accuracy: 0.8644
Epoch 182/500
113/113 [==============================] - 0s 833us/step - loss: 0.3359 - accuracy: 0.8629
Epoch 183/500
113/113 [==============================] - 0s 848us/step - loss: 0.3353 - accuracy: 0.8632
Epoch 184/500
113/113 [==============================] - 0s 838us/step - loss: 0.3359 - accuracy: 0.8636
Epoch 185/500
113/113 [==============================] - 0s 842us/step - loss: 0.3357 - accuracy: 0.8619
Epoch 186/500
113/113 [==============================] - 0s 831us/step - loss: 0.3357 - accuracy: 0.8635
Epoch 187/500
113/113 [==============================] - 0s 952us/step - loss: 0.3359 - accuracy: 0.8628
Epoch 188/500
113/113 [==============================] - 0s 836us/step - loss: 0.3359 - accuracy: 0.8622
Epoch 189/500
113/113 [==============================] - 0s 845us/step - loss: 0.3357 - accuracy: 0.8610
Epoch 190/500
113/113 [==============================] - 0s 844us/step - loss: 0.3353 - accuracy: 0.8628
Epoch 191/500
113/113 [==============================] - 0s 852us/step - loss: 0.3357 - accuracy: 0.8621
Epoch 192/500
113/113 [==============================] - 0s 878us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 193/500
113/113 [==============================] - 0s 852us/step - loss: 0.3355 - accuracy: 0.8635
Epoch 194/500
113/113 [==============================] - 0s 849us/step - loss: 0.3355 - accuracy: 0.8625
Epoch 195/500
113/113 [==============================] - 0s 865us/step - loss: 0.3352 - accuracy: 0.8625
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3353 - accuracy: 0.8624
Epoch 197/500
113/113 [==============================] - 0s 885us/step - loss: 0.3350 - accuracy: 0.8622
Epoch 198/500
113/113 [==============================] - 0s 835us/step - loss: 0.3351 - accuracy: 0.8637
Epoch 199/500
113/113 [==============================] - 0s 845us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 200/500
113/113 [==============================] - 0s 863us/step - loss: 0.3349 - accuracy: 0.8636
Epoch 201/500
113/113 [==============================] - 0s 903us/step - loss: 0.3351 - accuracy: 0.8625
Epoch 202/500
113/113 [==============================] - 0s 838us/step - loss: 0.3353 - accuracy: 0.8626
Epoch 203/500
113/113 [==============================] - 0s 837us/step - loss: 0.3353 - accuracy: 0.8625
Epoch 204/500
113/113 [==============================] - 0s 840us/step - loss: 0.3349 - accuracy: 0.8624
Epoch 205/500
113/113 [==============================] - 0s 841us/step - loss: 0.3353 - accuracy: 0.8626
Epoch 206/500
113/113 [==============================] - 0s 928us/step - loss: 0.3355 - accuracy: 0.8637
Epoch 207/500
113/113 [==============================] - 0s 854us/step - loss: 0.3351 - accuracy: 0.8632
Epoch 208/500
113/113 [==============================] - 0s 831us/step - loss: 0.3346 - accuracy: 0.8614
Epoch 209/500
113/113 [==============================] - 0s 944us/step - loss: 0.3357 - accuracy: 0.8618
Epoch 210/500
113/113 [==============================] - 0s 870us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 211/500
113/113 [==============================] - 0s 839us/step - loss: 0.3349 - accuracy: 0.8619
Epoch 212/500
113/113 [==============================] - 0s 852us/step - loss: 0.3350 - accuracy: 0.8608
Epoch 213/500
113/113 [==============================] - 0s 835us/step - loss: 0.3347 - accuracy: 0.8619
Epoch 214/500
113/113 [==============================] - 0s 837us/step - loss: 0.3353 - accuracy: 0.8642
Epoch 215/500
113/113 [==============================] - 0s 851us/step - loss: 0.3349 - accuracy: 0.8614
Epoch 216/500
113/113 [==============================] - 0s 837us/step - loss: 0.3350 - accuracy: 0.8639
Epoch 217/500
113/113 [==============================] - 0s 844us/step - loss: 0.3353 - accuracy: 0.8625
Epoch 218/500
113/113 [==============================] - 0s 840us/step - loss: 0.3351 - accuracy: 0.8631
Epoch 219/500
113/113 [==============================] - 0s 832us/step - loss: 0.3349 - accuracy: 0.8635
Epoch 220/500
113/113 [==============================] - 0s 952us/step - loss: 0.3347 - accuracy: 0.8625
Epoch 221/500
113/113 [==============================] - 0s 842us/step - loss: 0.3348 - accuracy: 0.8642
Epoch 222/500
113/113 [==============================] - 0s 872us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 223/500
113/113 [==============================] - 0s 843us/step - loss: 0.3348 - accuracy: 0.8628
Epoch 224/500
113/113 [==============================] - 0s 849us/step - loss: 0.3349 - accuracy: 0.8615
Epoch 225/500
113/113 [==============================] - 0s 851us/step - loss: 0.3350 - accuracy: 0.8626
Epoch 226/500
113/113 [==============================] - 0s 842us/step - loss: 0.3350 - accuracy: 0.8631
Epoch 227/500
113/113 [==============================] - 0s 862us/step - loss: 0.3348 - accuracy: 0.8625
Epoch 228/500
113/113 [==============================] - 0s 835us/step - loss: 0.3351 - accuracy: 0.8639
Epoch 229/500
113/113 [==============================] - 0s 838us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 230/500
113/113 [==============================] - 0s 868us/step - loss: 0.3347 - accuracy: 0.8619
Epoch 231/500
113/113 [==============================] - 0s 859us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 232/500
113/113 [==============================] - 0s 834us/step - loss: 0.3348 - accuracy: 0.8631
Epoch 233/500
113/113 [==============================] - 0s 847us/step - loss: 0.3349 - accuracy: 0.8642
Epoch 234/500
113/113 [==============================] - 0s 836us/step - loss: 0.3358 - accuracy: 0.8618
Epoch 235/500
113/113 [==============================] - 0s 847us/step - loss: 0.3347 - accuracy: 0.8626
Epoch 236/500
113/113 [==============================] - 0s 871us/step - loss: 0.3346 - accuracy: 0.8629
Epoch 237/500
113/113 [==============================] - 0s 871us/step - loss: 0.3350 - accuracy: 0.8631
Epoch 238/500
113/113 [==============================] - 0s 850us/step - loss: 0.3348 - accuracy: 0.8628
Epoch 239/500
113/113 [==============================] - 0s 847us/step - loss: 0.3345 - accuracy: 0.8619
Epoch 240/500
113/113 [==============================] - 0s 938us/step - loss: 0.3348 - accuracy: 0.8643
Epoch 241/500
113/113 [==============================] - 0s 864us/step - loss: 0.3348 - accuracy: 0.8625
Epoch 242/500
113/113 [==============================] - 0s 833us/step - loss: 0.3348 - accuracy: 0.8621
Epoch 243/500
113/113 [==============================] - 0s 836us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 244/500
113/113 [==============================] - 0s 831us/step - loss: 0.3350 - accuracy: 0.8640
Epoch 245/500
113/113 [==============================] - 0s 841us/step - loss: 0.3347 - accuracy: 0.8651
Epoch 246/500
113/113 [==============================] - 0s 846us/step - loss: 0.3345 - accuracy: 0.8632
Epoch 247/500
113/113 [==============================] - 0s 854us/step - loss: 0.3349 - accuracy: 0.8637
Epoch 248/500
113/113 [==============================] - 0s 834us/step - loss: 0.3346 - accuracy: 0.8624
Epoch 249/500
113/113 [==============================] - 0s 832us/step - loss: 0.3343 - accuracy: 0.8639
Epoch 250/500
113/113 [==============================] - 0s 916us/step - loss: 0.3346 - accuracy: 0.8629
Epoch 251/500
113/113 [==============================] - 0s 865us/step - loss: 0.3345 - accuracy: 0.8635
Epoch 252/500
113/113 [==============================] - 0s 877us/step - loss: 0.3347 - accuracy: 0.8622
Epoch 253/500
113/113 [==============================] - 0s 829us/step - loss: 0.3346 - accuracy: 0.8642
Epoch 254/500
113/113 [==============================] - 0s 842us/step - loss: 0.3345 - accuracy: 0.8625
Epoch 255/500
113/113 [==============================] - 0s 836us/step - loss: 0.3344 - accuracy: 0.8642
Epoch 256/500
113/113 [==============================] - 0s 847us/step - loss: 0.3347 - accuracy: 0.8628
Epoch 257/500
113/113 [==============================] - 0s 842us/step - loss: 0.3353 - accuracy: 0.8611
Epoch 258/500
113/113 [==============================] - 0s 828us/step - loss: 0.3352 - accuracy: 0.8633
Epoch 259/500
113/113 [==============================] - 0s 842us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 260/500
113/113 [==============================] - 0s 942us/step - loss: 0.3346 - accuracy: 0.8633
Epoch 261/500
113/113 [==============================] - 0s 848us/step - loss: 0.3351 - accuracy: 0.8625
Epoch 262/500
113/113 [==============================] - 0s 839us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 263/500
113/113 [==============================] - 0s 842us/step - loss: 0.3349 - accuracy: 0.8637
Epoch 264/500
113/113 [==============================] - 0s 833us/step - loss: 0.3350 - accuracy: 0.8636
Epoch 265/500
113/113 [==============================] - 0s 838us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 266/500
113/113 [==============================] - 0s 855us/step - loss: 0.3350 - accuracy: 0.8632
Epoch 267/500
113/113 [==============================] - 0s 833us/step - loss: 0.3352 - accuracy: 0.8618
Epoch 268/500
113/113 [==============================] - 0s 840us/step - loss: 0.3345 - accuracy: 0.8612
Epoch 269/500
113/113 [==============================] - 0s 837us/step - loss: 0.3349 - accuracy: 0.8622
Epoch 270/500
113/113 [==============================] - 0s 886us/step - loss: 0.3349 - accuracy: 0.8624
Epoch 271/500
113/113 [==============================] - 0s 854us/step - loss: 0.3341 - accuracy: 0.8637
Epoch 272/500
113/113 [==============================] - 0s 838us/step - loss: 0.3351 - accuracy: 0.8625
Epoch 273/500
113/113 [==============================] - 0s 843us/step - loss: 0.3345 - accuracy: 0.8636
Epoch 274/500
113/113 [==============================] - 0s 836us/step - loss: 0.3352 - accuracy: 0.8624
Epoch 275/500
113/113 [==============================] - 0s 839us/step - loss: 0.3342 - accuracy: 0.8633
Epoch 276/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3351 - accuracy: 0.8624
Epoch 277/500
113/113 [==============================] - 0s 837us/step - loss: 0.3345 - accuracy: 0.8628
Epoch 278/500
113/113 [==============================] - 0s 836us/step - loss: 0.3342 - accuracy: 0.8631
Epoch 279/500
113/113 [==============================] - 0s 863us/step - loss: 0.3348 - accuracy: 0.8624
Epoch 280/500
113/113 [==============================] - 0s 930us/step - loss: 0.3346 - accuracy: 0.8618
Epoch 281/500
113/113 [==============================] - 0s 869us/step - loss: 0.3347 - accuracy: 0.8619
Epoch 282/500
113/113 [==============================] - 0s 839us/step - loss: 0.3344 - accuracy: 0.8637
Epoch 283/500
113/113 [==============================] - 0s 832us/step - loss: 0.3344 - accuracy: 0.8618
Epoch 284/500
113/113 [==============================] - 0s 884us/step - loss: 0.3349 - accuracy: 0.8637
Epoch 285/500
113/113 [==============================] - 0s 846us/step - loss: 0.3349 - accuracy: 0.8625
Epoch 286/500
113/113 [==============================] - 0s 899us/step - loss: 0.3346 - accuracy: 0.8628
Epoch 287/500
113/113 [==============================] - 0s 850us/step - loss: 0.3345 - accuracy: 0.8626
Epoch 288/500
113/113 [==============================] - 0s 840us/step - loss: 0.3347 - accuracy: 0.8635
Epoch 289/500
113/113 [==============================] - 0s 866us/step - loss: 0.3348 - accuracy: 0.8632
Epoch 290/500
113/113 [==============================] - 0s 929us/step - loss: 0.3345 - accuracy: 0.8625
Epoch 291/500
113/113 [==============================] - 0s 871us/step - loss: 0.3350 - accuracy: 0.8619
Epoch 292/500
113/113 [==============================] - 0s 862us/step - loss: 0.3340 - accuracy: 0.8633
Epoch 293/500
113/113 [==============================] - 0s 836us/step - loss: 0.3345 - accuracy: 0.8622
Epoch 294/500
113/113 [==============================] - 0s 908us/step - loss: 0.3344 - accuracy: 0.8628
Epoch 295/500
113/113 [==============================] - 0s 838us/step - loss: 0.3342 - accuracy: 0.8643
Epoch 296/500
113/113 [==============================] - 0s 887us/step - loss: 0.3347 - accuracy: 0.8639
Epoch 297/500
113/113 [==============================] - 0s 995us/step - loss: 0.3342 - accuracy: 0.8632
Epoch 298/500
113/113 [==============================] - 0s 850us/step - loss: 0.3346 - accuracy: 0.8633
Epoch 299/500
113/113 [==============================] - 0s 869us/step - loss: 0.3345 - accuracy: 0.8618
Epoch 300/500
113/113 [==============================] - 0s 850us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 301/500
113/113 [==============================] - 0s 869us/step - loss: 0.3346 - accuracy: 0.8618
Epoch 302/500
113/113 [==============================] - 0s 865us/step - loss: 0.3343 - accuracy: 0.8640
Epoch 303/500
113/113 [==============================] - 0s 835us/step - loss: 0.3350 - accuracy: 0.8632
Epoch 304/500
113/113 [==============================] - 0s 877us/step - loss: 0.3343 - accuracy: 0.8642
Epoch 305/500
113/113 [==============================] - 0s 850us/step - loss: 0.3346 - accuracy: 0.8633
Epoch 306/500
113/113 [==============================] - 0s 893us/step - loss: 0.3343 - accuracy: 0.8621
Epoch 307/500
113/113 [==============================] - 0s 851us/step - loss: 0.3345 - accuracy: 0.8635
Epoch 308/500
113/113 [==============================] - 0s 843us/step - loss: 0.3346 - accuracy: 0.8628
Epoch 309/500
113/113 [==============================] - 0s 877us/step - loss: 0.3349 - accuracy: 0.8619
Epoch 310/500
113/113 [==============================] - 0s 850us/step - loss: 0.3348 - accuracy: 0.8629
Epoch 311/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3341 - accuracy: 0.8635
Epoch 312/500
113/113 [==============================] - 0s 845us/step - loss: 0.3343 - accuracy: 0.8644
Epoch 313/500
113/113 [==============================] - 0s 868us/step - loss: 0.3343 - accuracy: 0.8632
Epoch 314/500
113/113 [==============================] - 0s 856us/step - loss: 0.3344 - accuracy: 0.8637
Epoch 315/500
113/113 [==============================] - 0s 856us/step - loss: 0.3344 - accuracy: 0.8626
Epoch 316/500
113/113 [==============================] - 0s 866us/step - loss: 0.3346 - accuracy: 0.8632
Epoch 317/500
113/113 [==============================] - 0s 869us/step - loss: 0.3344 - accuracy: 0.8622
Epoch 318/500
113/113 [==============================] - 0s 873us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 319/500
113/113 [==============================] - 0s 893us/step - loss: 0.3350 - accuracy: 0.8626
Epoch 320/500
113/113 [==============================] - 0s 840us/step - loss: 0.3346 - accuracy: 0.8626
Epoch 321/500
113/113 [==============================] - 0s 873us/step - loss: 0.3343 - accuracy: 0.8629
Epoch 322/500
113/113 [==============================] - 0s 852us/step - loss: 0.3345 - accuracy: 0.8629
Epoch 323/500
113/113 [==============================] - 0s 867us/step - loss: 0.3344 - accuracy: 0.8624
Epoch 324/500
113/113 [==============================] - 0s 860us/step - loss: 0.3341 - accuracy: 0.8632
Epoch 325/500
113/113 [==============================] - 0s 866us/step - loss: 0.3346 - accuracy: 0.8619
Epoch 326/500
113/113 [==============================] - 0s 934us/step - loss: 0.3344 - accuracy: 0.8617
Epoch 327/500
113/113 [==============================] - 0s 963us/step - loss: 0.3342 - accuracy: 0.8636
Epoch 328/500
113/113 [==============================] - 0s 881us/step - loss: 0.3343 - accuracy: 0.8631
Epoch 329/500
113/113 [==============================] - 0s 883us/step - loss: 0.3343 - accuracy: 0.8632
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3339 - accuracy: 0.8625
Epoch 331/500
113/113 [==============================] - 0s 873us/step - loss: 0.3347 - accuracy: 0.8617
Epoch 332/500
113/113 [==============================] - 0s 948us/step - loss: 0.3342 - accuracy: 0.8618
Epoch 333/500
113/113 [==============================] - 0s 901us/step - loss: 0.3344 - accuracy: 0.8621
Epoch 334/500
113/113 [==============================] - 0s 844us/step - loss: 0.3343 - accuracy: 0.8614
Epoch 335/500
113/113 [==============================] - 0s 865us/step - loss: 0.3344 - accuracy: 0.8614
Epoch 336/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3342 - accuracy: 0.8631
Epoch 337/500
113/113 [==============================] - 0s 873us/step - loss: 0.3339 - accuracy: 0.8624
Epoch 338/500
113/113 [==============================] - 0s 949us/step - loss: 0.3342 - accuracy: 0.8621
Epoch 339/500
113/113 [==============================] - 0s 854us/step - loss: 0.3344 - accuracy: 0.8626
Epoch 340/500
113/113 [==============================] - 0s 874us/step - loss: 0.3342 - accuracy: 0.8629
Epoch 341/500
113/113 [==============================] - 0s 912us/step - loss: 0.3343 - accuracy: 0.8619
Epoch 342/500
113/113 [==============================] - 0s 876us/step - loss: 0.3341 - accuracy: 0.8618
Epoch 343/500
113/113 [==============================] - 0s 841us/step - loss: 0.3345 - accuracy: 0.8625
Epoch 344/500
113/113 [==============================] - 0s 868us/step - loss: 0.3342 - accuracy: 0.8615
Epoch 345/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3340 - accuracy: 0.8617
Epoch 346/500
113/113 [==============================] - 0s 847us/step - loss: 0.3341 - accuracy: 0.8622
Epoch 347/500
113/113 [==============================] - 0s 868us/step - loss: 0.3342 - accuracy: 0.8618
Epoch 348/500
113/113 [==============================] - 0s 913us/step - loss: 0.3337 - accuracy: 0.8649
Epoch 349/500
113/113 [==============================] - 0s 889us/step - loss: 0.3339 - accuracy: 0.8621
Epoch 350/500
113/113 [==============================] - 0s 914us/step - loss: 0.3346 - accuracy: 0.8625
Epoch 351/500
113/113 [==============================] - 0s 876us/step - loss: 0.3348 - accuracy: 0.8642
Epoch 352/500
113/113 [==============================] - 0s 882us/step - loss: 0.3336 - accuracy: 0.8635
Epoch 353/500
113/113 [==============================] - 0s 845us/step - loss: 0.3338 - accuracy: 0.8631
Epoch 354/500
113/113 [==============================] - 0s 886us/step - loss: 0.3342 - accuracy: 0.8643
Epoch 355/500
113/113 [==============================] - 0s 871us/step - loss: 0.3343 - accuracy: 0.8621
Epoch 356/500
113/113 [==============================] - 0s 841us/step - loss: 0.3344 - accuracy: 0.8646
Epoch 357/500
113/113 [==============================] - 0s 996us/step - loss: 0.3345 - accuracy: 0.8626
Epoch 358/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3338 - accuracy: 0.8614
Epoch 359/500
113/113 [==============================] - 0s 866us/step - loss: 0.3341 - accuracy: 0.8632
Epoch 360/500
113/113 [==============================] - 0s 861us/step - loss: 0.3338 - accuracy: 0.8625
Epoch 361/500
113/113 [==============================] - 0s 876us/step - loss: 0.3343 - accuracy: 0.8635
Epoch 362/500
113/113 [==============================] - 0s 853us/step - loss: 0.3340 - accuracy: 0.8633
Epoch 363/500
113/113 [==============================] - 0s 843us/step - loss: 0.3345 - accuracy: 0.8631
Epoch 364/500
113/113 [==============================] - 0s 870us/step - loss: 0.3340 - accuracy: 0.8624
Epoch 365/500
113/113 [==============================] - 0s 887us/step - loss: 0.3343 - accuracy: 0.8622
Epoch 366/500
113/113 [==============================] - 0s 866us/step - loss: 0.3338 - accuracy: 0.8625
Epoch 367/500
113/113 [==============================] - 0s 860us/step - loss: 0.3345 - accuracy: 0.8624
Epoch 368/500
113/113 [==============================] - 0s 866us/step - loss: 0.3339 - accuracy: 0.8628
Epoch 369/500
113/113 [==============================] - 0s 876us/step - loss: 0.3341 - accuracy: 0.8629
Epoch 370/500
113/113 [==============================] - 0s 853us/step - loss: 0.3342 - accuracy: 0.8622
Epoch 371/500
113/113 [==============================] - 0s 873us/step - loss: 0.3341 - accuracy: 0.8618
Epoch 372/500
113/113 [==============================] - 0s 859us/step - loss: 0.3341 - accuracy: 0.8636
Epoch 373/500
113/113 [==============================] - 0s 854us/step - loss: 0.3338 - accuracy: 0.8639
Epoch 374/500
113/113 [==============================] - 0s 888us/step - loss: 0.3341 - accuracy: 0.8621
Epoch 375/500
113/113 [==============================] - 0s 869us/step - loss: 0.3344 - accuracy: 0.8639
Epoch 376/500
113/113 [==============================] - 0s 855us/step - loss: 0.3345 - accuracy: 0.8614
Epoch 377/500
113/113 [==============================] - 0s 884us/step - loss: 0.3344 - accuracy: 0.8622
Epoch 378/500
113/113 [==============================] - 0s 856us/step - loss: 0.3339 - accuracy: 0.8610
Epoch 379/500
113/113 [==============================] - 0s 882us/step - loss: 0.3341 - accuracy: 0.8619
Epoch 380/500
113/113 [==============================] - 0s 859us/step - loss: 0.3340 - accuracy: 0.8618
Epoch 381/500
113/113 [==============================] - 0s 897us/step - loss: 0.3344 - accuracy: 0.8625
Epoch 382/500
113/113 [==============================] - 0s 835us/step - loss: 0.3340 - accuracy: 0.8625
Epoch 383/500
113/113 [==============================] - 0s 846us/step - loss: 0.3338 - accuracy: 0.8625
Epoch 384/500
113/113 [==============================] - 0s 877us/step - loss: 0.3339 - accuracy: 0.8633
Epoch 385/500
113/113 [==============================] - 0s 860us/step - loss: 0.3343 - accuracy: 0.8603
Epoch 386/500
113/113 [==============================] - 0s 872us/step - loss: 0.3344 - accuracy: 0.8628
Epoch 387/500
113/113 [==============================] - 0s 880us/step - loss: 0.3340 - accuracy: 0.8646
Epoch 388/500
113/113 [==============================] - 0s 845us/step - loss: 0.3340 - accuracy: 0.8624
Epoch 389/500
113/113 [==============================] - 0s 878us/step - loss: 0.3341 - accuracy: 0.8626
Epoch 390/500
113/113 [==============================] - 0s 898us/step - loss: 0.3340 - accuracy: 0.8624
Epoch 391/500
113/113 [==============================] - 0s 887us/step - loss: 0.3340 - accuracy: 0.8633
Epoch 392/500
113/113 [==============================] - 0s 843us/step - loss: 0.3339 - accuracy: 0.8631
Epoch 393/500
113/113 [==============================] - 0s 853us/step - loss: 0.3342 - accuracy: 0.8625
Epoch 394/500
113/113 [==============================] - 0s 870us/step - loss: 0.3339 - accuracy: 0.8625
Epoch 395/500
113/113 [==============================] - 0s 873us/step - loss: 0.3338 - accuracy: 0.8624
Epoch 396/500
113/113 [==============================] - 0s 869us/step - loss: 0.3342 - accuracy: 0.8625
Epoch 397/500
113/113 [==============================] - 0s 888us/step - loss: 0.3340 - accuracy: 0.8636
Epoch 398/500
113/113 [==============================] - 0s 838us/step - loss: 0.3342 - accuracy: 0.8610
Epoch 399/500
113/113 [==============================] - 0s 883us/step - loss: 0.3339 - accuracy: 0.8635
Epoch 400/500
113/113 [==============================] - 0s 871us/step - loss: 0.3336 - accuracy: 0.8635
Epoch 401/500
113/113 [==============================] - 0s 865us/step - loss: 0.3337 - accuracy: 0.8639
Epoch 402/500
113/113 [==============================] - 0s 858us/step - loss: 0.3340 - accuracy: 0.8626
Epoch 403/500
113/113 [==============================] - 0s 850us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 404/500
113/113 [==============================] - 0s 877us/step - loss: 0.3338 - accuracy: 0.8619
Epoch 405/500
113/113 [==============================] - 0s 865us/step - loss: 0.3342 - accuracy: 0.8625
Epoch 406/500
113/113 [==============================] - 0s 873us/step - loss: 0.3336 - accuracy: 0.8629
Epoch 407/500
113/113 [==============================] - 0s 898us/step - loss: 0.3337 - accuracy: 0.8642
Epoch 408/500
113/113 [==============================] - 0s 855us/step - loss: 0.3335 - accuracy: 0.8644
Epoch 409/500
113/113 [==============================] - 0s 870us/step - loss: 0.3339 - accuracy: 0.8636
Epoch 410/500
113/113 [==============================] - 0s 855us/step - loss: 0.3338 - accuracy: 0.8632
Epoch 411/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3343 - accuracy: 0.8643
Epoch 412/500
113/113 [==============================] - 0s 842us/step - loss: 0.3341 - accuracy: 0.8622
Epoch 413/500
113/113 [==============================] - 0s 859us/step - loss: 0.3336 - accuracy: 0.8618
Epoch 414/500
113/113 [==============================] - 0s 842us/step - loss: 0.3340 - accuracy: 0.8626
Epoch 415/500
113/113 [==============================] - 0s 859us/step - loss: 0.3341 - accuracy: 0.8654
Epoch 416/500
113/113 [==============================] - 0s 878us/step - loss: 0.3345 - accuracy: 0.8617
Epoch 417/500
113/113 [==============================] - 0s 925us/step - loss: 0.3336 - accuracy: 0.8628
Epoch 418/500
113/113 [==============================] - 0s 861us/step - loss: 0.3335 - accuracy: 0.8626
Epoch 419/500
113/113 [==============================] - 0s 849us/step - loss: 0.3339 - accuracy: 0.8622
Epoch 420/500
113/113 [==============================] - 0s 861us/step - loss: 0.3333 - accuracy: 0.8625
Epoch 421/500
113/113 [==============================] - 0s 863us/step - loss: 0.3337 - accuracy: 0.8629
Epoch 422/500
113/113 [==============================] - 0s 833us/step - loss: 0.3339 - accuracy: 0.8628
Epoch 423/500
113/113 [==============================] - 0s 865us/step - loss: 0.3338 - accuracy: 0.8631
Epoch 424/500
113/113 [==============================] - 0s 883us/step - loss: 0.3339 - accuracy: 0.8614
Epoch 425/500
113/113 [==============================] - 0s 863us/step - loss: 0.3336 - accuracy: 0.8637
Epoch 426/500
113/113 [==============================] - 0s 862us/step - loss: 0.3340 - accuracy: 0.8640
Epoch 427/500
113/113 [==============================] - 0s 940us/step - loss: 0.3339 - accuracy: 0.8637
Epoch 428/500
113/113 [==============================] - 0s 856us/step - loss: 0.3336 - accuracy: 0.8646
Epoch 429/500
113/113 [==============================] - 0s 843us/step - loss: 0.3339 - accuracy: 0.8637
Epoch 430/500
113/113 [==============================] - 0s 887us/step - loss: 0.3336 - accuracy: 0.8632
Epoch 431/500
113/113 [==============================] - 0s 885us/step - loss: 0.3338 - accuracy: 0.8632
Epoch 432/500
113/113 [==============================] - 0s 837us/step - loss: 0.3333 - accuracy: 0.8631
Epoch 433/500
113/113 [==============================] - 0s 873us/step - loss: 0.3339 - accuracy: 0.8643
Epoch 434/500
113/113 [==============================] - 0s 885us/step - loss: 0.3332 - accuracy: 0.8644
Epoch 435/500
113/113 [==============================] - 0s 853us/step - loss: 0.3335 - accuracy: 0.8643
Epoch 436/500
113/113 [==============================] - 0s 861us/step - loss: 0.3339 - accuracy: 0.8631
Epoch 437/500
113/113 [==============================] - 0s 950us/step - loss: 0.3332 - accuracy: 0.8622
Epoch 438/500
113/113 [==============================] - 0s 873us/step - loss: 0.3332 - accuracy: 0.8647
Epoch 439/500
113/113 [==============================] - 0s 843us/step - loss: 0.3334 - accuracy: 0.8632
Epoch 440/500
113/113 [==============================] - 0s 877us/step - loss: 0.3336 - accuracy: 0.8646
Epoch 441/500
113/113 [==============================] - 0s 880us/step - loss: 0.3333 - accuracy: 0.8643
Epoch 442/500
113/113 [==============================] - 0s 845us/step - loss: 0.3329 - accuracy: 0.8646
Epoch 443/500
113/113 [==============================] - 0s 879us/step - loss: 0.3334 - accuracy: 0.8633
Epoch 444/500
113/113 [==============================] - 0s 866us/step - loss: 0.3331 - accuracy: 0.8637
Epoch 445/500
113/113 [==============================] - 0s 864us/step - loss: 0.3334 - accuracy: 0.8635
Epoch 446/500
113/113 [==============================] - 0s 866us/step - loss: 0.3334 - accuracy: 0.8646
Epoch 447/500
113/113 [==============================] - 0s 941us/step - loss: 0.3335 - accuracy: 0.8625
Epoch 448/500
113/113 [==============================] - 0s 866us/step - loss: 0.3331 - accuracy: 0.8647
Epoch 449/500
113/113 [==============================] - 0s 896us/step - loss: 0.3331 - accuracy: 0.8651
Epoch 450/500
113/113 [==============================] - 0s 861us/step - loss: 0.3331 - accuracy: 0.8646
Epoch 451/500
113/113 [==============================] - 0s 875us/step - loss: 0.3332 - accuracy: 0.8647
Epoch 452/500
113/113 [==============================] - 0s 839us/step - loss: 0.3331 - accuracy: 0.8639
Epoch 453/500
113/113 [==============================] - 0s 988us/step - loss: 0.3333 - accuracy: 0.8632
Epoch 454/500
113/113 [==============================] - 0s 846us/step - loss: 0.3332 - accuracy: 0.8636
Epoch 455/500
113/113 [==============================] - 0s 875us/step - loss: 0.3328 - accuracy: 0.8643
Epoch 456/500
113/113 [==============================] - 0s 854us/step - loss: 0.3331 - accuracy: 0.8628
Epoch 457/500
113/113 [==============================] - 0s 857us/step - loss: 0.3331 - accuracy: 0.8629
Epoch 458/500
113/113 [==============================] - 0s 873us/step - loss: 0.3335 - accuracy: 0.8644
Epoch 459/500
113/113 [==============================] - 0s 854us/step - loss: 0.3331 - accuracy: 0.8642
Epoch 460/500
113/113 [==============================] - 0s 901us/step - loss: 0.3329 - accuracy: 0.8636
Epoch 461/500
113/113 [==============================] - 0s 835us/step - loss: 0.3326 - accuracy: 0.8633
Epoch 462/500
113/113 [==============================] - 0s 852us/step - loss: 0.3329 - accuracy: 0.8643
Epoch 463/500
113/113 [==============================] - 0s 855us/step - loss: 0.3328 - accuracy: 0.8633
Epoch 464/500
113/113 [==============================] - 0s 837us/step - loss: 0.3327 - accuracy: 0.8650
Epoch 465/500
113/113 [==============================] - 0s 869us/step - loss: 0.3328 - accuracy: 0.8628
Epoch 466/500
113/113 [==============================] - 0s 868us/step - loss: 0.3329 - accuracy: 0.8621
Epoch 467/500
113/113 [==============================] - 0s 826us/step - loss: 0.3328 - accuracy: 0.8642
Epoch 468/500
113/113 [==============================] - 0s 924us/step - loss: 0.3323 - accuracy: 0.8640
Epoch 469/500
113/113 [==============================] - 0s 831us/step - loss: 0.3325 - accuracy: 0.8639
Epoch 470/500
113/113 [==============================] - 0s 862us/step - loss: 0.3326 - accuracy: 0.8642
Epoch 471/500
113/113 [==============================] - 0s 850us/step - loss: 0.3324 - accuracy: 0.8639
Epoch 472/500
113/113 [==============================] - 0s 855us/step - loss: 0.3325 - accuracy: 0.8653
Epoch 473/500
113/113 [==============================] - 0s 864us/step - loss: 0.3323 - accuracy: 0.8635
Epoch 474/500
113/113 [==============================] - 0s 845us/step - loss: 0.3323 - accuracy: 0.8639
Epoch 475/500
113/113 [==============================] - 0s 853us/step - loss: 0.3321 - accuracy: 0.8646
Epoch 476/500
113/113 [==============================] - 0s 880us/step - loss: 0.3321 - accuracy: 0.8644
Epoch 477/500
113/113 [==============================] - 0s 906us/step - loss: 0.3322 - accuracy: 0.8643
Epoch 478/500
113/113 [==============================] - 0s 837us/step - loss: 0.3321 - accuracy: 0.8657
Epoch 479/500
113/113 [==============================] - 0s 835us/step - loss: 0.3321 - accuracy: 0.8644
Epoch 480/500
113/113 [==============================] - 0s 842us/step - loss: 0.3316 - accuracy: 0.8636
Epoch 481/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8661
Epoch 482/500
113/113 [==============================] - 0s 847us/step - loss: 0.3321 - accuracy: 0.8639
Epoch 483/500
113/113 [==============================] - 0s 927us/step - loss: 0.3319 - accuracy: 0.8653
Epoch 484/500
113/113 [==============================] - 0s 841us/step - loss: 0.3318 - accuracy: 0.8640
Epoch 485/500
113/113 [==============================] - 0s 843us/step - loss: 0.3320 - accuracy: 0.8649
Epoch 486/500
113/113 [==============================] - 0s 877us/step - loss: 0.3316 - accuracy: 0.8642
Epoch 487/500
113/113 [==============================] - 0s 857us/step - loss: 0.3320 - accuracy: 0.8644
Epoch 488/500
113/113 [==============================] - 0s 877us/step - loss: 0.3315 - accuracy: 0.8650
Epoch 489/500
113/113 [==============================] - 0s 966us/step - loss: 0.3316 - accuracy: 0.8650
Epoch 490/500
113/113 [==============================] - 0s 851us/step - loss: 0.3323 - accuracy: 0.8636
Epoch 491/500
113/113 [==============================] - 0s 868us/step - loss: 0.3316 - accuracy: 0.8661
Epoch 492/500
113/113 [==============================] - 0s 838us/step - loss: 0.3316 - accuracy: 0.8640
Epoch 493/500
113/113 [==============================] - 0s 869us/step - loss: 0.3316 - accuracy: 0.8646
Epoch 494/500
113/113 [==============================] - 0s 848us/step - loss: 0.3315 - accuracy: 0.8653
Epoch 495/500
113/113 [==============================] - 0s 856us/step - loss: 0.3313 - accuracy: 0.8661
Epoch 496/500
113/113 [==============================] - 0s 864us/step - loss: 0.3316 - accuracy: 0.8651
Epoch 497/500
113/113 [==============================] - 0s 839us/step - loss: 0.3318 - accuracy: 0.8631
Epoch 498/500
113/113 [==============================] - 0s 976us/step - loss: 0.3313 - accuracy: 0.8656
Epoch 499/500
113/113 [==============================] - 0s 831us/step - loss: 0.3312 - accuracy: 0.8656
Epoch 500/500
113/113 [==============================] - 0s 852us/step - loss: 0.3315 - accuracy: 0.8642
Epoch 1/500
113/113 [==============================] - 0s 893us/step - loss: 0.6652 - accuracy: 0.7949
Epoch 2/500
113/113 [==============================] - 0s 861us/step - loss: 0.5323 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 889us/step - loss: 0.4478 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 872us/step - loss: 0.4356 - accuracy: 0.7986
Epoch 5/500
113/113 [==============================] - 0s 863us/step - loss: 0.4315 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 907us/step - loss: 0.4291 - accuracy: 0.7986
Epoch 7/500
113/113 [==============================] - 0s 857us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 8/500
113/113 [==============================] - 0s 917us/step - loss: 0.4261 - accuracy: 0.7986
Epoch 9/500
113/113 [==============================] - 0s 863us/step - loss: 0.4252 - accuracy: 0.7986
Epoch 10/500
113/113 [==============================] - 0s 898us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 11/500
113/113 [==============================] - 0s 885us/step - loss: 0.4228 - accuracy: 0.7986
Epoch 12/500
113/113 [==============================] - 0s 883us/step - loss: 0.4213 - accuracy: 0.7986
Epoch 13/500
113/113 [==============================] - 0s 957us/step - loss: 0.4199 - accuracy: 0.7986
Epoch 14/500
113/113 [==============================] - 0s 858us/step - loss: 0.4184 - accuracy: 0.7986
Epoch 15/500
113/113 [==============================] - 0s 876us/step - loss: 0.4172 - accuracy: 0.7986
Epoch 16/500
113/113 [==============================] - 0s 928us/step - loss: 0.4162 - accuracy: 0.8112
Epoch 17/500
113/113 [==============================] - 0s 868us/step - loss: 0.4151 - accuracy: 0.8224
Epoch 18/500
113/113 [==============================] - 0s 936us/step - loss: 0.4142 - accuracy: 0.8247
Epoch 19/500
113/113 [==============================] - 0s 868us/step - loss: 0.4134 - accuracy: 0.8274
Epoch 20/500
113/113 [==============================] - 0s 975us/step - loss: 0.4127 - accuracy: 0.8276
Epoch 21/500
113/113 [==============================] - 0s 869us/step - loss: 0.4118 - accuracy: 0.8288
Epoch 22/500
113/113 [==============================] - 0s 938us/step - loss: 0.4111 - accuracy: 0.8306
Epoch 23/500
113/113 [==============================] - 0s 904us/step - loss: 0.4106 - accuracy: 0.8307
Epoch 24/500
113/113 [==============================] - 0s 869us/step - loss: 0.4098 - accuracy: 0.8331
Epoch 25/500
113/113 [==============================] - 0s 947us/step - loss: 0.4093 - accuracy: 0.8322
Epoch 26/500
113/113 [==============================] - 0s 872us/step - loss: 0.4088 - accuracy: 0.8333
Epoch 27/500
113/113 [==============================] - 0s 923us/step - loss: 0.4081 - accuracy: 0.8342
Epoch 28/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4076 - accuracy: 0.8353
Epoch 29/500
113/113 [==============================] - 0s 872us/step - loss: 0.4071 - accuracy: 0.8340
Epoch 30/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4064 - accuracy: 0.8357
Epoch 31/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4061 - accuracy: 0.8363
Epoch 32/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4055 - accuracy: 0.8368
Epoch 33/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4049 - accuracy: 0.8371
Epoch 34/500
113/113 [==============================] - 0s 921us/step - loss: 0.4044 - accuracy: 0.8368
Epoch 35/500
113/113 [==============================] - 0s 837us/step - loss: 0.4040 - accuracy: 0.8372
Epoch 36/500
113/113 [==============================] - 0s 864us/step - loss: 0.4035 - accuracy: 0.8367
Epoch 37/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4031 - accuracy: 0.8369
Epoch 38/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4026 - accuracy: 0.8374
Epoch 39/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4023 - accuracy: 0.8367
Epoch 40/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4017 - accuracy: 0.8378
Epoch 41/500
113/113 [==============================] - 0s 940us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 42/500
113/113 [==============================] - 0s 829us/step - loss: 0.4011 - accuracy: 0.8374
Epoch 43/500
113/113 [==============================] - 0s 941us/step - loss: 0.4008 - accuracy: 0.8376
Epoch 44/500
113/113 [==============================] - 0s 830us/step - loss: 0.4005 - accuracy: 0.8382
Epoch 45/500
113/113 [==============================] - 0s 858us/step - loss: 0.4001 - accuracy: 0.8383
Epoch 46/500
113/113 [==============================] - 0s 965us/step - loss: 0.3999 - accuracy: 0.8378
Epoch 47/500
113/113 [==============================] - 0s 864us/step - loss: 0.3997 - accuracy: 0.8386
Epoch 48/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8386
Epoch 49/500
113/113 [==============================] - 0s 834us/step - loss: 0.3991 - accuracy: 0.8388
Epoch 50/500
113/113 [==============================] - 0s 902us/step - loss: 0.3989 - accuracy: 0.8381
Epoch 51/500
113/113 [==============================] - 0s 836us/step - loss: 0.3987 - accuracy: 0.8386
Epoch 52/500
113/113 [==============================] - 0s 835us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 53/500
113/113 [==============================] - 0s 863us/step - loss: 0.3982 - accuracy: 0.8383
Epoch 54/500
113/113 [==============================] - 0s 841us/step - loss: 0.3981 - accuracy: 0.8383
Epoch 55/500
113/113 [==============================] - 0s 862us/step - loss: 0.3979 - accuracy: 0.8381
Epoch 56/500
113/113 [==============================] - 0s 866us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 57/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3974 - accuracy: 0.8382
Epoch 58/500
113/113 [==============================] - 0s 859us/step - loss: 0.3971 - accuracy: 0.8392
Epoch 59/500
113/113 [==============================] - 0s 832us/step - loss: 0.3972 - accuracy: 0.8393
Epoch 60/500
113/113 [==============================] - 0s 872us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 61/500
113/113 [==============================] - 0s 839us/step - loss: 0.3969 - accuracy: 0.8390
Epoch 62/500
113/113 [==============================] - 0s 837us/step - loss: 0.3966 - accuracy: 0.8381
Epoch 63/500
113/113 [==============================] - 0s 859us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 64/500
113/113 [==============================] - 0s 826us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 65/500
113/113 [==============================] - 0s 872us/step - loss: 0.3964 - accuracy: 0.8382
Epoch 66/500
113/113 [==============================] - 0s 849us/step - loss: 0.3959 - accuracy: 0.8385
Epoch 67/500
113/113 [==============================] - 0s 851us/step - loss: 0.3952 - accuracy: 0.8393
Epoch 68/500
113/113 [==============================] - 0s 854us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 69/500
113/113 [==============================] - 0s 833us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 70/500
113/113 [==============================] - 0s 871us/step - loss: 0.3938 - accuracy: 0.8386
Epoch 71/500
113/113 [==============================] - 0s 843us/step - loss: 0.3937 - accuracy: 0.8389
Epoch 72/500
113/113 [==============================] - 0s 848us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 73/500
113/113 [==============================] - 0s 889us/step - loss: 0.3926 - accuracy: 0.8379
Epoch 74/500
113/113 [==============================] - 0s 842us/step - loss: 0.3927 - accuracy: 0.8378
Epoch 75/500
113/113 [==============================] - 0s 877us/step - loss: 0.3921 - accuracy: 0.8392
Epoch 76/500
113/113 [==============================] - 0s 922us/step - loss: 0.3917 - accuracy: 0.8378
Epoch 77/500
113/113 [==============================] - 0s 839us/step - loss: 0.3916 - accuracy: 0.8386
Epoch 78/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3914 - accuracy: 0.8393
Epoch 79/500
113/113 [==============================] - 0s 828us/step - loss: 0.3910 - accuracy: 0.8383
Epoch 80/500
113/113 [==============================] - 0s 875us/step - loss: 0.3909 - accuracy: 0.8386
Epoch 81/500
113/113 [==============================] - 0s 824us/step - loss: 0.3906 - accuracy: 0.8390
Epoch 82/500
113/113 [==============================] - 0s 836us/step - loss: 0.3903 - accuracy: 0.8389
Epoch 83/500
113/113 [==============================] - 0s 881us/step - loss: 0.3904 - accuracy: 0.8390
Epoch 84/500
113/113 [==============================] - 0s 848us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 85/500
113/113 [==============================] - 0s 962us/step - loss: 0.3902 - accuracy: 0.8385
Epoch 86/500
113/113 [==============================] - 0s 844us/step - loss: 0.3899 - accuracy: 0.8392
Epoch 87/500
113/113 [==============================] - 0s 833us/step - loss: 0.3896 - accuracy: 0.8390
Epoch 88/500
113/113 [==============================] - 0s 916us/step - loss: 0.3896 - accuracy: 0.8394
Epoch 89/500
113/113 [==============================] - 0s 846us/step - loss: 0.3891 - accuracy: 0.8385
Epoch 90/500
113/113 [==============================] - 0s 866us/step - loss: 0.3895 - accuracy: 0.8397
Epoch 91/500
113/113 [==============================] - 0s 832us/step - loss: 0.3891 - accuracy: 0.8385
Epoch 92/500
113/113 [==============================] - 0s 829us/step - loss: 0.3891 - accuracy: 0.8393
Epoch 93/500
113/113 [==============================] - 0s 863us/step - loss: 0.3893 - accuracy: 0.8396
Epoch 94/500
113/113 [==============================] - 0s 839us/step - loss: 0.3886 - accuracy: 0.8400
Epoch 95/500
113/113 [==============================] - 0s 944us/step - loss: 0.3889 - accuracy: 0.8399
Epoch 96/500
113/113 [==============================] - 0s 840us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 97/500
113/113 [==============================] - 0s 837us/step - loss: 0.3884 - accuracy: 0.8389
Epoch 98/500
113/113 [==============================] - 0s 877us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 99/500
113/113 [==============================] - 0s 845us/step - loss: 0.3886 - accuracy: 0.8392
Epoch 100/500
113/113 [==============================] - 0s 925us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 101/500
113/113 [==============================] - 0s 870us/step - loss: 0.3884 - accuracy: 0.8392
Epoch 102/500
113/113 [==============================] - 0s 833us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 103/500
113/113 [==============================] - 0s 875us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 104/500
113/113 [==============================] - 0s 829us/step - loss: 0.3881 - accuracy: 0.8392
Epoch 105/500
113/113 [==============================] - 0s 965us/step - loss: 0.3881 - accuracy: 0.8404
Epoch 106/500
113/113 [==============================] - 0s 847us/step - loss: 0.3880 - accuracy: 0.8401
Epoch 107/500
113/113 [==============================] - 0s 833us/step - loss: 0.3879 - accuracy: 0.8385
Epoch 108/500
113/113 [==============================] - 0s 857us/step - loss: 0.3879 - accuracy: 0.8404
Epoch 109/500
113/113 [==============================] - 0s 827us/step - loss: 0.3879 - accuracy: 0.8403
Epoch 110/500
113/113 [==============================] - 0s 860us/step - loss: 0.3880 - accuracy: 0.8403
Epoch 111/500
113/113 [==============================] - 0s 850us/step - loss: 0.3877 - accuracy: 0.8410
Epoch 112/500
113/113 [==============================] - 0s 849us/step - loss: 0.3876 - accuracy: 0.8406
Epoch 113/500
113/113 [==============================] - 0s 851us/step - loss: 0.3876 - accuracy: 0.8392
Epoch 114/500
113/113 [==============================] - 0s 831us/step - loss: 0.3875 - accuracy: 0.8399
Epoch 115/500
113/113 [==============================] - 0s 932us/step - loss: 0.3875 - accuracy: 0.8403
Epoch 116/500
113/113 [==============================] - 0s 834us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 117/500
113/113 [==============================] - 0s 854us/step - loss: 0.3874 - accuracy: 0.8394
Epoch 118/500
113/113 [==============================] - 0s 862us/step - loss: 0.3875 - accuracy: 0.8400
Epoch 119/500
113/113 [==============================] - 0s 837us/step - loss: 0.3872 - accuracy: 0.8388
Epoch 120/500
113/113 [==============================] - 0s 839us/step - loss: 0.3873 - accuracy: 0.8397
Epoch 121/500
113/113 [==============================] - 0s 838us/step - loss: 0.3873 - accuracy: 0.8403
Epoch 122/500
113/113 [==============================] - 0s 842us/step - loss: 0.3870 - accuracy: 0.8399
Epoch 123/500
113/113 [==============================] - 0s 864us/step - loss: 0.3872 - accuracy: 0.8415
Epoch 124/500
113/113 [==============================] - 0s 839us/step - loss: 0.3873 - accuracy: 0.8401
Epoch 125/500
113/113 [==============================] - 0s 966us/step - loss: 0.3873 - accuracy: 0.8393
Epoch 126/500
113/113 [==============================] - 0s 847us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 127/500
113/113 [==============================] - 0s 866us/step - loss: 0.3870 - accuracy: 0.8404
Epoch 128/500
113/113 [==============================] - 0s 881us/step - loss: 0.3871 - accuracy: 0.8413
Epoch 129/500
113/113 [==============================] - 0s 833us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 130/500
113/113 [==============================] - 0s 898us/step - loss: 0.3870 - accuracy: 0.8400
Epoch 131/500
113/113 [==============================] - 0s 859us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 132/500
113/113 [==============================] - 0s 837us/step - loss: 0.3872 - accuracy: 0.8407
Epoch 133/500
113/113 [==============================] - 0s 908us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 134/500
113/113 [==============================] - 0s 849us/step - loss: 0.3871 - accuracy: 0.8407
Epoch 135/500
113/113 [==============================] - 0s 938us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 136/500
113/113 [==============================] - 0s 856us/step - loss: 0.3869 - accuracy: 0.8403
Epoch 137/500
113/113 [==============================] - 0s 836us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 138/500
113/113 [==============================] - 0s 871us/step - loss: 0.3870 - accuracy: 0.8397
Epoch 139/500
113/113 [==============================] - 0s 837us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 140/500
113/113 [==============================] - 0s 877us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 141/500
113/113 [==============================] - 0s 853us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 142/500
113/113 [==============================] - 0s 859us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 143/500
113/113 [==============================] - 0s 869us/step - loss: 0.3867 - accuracy: 0.8401
Epoch 144/500
113/113 [==============================] - 0s 846us/step - loss: 0.3867 - accuracy: 0.8389
Epoch 145/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3869 - accuracy: 0.8394
Epoch 146/500
113/113 [==============================] - 0s 871us/step - loss: 0.3867 - accuracy: 0.8390
Epoch 147/500
113/113 [==============================] - 0s 839us/step - loss: 0.3870 - accuracy: 0.8411
Epoch 148/500
113/113 [==============================] - 0s 857us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 149/500
113/113 [==============================] - 0s 836us/step - loss: 0.3866 - accuracy: 0.8399
Epoch 150/500
113/113 [==============================] - 0s 858us/step - loss: 0.3864 - accuracy: 0.8394
Epoch 151/500
113/113 [==============================] - 0s 843us/step - loss: 0.3864 - accuracy: 0.8406
Epoch 152/500
113/113 [==============================] - 0s 827us/step - loss: 0.3863 - accuracy: 0.8389
Epoch 153/500
113/113 [==============================] - 0s 862us/step - loss: 0.3866 - accuracy: 0.8400
Epoch 154/500
113/113 [==============================] - 0s 848us/step - loss: 0.3865 - accuracy: 0.8401
Epoch 155/500
113/113 [==============================] - 0s 958us/step - loss: 0.3865 - accuracy: 0.8401
Epoch 156/500
113/113 [==============================] - 0s 859us/step - loss: 0.3865 - accuracy: 0.8390
Epoch 157/500
113/113 [==============================] - 0s 845us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 158/500
113/113 [==============================] - 0s 874us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 159/500
113/113 [==============================] - 0s 841us/step - loss: 0.3865 - accuracy: 0.8392
Epoch 160/500
113/113 [==============================] - 0s 873us/step - loss: 0.3864 - accuracy: 0.8385
Epoch 161/500
113/113 [==============================] - 0s 856us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 162/500
113/113 [==============================] - 0s 872us/step - loss: 0.3864 - accuracy: 0.8394
Epoch 163/500
113/113 [==============================] - 0s 941us/step - loss: 0.3866 - accuracy: 0.8397
Epoch 164/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3863 - accuracy: 0.8408
Epoch 165/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3864 - accuracy: 0.8401
Epoch 166/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3863 - accuracy: 0.8393
Epoch 167/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3861 - accuracy: 0.8390
Epoch 168/500
113/113 [==============================] - 0s 867us/step - loss: 0.3864 - accuracy: 0.8388
Epoch 169/500
113/113 [==============================] - 0s 871us/step - loss: 0.3862 - accuracy: 0.8397
Epoch 170/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3863 - accuracy: 0.8397
Epoch 171/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8406
Epoch 172/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8388
Epoch 173/500
113/113 [==============================] - 0s 993us/step - loss: 0.3865 - accuracy: 0.8396
Epoch 174/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8400
Epoch 175/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8390
Epoch 176/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3863 - accuracy: 0.8401
Epoch 177/500
113/113 [==============================] - 0s 979us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 178/500
113/113 [==============================] - 0s 967us/step - loss: 0.3861 - accuracy: 0.8393
Epoch 179/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8392
Epoch 180/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3861 - accuracy: 0.8403
Epoch 181/500
113/113 [==============================] - 0s 983us/step - loss: 0.3862 - accuracy: 0.8400
Epoch 182/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3861 - accuracy: 0.8390
Epoch 183/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8382
Epoch 184/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8397
Epoch 185/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8401
Epoch 186/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8401
Epoch 187/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3861 - accuracy: 0.8396
Epoch 188/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8379
Epoch 189/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3860 - accuracy: 0.8400
Epoch 190/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8399
Epoch 191/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8406
Epoch 192/500
113/113 [==============================] - 0s 996us/step - loss: 0.3863 - accuracy: 0.8401
Epoch 193/500
113/113 [==============================] - 0s 963us/step - loss: 0.3861 - accuracy: 0.8400
Epoch 194/500
113/113 [==============================] - 0s 851us/step - loss: 0.3862 - accuracy: 0.8413
Epoch 195/500
113/113 [==============================] - 0s 946us/step - loss: 0.3861 - accuracy: 0.8396
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3861 - accuracy: 0.8403
Epoch 197/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8400
Epoch 198/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8400
Epoch 199/500
113/113 [==============================] - 0s 875us/step - loss: 0.3859 - accuracy: 0.8400
Epoch 200/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8401
Epoch 201/500
113/113 [==============================] - 0s 885us/step - loss: 0.3860 - accuracy: 0.8407
Epoch 202/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8393
Epoch 203/500
113/113 [==============================] - 0s 820us/step - loss: 0.3859 - accuracy: 0.8408
Epoch 204/500
113/113 [==============================] - 0s 847us/step - loss: 0.3857 - accuracy: 0.8399
Epoch 205/500
113/113 [==============================] - 0s 897us/step - loss: 0.3860 - accuracy: 0.8413
Epoch 206/500
113/113 [==============================] - 0s 979us/step - loss: 0.3860 - accuracy: 0.8397
Epoch 207/500
113/113 [==============================] - 0s 975us/step - loss: 0.3860 - accuracy: 0.8408
Epoch 208/500
113/113 [==============================] - 0s 933us/step - loss: 0.3859 - accuracy: 0.8404
Epoch 209/500
113/113 [==============================] - 0s 976us/step - loss: 0.3859 - accuracy: 0.8397
Epoch 210/500
113/113 [==============================] - 0s 822us/step - loss: 0.3859 - accuracy: 0.8403
Epoch 211/500
113/113 [==============================] - 0s 847us/step - loss: 0.3862 - accuracy: 0.8407
Epoch 212/500
113/113 [==============================] - 0s 907us/step - loss: 0.3859 - accuracy: 0.8404
Epoch 213/500
113/113 [==============================] - 0s 821us/step - loss: 0.3860 - accuracy: 0.8399
Epoch 214/500
113/113 [==============================] - 0s 870us/step - loss: 0.3856 - accuracy: 0.8404
Epoch 215/500
113/113 [==============================] - 0s 950us/step - loss: 0.3859 - accuracy: 0.8399
Epoch 216/500
113/113 [==============================] - 0s 879us/step - loss: 0.3859 - accuracy: 0.8401
Epoch 217/500
113/113 [==============================] - 0s 959us/step - loss: 0.3858 - accuracy: 0.8414
Epoch 218/500
113/113 [==============================] - 0s 924us/step - loss: 0.3859 - accuracy: 0.8404
Epoch 219/500
113/113 [==============================] - 0s 940us/step - loss: 0.3856 - accuracy: 0.8393
Epoch 220/500
113/113 [==============================] - 0s 924us/step - loss: 0.3859 - accuracy: 0.8383
Epoch 221/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8400
Epoch 222/500
113/113 [==============================] - 0s 920us/step - loss: 0.3856 - accuracy: 0.8403
Epoch 223/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8404
Epoch 224/500
113/113 [==============================] - 0s 918us/step - loss: 0.3863 - accuracy: 0.8403
Epoch 225/500
113/113 [==============================] - 0s 906us/step - loss: 0.3861 - accuracy: 0.8401
Epoch 226/500
113/113 [==============================] - 0s 969us/step - loss: 0.3861 - accuracy: 0.8400
Epoch 227/500
113/113 [==============================] - 0s 879us/step - loss: 0.3858 - accuracy: 0.8394
Epoch 228/500
113/113 [==============================] - 0s 861us/step - loss: 0.3859 - accuracy: 0.8397
Epoch 229/500
113/113 [==============================] - 0s 833us/step - loss: 0.3856 - accuracy: 0.8404
Epoch 230/500
113/113 [==============================] - 0s 897us/step - loss: 0.3859 - accuracy: 0.8411
Epoch 231/500
113/113 [==============================] - 0s 834us/step - loss: 0.3857 - accuracy: 0.8396
Epoch 232/500
113/113 [==============================] - 0s 870us/step - loss: 0.3858 - accuracy: 0.8393
Epoch 233/500
113/113 [==============================] - 0s 869us/step - loss: 0.3862 - accuracy: 0.8403
Epoch 234/500
113/113 [==============================] - 0s 830us/step - loss: 0.3862 - accuracy: 0.8399
Epoch 235/500
113/113 [==============================] - 0s 859us/step - loss: 0.3859 - accuracy: 0.8414
Epoch 236/500
113/113 [==============================] - 0s 839us/step - loss: 0.3861 - accuracy: 0.8408
Epoch 237/500
113/113 [==============================] - 0s 845us/step - loss: 0.3857 - accuracy: 0.8390
Epoch 238/500
113/113 [==============================] - 0s 889us/step - loss: 0.3856 - accuracy: 0.8397
Epoch 239/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3856 - accuracy: 0.8400: 0s - loss: 0.3789 - accuracy
Epoch 240/500
113/113 [==============================] - 0s 953us/step - loss: 0.3858 - accuracy: 0.8401
Epoch 241/500
113/113 [==============================] - 0s 888us/step - loss: 0.3854 - accuracy: 0.8400
Epoch 242/500
113/113 [==============================] - 0s 834us/step - loss: 0.3856 - accuracy: 0.8410
Epoch 243/500
113/113 [==============================] - 0s 843us/step - loss: 0.3858 - accuracy: 0.8386
Epoch 244/500
113/113 [==============================] - 0s 866us/step - loss: 0.3856 - accuracy: 0.8400
Epoch 245/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3856 - accuracy: 0.8399: 0s - loss: 0.4152 - accuracy
Epoch 246/500
113/113 [==============================] - 0s 867us/step - loss: 0.3858 - accuracy: 0.8389
Epoch 247/500
113/113 [==============================] - 0s 870us/step - loss: 0.3860 - accuracy: 0.8411
Epoch 248/500
113/113 [==============================] - 0s 894us/step - loss: 0.3858 - accuracy: 0.8399
Epoch 249/500
113/113 [==============================] - 0s 898us/step - loss: 0.3856 - accuracy: 0.8400
Epoch 250/500
113/113 [==============================] - 0s 909us/step - loss: 0.3854 - accuracy: 0.8415
Epoch 251/500
113/113 [==============================] - 0s 867us/step - loss: 0.3856 - accuracy: 0.8403
Epoch 252/500
113/113 [==============================] - 0s 857us/step - loss: 0.3860 - accuracy: 0.8400
Epoch 253/500
113/113 [==============================] - 0s 853us/step - loss: 0.3857 - accuracy: 0.8407
Epoch 254/500
113/113 [==============================] - 0s 866us/step - loss: 0.3856 - accuracy: 0.8399
Epoch 255/500
113/113 [==============================] - 0s 879us/step - loss: 0.3857 - accuracy: 0.8382
Epoch 256/500
113/113 [==============================] - 0s 829us/step - loss: 0.3857 - accuracy: 0.8390
Epoch 257/500
113/113 [==============================] - 0s 876us/step - loss: 0.3855 - accuracy: 0.8396
Epoch 258/500
113/113 [==============================] - 0s 849us/step - loss: 0.3857 - accuracy: 0.8397
Epoch 259/500
113/113 [==============================] - 0s 910us/step - loss: 0.3859 - accuracy: 0.8386
Epoch 260/500
113/113 [==============================] - 0s 950us/step - loss: 0.3854 - accuracy: 0.8400
Epoch 261/500
113/113 [==============================] - 0s 853us/step - loss: 0.3857 - accuracy: 0.8407
Epoch 262/500
113/113 [==============================] - 0s 970us/step - loss: 0.3854 - accuracy: 0.8388
Epoch 263/500
113/113 [==============================] - 0s 938us/step - loss: 0.3855 - accuracy: 0.8406
Epoch 264/500
113/113 [==============================] - 0s 986us/step - loss: 0.3857 - accuracy: 0.8396
Epoch 265/500
113/113 [==============================] - 0s 997us/step - loss: 0.3857 - accuracy: 0.8407
Epoch 266/500
113/113 [==============================] - 0s 959us/step - loss: 0.3855 - accuracy: 0.8406
Epoch 267/500
113/113 [==============================] - 0s 940us/step - loss: 0.3856 - accuracy: 0.8399
Epoch 268/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3860 - accuracy: 0.8401
Epoch 269/500
113/113 [==============================] - 0s 980us/step - loss: 0.3854 - accuracy: 0.8401
Epoch 270/500
113/113 [==============================] - 0s 917us/step - loss: 0.3856 - accuracy: 0.8414
Epoch 271/500
113/113 [==============================] - 0s 940us/step - loss: 0.3855 - accuracy: 0.8392
Epoch 272/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3856 - accuracy: 0.8408
Epoch 273/500
113/113 [==============================] - 0s 933us/step - loss: 0.3857 - accuracy: 0.8394
Epoch 274/500
113/113 [==============================] - 0s 829us/step - loss: 0.3853 - accuracy: 0.8396
Epoch 275/500
113/113 [==============================] - 0s 944us/step - loss: 0.3857 - accuracy: 0.8389
Epoch 276/500
113/113 [==============================] - 0s 834us/step - loss: 0.3854 - accuracy: 0.8403
Epoch 277/500
113/113 [==============================] - 0s 889us/step - loss: 0.3856 - accuracy: 0.8393
Epoch 278/500
113/113 [==============================] - 0s 882us/step - loss: 0.3854 - accuracy: 0.8400
Epoch 279/500
113/113 [==============================] - 0s 840us/step - loss: 0.3855 - accuracy: 0.8392
Epoch 280/500
113/113 [==============================] - 0s 841us/step - loss: 0.3856 - accuracy: 0.8401
Epoch 281/500
113/113 [==============================] - 0s 840us/step - loss: 0.3855 - accuracy: 0.8397
Epoch 282/500
113/113 [==============================] - 0s 835us/step - loss: 0.3855 - accuracy: 0.8407
Epoch 283/500
113/113 [==============================] - 0s 890us/step - loss: 0.3857 - accuracy: 0.8397
Epoch 284/500
113/113 [==============================] - 0s 839us/step - loss: 0.3858 - accuracy: 0.8407
Epoch 285/500
113/113 [==============================] - 0s 877us/step - loss: 0.3861 - accuracy: 0.8386
Epoch 286/500
113/113 [==============================] - 0s 923us/step - loss: 0.3857 - accuracy: 0.8390
Epoch 287/500
113/113 [==============================] - 0s 835us/step - loss: 0.3855 - accuracy: 0.8410
Epoch 288/500
113/113 [==============================] - 0s 923us/step - loss: 0.3855 - accuracy: 0.8406
Epoch 289/500
113/113 [==============================] - 0s 859us/step - loss: 0.3856 - accuracy: 0.8410
Epoch 290/500
113/113 [==============================] - 0s 854us/step - loss: 0.3856 - accuracy: 0.8399
Epoch 291/500
113/113 [==============================] - 0s 837us/step - loss: 0.3855 - accuracy: 0.8404
Epoch 292/500
113/113 [==============================] - 0s 834us/step - loss: 0.3853 - accuracy: 0.8383
Epoch 293/500
113/113 [==============================] - 0s 926us/step - loss: 0.3854 - accuracy: 0.8396
Epoch 294/500
113/113 [==============================] - 0s 837us/step - loss: 0.3856 - accuracy: 0.8401
Epoch 295/500
113/113 [==============================] - 0s 833us/step - loss: 0.3855 - accuracy: 0.8397
Epoch 296/500
113/113 [==============================] - 0s 899us/step - loss: 0.3854 - accuracy: 0.8397
Epoch 297/500
113/113 [==============================] - 0s 852us/step - loss: 0.3858 - accuracy: 0.8386
Epoch 298/500
113/113 [==============================] - 0s 894us/step - loss: 0.3857 - accuracy: 0.8396
Epoch 299/500
113/113 [==============================] - 0s 830us/step - loss: 0.3852 - accuracy: 0.8408
Epoch 300/500
113/113 [==============================] - 0s 871us/step - loss: 0.3857 - accuracy: 0.8397
Epoch 301/500
113/113 [==============================] - 0s 850us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 302/500
113/113 [==============================] - 0s 854us/step - loss: 0.3852 - accuracy: 0.8403
Epoch 303/500
113/113 [==============================] - 0s 875us/step - loss: 0.3853 - accuracy: 0.8407
Epoch 304/500
113/113 [==============================] - 0s 845us/step - loss: 0.3853 - accuracy: 0.8407
Epoch 305/500
113/113 [==============================] - 0s 875us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 306/500
113/113 [==============================] - 0s 878us/step - loss: 0.3855 - accuracy: 0.8392
Epoch 307/500
113/113 [==============================] - 0s 836us/step - loss: 0.3857 - accuracy: 0.8404
Epoch 308/500
113/113 [==============================] - 0s 916us/step - loss: 0.3857 - accuracy: 0.8389
Epoch 309/500
113/113 [==============================] - 0s 829us/step - loss: 0.3854 - accuracy: 0.8407
Epoch 310/500
113/113 [==============================] - 0s 888us/step - loss: 0.3853 - accuracy: 0.8394
Epoch 311/500
113/113 [==============================] - 0s 850us/step - loss: 0.3852 - accuracy: 0.8400
Epoch 312/500
113/113 [==============================] - 0s 853us/step - loss: 0.3855 - accuracy: 0.8399
Epoch 313/500
113/113 [==============================] - 0s 883us/step - loss: 0.3853 - accuracy: 0.8396
Epoch 314/500
113/113 [==============================] - 0s 835us/step - loss: 0.3854 - accuracy: 0.8404
Epoch 315/500
113/113 [==============================] - 0s 869us/step - loss: 0.3854 - accuracy: 0.8385
Epoch 316/500
113/113 [==============================] - 0s 915us/step - loss: 0.3854 - accuracy: 0.8411
Epoch 317/500
113/113 [==============================] - 0s 835us/step - loss: 0.3857 - accuracy: 0.8392
Epoch 318/500
113/113 [==============================] - 0s 940us/step - loss: 0.3852 - accuracy: 0.8399
Epoch 319/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3852 - accuracy: 0.8399
Epoch 320/500
113/113 [==============================] - 0s 871us/step - loss: 0.3854 - accuracy: 0.8404
Epoch 321/500
113/113 [==============================] - 0s 838us/step - loss: 0.3853 - accuracy: 0.8399
Epoch 322/500
113/113 [==============================] - 0s 979us/step - loss: 0.3850 - accuracy: 0.8394
Epoch 323/500
113/113 [==============================] - 0s 835us/step - loss: 0.3861 - accuracy: 0.8400
Epoch 324/500
113/113 [==============================] - 0s 887us/step - loss: 0.3854 - accuracy: 0.8404
Epoch 325/500
113/113 [==============================] - 0s 959us/step - loss: 0.3852 - accuracy: 0.8386
Epoch 326/500
113/113 [==============================] - 0s 922us/step - loss: 0.3853 - accuracy: 0.8392
Epoch 327/500
113/113 [==============================] - 0s 963us/step - loss: 0.3847 - accuracy: 0.8396
Epoch 328/500
113/113 [==============================] - 0s 918us/step - loss: 0.3855 - accuracy: 0.8406
Epoch 329/500
113/113 [==============================] - 0s 955us/step - loss: 0.3855 - accuracy: 0.8397
Epoch 330/500
113/113 [==============================] - 0s 929us/step - loss: 0.3852 - accuracy: 0.8393
Epoch 331/500
113/113 [==============================] - 0s 911us/step - loss: 0.3852 - accuracy: 0.8399
Epoch 332/500
113/113 [==============================] - 0s 974us/step - loss: 0.3849 - accuracy: 0.8404
Epoch 333/500
113/113 [==============================] - 0s 906us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 334/500
113/113 [==============================] - 0s 946us/step - loss: 0.3855 - accuracy: 0.8392
Epoch 335/500
113/113 [==============================] - 0s 842us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 336/500
113/113 [==============================] - 0s 966us/step - loss: 0.3849 - accuracy: 0.8393
Epoch 337/500
113/113 [==============================] - 0s 840us/step - loss: 0.3853 - accuracy: 0.8408
Epoch 338/500
113/113 [==============================] - 0s 831us/step - loss: 0.3851 - accuracy: 0.8385
Epoch 339/500
113/113 [==============================] - 0s 871us/step - loss: 0.3855 - accuracy: 0.8392
Epoch 340/500
113/113 [==============================] - 0s 832us/step - loss: 0.3856 - accuracy: 0.8394
Epoch 341/500
113/113 [==============================] - 0s 844us/step - loss: 0.3848 - accuracy: 0.8400
Epoch 342/500
113/113 [==============================] - 0s 885us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 343/500
113/113 [==============================] - 0s 843us/step - loss: 0.3853 - accuracy: 0.8406
Epoch 344/500
113/113 [==============================] - 0s 929us/step - loss: 0.3851 - accuracy: 0.8393
Epoch 345/500
113/113 [==============================] - 0s 823us/step - loss: 0.3851 - accuracy: 0.8408
Epoch 346/500
113/113 [==============================] - 0s 833us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 347/500
113/113 [==============================] - 0s 851us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 348/500
113/113 [==============================] - 0s 824us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 349/500
113/113 [==============================] - 0s 873us/step - loss: 0.3849 - accuracy: 0.8403
Epoch 350/500
113/113 [==============================] - 0s 841us/step - loss: 0.3855 - accuracy: 0.8396
Epoch 351/500
113/113 [==============================] - 0s 849us/step - loss: 0.3849 - accuracy: 0.8389
Epoch 352/500
113/113 [==============================] - 0s 867us/step - loss: 0.3851 - accuracy: 0.8396
Epoch 353/500
113/113 [==============================] - 0s 846us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 354/500
113/113 [==============================] - 0s 870us/step - loss: 0.3853 - accuracy: 0.8399
Epoch 355/500
113/113 [==============================] - 0s 944us/step - loss: 0.3854 - accuracy: 0.8385
Epoch 356/500
113/113 [==============================] - 0s 835us/step - loss: 0.3848 - accuracy: 0.8394
Epoch 357/500
113/113 [==============================] - 0s 923us/step - loss: 0.3850 - accuracy: 0.8399
Epoch 358/500
113/113 [==============================] - 0s 834us/step - loss: 0.3851 - accuracy: 0.8392
Epoch 359/500
113/113 [==============================] - 0s 871us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 360/500
113/113 [==============================] - 0s 840us/step - loss: 0.3846 - accuracy: 0.8401
Epoch 361/500
113/113 [==============================] - 0s 837us/step - loss: 0.3852 - accuracy: 0.8403
Epoch 362/500
113/113 [==============================] - 0s 877us/step - loss: 0.3848 - accuracy: 0.8407
Epoch 363/500
113/113 [==============================] - 0s 848us/step - loss: 0.3851 - accuracy: 0.8404
Epoch 364/500
113/113 [==============================] - 0s 973us/step - loss: 0.3852 - accuracy: 0.8394
Epoch 365/500
113/113 [==============================] - 0s 839us/step - loss: 0.3848 - accuracy: 0.8393
Epoch 366/500
113/113 [==============================] - 0s 848us/step - loss: 0.3850 - accuracy: 0.8406
Epoch 367/500
113/113 [==============================] - 0s 847us/step - loss: 0.3851 - accuracy: 0.8396
Epoch 368/500
113/113 [==============================] - 0s 843us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 369/500
113/113 [==============================] - 0s 864us/step - loss: 0.3849 - accuracy: 0.8397
Epoch 370/500
113/113 [==============================] - 0s 835us/step - loss: 0.3851 - accuracy: 0.8392
Epoch 371/500
113/113 [==============================] - 0s 825us/step - loss: 0.3848 - accuracy: 0.8393
Epoch 372/500
113/113 [==============================] - 0s 883us/step - loss: 0.3852 - accuracy: 0.8390
Epoch 373/500
113/113 [==============================] - 0s 838us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 374/500
113/113 [==============================] - 0s 873us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 375/500
113/113 [==============================] - 0s 948us/step - loss: 0.3849 - accuracy: 0.8390
Epoch 376/500
113/113 [==============================] - 0s 883us/step - loss: 0.3853 - accuracy: 0.8382
Epoch 377/500
113/113 [==============================] - 0s 862us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 378/500
113/113 [==============================] - 0s 840us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 379/500
113/113 [==============================] - 0s 859us/step - loss: 0.3848 - accuracy: 0.8404
Epoch 380/500
113/113 [==============================] - 0s 829us/step - loss: 0.3854 - accuracy: 0.8404
Epoch 381/500
113/113 [==============================] - 0s 833us/step - loss: 0.3851 - accuracy: 0.8393
Epoch 382/500
113/113 [==============================] - 0s 880us/step - loss: 0.3852 - accuracy: 0.8400
Epoch 383/500
113/113 [==============================] - 0s 837us/step - loss: 0.3850 - accuracy: 0.8396
Epoch 384/500
113/113 [==============================] - 0s 871us/step - loss: 0.3852 - accuracy: 0.8406
Epoch 385/500
113/113 [==============================] - 0s 934us/step - loss: 0.3853 - accuracy: 0.8407
Epoch 386/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3852 - accuracy: 0.8397
Epoch 387/500
113/113 [==============================] - 0s 927us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 388/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3849 - accuracy: 0.8401
Epoch 389/500
113/113 [==============================] - 0s 971us/step - loss: 0.3853 - accuracy: 0.8400
Epoch 390/500
113/113 [==============================] - 0s 869us/step - loss: 0.3850 - accuracy: 0.8397
Epoch 391/500
113/113 [==============================] - 0s 838us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 392/500
113/113 [==============================] - 0s 825us/step - loss: 0.3851 - accuracy: 0.8403
Epoch 393/500
113/113 [==============================] - 0s 906us/step - loss: 0.3852 - accuracy: 0.8399
Epoch 394/500
113/113 [==============================] - 0s 823us/step - loss: 0.3847 - accuracy: 0.8418
Epoch 395/500
113/113 [==============================] - 0s 867us/step - loss: 0.3859 - accuracy: 0.8406
Epoch 396/500
113/113 [==============================] - 0s 897us/step - loss: 0.3851 - accuracy: 0.8400
Epoch 397/500
113/113 [==============================] - 0s 844us/step - loss: 0.3849 - accuracy: 0.8396
Epoch 398/500
113/113 [==============================] - 0s 861us/step - loss: 0.3850 - accuracy: 0.8400
Epoch 399/500
113/113 [==============================] - 0s 835us/step - loss: 0.3850 - accuracy: 0.8404
Epoch 400/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8393
Epoch 401/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8392
Epoch 402/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8399
Epoch 403/500
113/113 [==============================] - 0s 845us/step - loss: 0.3851 - accuracy: 0.8388
Epoch 404/500
113/113 [==============================] - 0s 860us/step - loss: 0.3851 - accuracy: 0.8421
Epoch 405/500
113/113 [==============================] - 0s 892us/step - loss: 0.3852 - accuracy: 0.8403
Epoch 406/500
113/113 [==============================] - 0s 837us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 407/500
113/113 [==============================] - 0s 871us/step - loss: 0.3851 - accuracy: 0.8404
Epoch 408/500
113/113 [==============================] - 0s 826us/step - loss: 0.3852 - accuracy: 0.8389
Epoch 409/500
113/113 [==============================] - 0s 839us/step - loss: 0.3850 - accuracy: 0.8396
Epoch 410/500
113/113 [==============================] - 0s 877us/step - loss: 0.3850 - accuracy: 0.8408
Epoch 411/500
113/113 [==============================] - 0s 845us/step - loss: 0.3852 - accuracy: 0.8404
Epoch 412/500
113/113 [==============================] - 0s 868us/step - loss: 0.3848 - accuracy: 0.8407
Epoch 413/500
113/113 [==============================] - 0s 858us/step - loss: 0.3848 - accuracy: 0.8407
Epoch 414/500
113/113 [==============================] - 0s 853us/step - loss: 0.3852 - accuracy: 0.8397
Epoch 415/500
113/113 [==============================] - 0s 940us/step - loss: 0.3849 - accuracy: 0.8396
Epoch 416/500
113/113 [==============================] - 0s 840us/step - loss: 0.3852 - accuracy: 0.8400
Epoch 417/500
113/113 [==============================] - 0s 887us/step - loss: 0.3850 - accuracy: 0.8390
Epoch 418/500
113/113 [==============================] - 0s 907us/step - loss: 0.3848 - accuracy: 0.8406
Epoch 419/500
113/113 [==============================] - 0s 857us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 420/500
113/113 [==============================] - 0s 907us/step - loss: 0.3852 - accuracy: 0.8396
Epoch 421/500
113/113 [==============================] - 0s 830us/step - loss: 0.3851 - accuracy: 0.8386
Epoch 422/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8407
Epoch 423/500
113/113 [==============================] - 0s 825us/step - loss: 0.3849 - accuracy: 0.8401
Epoch 424/500
113/113 [==============================] - 0s 859us/step - loss: 0.3850 - accuracy: 0.8393
Epoch 425/500
113/113 [==============================] - 0s 838us/step - loss: 0.3852 - accuracy: 0.8393
Epoch 426/500
113/113 [==============================] - 0s 832us/step - loss: 0.3847 - accuracy: 0.8403
Epoch 427/500
113/113 [==============================] - 0s 852us/step - loss: 0.3854 - accuracy: 0.8381
Epoch 428/500
113/113 [==============================] - 0s 835us/step - loss: 0.3848 - accuracy: 0.8406
Epoch 429/500
113/113 [==============================] - 0s 844us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 430/500
113/113 [==============================] - 0s 835us/step - loss: 0.3852 - accuracy: 0.8399
Epoch 431/500
113/113 [==============================] - 0s 857us/step - loss: 0.3852 - accuracy: 0.8410
Epoch 432/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8399
Epoch 433/500
113/113 [==============================] - 0s 831us/step - loss: 0.3850 - accuracy: 0.8410
Epoch 434/500
113/113 [==============================] - 0s 855us/step - loss: 0.3851 - accuracy: 0.8390
Epoch 435/500
113/113 [==============================] - 0s 850us/step - loss: 0.3850 - accuracy: 0.8389
Epoch 436/500
113/113 [==============================] - 0s 846us/step - loss: 0.3850 - accuracy: 0.8396
Epoch 437/500
113/113 [==============================] - 0s 864us/step - loss: 0.3851 - accuracy: 0.8410
Epoch 438/500
113/113 [==============================] - 0s 855us/step - loss: 0.3848 - accuracy: 0.8410
Epoch 439/500
113/113 [==============================] - 0s 845us/step - loss: 0.3850 - accuracy: 0.8396
Epoch 440/500
113/113 [==============================] - 0s 893us/step - loss: 0.3849 - accuracy: 0.8401
Epoch 441/500
113/113 [==============================] - 0s 846us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 442/500
113/113 [==============================] - 0s 900us/step - loss: 0.3852 - accuracy: 0.8417
Epoch 443/500
113/113 [==============================] - 0s 852us/step - loss: 0.3849 - accuracy: 0.8401
Epoch 444/500
113/113 [==============================] - 0s 892us/step - loss: 0.3850 - accuracy: 0.8401
Epoch 445/500
113/113 [==============================] - 0s 842us/step - loss: 0.3852 - accuracy: 0.8397
Epoch 446/500
113/113 [==============================] - 0s 833us/step - loss: 0.3852 - accuracy: 0.8407
Epoch 447/500
113/113 [==============================] - 0s 859us/step - loss: 0.3846 - accuracy: 0.8404
Epoch 448/500
113/113 [==============================] - 0s 836us/step - loss: 0.3848 - accuracy: 0.8406
Epoch 449/500
113/113 [==============================] - 0s 838us/step - loss: 0.3849 - accuracy: 0.8397
Epoch 450/500
113/113 [==============================] - 0s 852us/step - loss: 0.3850 - accuracy: 0.8399
Epoch 451/500
113/113 [==============================] - 0s 844us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 452/500
113/113 [==============================] - 0s 916us/step - loss: 0.3852 - accuracy: 0.8394
Epoch 453/500
113/113 [==============================] - 0s 834us/step - loss: 0.3851 - accuracy: 0.8407
Epoch 454/500
113/113 [==============================] - 0s 920us/step - loss: 0.3850 - accuracy: 0.8394
Epoch 455/500
113/113 [==============================] - 0s 841us/step - loss: 0.3849 - accuracy: 0.8390
Epoch 456/500
113/113 [==============================] - 0s 832us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 457/500
113/113 [==============================] - 0s 868us/step - loss: 0.3851 - accuracy: 0.8401
Epoch 458/500
113/113 [==============================] - 0s 832us/step - loss: 0.3849 - accuracy: 0.8404
Epoch 459/500
113/113 [==============================] - 0s 837us/step - loss: 0.3847 - accuracy: 0.8406
Epoch 460/500
113/113 [==============================] - 0s 858us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 461/500
113/113 [==============================] - 0s 862us/step - loss: 0.3848 - accuracy: 0.8389
Epoch 462/500
113/113 [==============================] - 0s 922us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 463/500
113/113 [==============================] - 0s 832us/step - loss: 0.3851 - accuracy: 0.8383
Epoch 464/500
113/113 [==============================] - 0s 841us/step - loss: 0.3849 - accuracy: 0.8404
Epoch 465/500
113/113 [==============================] - 0s 884us/step - loss: 0.3845 - accuracy: 0.8414
Epoch 466/500
113/113 [==============================] - 0s 838us/step - loss: 0.3854 - accuracy: 0.8411
Epoch 467/500
113/113 [==============================] - 0s 874us/step - loss: 0.3851 - accuracy: 0.8401
Epoch 468/500
113/113 [==============================] - 0s 842us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 469/500
113/113 [==============================] - 0s 842us/step - loss: 0.3851 - accuracy: 0.8403
Epoch 470/500
113/113 [==============================] - 0s 877us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 471/500
113/113 [==============================] - 0s 843us/step - loss: 0.3850 - accuracy: 0.8393
Epoch 472/500
113/113 [==============================] - 0s 960us/step - loss: 0.3849 - accuracy: 0.8394
Epoch 473/500
113/113 [==============================] - 0s 840us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 474/500
113/113 [==============================] - 0s 852us/step - loss: 0.3851 - accuracy: 0.8418
Epoch 475/500
113/113 [==============================] - 0s 910us/step - loss: 0.3849 - accuracy: 0.8396
Epoch 476/500
113/113 [==============================] - 0s 887us/step - loss: 0.3851 - accuracy: 0.8414
Epoch 477/500
113/113 [==============================] - 0s 950us/step - loss: 0.3849 - accuracy: 0.8407
Epoch 478/500
113/113 [==============================] - 0s 845us/step - loss: 0.3847 - accuracy: 0.8407
Epoch 479/500
113/113 [==============================] - 0s 859us/step - loss: 0.3852 - accuracy: 0.8400
Epoch 480/500
113/113 [==============================] - 0s 852us/step - loss: 0.3850 - accuracy: 0.8407
Epoch 481/500
113/113 [==============================] - 0s 849us/step - loss: 0.3850 - accuracy: 0.8394
Epoch 482/500
113/113 [==============================] - 0s 947us/step - loss: 0.3848 - accuracy: 0.8399
Epoch 483/500
113/113 [==============================] - 0s 849us/step - loss: 0.3850 - accuracy: 0.8404
Epoch 484/500
113/113 [==============================] - 0s 858us/step - loss: 0.3853 - accuracy: 0.8396
Epoch 485/500
113/113 [==============================] - 0s 883us/step - loss: 0.3851 - accuracy: 0.8418
Epoch 486/500
113/113 [==============================] - 0s 840us/step - loss: 0.3851 - accuracy: 0.8401
Epoch 487/500
113/113 [==============================] - 0s 872us/step - loss: 0.3850 - accuracy: 0.8390
Epoch 488/500
113/113 [==============================] - 0s 842us/step - loss: 0.3846 - accuracy: 0.8407
Epoch 489/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8407
Epoch 490/500
113/113 [==============================] - 0s 833us/step - loss: 0.3849 - accuracy: 0.8393
Epoch 491/500
113/113 [==============================] - 0s 939us/step - loss: 0.3848 - accuracy: 0.8400
Epoch 492/500
113/113 [==============================] - 0s 843us/step - loss: 0.3850 - accuracy: 0.8396
Epoch 493/500
113/113 [==============================] - 0s 842us/step - loss: 0.3850 - accuracy: 0.8399
Epoch 494/500
113/113 [==============================] - 0s 878us/step - loss: 0.3848 - accuracy: 0.8414
Epoch 495/500
113/113 [==============================] - 0s 842us/step - loss: 0.3850 - accuracy: 0.8397
Epoch 496/500
113/113 [==============================] - 0s 878us/step - loss: 0.3845 - accuracy: 0.8401
Epoch 497/500
113/113 [==============================] - 0s 855us/step - loss: 0.3847 - accuracy: 0.8407
Epoch 498/500
113/113 [==============================] - 0s 826us/step - loss: 0.3849 - accuracy: 0.8392
Epoch 499/500
113/113 [==============================] - 0s 874us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 500/500
113/113 [==============================] - 0s 840us/step - loss: 0.3850 - accuracy: 0.8401
Epoch 1/500
113/113 [==============================] - 0s 872us/step - loss: 0.6591 - accuracy: 0.7950
Epoch 2/500
113/113 [==============================] - 0s 852us/step - loss: 0.5113 - accuracy: 0.7964
Epoch 3/500
113/113 [==============================] - 0s 880us/step - loss: 0.4422 - accuracy: 0.7964
Epoch 4/500
113/113 [==============================] - 0s 940us/step - loss: 0.4316 - accuracy: 0.7964
Epoch 5/500
113/113 [==============================] - 0s 856us/step - loss: 0.4278 - accuracy: 0.7964
Epoch 6/500
113/113 [==============================] - 0s 993us/step - loss: 0.4253 - accuracy: 0.7964
Epoch 7/500
113/113 [==============================] - 0s 886us/step - loss: 0.4231 - accuracy: 0.7964
Epoch 8/500
113/113 [==============================] - 0s 911us/step - loss: 0.4211 - accuracy: 0.7964
Epoch 9/500
113/113 [==============================] - 0s 922us/step - loss: 0.4189 - accuracy: 0.7964
Epoch 10/500
113/113 [==============================] - 0s 849us/step - loss: 0.4168 - accuracy: 0.7964
Epoch 11/500
113/113 [==============================] - 0s 897us/step - loss: 0.4140 - accuracy: 0.7964
Epoch 12/500
113/113 [==============================] - 0s 862us/step - loss: 0.4115 - accuracy: 0.7964
Epoch 13/500
113/113 [==============================] - 0s 860us/step - loss: 0.4088 - accuracy: 0.7964
Epoch 14/500
113/113 [==============================] - 0s 915us/step - loss: 0.4060 - accuracy: 0.8103
Epoch 15/500
113/113 [==============================] - 0s 854us/step - loss: 0.4034 - accuracy: 0.8251
Epoch 16/500
113/113 [==============================] - 0s 997us/step - loss: 0.4006 - accuracy: 0.8267
Epoch 17/500
113/113 [==============================] - 0s 854us/step - loss: 0.3982 - accuracy: 0.8256
Epoch 18/500
113/113 [==============================] - 0s 888us/step - loss: 0.3956 - accuracy: 0.8265
Epoch 19/500
113/113 [==============================] - 0s 881us/step - loss: 0.3924 - accuracy: 0.8282
Epoch 20/500
113/113 [==============================] - 0s 871us/step - loss: 0.3894 - accuracy: 0.8285
Epoch 21/500
113/113 [==============================] - 0s 888us/step - loss: 0.3867 - accuracy: 0.8292
Epoch 22/500
113/113 [==============================] - 0s 858us/step - loss: 0.3842 - accuracy: 0.8304
Epoch 23/500
113/113 [==============================] - 0s 896us/step - loss: 0.3812 - accuracy: 0.8304
Epoch 24/500
113/113 [==============================] - 0s 876us/step - loss: 0.3786 - accuracy: 0.8342
Epoch 25/500
113/113 [==============================] - 0s 902us/step - loss: 0.3761 - accuracy: 0.8424
Epoch 26/500
113/113 [==============================] - 0s 893us/step - loss: 0.3739 - accuracy: 0.8451
Epoch 27/500
113/113 [==============================] - 0s 863us/step - loss: 0.3710 - accuracy: 0.8469
Epoch 28/500
113/113 [==============================] - 0s 938us/step - loss: 0.3695 - accuracy: 0.8460
Epoch 29/500
113/113 [==============================] - 0s 913us/step - loss: 0.3672 - accuracy: 0.8490
Epoch 30/500
113/113 [==============================] - 0s 883us/step - loss: 0.3656 - accuracy: 0.8499
Epoch 31/500
113/113 [==============================] - 0s 851us/step - loss: 0.3636 - accuracy: 0.8510
Epoch 32/500
113/113 [==============================] - 0s 881us/step - loss: 0.3620 - accuracy: 0.8531
Epoch 33/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3612 - accuracy: 0.8522
Epoch 34/500
113/113 [==============================] - 0s 884us/step - loss: 0.3600 - accuracy: 0.8546
Epoch 35/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3589 - accuracy: 0.8557
Epoch 36/500
113/113 [==============================] - 0s 869us/step - loss: 0.3579 - accuracy: 0.8546
Epoch 37/500
113/113 [==============================] - 0s 919us/step - loss: 0.3568 - accuracy: 0.8586
Epoch 38/500
113/113 [==============================] - 0s 909us/step - loss: 0.3572 - accuracy: 0.8543
Epoch 39/500
113/113 [==============================] - 0s 870us/step - loss: 0.3558 - accuracy: 0.8579
Epoch 40/500
113/113 [==============================] - 0s 911us/step - loss: 0.3557 - accuracy: 0.8574
Epoch 41/500
113/113 [==============================] - 0s 929us/step - loss: 0.3552 - accuracy: 0.8589
Epoch 42/500
113/113 [==============================] - 0s 936us/step - loss: 0.3539 - accuracy: 0.8587
Epoch 43/500
113/113 [==============================] - 0s 902us/step - loss: 0.3536 - accuracy: 0.8578
Epoch 44/500
113/113 [==============================] - 0s 889us/step - loss: 0.3526 - accuracy: 0.8608
Epoch 45/500
113/113 [==============================] - 0s 879us/step - loss: 0.3530 - accuracy: 0.8581
Epoch 46/500
113/113 [==============================] - 0s 924us/step - loss: 0.3521 - accuracy: 0.8607
Epoch 47/500
113/113 [==============================] - 0s 868us/step - loss: 0.3522 - accuracy: 0.8587
Epoch 48/500
113/113 [==============================] - 0s 821us/step - loss: 0.3511 - accuracy: 0.8589
Epoch 49/500
113/113 [==============================] - 0s 862us/step - loss: 0.3511 - accuracy: 0.8592
Epoch 50/500
113/113 [==============================] - 0s 818us/step - loss: 0.3504 - accuracy: 0.8618
Epoch 51/500
113/113 [==============================] - 0s 820us/step - loss: 0.3505 - accuracy: 0.8589
Epoch 52/500
113/113 [==============================] - 0s 857us/step - loss: 0.3498 - accuracy: 0.8593
Epoch 53/500
113/113 [==============================] - 0s 853us/step - loss: 0.3496 - accuracy: 0.8606
Epoch 54/500
113/113 [==============================] - 0s 822us/step - loss: 0.3497 - accuracy: 0.8586
Epoch 55/500
113/113 [==============================] - 0s 872us/step - loss: 0.3492 - accuracy: 0.8615
Epoch 56/500
113/113 [==============================] - 0s 857us/step - loss: 0.3491 - accuracy: 0.8590
Epoch 57/500
113/113 [==============================] - 0s 865us/step - loss: 0.3484 - accuracy: 0.8615
Epoch 58/500
113/113 [==============================] - 0s 840us/step - loss: 0.3483 - accuracy: 0.8593
Epoch 59/500
113/113 [==============================] - 0s 829us/step - loss: 0.3485 - accuracy: 0.8618
Epoch 60/500
113/113 [==============================] - 0s 865us/step - loss: 0.3493 - accuracy: 0.8585
Epoch 61/500
113/113 [==============================] - 0s 833us/step - loss: 0.3483 - accuracy: 0.8587
Epoch 62/500
113/113 [==============================] - 0s 875us/step - loss: 0.3475 - accuracy: 0.8597
Epoch 63/500
113/113 [==============================] - 0s 847us/step - loss: 0.3472 - accuracy: 0.8607
Epoch 64/500
113/113 [==============================] - 0s 872us/step - loss: 0.3481 - accuracy: 0.8606
Epoch 65/500
113/113 [==============================] - 0s 891us/step - loss: 0.3466 - accuracy: 0.8610
Epoch 66/500
113/113 [==============================] - 0s 833us/step - loss: 0.3472 - accuracy: 0.8603
Epoch 67/500
113/113 [==============================] - 0s 885us/step - loss: 0.3467 - accuracy: 0.8603
Epoch 68/500
113/113 [==============================] - 0s 858us/step - loss: 0.3468 - accuracy: 0.8604
Epoch 69/500
113/113 [==============================] - 0s 830us/step - loss: 0.3465 - accuracy: 0.8622
Epoch 70/500
113/113 [==============================] - 0s 885us/step - loss: 0.3461 - accuracy: 0.8601
Epoch 71/500
113/113 [==============================] - 0s 845us/step - loss: 0.3462 - accuracy: 0.8624
Epoch 72/500
113/113 [==============================] - 0s 885us/step - loss: 0.3463 - accuracy: 0.8603
Epoch 73/500
113/113 [==============================] - 0s 858us/step - loss: 0.3463 - accuracy: 0.8622
Epoch 74/500
113/113 [==============================] - 0s 878us/step - loss: 0.3458 - accuracy: 0.8607
Epoch 75/500
113/113 [==============================] - 0s 935us/step - loss: 0.3462 - accuracy: 0.8589
Epoch 76/500
113/113 [==============================] - 0s 840us/step - loss: 0.3455 - accuracy: 0.8619
Epoch 77/500
113/113 [==============================] - 0s 867us/step - loss: 0.3456 - accuracy: 0.8619
Epoch 78/500
113/113 [==============================] - 0s 853us/step - loss: 0.3453 - accuracy: 0.8615
Epoch 79/500
113/113 [==============================] - 0s 845us/step - loss: 0.3458 - accuracy: 0.8610
Epoch 80/500
113/113 [==============================] - 0s 871us/step - loss: 0.3449 - accuracy: 0.8599
Epoch 81/500
113/113 [==============================] - 0s 838us/step - loss: 0.3457 - accuracy: 0.8607
Epoch 82/500
113/113 [==============================] - 0s 879us/step - loss: 0.3442 - accuracy: 0.8625
Epoch 83/500
113/113 [==============================] - 0s 860us/step - loss: 0.3451 - accuracy: 0.8614
Epoch 84/500
113/113 [==============================] - 0s 952us/step - loss: 0.3445 - accuracy: 0.8607
Epoch 85/500
113/113 [==============================] - 0s 875us/step - loss: 0.3449 - accuracy: 0.8624
Epoch 86/500
113/113 [==============================] - 0s 848us/step - loss: 0.3445 - accuracy: 0.8606
Epoch 87/500
113/113 [==============================] - 0s 870us/step - loss: 0.3443 - accuracy: 0.8624
Epoch 88/500
113/113 [==============================] - 0s 847us/step - loss: 0.3440 - accuracy: 0.8608
Epoch 89/500
113/113 [==============================] - 0s 849us/step - loss: 0.3441 - accuracy: 0.8614
Epoch 90/500
113/113 [==============================] - 0s 856us/step - loss: 0.3437 - accuracy: 0.8624
Epoch 91/500
113/113 [==============================] - 0s 835us/step - loss: 0.3444 - accuracy: 0.8624
Epoch 92/500
113/113 [==============================] - 0s 867us/step - loss: 0.3439 - accuracy: 0.8617
Epoch 93/500
113/113 [==============================] - 0s 842us/step - loss: 0.3442 - accuracy: 0.8615
Epoch 94/500
113/113 [==============================] - 0s 940us/step - loss: 0.3434 - accuracy: 0.8612
Epoch 95/500
113/113 [==============================] - 0s 867us/step - loss: 0.3442 - accuracy: 0.8612
Epoch 96/500
113/113 [==============================] - 0s 829us/step - loss: 0.3433 - accuracy: 0.8612
Epoch 97/500
113/113 [==============================] - 0s 860us/step - loss: 0.3439 - accuracy: 0.8615
Epoch 98/500
113/113 [==============================] - 0s 850us/step - loss: 0.3430 - accuracy: 0.8610
Epoch 99/500
113/113 [==============================] - 0s 834us/step - loss: 0.3433 - accuracy: 0.8622
Epoch 100/500
113/113 [==============================] - 0s 860us/step - loss: 0.3432 - accuracy: 0.8618
Epoch 101/500
113/113 [==============================] - 0s 834us/step - loss: 0.3432 - accuracy: 0.8619
Epoch 102/500
113/113 [==============================] - 0s 857us/step - loss: 0.3432 - accuracy: 0.8629
Epoch 103/500
113/113 [==============================] - 0s 859us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 104/500
113/113 [==============================] - 0s 895us/step - loss: 0.3431 - accuracy: 0.8622
Epoch 105/500
113/113 [==============================] - 0s 868us/step - loss: 0.3431 - accuracy: 0.8618
Epoch 106/500
113/113 [==============================] - 0s 840us/step - loss: 0.3430 - accuracy: 0.8617
Epoch 107/500
113/113 [==============================] - 0s 924us/step - loss: 0.3425 - accuracy: 0.8614
Epoch 108/500
113/113 [==============================] - 0s 846us/step - loss: 0.3428 - accuracy: 0.8614
Epoch 109/500
113/113 [==============================] - 0s 850us/step - loss: 0.3424 - accuracy: 0.8601
Epoch 110/500
113/113 [==============================] - 0s 855us/step - loss: 0.3419 - accuracy: 0.8624
Epoch 111/500
113/113 [==============================] - 0s 837us/step - loss: 0.3426 - accuracy: 0.8621
Epoch 112/500
113/113 [==============================] - 0s 876us/step - loss: 0.3429 - accuracy: 0.8618
Epoch 113/500
113/113 [==============================] - 0s 867us/step - loss: 0.3426 - accuracy: 0.8621
Epoch 114/500
113/113 [==============================] - 0s 907us/step - loss: 0.3424 - accuracy: 0.8647
Epoch 115/500
113/113 [==============================] - 0s 881us/step - loss: 0.3428 - accuracy: 0.8631
Epoch 116/500
113/113 [==============================] - 0s 837us/step - loss: 0.3426 - accuracy: 0.8608
Epoch 117/500
113/113 [==============================] - 0s 882us/step - loss: 0.3423 - accuracy: 0.8632
Epoch 118/500
113/113 [==============================] - 0s 856us/step - loss: 0.3419 - accuracy: 0.8617
Epoch 119/500
113/113 [==============================] - 0s 853us/step - loss: 0.3420 - accuracy: 0.8583
Epoch 120/500
113/113 [==============================] - 0s 861us/step - loss: 0.3422 - accuracy: 0.8604
Epoch 121/500
113/113 [==============================] - 0s 845us/step - loss: 0.3418 - accuracy: 0.8611
Epoch 122/500
113/113 [==============================] - 0s 849us/step - loss: 0.3416 - accuracy: 0.8625
Epoch 123/500
113/113 [==============================] - 0s 855us/step - loss: 0.3418 - accuracy: 0.8612
Epoch 124/500
113/113 [==============================] - 0s 845us/step - loss: 0.3424 - accuracy: 0.8612
Epoch 125/500
113/113 [==============================] - 0s 969us/step - loss: 0.3417 - accuracy: 0.8637
Epoch 126/500
113/113 [==============================] - 0s 852us/step - loss: 0.3418 - accuracy: 0.8636
Epoch 127/500
113/113 [==============================] - 0s 863us/step - loss: 0.3426 - accuracy: 0.8611
Epoch 128/500
113/113 [==============================] - 0s 852us/step - loss: 0.3412 - accuracy: 0.8625
Epoch 129/500
113/113 [==============================] - 0s 841us/step - loss: 0.3423 - accuracy: 0.8612
Epoch 130/500
113/113 [==============================] - 0s 863us/step - loss: 0.3419 - accuracy: 0.8608
Epoch 131/500
113/113 [==============================] - 0s 843us/step - loss: 0.3435 - accuracy: 0.8628
Epoch 132/500
113/113 [==============================] - 0s 870us/step - loss: 0.3421 - accuracy: 0.8646
Epoch 133/500
113/113 [==============================] - 0s 877us/step - loss: 0.3418 - accuracy: 0.8607
Epoch 134/500
113/113 [==============================] - 0s 929us/step - loss: 0.3419 - accuracy: 0.8625
Epoch 135/500
113/113 [==============================] - 0s 861us/step - loss: 0.3417 - accuracy: 0.8604
Epoch 136/500
113/113 [==============================] - 0s 831us/step - loss: 0.3413 - accuracy: 0.8621
Epoch 137/500
113/113 [==============================] - 0s 848us/step - loss: 0.3416 - accuracy: 0.8650
Epoch 138/500
113/113 [==============================] - 0s 853us/step - loss: 0.3416 - accuracy: 0.8603
Epoch 139/500
113/113 [==============================] - 0s 828us/step - loss: 0.3414 - accuracy: 0.8625
Epoch 140/500
113/113 [==============================] - 0s 856us/step - loss: 0.3415 - accuracy: 0.8629
Epoch 141/500
113/113 [==============================] - 0s 837us/step - loss: 0.3416 - accuracy: 0.8633
Epoch 142/500
113/113 [==============================] - 0s 868us/step - loss: 0.3421 - accuracy: 0.8601
Epoch 143/500
113/113 [==============================] - 0s 857us/step - loss: 0.3414 - accuracy: 0.8608
Epoch 144/500
113/113 [==============================] - 0s 841us/step - loss: 0.3415 - accuracy: 0.8635
Epoch 145/500
113/113 [==============================] - 0s 979us/step - loss: 0.3413 - accuracy: 0.8596
Epoch 146/500
113/113 [==============================] - 0s 830us/step - loss: 0.3413 - accuracy: 0.8624
Epoch 147/500
113/113 [==============================] - 0s 895us/step - loss: 0.3413 - accuracy: 0.8624
Epoch 148/500
113/113 [==============================] - 0s 864us/step - loss: 0.3413 - accuracy: 0.8621
Epoch 149/500
113/113 [==============================] - 0s 837us/step - loss: 0.3410 - accuracy: 0.8628
Epoch 150/500
113/113 [==============================] - 0s 849us/step - loss: 0.3417 - accuracy: 0.8594
Epoch 151/500
113/113 [==============================] - 0s 835us/step - loss: 0.3410 - accuracy: 0.8614
Epoch 152/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3414 - accuracy: 0.8607
Epoch 153/500
113/113 [==============================] - 0s 876us/step - loss: 0.3417 - accuracy: 0.8629
Epoch 154/500
113/113 [==============================] - 0s 859us/step - loss: 0.3416 - accuracy: 0.8617
Epoch 155/500
113/113 [==============================] - 0s 868us/step - loss: 0.3418 - accuracy: 0.8618
Epoch 156/500
113/113 [==============================] - 0s 848us/step - loss: 0.3413 - accuracy: 0.8622
Epoch 157/500
113/113 [==============================] - 0s 898us/step - loss: 0.3417 - accuracy: 0.8631
Epoch 158/500
113/113 [==============================] - 0s 850us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 159/500
113/113 [==============================] - 0s 821us/step - loss: 0.3411 - accuracy: 0.8639
Epoch 160/500
113/113 [==============================] - 0s 861us/step - loss: 0.3410 - accuracy: 0.8610
Epoch 161/500
113/113 [==============================] - 0s 825us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 162/500
113/113 [==============================] - 0s 842us/step - loss: 0.3415 - accuracy: 0.8614
Epoch 163/500
113/113 [==============================] - 0s 855us/step - loss: 0.3411 - accuracy: 0.8615
Epoch 164/500
113/113 [==============================] - 0s 928us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 165/500
113/113 [==============================] - 0s 861us/step - loss: 0.3410 - accuracy: 0.8624
Epoch 166/500
113/113 [==============================] - 0s 842us/step - loss: 0.3413 - accuracy: 0.8607
Epoch 167/500
113/113 [==============================] - 0s 866us/step - loss: 0.3410 - accuracy: 0.8644
Epoch 168/500
113/113 [==============================] - 0s 844us/step - loss: 0.3410 - accuracy: 0.8622
Epoch 169/500
113/113 [==============================] - 0s 840us/step - loss: 0.3414 - accuracy: 0.8611
Epoch 170/500
113/113 [==============================] - 0s 857us/step - loss: 0.3416 - accuracy: 0.8617
Epoch 171/500
113/113 [==============================] - 0s 840us/step - loss: 0.3416 - accuracy: 0.8624
Epoch 172/500
113/113 [==============================] - 0s 841us/step - loss: 0.3409 - accuracy: 0.8622
Epoch 173/500
113/113 [==============================] - 0s 868us/step - loss: 0.3411 - accuracy: 0.8625
Epoch 174/500
113/113 [==============================] - 0s 953us/step - loss: 0.3410 - accuracy: 0.8611
Epoch 175/500
113/113 [==============================] - 0s 855us/step - loss: 0.3417 - accuracy: 0.8614
Epoch 176/500
113/113 [==============================] - 0s 833us/step - loss: 0.3408 - accuracy: 0.8625
Epoch 177/500
113/113 [==============================] - 0s 833us/step - loss: 0.3411 - accuracy: 0.8610
Epoch 178/500
113/113 [==============================] - 0s 879us/step - loss: 0.3408 - accuracy: 0.8614
Epoch 179/500
113/113 [==============================] - 0s 847us/step - loss: 0.3409 - accuracy: 0.8618
Epoch 180/500
113/113 [==============================] - 0s 866us/step - loss: 0.3406 - accuracy: 0.8589
Epoch 181/500
113/113 [==============================] - 0s 845us/step - loss: 0.3406 - accuracy: 0.8631
Epoch 182/500
113/113 [==============================] - 0s 851us/step - loss: 0.3410 - accuracy: 0.8617
Epoch 183/500
113/113 [==============================] - 0s 919us/step - loss: 0.3405 - accuracy: 0.8608
Epoch 184/500
113/113 [==============================] - 0s 867us/step - loss: 0.3410 - accuracy: 0.8617
Epoch 185/500
113/113 [==============================] - 0s 863us/step - loss: 0.3407 - accuracy: 0.8642
Epoch 186/500
113/113 [==============================] - 0s 855us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 187/500
113/113 [==============================] - 0s 839us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 188/500
113/113 [==============================] - 0s 875us/step - loss: 0.3408 - accuracy: 0.8633
Epoch 189/500
113/113 [==============================] - 0s 848us/step - loss: 0.3410 - accuracy: 0.8628
Epoch 190/500
113/113 [==============================] - 0s 882us/step - loss: 0.3415 - accuracy: 0.8607
Epoch 191/500
113/113 [==============================] - 0s 837us/step - loss: 0.3413 - accuracy: 0.8618
Epoch 192/500
113/113 [==============================] - 0s 860us/step - loss: 0.3414 - accuracy: 0.8608
Epoch 193/500
113/113 [==============================] - 0s 874us/step - loss: 0.3406 - accuracy: 0.8628
Epoch 194/500
113/113 [==============================] - 0s 882us/step - loss: 0.3412 - accuracy: 0.8612
Epoch 195/500
113/113 [==============================] - 0s 909us/step - loss: 0.3409 - accuracy: 0.8611
Epoch 196/500
113/113 [==============================] - 0s 839us/step - loss: 0.3408 - accuracy: 0.8612
Epoch 197/500
113/113 [==============================] - 0s 840us/step - loss: 0.3409 - accuracy: 0.8597
Epoch 198/500
113/113 [==============================] - 0s 898us/step - loss: 0.3413 - accuracy: 0.8614
Epoch 199/500
113/113 [==============================] - 0s 828us/step - loss: 0.3409 - accuracy: 0.8615
Epoch 200/500
113/113 [==============================] - 0s 858us/step - loss: 0.3414 - accuracy: 0.8614
Epoch 201/500
113/113 [==============================] - 0s 838us/step - loss: 0.3404 - accuracy: 0.8628
Epoch 202/500
113/113 [==============================] - 0s 837us/step - loss: 0.3406 - accuracy: 0.8625
Epoch 203/500
113/113 [==============================] - 0s 884us/step - loss: 0.3408 - accuracy: 0.8621
Epoch 204/500
113/113 [==============================] - 0s 953us/step - loss: 0.3407 - accuracy: 0.8621
Epoch 205/500
113/113 [==============================] - 0s 868us/step - loss: 0.3410 - accuracy: 0.8635
Epoch 206/500
113/113 [==============================] - 0s 865us/step - loss: 0.3405 - accuracy: 0.8611
Epoch 207/500
113/113 [==============================] - 0s 844us/step - loss: 0.3405 - accuracy: 0.8618
Epoch 208/500
113/113 [==============================] - 0s 889us/step - loss: 0.3413 - accuracy: 0.8611
Epoch 209/500
113/113 [==============================] - 0s 850us/step - loss: 0.3408 - accuracy: 0.8607
Epoch 210/500
113/113 [==============================] - 0s 876us/step - loss: 0.3404 - accuracy: 0.8626
Epoch 211/500
113/113 [==============================] - 0s 845us/step - loss: 0.3411 - accuracy: 0.8612
Epoch 212/500
113/113 [==============================] - 0s 836us/step - loss: 0.3406 - accuracy: 0.8597
Epoch 213/500
113/113 [==============================] - 0s 879us/step - loss: 0.3407 - accuracy: 0.8610
Epoch 214/500
113/113 [==============================] - 0s 928us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 215/500
113/113 [==============================] - 0s 862us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 216/500
113/113 [==============================] - 0s 837us/step - loss: 0.3414 - accuracy: 0.8611
Epoch 217/500
113/113 [==============================] - 0s 836us/step - loss: 0.3413 - accuracy: 0.8619
Epoch 218/500
113/113 [==============================] - 0s 888us/step - loss: 0.3408 - accuracy: 0.8619
Epoch 219/500
113/113 [==============================] - 0s 841us/step - loss: 0.3413 - accuracy: 0.8599
Epoch 220/500
113/113 [==============================] - 0s 880us/step - loss: 0.3412 - accuracy: 0.8628
Epoch 221/500
113/113 [==============================] - 0s 844us/step - loss: 0.3409 - accuracy: 0.8607
Epoch 222/500
113/113 [==============================] - 0s 843us/step - loss: 0.3413 - accuracy: 0.8597
Epoch 223/500
113/113 [==============================] - 0s 875us/step - loss: 0.3405 - accuracy: 0.8626
Epoch 224/500
113/113 [==============================] - 0s 942us/step - loss: 0.3407 - accuracy: 0.8621
Epoch 225/500
113/113 [==============================] - 0s 874us/step - loss: 0.3399 - accuracy: 0.8631
Epoch 226/500
113/113 [==============================] - 0s 841us/step - loss: 0.3406 - accuracy: 0.8625
Epoch 227/500
113/113 [==============================] - 0s 892us/step - loss: 0.3404 - accuracy: 0.8614
Epoch 228/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3411 - accuracy: 0.8612
Epoch 229/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3398 - accuracy: 0.8621
Epoch 230/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8632
Epoch 231/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3410 - accuracy: 0.8622
Epoch 232/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3408 - accuracy: 0.8607
Epoch 233/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8604
Epoch 234/500
113/113 [==============================] - 0s 839us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 235/500
113/113 [==============================] - 0s 869us/step - loss: 0.3410 - accuracy: 0.8601
Epoch 236/500
113/113 [==============================] - 0s 854us/step - loss: 0.3400 - accuracy: 0.8596
Epoch 237/500
113/113 [==============================] - 0s 843us/step - loss: 0.3412 - accuracy: 0.8624
Epoch 238/500
113/113 [==============================] - 0s 869us/step - loss: 0.3407 - accuracy: 0.8610
Epoch 239/500
113/113 [==============================] - 0s 857us/step - loss: 0.3414 - accuracy: 0.8614
Epoch 240/500
113/113 [==============================] - 0s 877us/step - loss: 0.3405 - accuracy: 0.8612
Epoch 241/500
113/113 [==============================] - 0s 883us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 242/500
113/113 [==============================] - 0s 885us/step - loss: 0.3403 - accuracy: 0.8624
Epoch 243/500
113/113 [==============================] - 0s 927us/step - loss: 0.3411 - accuracy: 0.8617
Epoch 244/500
113/113 [==============================] - 0s 919us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 245/500
113/113 [==============================] - 0s 859us/step - loss: 0.3404 - accuracy: 0.8604
Epoch 246/500
113/113 [==============================] - 0s 843us/step - loss: 0.3411 - accuracy: 0.8621
Epoch 247/500
113/113 [==============================] - 0s 840us/step - loss: 0.3408 - accuracy: 0.8617
Epoch 248/500
113/113 [==============================] - 0s 838us/step - loss: 0.3402 - accuracy: 0.8618
Epoch 249/500
113/113 [==============================] - 0s 831us/step - loss: 0.3414 - accuracy: 0.8594
Epoch 250/500
113/113 [==============================] - 0s 874us/step - loss: 0.3406 - accuracy: 0.8615
Epoch 251/500
113/113 [==============================] - 0s 888us/step - loss: 0.3404 - accuracy: 0.8607
Epoch 252/500
113/113 [==============================] - 0s 864us/step - loss: 0.3402 - accuracy: 0.8608
Epoch 253/500
113/113 [==============================] - 0s 865us/step - loss: 0.3405 - accuracy: 0.8625
Epoch 254/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3405 - accuracy: 0.8633
Epoch 255/500
113/113 [==============================] - 0s 866us/step - loss: 0.3407 - accuracy: 0.8621
Epoch 256/500
113/113 [==============================] - 0s 873us/step - loss: 0.3407 - accuracy: 0.8622
Epoch 257/500
113/113 [==============================] - 0s 855us/step - loss: 0.3404 - accuracy: 0.8629
Epoch 258/500
113/113 [==============================] - 0s 933us/step - loss: 0.3405 - accuracy: 0.8593
Epoch 259/500
113/113 [==============================] - 0s 845us/step - loss: 0.3409 - accuracy: 0.8626
Epoch 260/500
113/113 [==============================] - 0s 864us/step - loss: 0.3406 - accuracy: 0.8618
Epoch 261/500
113/113 [==============================] - 0s 855us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 262/500
113/113 [==============================] - 0s 876us/step - loss: 0.3409 - accuracy: 0.8624
Epoch 263/500
113/113 [==============================] - 0s 855us/step - loss: 0.3405 - accuracy: 0.8624
Epoch 264/500
113/113 [==============================] - 0s 854us/step - loss: 0.3405 - accuracy: 0.8611
Epoch 265/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3407 - accuracy: 0.8621
Epoch 266/500
113/113 [==============================] - 0s 836us/step - loss: 0.3405 - accuracy: 0.8622
Epoch 267/500
113/113 [==============================] - 0s 865us/step - loss: 0.3402 - accuracy: 0.8618
Epoch 268/500
113/113 [==============================] - 0s 839us/step - loss: 0.3405 - accuracy: 0.8629
Epoch 269/500
113/113 [==============================] - 0s 868us/step - loss: 0.3406 - accuracy: 0.8615
Epoch 270/500
113/113 [==============================] - 0s 870us/step - loss: 0.3411 - accuracy: 0.8618
Epoch 271/500
113/113 [==============================] - 0s 852us/step - loss: 0.3406 - accuracy: 0.8624
Epoch 272/500
113/113 [==============================] - 0s 973us/step - loss: 0.3402 - accuracy: 0.8631
Epoch 273/500
113/113 [==============================] - 0s 837us/step - loss: 0.3405 - accuracy: 0.8615
Epoch 274/500
113/113 [==============================] - 0s 858us/step - loss: 0.3407 - accuracy: 0.8636
Epoch 275/500
113/113 [==============================] - 0s 854us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 276/500
113/113 [==============================] - 0s 847us/step - loss: 0.3413 - accuracy: 0.8618
Epoch 277/500
113/113 [==============================] - 0s 871us/step - loss: 0.3410 - accuracy: 0.8601
Epoch 278/500
113/113 [==============================] - 0s 846us/step - loss: 0.3408 - accuracy: 0.8610
Epoch 279/500
113/113 [==============================] - 0s 870us/step - loss: 0.3403 - accuracy: 0.8619
Epoch 280/500
113/113 [==============================] - 0s 979us/step - loss: 0.3404 - accuracy: 0.8610
Epoch 281/500
113/113 [==============================] - 0s 877us/step - loss: 0.3405 - accuracy: 0.8619
Epoch 282/500
113/113 [==============================] - 0s 874us/step - loss: 0.3409 - accuracy: 0.8633
Epoch 283/500
113/113 [==============================] - 0s 840us/step - loss: 0.3403 - accuracy: 0.8611
Epoch 284/500
113/113 [==============================] - 0s 877us/step - loss: 0.3406 - accuracy: 0.8610
Epoch 285/500
113/113 [==============================] - 0s 857us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 286/500
113/113 [==============================] - 0s 838us/step - loss: 0.3407 - accuracy: 0.8619
Epoch 287/500
113/113 [==============================] - 0s 870us/step - loss: 0.3402 - accuracy: 0.8622
Epoch 288/500
113/113 [==============================] - 0s 842us/step - loss: 0.3403 - accuracy: 0.8610
Epoch 289/500
113/113 [==============================] - 0s 872us/step - loss: 0.3402 - accuracy: 0.8637
Epoch 290/500
113/113 [==============================] - 0s 859us/step - loss: 0.3411 - accuracy: 0.8599
Epoch 291/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3401 - accuracy: 0.8625
Epoch 292/500
113/113 [==============================] - 0s 832us/step - loss: 0.3404 - accuracy: 0.8618
Epoch 293/500
113/113 [==============================] - 0s 827us/step - loss: 0.3401 - accuracy: 0.8606
Epoch 294/500
113/113 [==============================] - 0s 871us/step - loss: 0.3400 - accuracy: 0.8619
Epoch 295/500
113/113 [==============================] - 0s 854us/step - loss: 0.3411 - accuracy: 0.8612
Epoch 296/500
113/113 [==============================] - 0s 849us/step - loss: 0.3402 - accuracy: 0.8615
Epoch 297/500
113/113 [==============================] - 0s 859us/step - loss: 0.3404 - accuracy: 0.8617
Epoch 298/500
113/113 [==============================] - 0s 850us/step - loss: 0.3401 - accuracy: 0.8643
Epoch 299/500
113/113 [==============================] - 0s 869us/step - loss: 0.3399 - accuracy: 0.8632
Epoch 300/500
113/113 [==============================] - 0s 908us/step - loss: 0.3413 - accuracy: 0.8600
Epoch 301/500
113/113 [==============================] - 0s 861us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 302/500
113/113 [==============================] - 0s 827us/step - loss: 0.3401 - accuracy: 0.8632
Epoch 303/500
113/113 [==============================] - 0s 910us/step - loss: 0.3404 - accuracy: 0.8626
Epoch 304/500
113/113 [==============================] - 0s 857us/step - loss: 0.3411 - accuracy: 0.8615
Epoch 305/500
113/113 [==============================] - 0s 843us/step - loss: 0.3407 - accuracy: 0.8606
Epoch 306/500
113/113 [==============================] - 0s 868us/step - loss: 0.3401 - accuracy: 0.8601
Epoch 307/500
113/113 [==============================] - 0s 841us/step - loss: 0.3407 - accuracy: 0.8617
Epoch 308/500
113/113 [==============================] - 0s 846us/step - loss: 0.3402 - accuracy: 0.8617
Epoch 309/500
113/113 [==============================] - 0s 860us/step - loss: 0.3404 - accuracy: 0.8604
Epoch 310/500
113/113 [==============================] - 0s 971us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 311/500
113/113 [==============================] - 0s 867us/step - loss: 0.3403 - accuracy: 0.8619
Epoch 312/500
113/113 [==============================] - 0s 836us/step - loss: 0.3410 - accuracy: 0.8631
Epoch 313/500
113/113 [==============================] - 0s 833us/step - loss: 0.3397 - accuracy: 0.8628
Epoch 314/500
113/113 [==============================] - 0s 868us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 315/500
113/113 [==============================] - 0s 854us/step - loss: 0.3403 - accuracy: 0.8618
Epoch 316/500
113/113 [==============================] - 0s 887us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 317/500
113/113 [==============================] - 0s 838us/step - loss: 0.3403 - accuracy: 0.8622
Epoch 318/500
113/113 [==============================] - 0s 840us/step - loss: 0.3407 - accuracy: 0.8604
Epoch 319/500
113/113 [==============================] - 0s 855us/step - loss: 0.3409 - accuracy: 0.8606
Epoch 320/500
113/113 [==============================] - 0s 975us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 321/500
113/113 [==============================] - 0s 847us/step - loss: 0.3402 - accuracy: 0.8606
Epoch 322/500
113/113 [==============================] - 0s 844us/step - loss: 0.3406 - accuracy: 0.8631
Epoch 323/500
113/113 [==============================] - 0s 826us/step - loss: 0.3402 - accuracy: 0.8628
Epoch 324/500
113/113 [==============================] - 0s 861us/step - loss: 0.3405 - accuracy: 0.8615
Epoch 325/500
113/113 [==============================] - 0s 859us/step - loss: 0.3404 - accuracy: 0.8592
Epoch 326/500
113/113 [==============================] - 0s 862us/step - loss: 0.3402 - accuracy: 0.8637
Epoch 327/500
113/113 [==============================] - 0s 831us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 328/500
113/113 [==============================] - 0s 842us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 329/500
113/113 [==============================] - 0s 865us/step - loss: 0.3405 - accuracy: 0.8614
Epoch 330/500
113/113 [==============================] - 0s 949us/step - loss: 0.3402 - accuracy: 0.8624
Epoch 331/500
113/113 [==============================] - 0s 949us/step - loss: 0.3400 - accuracy: 0.8611
Epoch 332/500
113/113 [==============================] - 0s 831us/step - loss: 0.3405 - accuracy: 0.8625
Epoch 333/500
113/113 [==============================] - 0s 836us/step - loss: 0.3403 - accuracy: 0.8625
Epoch 334/500
113/113 [==============================] - 0s 873us/step - loss: 0.3403 - accuracy: 0.8640
Epoch 335/500
113/113 [==============================] - 0s 854us/step - loss: 0.3409 - accuracy: 0.8619
Epoch 336/500
113/113 [==============================] - 0s 893us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 337/500
113/113 [==============================] - 0s 874us/step - loss: 0.3400 - accuracy: 0.8632
Epoch 338/500
113/113 [==============================] - 0s 842us/step - loss: 0.3400 - accuracy: 0.8611
Epoch 339/500
113/113 [==============================] - 0s 873us/step - loss: 0.3401 - accuracy: 0.8631
Epoch 340/500
113/113 [==============================] - 0s 873us/step - loss: 0.3405 - accuracy: 0.8608
Epoch 341/500
113/113 [==============================] - 0s 881us/step - loss: 0.3406 - accuracy: 0.8614
Epoch 342/500
113/113 [==============================] - 0s 849us/step - loss: 0.3407 - accuracy: 0.8631
Epoch 343/500
113/113 [==============================] - 0s 928us/step - loss: 0.3403 - accuracy: 0.8607
Epoch 344/500
113/113 [==============================] - 0s 927us/step - loss: 0.3407 - accuracy: 0.8622
Epoch 345/500
113/113 [==============================] - 0s 846us/step - loss: 0.3401 - accuracy: 0.8611
Epoch 346/500
113/113 [==============================] - 0s 854us/step - loss: 0.3405 - accuracy: 0.8618
Epoch 347/500
113/113 [==============================] - 0s 846us/step - loss: 0.3403 - accuracy: 0.8614
Epoch 348/500
113/113 [==============================] - 0s 839us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 349/500
113/113 [==============================] - 0s 899us/step - loss: 0.3400 - accuracy: 0.8624
Epoch 350/500
113/113 [==============================] - 0s 858us/step - loss: 0.3411 - accuracy: 0.8625
Epoch 351/500
113/113 [==============================] - 0s 863us/step - loss: 0.3410 - accuracy: 0.8612
Epoch 352/500
113/113 [==============================] - 0s 889us/step - loss: 0.3405 - accuracy: 0.8612
Epoch 353/500
113/113 [==============================] - 0s 835us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 354/500
113/113 [==============================] - 0s 871us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 355/500
113/113 [==============================] - 0s 863us/step - loss: 0.3403 - accuracy: 0.8622
Epoch 356/500
113/113 [==============================] - 0s 873us/step - loss: 0.3404 - accuracy: 0.8611
Epoch 357/500
113/113 [==============================] - 0s 855us/step - loss: 0.3402 - accuracy: 0.8626
Epoch 358/500
113/113 [==============================] - 0s 838us/step - loss: 0.3402 - accuracy: 0.8621
Epoch 359/500
113/113 [==============================] - 0s 956us/step - loss: 0.3406 - accuracy: 0.8622
Epoch 360/500
113/113 [==============================] - 0s 852us/step - loss: 0.3403 - accuracy: 0.8603
Epoch 361/500
113/113 [==============================] - 0s 886us/step - loss: 0.3400 - accuracy: 0.8615
Epoch 362/500
113/113 [==============================] - 0s 848us/step - loss: 0.3408 - accuracy: 0.8608
Epoch 363/500
113/113 [==============================] - 0s 846us/step - loss: 0.3406 - accuracy: 0.8628
Epoch 364/500
113/113 [==============================] - 0s 858us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 365/500
113/113 [==============================] - 0s 859us/step - loss: 0.3400 - accuracy: 0.8629
Epoch 366/500
113/113 [==============================] - 0s 873us/step - loss: 0.3400 - accuracy: 0.8612
Epoch 367/500
113/113 [==============================] - 0s 861us/step - loss: 0.3409 - accuracy: 0.8603
Epoch 368/500
113/113 [==============================] - 0s 843us/step - loss: 0.3403 - accuracy: 0.8614
Epoch 369/500
113/113 [==============================] - 0s 874us/step - loss: 0.3401 - accuracy: 0.8643
Epoch 370/500
113/113 [==============================] - 0s 865us/step - loss: 0.3405 - accuracy: 0.8601
Epoch 371/500
113/113 [==============================] - 0s 889us/step - loss: 0.3397 - accuracy: 0.8614
Epoch 372/500
113/113 [==============================] - 0s 832us/step - loss: 0.3402 - accuracy: 0.8611
Epoch 373/500
113/113 [==============================] - 0s 852us/step - loss: 0.3398 - accuracy: 0.8644
Epoch 374/500
113/113 [==============================] - 0s 865us/step - loss: 0.3407 - accuracy: 0.8603
Epoch 375/500
113/113 [==============================] - 0s 872us/step - loss: 0.3405 - accuracy: 0.8637
Epoch 376/500
113/113 [==============================] - 0s 864us/step - loss: 0.3403 - accuracy: 0.8618
Epoch 377/500
113/113 [==============================] - 0s 859us/step - loss: 0.3397 - accuracy: 0.8622
Epoch 378/500
113/113 [==============================] - 0s 847us/step - loss: 0.3401 - accuracy: 0.8612
Epoch 379/500
113/113 [==============================] - 0s 897us/step - loss: 0.3404 - accuracy: 0.8608
Epoch 380/500
113/113 [==============================] - 0s 870us/step - loss: 0.3403 - accuracy: 0.8619
Epoch 381/500
113/113 [==============================] - 0s 956us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 382/500
113/113 [==============================] - 0s 836us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 383/500
113/113 [==============================] - 0s 831us/step - loss: 0.3403 - accuracy: 0.8610
Epoch 384/500
113/113 [==============================] - 0s 864us/step - loss: 0.3401 - accuracy: 0.8621
Epoch 385/500
113/113 [==============================] - 0s 835us/step - loss: 0.3401 - accuracy: 0.8603
Epoch 386/500
113/113 [==============================] - 0s 865us/step - loss: 0.3404 - accuracy: 0.8621
Epoch 387/500
113/113 [==============================] - 0s 832us/step - loss: 0.3406 - accuracy: 0.8618
Epoch 388/500
113/113 [==============================] - 0s 845us/step - loss: 0.3396 - accuracy: 0.8606
Epoch 389/500
113/113 [==============================] - 0s 861us/step - loss: 0.3406 - accuracy: 0.8600
Epoch 390/500
113/113 [==============================] - 0s 960us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 391/500
113/113 [==============================] - 0s 867us/step - loss: 0.3400 - accuracy: 0.8629
Epoch 392/500
113/113 [==============================] - 0s 827us/step - loss: 0.3402 - accuracy: 0.8596
Epoch 393/500
113/113 [==============================] - 0s 839us/step - loss: 0.3407 - accuracy: 0.8628
Epoch 394/500
113/113 [==============================] - 0s 959us/step - loss: 0.3402 - accuracy: 0.8639
Epoch 395/500
113/113 [==============================] - 0s 872us/step - loss: 0.3398 - accuracy: 0.8606
Epoch 396/500
113/113 [==============================] - 0s 855us/step - loss: 0.3396 - accuracy: 0.8601
Epoch 397/500
113/113 [==============================] - 0s 841us/step - loss: 0.3402 - accuracy: 0.8617
Epoch 398/500
113/113 [==============================] - 0s 833us/step - loss: 0.3398 - accuracy: 0.8608
Epoch 399/500
113/113 [==============================] - 0s 856us/step - loss: 0.3398 - accuracy: 0.8622
Epoch 400/500
113/113 [==============================] - 0s 886us/step - loss: 0.3399 - accuracy: 0.8611
Epoch 401/500
113/113 [==============================] - 0s 869us/step - loss: 0.3400 - accuracy: 0.8624
Epoch 402/500
113/113 [==============================] - 0s 871us/step - loss: 0.3401 - accuracy: 0.8611
Epoch 403/500
113/113 [==============================] - 0s 850us/step - loss: 0.3403 - accuracy: 0.8600
Epoch 404/500
113/113 [==============================] - 0s 844us/step - loss: 0.3396 - accuracy: 0.8614
Epoch 405/500
113/113 [==============================] - 0s 841us/step - loss: 0.3401 - accuracy: 0.8617
Epoch 406/500
113/113 [==============================] - 0s 903us/step - loss: 0.3402 - accuracy: 0.8607
Epoch 407/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3391 - accuracy: 0.8632
Epoch 408/500
113/113 [==============================] - 0s 828us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 409/500
113/113 [==============================] - 0s 944us/step - loss: 0.3396 - accuracy: 0.8628
Epoch 410/500
113/113 [==============================] - 0s 838us/step - loss: 0.3400 - accuracy: 0.8617
Epoch 411/500
113/113 [==============================] - 0s 847us/step - loss: 0.3396 - accuracy: 0.8629
Epoch 412/500
113/113 [==============================] - 0s 862us/step - loss: 0.3398 - accuracy: 0.8607
Epoch 413/500
113/113 [==============================] - 0s 841us/step - loss: 0.3393 - accuracy: 0.8611
Epoch 414/500
113/113 [==============================] - 0s 889us/step - loss: 0.3402 - accuracy: 0.8631
Epoch 415/500
113/113 [==============================] - 0s 870us/step - loss: 0.3398 - accuracy: 0.8603
Epoch 416/500
113/113 [==============================] - 0s 848us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 417/500
113/113 [==============================] - 0s 882us/step - loss: 0.3397 - accuracy: 0.8601
Epoch 418/500
113/113 [==============================] - 0s 844us/step - loss: 0.3395 - accuracy: 0.8607
Epoch 419/500
113/113 [==============================] - 0s 913us/step - loss: 0.3404 - accuracy: 0.8635
Epoch 420/500
113/113 [==============================] - 0s 885us/step - loss: 0.3399 - accuracy: 0.8607
Epoch 421/500
113/113 [==============================] - 0s 829us/step - loss: 0.3402 - accuracy: 0.8610
Epoch 422/500
113/113 [==============================] - 0s 873us/step - loss: 0.3395 - accuracy: 0.8617
Epoch 423/500
113/113 [==============================] - 0s 841us/step - loss: 0.3397 - accuracy: 0.8635
Epoch 424/500
113/113 [==============================] - 0s 864us/step - loss: 0.3392 - accuracy: 0.8624
Epoch 425/500
113/113 [==============================] - 0s 850us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 426/500
113/113 [==============================] - 0s 843us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 427/500
113/113 [==============================] - 0s 855us/step - loss: 0.3402 - accuracy: 0.8612
Epoch 428/500
113/113 [==============================] - 0s 829us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 429/500
113/113 [==============================] - 0s 843us/step - loss: 0.3399 - accuracy: 0.8628
Epoch 430/500
113/113 [==============================] - 0s 956us/step - loss: 0.3396 - accuracy: 0.8628
Epoch 431/500
113/113 [==============================] - 0s 831us/step - loss: 0.3396 - accuracy: 0.8611
Epoch 432/500
113/113 [==============================] - 0s 863us/step - loss: 0.3399 - accuracy: 0.8618
Epoch 433/500
113/113 [==============================] - 0s 842us/step - loss: 0.3404 - accuracy: 0.8608
Epoch 434/500
113/113 [==============================] - 0s 835us/step - loss: 0.3400 - accuracy: 0.8619
Epoch 435/500
113/113 [==============================] - 0s 870us/step - loss: 0.3395 - accuracy: 0.8600
Epoch 436/500
113/113 [==============================] - 0s 844us/step - loss: 0.3393 - accuracy: 0.8617
Epoch 437/500
113/113 [==============================] - 0s 866us/step - loss: 0.3398 - accuracy: 0.8624
Epoch 438/500
113/113 [==============================] - 0s 882us/step - loss: 0.3398 - accuracy: 0.8617
Epoch 439/500
113/113 [==============================] - 0s 830us/step - loss: 0.3396 - accuracy: 0.8610
Epoch 440/500
113/113 [==============================] - 0s 909us/step - loss: 0.3398 - accuracy: 0.8624
Epoch 441/500
113/113 [==============================] - 0s 844us/step - loss: 0.3395 - accuracy: 0.8610
Epoch 442/500
113/113 [==============================] - 0s 925us/step - loss: 0.3395 - accuracy: 0.8631
Epoch 443/500
113/113 [==============================] - 0s 846us/step - loss: 0.3403 - accuracy: 0.8614
Epoch 444/500
113/113 [==============================] - 0s 856us/step - loss: 0.3394 - accuracy: 0.8624
Epoch 445/500
113/113 [==============================] - 0s 856us/step - loss: 0.3396 - accuracy: 0.8612
Epoch 446/500
113/113 [==============================] - 0s 836us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 447/500
113/113 [==============================] - 0s 879us/step - loss: 0.3396 - accuracy: 0.8615
Epoch 448/500
113/113 [==============================] - 0s 843us/step - loss: 0.3397 - accuracy: 0.8617
Epoch 449/500
113/113 [==============================] - 0s 885us/step - loss: 0.3398 - accuracy: 0.8632
Epoch 450/500
113/113 [==============================] - 0s 856us/step - loss: 0.3395 - accuracy: 0.8629
Epoch 451/500
113/113 [==============================] - 0s 886us/step - loss: 0.3391 - accuracy: 0.8622
Epoch 452/500
113/113 [==============================] - 0s 874us/step - loss: 0.3392 - accuracy: 0.8618
Epoch 453/500
113/113 [==============================] - 0s 843us/step - loss: 0.3396 - accuracy: 0.8610
Epoch 454/500
113/113 [==============================] - 0s 861us/step - loss: 0.3397 - accuracy: 0.8621
Epoch 455/500
113/113 [==============================] - 0s 856us/step - loss: 0.3391 - accuracy: 0.8624
Epoch 456/500
113/113 [==============================] - 0s 845us/step - loss: 0.3394 - accuracy: 0.8637
Epoch 457/500
113/113 [==============================] - 0s 880us/step - loss: 0.3393 - accuracy: 0.8624
Epoch 458/500
113/113 [==============================] - 0s 843us/step - loss: 0.3393 - accuracy: 0.8626
Epoch 459/500
113/113 [==============================] - 0s 906us/step - loss: 0.3400 - accuracy: 0.8624
Epoch 460/500
113/113 [==============================] - 0s 873us/step - loss: 0.3397 - accuracy: 0.8628
Epoch 461/500
113/113 [==============================] - 0s 880us/step - loss: 0.3390 - accuracy: 0.8621
Epoch 462/500
113/113 [==============================] - 0s 874us/step - loss: 0.3394 - accuracy: 0.8608
Epoch 463/500
113/113 [==============================] - 0s 835us/step - loss: 0.3391 - accuracy: 0.8618
Epoch 464/500
113/113 [==============================] - 0s 862us/step - loss: 0.3393 - accuracy: 0.8606
Epoch 465/500
113/113 [==============================] - 0s 843us/step - loss: 0.3394 - accuracy: 0.8617
Epoch 466/500
113/113 [==============================] - 0s 836us/step - loss: 0.3396 - accuracy: 0.8624
Epoch 467/500
113/113 [==============================] - 0s 870us/step - loss: 0.3394 - accuracy: 0.8635
Epoch 468/500
113/113 [==============================] - 0s 861us/step - loss: 0.3392 - accuracy: 0.8614
Epoch 469/500
113/113 [==============================] - 0s 927us/step - loss: 0.3395 - accuracy: 0.8604
Epoch 470/500
113/113 [==============================] - 0s 870us/step - loss: 0.3394 - accuracy: 0.8618
Epoch 471/500
113/113 [==============================] - 0s 836us/step - loss: 0.3391 - accuracy: 0.8619
Epoch 472/500
113/113 [==============================] - 0s 882us/step - loss: 0.3389 - accuracy: 0.8628
Epoch 473/500
113/113 [==============================] - 0s 848us/step - loss: 0.3387 - accuracy: 0.8619
Epoch 474/500
113/113 [==============================] - 0s 879us/step - loss: 0.3396 - accuracy: 0.8619
Epoch 475/500
113/113 [==============================] - 0s 867us/step - loss: 0.3387 - accuracy: 0.8611
Epoch 476/500
113/113 [==============================] - 0s 848us/step - loss: 0.3391 - accuracy: 0.8625
Epoch 477/500
113/113 [==============================] - 0s 869us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 478/500
113/113 [==============================] - 0s 842us/step - loss: 0.3395 - accuracy: 0.8617
Epoch 479/500
113/113 [==============================] - 0s 854us/step - loss: 0.3398 - accuracy: 0.8601
Epoch 480/500
113/113 [==============================] - 0s 959us/step - loss: 0.3392 - accuracy: 0.8633
Epoch 481/500
113/113 [==============================] - 0s 839us/step - loss: 0.3394 - accuracy: 0.8621
Epoch 482/500
113/113 [==============================] - 0s 866us/step - loss: 0.3389 - accuracy: 0.8615
Epoch 483/500
113/113 [==============================] - 0s 839us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 484/500
113/113 [==============================] - 0s 855us/step - loss: 0.3398 - accuracy: 0.8618
Epoch 485/500
113/113 [==============================] - 0s 838us/step - loss: 0.3392 - accuracy: 0.8604
Epoch 486/500
113/113 [==============================] - 0s 836us/step - loss: 0.3389 - accuracy: 0.8611
Epoch 487/500
113/113 [==============================] - 0s 854us/step - loss: 0.3390 - accuracy: 0.8624
Epoch 488/500
113/113 [==============================] - 0s 830us/step - loss: 0.3392 - accuracy: 0.8624
Epoch 489/500
113/113 [==============================] - 0s 828us/step - loss: 0.3388 - accuracy: 0.8619
Epoch 490/500
113/113 [==============================] - 0s 911us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 491/500
113/113 [==============================] - 0s 874us/step - loss: 0.3398 - accuracy: 0.8625
Epoch 492/500
113/113 [==============================] - 0s 867us/step - loss: 0.3394 - accuracy: 0.8615
Epoch 493/500
113/113 [==============================] - 0s 836us/step - loss: 0.3387 - accuracy: 0.8629
Epoch 494/500
113/113 [==============================] - 0s 846us/step - loss: 0.3391 - accuracy: 0.8644
Epoch 495/500
113/113 [==============================] - 0s 876us/step - loss: 0.3392 - accuracy: 0.8619
Epoch 496/500
113/113 [==============================] - 0s 836us/step - loss: 0.3393 - accuracy: 0.8631
Epoch 497/500
113/113 [==============================] - 0s 869us/step - loss: 0.3391 - accuracy: 0.8617
Epoch 498/500
113/113 [==============================] - 0s 838us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 499/500
113/113 [==============================] - 0s 834us/step - loss: 0.3385 - accuracy: 0.8643
Epoch 500/500
113/113 [==============================] - 0s 956us/step - loss: 0.3397 - accuracy: 0.8610
Epoch 1/500
113/113 [==============================] - 0s 865us/step - loss: 0.6737 - accuracy: 0.7925
Epoch 2/500
113/113 [==============================] - 0s 846us/step - loss: 0.5745 - accuracy: 0.7985
Epoch 3/500
113/113 [==============================] - 0s 910us/step - loss: 0.4570 - accuracy: 0.7985
Epoch 4/500
113/113 [==============================] - 0s 833us/step - loss: 0.4377 - accuracy: 0.7985
Epoch 5/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4334 - accuracy: 0.7985
Epoch 6/500
113/113 [==============================] - 0s 974us/step - loss: 0.4307 - accuracy: 0.7985
Epoch 7/500
113/113 [==============================] - 0s 799us/step - loss: 0.4286 - accuracy: 0.7985
Epoch 8/500
113/113 [==============================] - 0s 803us/step - loss: 0.4269 - accuracy: 0.7985
Epoch 9/500
113/113 [==============================] - 0s 815us/step - loss: 0.4256 - accuracy: 0.7985
Epoch 10/500
113/113 [==============================] - 0s 802us/step - loss: 0.4244 - accuracy: 0.7985
Epoch 11/500
113/113 [==============================] - 0s 812us/step - loss: 0.4230 - accuracy: 0.7985
Epoch 12/500
113/113 [==============================] - 0s 800us/step - loss: 0.4216 - accuracy: 0.8043
Epoch 13/500
113/113 [==============================] - 0s 813us/step - loss: 0.4200 - accuracy: 0.8171
Epoch 14/500
113/113 [==============================] - 0s 799us/step - loss: 0.4180 - accuracy: 0.8208
Epoch 15/500
113/113 [==============================] - 0s 833us/step - loss: 0.4160 - accuracy: 0.8254
Epoch 16/500
113/113 [==============================] - 0s 845us/step - loss: 0.4139 - accuracy: 0.8292
Epoch 17/500
113/113 [==============================] - 0s 834us/step - loss: 0.4118 - accuracy: 0.8303
Epoch 18/500
113/113 [==============================] - 0s 817us/step - loss: 0.4097 - accuracy: 0.8301
Epoch 19/500
113/113 [==============================] - 0s 797us/step - loss: 0.4077 - accuracy: 0.8325
Epoch 20/500
113/113 [==============================] - 0s 802us/step - loss: 0.4059 - accuracy: 0.8344
Epoch 21/500
113/113 [==============================] - 0s 809us/step - loss: 0.4045 - accuracy: 0.8361
Epoch 22/500
113/113 [==============================] - 0s 840us/step - loss: 0.4033 - accuracy: 0.8360
Epoch 23/500
113/113 [==============================] - 0s 804us/step - loss: 0.4020 - accuracy: 0.8360
Epoch 24/500
113/113 [==============================] - 0s 805us/step - loss: 0.4010 - accuracy: 0.8368
Epoch 25/500
113/113 [==============================] - 0s 809us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 26/500
113/113 [==============================] - 0s 859us/step - loss: 0.3991 - accuracy: 0.8369
Epoch 27/500
113/113 [==============================] - 0s 850us/step - loss: 0.3985 - accuracy: 0.8372
Epoch 28/500
113/113 [==============================] - 0s 832us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 29/500
113/113 [==============================] - 0s 818us/step - loss: 0.3972 - accuracy: 0.8365
Epoch 30/500
113/113 [==============================] - 0s 821us/step - loss: 0.3969 - accuracy: 0.8365
Epoch 31/500
113/113 [==============================] - 0s 832us/step - loss: 0.3962 - accuracy: 0.8382
Epoch 32/500
113/113 [==============================] - 0s 835us/step - loss: 0.3959 - accuracy: 0.8372
Epoch 33/500
113/113 [==============================] - 0s 824us/step - loss: 0.3954 - accuracy: 0.8372
Epoch 34/500
113/113 [==============================] - 0s 834us/step - loss: 0.3951 - accuracy: 0.8382
Epoch 35/500
113/113 [==============================] - 0s 832us/step - loss: 0.3948 - accuracy: 0.8378
Epoch 36/500
113/113 [==============================] - 0s 829us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 37/500
113/113 [==============================] - 0s 873us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 38/500
113/113 [==============================] - 0s 834us/step - loss: 0.3938 - accuracy: 0.8375
Epoch 39/500
113/113 [==============================] - 0s 876us/step - loss: 0.3937 - accuracy: 0.8378
Epoch 40/500
113/113 [==============================] - 0s 838us/step - loss: 0.3934 - accuracy: 0.8378
Epoch 41/500
113/113 [==============================] - 0s 834us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 42/500
113/113 [==============================] - 0s 841us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 43/500
113/113 [==============================] - 0s 818us/step - loss: 0.3927 - accuracy: 0.8385
Epoch 44/500
113/113 [==============================] - 0s 840us/step - loss: 0.3926 - accuracy: 0.8376
Epoch 45/500
113/113 [==============================] - 0s 833us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 46/500
113/113 [==============================] - 0s 836us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 47/500
113/113 [==============================] - 0s 902us/step - loss: 0.3922 - accuracy: 0.8388
Epoch 48/500
113/113 [==============================] - 0s 825us/step - loss: 0.3919 - accuracy: 0.8389
Epoch 49/500
113/113 [==============================] - 0s 828us/step - loss: 0.3917 - accuracy: 0.8383
Epoch 50/500
113/113 [==============================] - 0s 882us/step - loss: 0.3915 - accuracy: 0.8381
Epoch 51/500
113/113 [==============================] - 0s 886us/step - loss: 0.3917 - accuracy: 0.8382
Epoch 52/500
113/113 [==============================] - 0s 829us/step - loss: 0.3912 - accuracy: 0.8392
Epoch 53/500
113/113 [==============================] - 0s 831us/step - loss: 0.3913 - accuracy: 0.8396
Epoch 54/500
113/113 [==============================] - 0s 823us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 55/500
113/113 [==============================] - 0s 820us/step - loss: 0.3910 - accuracy: 0.8400
Epoch 56/500
113/113 [==============================] - 0s 826us/step - loss: 0.3908 - accuracy: 0.8383
Epoch 57/500
113/113 [==============================] - 0s 932us/step - loss: 0.3907 - accuracy: 0.8397
Epoch 58/500
113/113 [==============================] - 0s 848us/step - loss: 0.3907 - accuracy: 0.8399
Epoch 59/500
113/113 [==============================] - 0s 833us/step - loss: 0.3906 - accuracy: 0.8394
Epoch 60/500
113/113 [==============================] - 0s 884us/step - loss: 0.3906 - accuracy: 0.8393
Epoch 61/500
113/113 [==============================] - 0s 882us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 62/500
113/113 [==============================] - 0s 831us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 63/500
113/113 [==============================] - 0s 861us/step - loss: 0.3903 - accuracy: 0.8396
Epoch 64/500
113/113 [==============================] - 0s 874us/step - loss: 0.3902 - accuracy: 0.8388
Epoch 65/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3901 - accuracy: 0.8397
Epoch 66/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3900 - accuracy: 0.8396
Epoch 67/500
113/113 [==============================] - 0s 850us/step - loss: 0.3897 - accuracy: 0.8390
Epoch 68/500
113/113 [==============================] - 0s 830us/step - loss: 0.3901 - accuracy: 0.8390
Epoch 69/500
113/113 [==============================] - 0s 824us/step - loss: 0.3897 - accuracy: 0.8397
Epoch 70/500
113/113 [==============================] - 0s 836us/step - loss: 0.3897 - accuracy: 0.8399
Epoch 71/500
113/113 [==============================] - 0s 833us/step - loss: 0.3897 - accuracy: 0.8393
Epoch 72/500
113/113 [==============================] - 0s 849us/step - loss: 0.3896 - accuracy: 0.8386
Epoch 73/500
113/113 [==============================] - 0s 827us/step - loss: 0.3897 - accuracy: 0.8389
Epoch 74/500
113/113 [==============================] - 0s 850us/step - loss: 0.3895 - accuracy: 0.8388
Epoch 75/500
113/113 [==============================] - 0s 882us/step - loss: 0.3895 - accuracy: 0.8393
Epoch 76/500
113/113 [==============================] - 0s 931us/step - loss: 0.3895 - accuracy: 0.8386
Epoch 77/500
113/113 [==============================] - 0s 847us/step - loss: 0.3895 - accuracy: 0.8389
Epoch 78/500
113/113 [==============================] - 0s 834us/step - loss: 0.3894 - accuracy: 0.8392
Epoch 79/500
113/113 [==============================] - 0s 820us/step - loss: 0.3894 - accuracy: 0.8399
Epoch 80/500
113/113 [==============================] - 0s 823us/step - loss: 0.3892 - accuracy: 0.8397
Epoch 81/500
113/113 [==============================] - 0s 825us/step - loss: 0.3894 - accuracy: 0.8379
Epoch 82/500
113/113 [==============================] - 0s 835us/step - loss: 0.3892 - accuracy: 0.8389
Epoch 83/500
113/113 [==============================] - 0s 827us/step - loss: 0.3891 - accuracy: 0.8385
Epoch 84/500
113/113 [==============================] - 0s 881us/step - loss: 0.3893 - accuracy: 0.8388
Epoch 85/500
113/113 [==============================] - 0s 828us/step - loss: 0.3891 - accuracy: 0.8394
Epoch 86/500
113/113 [==============================] - 0s 904us/step - loss: 0.3892 - accuracy: 0.8392
Epoch 87/500
113/113 [==============================] - 0s 885us/step - loss: 0.3889 - accuracy: 0.8390
Epoch 88/500
113/113 [==============================] - 0s 841us/step - loss: 0.3890 - accuracy: 0.8389
Epoch 89/500
113/113 [==============================] - 0s 843us/step - loss: 0.3890 - accuracy: 0.8396
Epoch 90/500
113/113 [==============================] - 0s 835us/step - loss: 0.3890 - accuracy: 0.8393
Epoch 91/500
113/113 [==============================] - 0s 841us/step - loss: 0.3891 - accuracy: 0.8407
Epoch 92/500
113/113 [==============================] - 0s 858us/step - loss: 0.3888 - accuracy: 0.8383
Epoch 93/500
113/113 [==============================] - 0s 840us/step - loss: 0.3887 - accuracy: 0.8390
Epoch 94/500
113/113 [==============================] - 0s 861us/step - loss: 0.3888 - accuracy: 0.8389
Epoch 95/500
113/113 [==============================] - 0s 836us/step - loss: 0.3886 - accuracy: 0.8388
Epoch 96/500
113/113 [==============================] - 0s 878us/step - loss: 0.3886 - accuracy: 0.8383
Epoch 97/500
113/113 [==============================] - 0s 898us/step - loss: 0.3887 - accuracy: 0.8385
Epoch 98/500
113/113 [==============================] - 0s 878us/step - loss: 0.3887 - accuracy: 0.8392
Epoch 99/500
113/113 [==============================] - 0s 837us/step - loss: 0.3886 - accuracy: 0.8410
Epoch 100/500
113/113 [==============================] - 0s 852us/step - loss: 0.3885 - accuracy: 0.8390
Epoch 101/500
113/113 [==============================] - 0s 843us/step - loss: 0.3885 - accuracy: 0.8392
Epoch 102/500
113/113 [==============================] - 0s 845us/step - loss: 0.3883 - accuracy: 0.8389
Epoch 103/500
113/113 [==============================] - 0s 838us/step - loss: 0.3885 - accuracy: 0.8383
Epoch 104/500
113/113 [==============================] - 0s 862us/step - loss: 0.3885 - accuracy: 0.8397
Epoch 105/500
113/113 [==============================] - 0s 847us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 106/500
113/113 [==============================] - 0s 879us/step - loss: 0.3886 - accuracy: 0.8397
Epoch 107/500
113/113 [==============================] - 0s 878us/step - loss: 0.3885 - accuracy: 0.8392
Epoch 108/500
113/113 [==============================] - 0s 835us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 109/500
113/113 [==============================] - 0s 849us/step - loss: 0.3885 - accuracy: 0.8401
Epoch 110/500
113/113 [==============================] - 0s 858us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 111/500
113/113 [==============================] - 0s 902us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 112/500
113/113 [==============================] - 0s 821us/step - loss: 0.3884 - accuracy: 0.8397
Epoch 113/500
113/113 [==============================] - 0s 860us/step - loss: 0.3883 - accuracy: 0.8385
Epoch 114/500
113/113 [==============================] - 0s 843us/step - loss: 0.3882 - accuracy: 0.8399
Epoch 115/500
113/113 [==============================] - 0s 847us/step - loss: 0.3884 - accuracy: 0.8393
Epoch 116/500
113/113 [==============================] - 0s 868us/step - loss: 0.3882 - accuracy: 0.8408
Epoch 117/500
113/113 [==============================] - 0s 851us/step - loss: 0.3882 - accuracy: 0.8399
Epoch 118/500
113/113 [==============================] - 0s 874us/step - loss: 0.3884 - accuracy: 0.8401
Epoch 119/500
113/113 [==============================] - 0s 845us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 120/500
113/113 [==============================] - 0s 842us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 121/500
113/113 [==============================] - 0s 837us/step - loss: 0.3882 - accuracy: 0.8397
Epoch 122/500
113/113 [==============================] - 0s 838us/step - loss: 0.3879 - accuracy: 0.8411
Epoch 123/500
113/113 [==============================] - 0s 990us/step - loss: 0.3881 - accuracy: 0.8400
Epoch 124/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3882 - accuracy: 0.8404
Epoch 125/500
113/113 [==============================] - 0s 828us/step - loss: 0.3880 - accuracy: 0.8407
Epoch 126/500
113/113 [==============================] - 0s 909us/step - loss: 0.3880 - accuracy: 0.8407
Epoch 127/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8399
Epoch 128/500
113/113 [==============================] - 0s 955us/step - loss: 0.3881 - accuracy: 0.8401
Epoch 129/500
113/113 [==============================] - 0s 866us/step - loss: 0.3882 - accuracy: 0.8397
Epoch 130/500
113/113 [==============================] - 0s 883us/step - loss: 0.3881 - accuracy: 0.8410
Epoch 131/500
113/113 [==============================] - 0s 905us/step - loss: 0.3879 - accuracy: 0.8406
Epoch 132/500
113/113 [==============================] - 0s 851us/step - loss: 0.3879 - accuracy: 0.8408
Epoch 133/500
113/113 [==============================] - 0s 899us/step - loss: 0.3877 - accuracy: 0.8404
Epoch 134/500
113/113 [==============================] - 0s 822us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 135/500
113/113 [==============================] - 0s 848us/step - loss: 0.3879 - accuracy: 0.8408
Epoch 136/500
113/113 [==============================] - 0s 868us/step - loss: 0.3878 - accuracy: 0.8411
Epoch 137/500
113/113 [==============================] - 0s 860us/step - loss: 0.3879 - accuracy: 0.8413
Epoch 138/500
113/113 [==============================] - 0s 931us/step - loss: 0.3876 - accuracy: 0.8404
Epoch 139/500
113/113 [==============================] - 0s 829us/step - loss: 0.3877 - accuracy: 0.8407
Epoch 140/500
113/113 [==============================] - 0s 839us/step - loss: 0.3876 - accuracy: 0.8410
Epoch 141/500
113/113 [==============================] - 0s 882us/step - loss: 0.3875 - accuracy: 0.8400
Epoch 142/500
113/113 [==============================] - 0s 855us/step - loss: 0.3876 - accuracy: 0.8411
Epoch 143/500
113/113 [==============================] - 0s 874us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 144/500
113/113 [==============================] - 0s 837us/step - loss: 0.3878 - accuracy: 0.8400
Epoch 145/500
113/113 [==============================] - 0s 833us/step - loss: 0.3876 - accuracy: 0.8403
Epoch 146/500
113/113 [==============================] - 0s 867us/step - loss: 0.3877 - accuracy: 0.8392
Epoch 147/500
113/113 [==============================] - 0s 960us/step - loss: 0.3875 - accuracy: 0.8403
Epoch 148/500
113/113 [==============================] - 0s 863us/step - loss: 0.3876 - accuracy: 0.8399
Epoch 149/500
113/113 [==============================] - 0s 835us/step - loss: 0.3874 - accuracy: 0.8407
Epoch 150/500
113/113 [==============================] - 0s 835us/step - loss: 0.3875 - accuracy: 0.8410
Epoch 151/500
113/113 [==============================] - 0s 875us/step - loss: 0.3875 - accuracy: 0.8404
Epoch 152/500
113/113 [==============================] - 0s 851us/step - loss: 0.3873 - accuracy: 0.8399
Epoch 153/500
113/113 [==============================] - 0s 874us/step - loss: 0.3875 - accuracy: 0.8408
Epoch 154/500
113/113 [==============================] - 0s 906us/step - loss: 0.3876 - accuracy: 0.8410
Epoch 155/500
113/113 [==============================] - 0s 829us/step - loss: 0.3876 - accuracy: 0.8413
Epoch 156/500
113/113 [==============================] - 0s 881us/step - loss: 0.3875 - accuracy: 0.8397
Epoch 157/500
113/113 [==============================] - 0s 864us/step - loss: 0.3875 - accuracy: 0.8401
Epoch 158/500
113/113 [==============================] - 0s 872us/step - loss: 0.3874 - accuracy: 0.8414
Epoch 159/500
113/113 [==============================] - 0s 850us/step - loss: 0.3875 - accuracy: 0.8408
Epoch 160/500
113/113 [==============================] - 0s 854us/step - loss: 0.3874 - accuracy: 0.8413
Epoch 161/500
113/113 [==============================] - 0s 866us/step - loss: 0.3875 - accuracy: 0.8413
Epoch 162/500
113/113 [==============================] - 0s 872us/step - loss: 0.3872 - accuracy: 0.8417
Epoch 163/500
113/113 [==============================] - 0s 885us/step - loss: 0.3873 - accuracy: 0.8411
Epoch 164/500
113/113 [==============================] - 0s 851us/step - loss: 0.3872 - accuracy: 0.8411
Epoch 165/500
113/113 [==============================] - 0s 847us/step - loss: 0.3874 - accuracy: 0.8406
Epoch 166/500
113/113 [==============================] - 0s 966us/step - loss: 0.3872 - accuracy: 0.8407
Epoch 167/500
113/113 [==============================] - 0s 866us/step - loss: 0.3872 - accuracy: 0.8403
Epoch 168/500
113/113 [==============================] - 0s 872us/step - loss: 0.3872 - accuracy: 0.8407
Epoch 169/500
113/113 [==============================] - 0s 850us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 170/500
113/113 [==============================] - 0s 849us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 171/500
113/113 [==============================] - 0s 862us/step - loss: 0.3873 - accuracy: 0.8413
Epoch 172/500
113/113 [==============================] - 0s 869us/step - loss: 0.3874 - accuracy: 0.8403
Epoch 173/500
113/113 [==============================] - 0s 883us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 174/500
113/113 [==============================] - 0s 858us/step - loss: 0.3873 - accuracy: 0.8410
Epoch 175/500
113/113 [==============================] - 0s 910us/step - loss: 0.3872 - accuracy: 0.8415
Epoch 176/500
113/113 [==============================] - 0s 866us/step - loss: 0.3872 - accuracy: 0.8414
Epoch 177/500
113/113 [==============================] - 0s 860us/step - loss: 0.3871 - accuracy: 0.8406
Epoch 178/500
113/113 [==============================] - 0s 866us/step - loss: 0.3871 - accuracy: 0.8418
Epoch 179/500
113/113 [==============================] - 0s 852us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 180/500
113/113 [==============================] - 0s 851us/step - loss: 0.3871 - accuracy: 0.8413
Epoch 181/500
113/113 [==============================] - 0s 856us/step - loss: 0.3872 - accuracy: 0.8411
Epoch 182/500
113/113 [==============================] - 0s 849us/step - loss: 0.3871 - accuracy: 0.8417
Epoch 183/500
113/113 [==============================] - 0s 882us/step - loss: 0.3871 - accuracy: 0.8401
Epoch 184/500
113/113 [==============================] - 0s 838us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 185/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3873 - accuracy: 0.8410
Epoch 186/500
113/113 [==============================] - 0s 854us/step - loss: 0.3872 - accuracy: 0.8410
Epoch 187/500
113/113 [==============================] - 0s 846us/step - loss: 0.3870 - accuracy: 0.8425
Epoch 188/500
113/113 [==============================] - 0s 900us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 189/500
113/113 [==============================] - 0s 847us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 190/500
113/113 [==============================] - 0s 828us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 191/500
113/113 [==============================] - 0s 863us/step - loss: 0.3869 - accuracy: 0.8418
Epoch 192/500
113/113 [==============================] - 0s 852us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 193/500
113/113 [==============================] - 0s 874us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 194/500
113/113 [==============================] - 0s 837us/step - loss: 0.3869 - accuracy: 0.8414
Epoch 195/500
113/113 [==============================] - 0s 924us/step - loss: 0.3868 - accuracy: 0.8414
Epoch 196/500
113/113 [==============================] - 0s 850us/step - loss: 0.3868 - accuracy: 0.8424
Epoch 197/500
113/113 [==============================] - 0s 883us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 198/500
113/113 [==============================] - 0s 867us/step - loss: 0.3872 - accuracy: 0.8411
Epoch 199/500
113/113 [==============================] - 0s 834us/step - loss: 0.3868 - accuracy: 0.8415
Epoch 200/500
113/113 [==============================] - 0s 834us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 201/500
113/113 [==============================] - 0s 874us/step - loss: 0.3869 - accuracy: 0.8428
Epoch 202/500
113/113 [==============================] - 0s 851us/step - loss: 0.3868 - accuracy: 0.8422
Epoch 203/500
113/113 [==============================] - 0s 867us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 204/500
113/113 [==============================] - 0s 847us/step - loss: 0.3871 - accuracy: 0.8413
Epoch 205/500
113/113 [==============================] - 0s 880us/step - loss: 0.3868 - accuracy: 0.8417
Epoch 206/500
113/113 [==============================] - 0s 905us/step - loss: 0.3868 - accuracy: 0.8413
Epoch 207/500
113/113 [==============================] - 0s 845us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 208/500
113/113 [==============================] - 0s 870us/step - loss: 0.3869 - accuracy: 0.8419
Epoch 209/500
113/113 [==============================] - 0s 849us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 210/500
113/113 [==============================] - 0s 858us/step - loss: 0.3868 - accuracy: 0.8408
Epoch 211/500
113/113 [==============================] - 0s 880us/step - loss: 0.3871 - accuracy: 0.8408
Epoch 212/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8413
Epoch 213/500
113/113 [==============================] - 0s 992us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 214/500
113/113 [==============================] - 0s 835us/step - loss: 0.3867 - accuracy: 0.8396
Epoch 215/500
113/113 [==============================] - 0s 936us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 216/500
113/113 [==============================] - 0s 856us/step - loss: 0.3871 - accuracy: 0.8415
Epoch 217/500
113/113 [==============================] - 0s 840us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 218/500
113/113 [==============================] - 0s 865us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 219/500
113/113 [==============================] - 0s 842us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 220/500
113/113 [==============================] - 0s 864us/step - loss: 0.3869 - accuracy: 0.8406
Epoch 221/500
113/113 [==============================] - 0s 837us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 222/500
113/113 [==============================] - 0s 859us/step - loss: 0.3868 - accuracy: 0.8400
Epoch 223/500
113/113 [==============================] - 0s 874us/step - loss: 0.3870 - accuracy: 0.8415
Epoch 224/500
113/113 [==============================] - 0s 841us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 225/500
113/113 [==============================] - 0s 987us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 226/500
113/113 [==============================] - 0s 835us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 227/500
113/113 [==============================] - 0s 866us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 228/500
113/113 [==============================] - 0s 866us/step - loss: 0.3866 - accuracy: 0.8400
Epoch 229/500
113/113 [==============================] - 0s 846us/step - loss: 0.3869 - accuracy: 0.8411
Epoch 230/500
113/113 [==============================] - 0s 874us/step - loss: 0.3873 - accuracy: 0.8401
Epoch 231/500
113/113 [==============================] - 0s 845us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 232/500
113/113 [==============================] - 0s 865us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 233/500
113/113 [==============================] - 0s 871us/step - loss: 0.3869 - accuracy: 0.8413
Epoch 234/500
113/113 [==============================] - 0s 844us/step - loss: 0.3866 - accuracy: 0.8406
Epoch 235/500
113/113 [==============================] - 0s 983us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 236/500
113/113 [==============================] - 0s 838us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 237/500
113/113 [==============================] - 0s 940us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 238/500
113/113 [==============================] - 0s 845us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 239/500
113/113 [==============================] - 0s 838us/step - loss: 0.3868 - accuracy: 0.8401
Epoch 240/500
113/113 [==============================] - 0s 867us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 241/500
113/113 [==============================] - 0s 842us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 242/500
113/113 [==============================] - 0s 856us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 243/500
113/113 [==============================] - 0s 863us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 244/500
113/113 [==============================] - 0s 859us/step - loss: 0.3866 - accuracy: 0.8401
Epoch 245/500
113/113 [==============================] - 0s 978us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 246/500
113/113 [==============================] - 0s 846us/step - loss: 0.3868 - accuracy: 0.8411
Epoch 247/500
113/113 [==============================] - 0s 861us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 248/500
113/113 [==============================] - 0s 853us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 249/500
113/113 [==============================] - 0s 849us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 250/500
113/113 [==============================] - 0s 885us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 251/500
113/113 [==============================] - 0s 855us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 252/500
113/113 [==============================] - 0s 867us/step - loss: 0.3869 - accuracy: 0.8407
Epoch 253/500
113/113 [==============================] - 0s 840us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 254/500
113/113 [==============================] - 0s 833us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 255/500
113/113 [==============================] - 0s 957us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 256/500
113/113 [==============================] - 0s 842us/step - loss: 0.3866 - accuracy: 0.8424
Epoch 257/500
113/113 [==============================] - 0s 869us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 258/500
113/113 [==============================] - 0s 831us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 259/500
113/113 [==============================] - 0s 836us/step - loss: 0.3866 - accuracy: 0.8418
Epoch 260/500
113/113 [==============================] - 0s 859us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 261/500
113/113 [==============================] - 0s 837us/step - loss: 0.3865 - accuracy: 0.8401
Epoch 262/500
113/113 [==============================] - 0s 862us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 263/500
113/113 [==============================] - 0s 848us/step - loss: 0.3867 - accuracy: 0.8410
Epoch 264/500
113/113 [==============================] - 0s 875us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 265/500
113/113 [==============================] - 0s 881us/step - loss: 0.3866 - accuracy: 0.8401
Epoch 266/500
113/113 [==============================] - 0s 840us/step - loss: 0.3864 - accuracy: 0.8408
Epoch 267/500
113/113 [==============================] - 0s 866us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 268/500
113/113 [==============================] - 0s 839us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 269/500
113/113 [==============================] - 0s 845us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 270/500
113/113 [==============================] - 0s 868us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 271/500
113/113 [==============================] - 0s 841us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 272/500
113/113 [==============================] - 0s 840us/step - loss: 0.3868 - accuracy: 0.8415
Epoch 273/500
113/113 [==============================] - 0s 859us/step - loss: 0.3863 - accuracy: 0.8418
Epoch 274/500
113/113 [==============================] - 0s 858us/step - loss: 0.3868 - accuracy: 0.8406
Epoch 275/500
113/113 [==============================] - 0s 932us/step - loss: 0.3865 - accuracy: 0.8403
Epoch 276/500
113/113 [==============================] - 0s 838us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 277/500
113/113 [==============================] - 0s 846us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 278/500
113/113 [==============================] - 0s 873us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 279/500
113/113 [==============================] - 0s 844us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 280/500
113/113 [==============================] - 0s 875us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 281/500
113/113 [==============================] - 0s 848us/step - loss: 0.3867 - accuracy: 0.8421
Epoch 282/500
113/113 [==============================] - 0s 878us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 283/500
113/113 [==============================] - 0s 883us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 284/500
113/113 [==============================] - 0s 994us/step - loss: 0.3866 - accuracy: 0.8401
Epoch 285/500
113/113 [==============================] - 0s 943us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 286/500
113/113 [==============================] - 0s 839us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 287/500
113/113 [==============================] - 0s 878us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 288/500
113/113 [==============================] - 0s 842us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 289/500
113/113 [==============================] - 0s 834us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 290/500
113/113 [==============================] - 0s 866us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 291/500
113/113 [==============================] - 0s 837us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 292/500
113/113 [==============================] - 0s 885us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 293/500
113/113 [==============================] - 0s 850us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 294/500
113/113 [==============================] - 0s 850us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 295/500
113/113 [==============================] - 0s 922us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 296/500
113/113 [==============================] - 0s 839us/step - loss: 0.3863 - accuracy: 0.8410
Epoch 297/500
113/113 [==============================] - 0s 952us/step - loss: 0.3867 - accuracy: 0.8414
Epoch 298/500
113/113 [==============================] - 0s 838us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 299/500
113/113 [==============================] - 0s 838us/step - loss: 0.3866 - accuracy: 0.8426
Epoch 300/500
113/113 [==============================] - 0s 896us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 301/500
113/113 [==============================] - 0s 816us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 302/500
113/113 [==============================] - 0s 916us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 303/500
113/113 [==============================] - 0s 845us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 304/500
113/113 [==============================] - 0s 863us/step - loss: 0.3864 - accuracy: 0.8401
Epoch 305/500
113/113 [==============================] - 0s 916us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 306/500
113/113 [==============================] - 0s 835us/step - loss: 0.3864 - accuracy: 0.8404
Epoch 307/500
113/113 [==============================] - 0s 874us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 308/500
113/113 [==============================] - 0s 845us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 309/500
113/113 [==============================] - 0s 858us/step - loss: 0.3866 - accuracy: 0.8414
Epoch 310/500
113/113 [==============================] - 0s 866us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 311/500
113/113 [==============================] - 0s 845us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 312/500
113/113 [==============================] - 0s 904us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 313/500
113/113 [==============================] - 0s 839us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 314/500
113/113 [==============================] - 0s 873us/step - loss: 0.3867 - accuracy: 0.8401
Epoch 315/500
113/113 [==============================] - 0s 886us/step - loss: 0.3869 - accuracy: 0.8417
Epoch 316/500
113/113 [==============================] - 0s 843us/step - loss: 0.3864 - accuracy: 0.8406
Epoch 317/500
113/113 [==============================] - 0s 897us/step - loss: 0.3864 - accuracy: 0.8403
Epoch 318/500
113/113 [==============================] - 0s 833us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 319/500
113/113 [==============================] - 0s 843us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 320/500
113/113 [==============================] - 0s 853us/step - loss: 0.3865 - accuracy: 0.8404
Epoch 321/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3868 - accuracy: 0.8418
Epoch 322/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8400
Epoch 323/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3866 - accuracy: 0.8397
Epoch 324/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8414
Epoch 325/500
113/113 [==============================] - 0s 855us/step - loss: 0.3864 - accuracy: 0.8401
Epoch 326/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8414
Epoch 327/500
113/113 [==============================] - 0s 806us/step - loss: 0.3862 - accuracy: 0.8411
Epoch 328/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8414
Epoch 329/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8415
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8404
Epoch 331/500
113/113 [==============================] - 0s 959us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 332/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8418
Epoch 333/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8411
Epoch 334/500
113/113 [==============================] - 0s 999us/step - loss: 0.3865 - accuracy: 0.8425
Epoch 335/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8406
Epoch 336/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8417
Epoch 337/500
113/113 [==============================] - 0s 961us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 338/500
113/113 [==============================] - 0s 991us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 339/500
113/113 [==============================] - 0s 910us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 340/500
113/113 [==============================] - 0s 968us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 341/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8413
Epoch 342/500
113/113 [==============================] - 0s 983us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 343/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8410
Epoch 344/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8415
Epoch 345/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8399
Epoch 346/500
113/113 [==============================] - 0s 943us/step - loss: 0.3866 - accuracy: 0.8410
Epoch 347/500
113/113 [==============================] - 0s 983us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 348/500
113/113 [==============================] - 0s 887us/step - loss: 0.3863 - accuracy: 0.8410
Epoch 349/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8417
Epoch 350/500
113/113 [==============================] - 0s 835us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 351/500
113/113 [==============================] - 0s 966us/step - loss: 0.3866 - accuracy: 0.8403
Epoch 352/500
113/113 [==============================] - 0s 969us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 353/500
113/113 [==============================] - 0s 934us/step - loss: 0.3864 - accuracy: 0.8417
Epoch 354/500
113/113 [==============================] - 0s 854us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 355/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8418
Epoch 356/500
113/113 [==============================] - 0s 859us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 357/500
113/113 [==============================] - 0s 835us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 358/500
113/113 [==============================] - 0s 832us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 359/500
113/113 [==============================] - 0s 865us/step - loss: 0.3864 - accuracy: 0.8431
Epoch 360/500
113/113 [==============================] - 0s 935us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 361/500
113/113 [==============================] - 0s 962us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 362/500
113/113 [==============================] - 0s 986us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 363/500
113/113 [==============================] - 0s 844us/step - loss: 0.3864 - accuracy: 0.8406
Epoch 364/500
113/113 [==============================] - 0s 800us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 365/500
113/113 [==============================] - 0s 873us/step - loss: 0.3866 - accuracy: 0.8419
Epoch 366/500
113/113 [==============================] - 0s 859us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 367/500
113/113 [==============================] - 0s 811us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 368/500
113/113 [==============================] - 0s 839us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 369/500
113/113 [==============================] - 0s 906us/step - loss: 0.3864 - accuracy: 0.8406
Epoch 370/500
113/113 [==============================] - 0s 836us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 371/500
113/113 [==============================] - 0s 858us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 372/500
113/113 [==============================] - 0s 855us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 373/500
113/113 [==============================] - 0s 884us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 374/500
113/113 [==============================] - 0s 835us/step - loss: 0.3864 - accuracy: 0.8410
Epoch 375/500
113/113 [==============================] - 0s 958us/step - loss: 0.3866 - accuracy: 0.8397
Epoch 376/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8411
Epoch 377/500
113/113 [==============================] - 0s 979us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 378/500
113/113 [==============================] - 0s 965us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 379/500
113/113 [==============================] - 0s 943us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 380/500
113/113 [==============================] - 0s 970us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 381/500
113/113 [==============================] - 0s 954us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 382/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8413
Epoch 383/500
113/113 [==============================] - 0s 955us/step - loss: 0.3867 - accuracy: 0.8418
Epoch 384/500
113/113 [==============================] - 0s 996us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 385/500
113/113 [==============================] - 0s 887us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 386/500
113/113 [==============================] - 0s 855us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 387/500
113/113 [==============================] - 0s 873us/step - loss: 0.3867 - accuracy: 0.8415
Epoch 388/500
113/113 [==============================] - 0s 851us/step - loss: 0.3867 - accuracy: 0.8417
Epoch 389/500
113/113 [==============================] - 0s 872us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 390/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8411
Epoch 391/500
113/113 [==============================] - 0s 910us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 392/500
113/113 [==============================] - 0s 881us/step - loss: 0.3868 - accuracy: 0.8425
Epoch 393/500
113/113 [==============================] - 0s 830us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 394/500
113/113 [==============================] - 0s 881us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 395/500
113/113 [==============================] - 0s 858us/step - loss: 0.3866 - accuracy: 0.8404
Epoch 396/500
113/113 [==============================] - 0s 909us/step - loss: 0.3866 - accuracy: 0.8407
Epoch 397/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8413
Epoch 398/500
113/113 [==============================] - ETA: 0s - loss: 0.3874 - accuracy: 0.84 - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8419
Epoch 399/500
113/113 [==============================] - 0s 900us/step - loss: 0.3866 - accuracy: 0.8401
Epoch 400/500
113/113 [==============================] - 0s 859us/step - loss: 0.3864 - accuracy: 0.8408
Epoch 401/500
113/113 [==============================] - 0s 833us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 402/500
113/113 [==============================] - 0s 875us/step - loss: 0.3863 - accuracy: 0.8415
Epoch 403/500
113/113 [==============================] - 0s 886us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 404/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3863 - accuracy: 0.8413
Epoch 405/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8421
Epoch 406/500
113/113 [==============================] - 0s 868us/step - loss: 0.3865 - accuracy: 0.8417
Epoch 407/500
113/113 [==============================] - 0s 837us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 408/500
113/113 [==============================] - 0s 885us/step - loss: 0.3863 - accuracy: 0.8408
Epoch 409/500
113/113 [==============================] - 0s 868us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 410/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3864 - accuracy: 0.8406
Epoch 411/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8410
Epoch 412/500
113/113 [==============================] - 0s 866us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 413/500
113/113 [==============================] - 0s 863us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 414/500
113/113 [==============================] - 0s 842us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 415/500
113/113 [==============================] - 0s 874us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 416/500
113/113 [==============================] - 0s 862us/step - loss: 0.3867 - accuracy: 0.8397
Epoch 417/500
113/113 [==============================] - 0s 853us/step - loss: 0.3866 - accuracy: 0.8411
Epoch 418/500
113/113 [==============================] - 0s 938us/step - loss: 0.3865 - accuracy: 0.8417
Epoch 419/500
113/113 [==============================] - 0s 868us/step - loss: 0.3864 - accuracy: 0.8424
Epoch 420/500
113/113 [==============================] - 0s 989us/step - loss: 0.3864 - accuracy: 0.8410
Epoch 421/500
113/113 [==============================] - 0s 988us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 422/500
113/113 [==============================] - 0s 981us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 423/500
113/113 [==============================] - 0s 984us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 424/500
113/113 [==============================] - 0s 955us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 425/500
113/113 [==============================] - 0s 941us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 426/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3866 - accuracy: 0.8408
Epoch 427/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3865 - accuracy: 0.8422
Epoch 428/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3863 - accuracy: 0.8396
Epoch 429/500
113/113 [==============================] - 0s 888us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 430/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3865 - accuracy: 0.8421
Epoch 431/500
113/113 [==============================] - 0s 838us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 432/500
113/113 [==============================] - 0s 865us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 433/500
113/113 [==============================] - 0s 841us/step - loss: 0.3866 - accuracy: 0.8417
Epoch 434/500
113/113 [==============================] - 0s 847us/step - loss: 0.3863 - accuracy: 0.8410
Epoch 435/500
113/113 [==============================] - 0s 899us/step - loss: 0.3864 - accuracy: 0.8417
Epoch 436/500
113/113 [==============================] - 0s 924us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 437/500
113/113 [==============================] - 0s 966us/step - loss: 0.3864 - accuracy: 0.8410
Epoch 438/500
113/113 [==============================] - 0s 830us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 439/500
113/113 [==============================] - 0s 870us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 440/500
113/113 [==============================] - 0s 871us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 441/500
113/113 [==============================] - 0s 841us/step - loss: 0.3867 - accuracy: 0.8419
Epoch 442/500
113/113 [==============================] - 0s 888us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 443/500
113/113 [==============================] - 0s 865us/step - loss: 0.3865 - accuracy: 0.8407
Epoch 444/500
113/113 [==============================] - 0s 867us/step - loss: 0.3863 - accuracy: 0.8418
Epoch 445/500
113/113 [==============================] - 0s 936us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 446/500
113/113 [==============================] - 0s 879us/step - loss: 0.3866 - accuracy: 0.8421
Epoch 447/500
113/113 [==============================] - 0s 899us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 448/500
113/113 [==============================] - 0s 851us/step - loss: 0.3867 - accuracy: 0.8411
Epoch 449/500
113/113 [==============================] - 0s 839us/step - loss: 0.3862 - accuracy: 0.8400
Epoch 450/500
113/113 [==============================] - 0s 909us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 451/500
113/113 [==============================] - 0s 841us/step - loss: 0.3866 - accuracy: 0.8404
Epoch 452/500
113/113 [==============================] - 0s 903us/step - loss: 0.3863 - accuracy: 0.8403
Epoch 453/500
113/113 [==============================] - 0s 840us/step - loss: 0.3863 - accuracy: 0.8408
Epoch 454/500
113/113 [==============================] - 0s 861us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 455/500
113/113 [==============================] - 0s 930us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 456/500
113/113 [==============================] - 0s 860us/step - loss: 0.3868 - accuracy: 0.8418
Epoch 457/500
113/113 [==============================] - 0s 875us/step - loss: 0.3864 - accuracy: 0.8399
Epoch 458/500
113/113 [==============================] - 0s 857us/step - loss: 0.3864 - accuracy: 0.8414
Epoch 459/500
113/113 [==============================] - 0s 899us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 460/500
113/113 [==============================] - 0s 850us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 461/500
113/113 [==============================] - 0s 840us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 462/500
113/113 [==============================] - 0s 887us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 463/500
113/113 [==============================] - 0s 863us/step - loss: 0.3866 - accuracy: 0.8415
Epoch 464/500
113/113 [==============================] - 0s 915us/step - loss: 0.3865 - accuracy: 0.8410
Epoch 465/500
113/113 [==============================] - 0s 891us/step - loss: 0.3864 - accuracy: 0.8413
Epoch 466/500
113/113 [==============================] - 0s 851us/step - loss: 0.3863 - accuracy: 0.8414
Epoch 467/500
113/113 [==============================] - 0s 873us/step - loss: 0.3864 - accuracy: 0.8413
Epoch 468/500
113/113 [==============================] - 0s 865us/step - loss: 0.3863 - accuracy: 0.8418
Epoch 469/500
113/113 [==============================] - 0s 888us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 470/500
113/113 [==============================] - 0s 846us/step - loss: 0.3862 - accuracy: 0.8406
Epoch 471/500
113/113 [==============================] - 0s 856us/step - loss: 0.3863 - accuracy: 0.8415
Epoch 472/500
113/113 [==============================] - 0s 863us/step - loss: 0.3863 - accuracy: 0.8408
Epoch 473/500
113/113 [==============================] - 0s 853us/step - loss: 0.3866 - accuracy: 0.8422
Epoch 474/500
113/113 [==============================] - 0s 910us/step - loss: 0.3864 - accuracy: 0.8408
Epoch 475/500
113/113 [==============================] - 0s 950us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 476/500
113/113 [==============================] - 0s 840us/step - loss: 0.3866 - accuracy: 0.8408
Epoch 477/500
113/113 [==============================] - 0s 935us/step - loss: 0.3866 - accuracy: 0.8413
Epoch 478/500
113/113 [==============================] - 0s 828us/step - loss: 0.3864 - accuracy: 0.8404
Epoch 479/500
113/113 [==============================] - 0s 913us/step - loss: 0.3865 - accuracy: 0.8406
Epoch 480/500
113/113 [==============================] - 0s 834us/step - loss: 0.3865 - accuracy: 0.8417
Epoch 481/500
113/113 [==============================] - 0s 840us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 482/500
113/113 [==============================] - 0s 883us/step - loss: 0.3865 - accuracy: 0.8411
Epoch 483/500
113/113 [==============================] - 0s 859us/step - loss: 0.3867 - accuracy: 0.8410
Epoch 484/500
113/113 [==============================] - 0s 903us/step - loss: 0.3863 - accuracy: 0.8407
Epoch 485/500
113/113 [==============================] - 0s 876us/step - loss: 0.3865 - accuracy: 0.8433
Epoch 486/500
113/113 [==============================] - 0s 859us/step - loss: 0.3864 - accuracy: 0.8408
Epoch 487/500
113/113 [==============================] - 0s 903us/step - loss: 0.3864 - accuracy: 0.8413
Epoch 488/500
113/113 [==============================] - 0s 842us/step - loss: 0.3866 - accuracy: 0.8404
Epoch 489/500
113/113 [==============================] - 0s 880us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 490/500
113/113 [==============================] - 0s 847us/step - loss: 0.3863 - accuracy: 0.8401
Epoch 491/500
113/113 [==============================] - 0s 838us/step - loss: 0.3863 - accuracy: 0.8410
Epoch 492/500
113/113 [==============================] - 0s 870us/step - loss: 0.3864 - accuracy: 0.8415
Epoch 493/500
113/113 [==============================] - 0s 834us/step - loss: 0.3864 - accuracy: 0.8422
Epoch 494/500
113/113 [==============================] - 0s 875us/step - loss: 0.3865 - accuracy: 0.8413
Epoch 495/500
113/113 [==============================] - 0s 935us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 496/500
113/113 [==============================] - 0s 834us/step - loss: 0.3863 - accuracy: 0.8418
Epoch 497/500
113/113 [==============================] - 0s 871us/step - loss: 0.3864 - accuracy: 0.8411
Epoch 498/500
113/113 [==============================] - 0s 834us/step - loss: 0.3864 - accuracy: 0.8408
Epoch 499/500
113/113 [==============================] - 0s 871us/step - loss: 0.3865 - accuracy: 0.8403
Epoch 500/500
113/113 [==============================] - 0s 834us/step - loss: 0.3865 - accuracy: 0.8415
Epoch 1/500
113/113 [==============================] - 0s 966us/step - loss: 0.6557 - accuracy: 0.7949
Epoch 2/500
113/113 [==============================] - 0s 920us/step - loss: 0.5458 - accuracy: 0.7962
Epoch 3/500
113/113 [==============================] - 0s 903us/step - loss: 0.4624 - accuracy: 0.7962
Epoch 4/500
113/113 [==============================] - 0s 954us/step - loss: 0.4453 - accuracy: 0.7962
Epoch 5/500
113/113 [==============================] - 0s 911us/step - loss: 0.4398 - accuracy: 0.7962
Epoch 6/500
113/113 [==============================] - 0s 944us/step - loss: 0.4364 - accuracy: 0.7962
Epoch 7/500
113/113 [==============================] - 0s 919us/step - loss: 0.4344 - accuracy: 0.7962
Epoch 8/500
113/113 [==============================] - 0s 964us/step - loss: 0.4331 - accuracy: 0.7962
Epoch 9/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4325 - accuracy: 0.7962
Epoch 10/500
113/113 [==============================] - 0s 938us/step - loss: 0.4317 - accuracy: 0.7962
Epoch 11/500
113/113 [==============================] - 0s 959us/step - loss: 0.4311 - accuracy: 0.7962
Epoch 12/500
113/113 [==============================] - 0s 852us/step - loss: 0.4307 - accuracy: 0.7962
Epoch 13/500
113/113 [==============================] - 0s 912us/step - loss: 0.4301 - accuracy: 0.7962
Epoch 14/500
113/113 [==============================] - 0s 849us/step - loss: 0.4296 - accuracy: 0.7962
Epoch 15/500
113/113 [==============================] - 0s 875us/step - loss: 0.4292 - accuracy: 0.7962
Epoch 16/500
113/113 [==============================] - 0s 853us/step - loss: 0.4286 - accuracy: 0.7962
Epoch 17/500
113/113 [==============================] - 0s 874us/step - loss: 0.4282 - accuracy: 0.7953
Epoch 18/500
113/113 [==============================] - 0s 960us/step - loss: 0.4277 - accuracy: 0.8017
Epoch 19/500
113/113 [==============================] - 0s 869us/step - loss: 0.4272 - accuracy: 0.8043
Epoch 20/500
113/113 [==============================] - 0s 914us/step - loss: 0.4266 - accuracy: 0.8062
Epoch 21/500
113/113 [==============================] - 0s 872us/step - loss: 0.4261 - accuracy: 0.8107
Epoch 22/500
113/113 [==============================] - 0s 854us/step - loss: 0.4254 - accuracy: 0.8138
Epoch 23/500
113/113 [==============================] - 0s 887us/step - loss: 0.4246 - accuracy: 0.8147
Epoch 24/500
113/113 [==============================] - 0s 844us/step - loss: 0.4238 - accuracy: 0.8172
Epoch 25/500
113/113 [==============================] - 0s 871us/step - loss: 0.4230 - accuracy: 0.8196
Epoch 26/500
113/113 [==============================] - 0s 850us/step - loss: 0.4223 - accuracy: 0.8201
Epoch 27/500
113/113 [==============================] - 0s 855us/step - loss: 0.4214 - accuracy: 0.8213
Epoch 28/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4206 - accuracy: 0.8226
Epoch 29/500
113/113 [==============================] - 0s 857us/step - loss: 0.4196 - accuracy: 0.8244
Epoch 30/500
113/113 [==============================] - 0s 875us/step - loss: 0.4187 - accuracy: 0.8258
Epoch 31/500
113/113 [==============================] - 0s 833us/step - loss: 0.4179 - accuracy: 0.8272
Epoch 32/500
113/113 [==============================] - 0s 892us/step - loss: 0.4170 - accuracy: 0.8276
Epoch 33/500
113/113 [==============================] - 0s 840us/step - loss: 0.4164 - accuracy: 0.8285
Epoch 34/500
113/113 [==============================] - 0s 845us/step - loss: 0.4155 - accuracy: 0.8281
Epoch 35/500
113/113 [==============================] - 0s 858us/step - loss: 0.4148 - accuracy: 0.8283
Epoch 36/500
113/113 [==============================] - 0s 848us/step - loss: 0.4143 - accuracy: 0.8288
Epoch 37/500
113/113 [==============================] - 0s 934us/step - loss: 0.4136 - accuracy: 0.8299
Epoch 38/500
113/113 [==============================] - 0s 838us/step - loss: 0.4131 - accuracy: 0.8294
Epoch 39/500
113/113 [==============================] - 0s 840us/step - loss: 0.4125 - accuracy: 0.8294
Epoch 40/500
113/113 [==============================] - 0s 863us/step - loss: 0.4119 - accuracy: 0.8300
Epoch 41/500
113/113 [==============================] - 0s 836us/step - loss: 0.4115 - accuracy: 0.8300
Epoch 42/500
113/113 [==============================] - 0s 971us/step - loss: 0.4111 - accuracy: 0.8319
Epoch 43/500
113/113 [==============================] - 0s 990us/step - loss: 0.4107 - accuracy: 0.8303
Epoch 44/500
113/113 [==============================] - 0s 836us/step - loss: 0.4105 - accuracy: 0.8326
Epoch 45/500
113/113 [==============================] - 0s 850us/step - loss: 0.4100 - accuracy: 0.8319
Epoch 46/500
113/113 [==============================] - 0s 873us/step - loss: 0.4096 - accuracy: 0.8317
Epoch 47/500
113/113 [==============================] - 0s 873us/step - loss: 0.4093 - accuracy: 0.8328
Epoch 48/500
113/113 [==============================] - 0s 930us/step - loss: 0.4091 - accuracy: 0.8329
Epoch 49/500
113/113 [==============================] - 0s 856us/step - loss: 0.4088 - accuracy: 0.8332
Epoch 50/500
113/113 [==============================] - 0s 910us/step - loss: 0.4083 - accuracy: 0.8338
Epoch 51/500
113/113 [==============================] - 0s 849us/step - loss: 0.4081 - accuracy: 0.8339
Epoch 52/500
113/113 [==============================] - 0s 845us/step - loss: 0.4078 - accuracy: 0.8338
Epoch 53/500
113/113 [==============================] - 0s 879us/step - loss: 0.4076 - accuracy: 0.8344
Epoch 54/500
113/113 [==============================] - 0s 847us/step - loss: 0.4073 - accuracy: 0.8351
Epoch 55/500
113/113 [==============================] - 0s 886us/step - loss: 0.4072 - accuracy: 0.8350
Epoch 56/500
113/113 [==============================] - 0s 854us/step - loss: 0.4068 - accuracy: 0.8351
Epoch 57/500
113/113 [==============================] - 0s 873us/step - loss: 0.4066 - accuracy: 0.8357
Epoch 58/500
113/113 [==============================] - 0s 995us/step - loss: 0.4065 - accuracy: 0.8356
Epoch 59/500
113/113 [==============================] - 0s 905us/step - loss: 0.4062 - accuracy: 0.8350
Epoch 60/500
113/113 [==============================] - 0s 867us/step - loss: 0.4061 - accuracy: 0.8354
Epoch 61/500
113/113 [==============================] - 0s 848us/step - loss: 0.4058 - accuracy: 0.8354
Epoch 62/500
113/113 [==============================] - 0s 904us/step - loss: 0.4056 - accuracy: 0.8360
Epoch 63/500
113/113 [==============================] - 0s 842us/step - loss: 0.4056 - accuracy: 0.8354
Epoch 64/500
113/113 [==============================] - 0s 840us/step - loss: 0.4053 - accuracy: 0.8363
Epoch 65/500
113/113 [==============================] - 0s 867us/step - loss: 0.4053 - accuracy: 0.8351
Epoch 66/500
113/113 [==============================] - 0s 831us/step - loss: 0.4051 - accuracy: 0.8351
Epoch 67/500
113/113 [==============================] - 0s 893us/step - loss: 0.4049 - accuracy: 0.8364
Epoch 68/500
113/113 [==============================] - 0s 963us/step - loss: 0.4048 - accuracy: 0.8346
Epoch 69/500
113/113 [==============================] - 0s 841us/step - loss: 0.4047 - accuracy: 0.8356
Epoch 70/500
113/113 [==============================] - 0s 924us/step - loss: 0.4047 - accuracy: 0.8354
Epoch 71/500
113/113 [==============================] - 0s 848us/step - loss: 0.4044 - accuracy: 0.8365
Epoch 72/500
113/113 [==============================] - 0s 886us/step - loss: 0.4043 - accuracy: 0.8358
Epoch 73/500
113/113 [==============================] - 0s 848us/step - loss: 0.4042 - accuracy: 0.8361
Epoch 74/500
113/113 [==============================] - 0s 844us/step - loss: 0.4042 - accuracy: 0.8360
Epoch 75/500
113/113 [==============================] - 0s 866us/step - loss: 0.4040 - accuracy: 0.8343
Epoch 76/500
113/113 [==============================] - 0s 837us/step - loss: 0.4038 - accuracy: 0.8349
Epoch 77/500
113/113 [==============================] - 0s 871us/step - loss: 0.4038 - accuracy: 0.8374
Epoch 78/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4038 - accuracy: 0.8364
Epoch 79/500
113/113 [==============================] - 0s 856us/step - loss: 0.4033 - accuracy: 0.8360
Epoch 80/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4033 - accuracy: 0.8356
Epoch 81/500
113/113 [==============================] - 0s 919us/step - loss: 0.4034 - accuracy: 0.8360
Epoch 82/500
113/113 [==============================] - 0s 869us/step - loss: 0.4031 - accuracy: 0.8358
Epoch 83/500
113/113 [==============================] - 0s 842us/step - loss: 0.4035 - accuracy: 0.8368
Epoch 84/500
113/113 [==============================] - 0s 884us/step - loss: 0.4030 - accuracy: 0.8361
Epoch 85/500
113/113 [==============================] - 0s 850us/step - loss: 0.4030 - accuracy: 0.8365
Epoch 86/500
113/113 [==============================] - 0s 904us/step - loss: 0.4030 - accuracy: 0.8364
Epoch 87/500
113/113 [==============================] - 0s 865us/step - loss: 0.4032 - accuracy: 0.8357
Epoch 88/500
113/113 [==============================] - 0s 848us/step - loss: 0.4031 - accuracy: 0.8364
Epoch 89/500
113/113 [==============================] - 0s 884us/step - loss: 0.4028 - accuracy: 0.8376
Epoch 90/500
113/113 [==============================] - 0s 848us/step - loss: 0.4029 - accuracy: 0.8368
Epoch 91/500
113/113 [==============================] - 0s 878us/step - loss: 0.4029 - accuracy: 0.8367
Epoch 92/500
113/113 [==============================] - 0s 880us/step - loss: 0.4028 - accuracy: 0.8361
Epoch 93/500
113/113 [==============================] - 0s 835us/step - loss: 0.4026 - accuracy: 0.8368
Epoch 94/500
113/113 [==============================] - 0s 876us/step - loss: 0.4027 - accuracy: 0.8379
Epoch 95/500
113/113 [==============================] - 0s 850us/step - loss: 0.4027 - accuracy: 0.8363
Epoch 96/500
113/113 [==============================] - 0s 866us/step - loss: 0.4025 - accuracy: 0.8372
Epoch 97/500
113/113 [==============================] - 0s 956us/step - loss: 0.4026 - accuracy: 0.8350
Epoch 98/500
113/113 [==============================] - 0s 847us/step - loss: 0.4025 - accuracy: 0.8351
Epoch 99/500
113/113 [==============================] - 0s 866us/step - loss: 0.4025 - accuracy: 0.8379
Epoch 100/500
113/113 [==============================] - 0s 856us/step - loss: 0.4025 - accuracy: 0.8363
Epoch 101/500
113/113 [==============================] - 0s 867us/step - loss: 0.4023 - accuracy: 0.8385
Epoch 102/500
113/113 [==============================] - 0s 883us/step - loss: 0.4022 - accuracy: 0.8375
Epoch 103/500
113/113 [==============================] - 0s 836us/step - loss: 0.4022 - accuracy: 0.8372
Epoch 104/500
113/113 [==============================] - 0s 874us/step - loss: 0.4021 - accuracy: 0.8360
Epoch 105/500
113/113 [==============================] - 0s 861us/step - loss: 0.4024 - accuracy: 0.8365
Epoch 106/500
113/113 [==============================] - 0s 877us/step - loss: 0.4021 - accuracy: 0.8365
Epoch 107/500
113/113 [==============================] - 0s 945us/step - loss: 0.4020 - accuracy: 0.8371
Epoch 108/500
113/113 [==============================] - 0s 856us/step - loss: 0.4020 - accuracy: 0.8367
Epoch 109/500
113/113 [==============================] - 0s 911us/step - loss: 0.4019 - accuracy: 0.8357
Epoch 110/500
113/113 [==============================] - 0s 840us/step - loss: 0.4018 - accuracy: 0.8363
Epoch 111/500
113/113 [==============================] - 0s 871us/step - loss: 0.4021 - accuracy: 0.8364
Epoch 112/500
113/113 [==============================] - 0s 858us/step - loss: 0.4019 - accuracy: 0.8375
Epoch 113/500
113/113 [==============================] - 0s 843us/step - loss: 0.4018 - accuracy: 0.8371
Epoch 114/500
113/113 [==============================] - 0s 879us/step - loss: 0.4018 - accuracy: 0.8365
Epoch 115/500
113/113 [==============================] - 0s 856us/step - loss: 0.4015 - accuracy: 0.8376
Epoch 116/500
113/113 [==============================] - 0s 871us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 117/500
113/113 [==============================] - 0s 873us/step - loss: 0.4014 - accuracy: 0.8371
Epoch 118/500
113/113 [==============================] - 0s 840us/step - loss: 0.4017 - accuracy: 0.8374
Epoch 119/500
113/113 [==============================] - 0s 880us/step - loss: 0.4016 - accuracy: 0.8365
Epoch 120/500
113/113 [==============================] - 0s 853us/step - loss: 0.4014 - accuracy: 0.8369
Epoch 121/500
113/113 [==============================] - 0s 903us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 122/500
113/113 [==============================] - 0s 843us/step - loss: 0.4013 - accuracy: 0.8367
Epoch 123/500
113/113 [==============================] - 0s 841us/step - loss: 0.4015 - accuracy: 0.8381
Epoch 124/500
113/113 [==============================] - 0s 866us/step - loss: 0.4012 - accuracy: 0.8357
Epoch 125/500
113/113 [==============================] - 0s 835us/step - loss: 0.4011 - accuracy: 0.8369
Epoch 126/500
113/113 [==============================] - 0s 924us/step - loss: 0.4011 - accuracy: 0.8382
Epoch 127/500
113/113 [==============================] - 0s 841us/step - loss: 0.4013 - accuracy: 0.8369
Epoch 128/500
113/113 [==============================] - 0s 850us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 129/500
113/113 [==============================] - 0s 879us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 130/500
113/113 [==============================] - 0s 963us/step - loss: 0.4012 - accuracy: 0.8371
Epoch 131/500
113/113 [==============================] - 0s 900us/step - loss: 0.4008 - accuracy: 0.8371
Epoch 132/500
113/113 [==============================] - 0s 855us/step - loss: 0.4008 - accuracy: 0.8361
Epoch 133/500
113/113 [==============================] - 0s 837us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 134/500
113/113 [==============================] - 0s 875us/step - loss: 0.4007 - accuracy: 0.8379
Epoch 135/500
113/113 [==============================] - 0s 854us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 136/500
113/113 [==============================] - 0s 943us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 137/500
113/113 [==============================] - 0s 841us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 138/500
113/113 [==============================] - 0s 847us/step - loss: 0.4007 - accuracy: 0.8372
Epoch 139/500
113/113 [==============================] - 0s 879us/step - loss: 0.4006 - accuracy: 0.8376
Epoch 140/500
113/113 [==============================] - 0s 845us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 141/500
113/113 [==============================] - 0s 903us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 142/500
113/113 [==============================] - 0s 846us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 143/500
113/113 [==============================] - 0s 838us/step - loss: 0.4004 - accuracy: 0.8372
Epoch 144/500
113/113 [==============================] - 0s 919us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 145/500
113/113 [==============================] - 0s 838us/step - loss: 0.4003 - accuracy: 0.8375
Epoch 146/500
113/113 [==============================] - 0s 913us/step - loss: 0.4000 - accuracy: 0.8372
Epoch 147/500
113/113 [==============================] - 0s 834us/step - loss: 0.4001 - accuracy: 0.8383
Epoch 148/500
113/113 [==============================] - 0s 882us/step - loss: 0.4001 - accuracy: 0.8378
Epoch 149/500
113/113 [==============================] - 0s 864us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 150/500
113/113 [==============================] - 0s 835us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 151/500
113/113 [==============================] - 0s 887us/step - loss: 0.3997 - accuracy: 0.8369
Epoch 152/500
113/113 [==============================] - 0s 849us/step - loss: 0.3999 - accuracy: 0.8367
Epoch 153/500
113/113 [==============================] - 0s 850us/step - loss: 0.3997 - accuracy: 0.8363
Epoch 154/500
113/113 [==============================] - 0s 901us/step - loss: 0.3994 - accuracy: 0.8381
Epoch 155/500
113/113 [==============================] - 0s 860us/step - loss: 0.3997 - accuracy: 0.8381
Epoch 156/500
113/113 [==============================] - 0s 950us/step - loss: 0.3997 - accuracy: 0.8367
Epoch 157/500
113/113 [==============================] - 0s 868us/step - loss: 0.3995 - accuracy: 0.8372
Epoch 158/500
113/113 [==============================] - 0s 856us/step - loss: 0.3993 - accuracy: 0.8368
Epoch 159/500
113/113 [==============================] - 0s 876us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 160/500
113/113 [==============================] - 0s 851us/step - loss: 0.3994 - accuracy: 0.8372
Epoch 161/500
113/113 [==============================] - 0s 884us/step - loss: 0.3990 - accuracy: 0.8361
Epoch 162/500
113/113 [==============================] - 0s 848us/step - loss: 0.3990 - accuracy: 0.8371
Epoch 163/500
113/113 [==============================] - 0s 866us/step - loss: 0.3991 - accuracy: 0.8371
Epoch 164/500
113/113 [==============================] - 0s 885us/step - loss: 0.3990 - accuracy: 0.8363
Epoch 165/500
113/113 [==============================] - 0s 849us/step - loss: 0.3991 - accuracy: 0.8382
Epoch 166/500
113/113 [==============================] - 0s 963us/step - loss: 0.3990 - accuracy: 0.8374
Epoch 167/500
113/113 [==============================] - 0s 876us/step - loss: 0.3988 - accuracy: 0.8381
Epoch 168/500
113/113 [==============================] - 0s 929us/step - loss: 0.3988 - accuracy: 0.8382
Epoch 169/500
113/113 [==============================] - 0s 840us/step - loss: 0.3980 - accuracy: 0.8376
Epoch 170/500
113/113 [==============================] - 0s 849us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 171/500
113/113 [==============================] - 0s 888us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 172/500
113/113 [==============================] - 0s 859us/step - loss: 0.3985 - accuracy: 0.8375
Epoch 173/500
113/113 [==============================] - 0s 879us/step - loss: 0.3984 - accuracy: 0.8371
Epoch 174/500
113/113 [==============================] - 0s 855us/step - loss: 0.3983 - accuracy: 0.8385
Epoch 175/500
113/113 [==============================] - 0s 859us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 176/500
113/113 [==============================] - 0s 978us/step - loss: 0.3979 - accuracy: 0.8381
Epoch 177/500
113/113 [==============================] - 0s 850us/step - loss: 0.3981 - accuracy: 0.8379
Epoch 178/500
113/113 [==============================] - 0s 864us/step - loss: 0.3977 - accuracy: 0.8379
Epoch 179/500
113/113 [==============================] - 0s 865us/step - loss: 0.3978 - accuracy: 0.8371
Epoch 180/500
113/113 [==============================] - 0s 856us/step - loss: 0.3976 - accuracy: 0.8372
Epoch 181/500
113/113 [==============================] - 0s 901us/step - loss: 0.3974 - accuracy: 0.8371
Epoch 182/500
113/113 [==============================] - 0s 860us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 183/500
113/113 [==============================] - 0s 867us/step - loss: 0.3973 - accuracy: 0.8375
Epoch 184/500
113/113 [==============================] - 0s 851us/step - loss: 0.3974 - accuracy: 0.8374
Epoch 185/500
113/113 [==============================] - 0s 909us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 186/500
113/113 [==============================] - 0s 908us/step - loss: 0.3970 - accuracy: 0.8381
Epoch 187/500
113/113 [==============================] - 0s 847us/step - loss: 0.3969 - accuracy: 0.8378
Epoch 188/500
113/113 [==============================] - 0s 879us/step - loss: 0.3972 - accuracy: 0.8389
Epoch 189/500
113/113 [==============================] - 0s 851us/step - loss: 0.3969 - accuracy: 0.8379
Epoch 190/500
113/113 [==============================] - 0s 856us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 191/500
113/113 [==============================] - 0s 912us/step - loss: 0.3968 - accuracy: 0.8378
Epoch 192/500
113/113 [==============================] - 0s 839us/step - loss: 0.3967 - accuracy: 0.8383
Epoch 193/500
113/113 [==============================] - 0s 873us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 194/500
113/113 [==============================] - 0s 851us/step - loss: 0.3967 - accuracy: 0.8379
Epoch 195/500
113/113 [==============================] - 0s 854us/step - loss: 0.3965 - accuracy: 0.8374
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8386
Epoch 197/500
113/113 [==============================] - 0s 846us/step - loss: 0.3962 - accuracy: 0.8376
Epoch 198/500
113/113 [==============================] - 0s 864us/step - loss: 0.3962 - accuracy: 0.8376
Epoch 199/500
113/113 [==============================] - 0s 849us/step - loss: 0.3960 - accuracy: 0.8379
Epoch 200/500
113/113 [==============================] - 0s 862us/step - loss: 0.3963 - accuracy: 0.8376
Epoch 201/500
113/113 [==============================] - 0s 875us/step - loss: 0.3958 - accuracy: 0.8374
Epoch 202/500
113/113 [==============================] - 0s 934us/step - loss: 0.3960 - accuracy: 0.8382
Epoch 203/500
113/113 [==============================] - 0s 896us/step - loss: 0.3961 - accuracy: 0.8385
Epoch 204/500
113/113 [==============================] - 0s 839us/step - loss: 0.3958 - accuracy: 0.8375
Epoch 205/500
113/113 [==============================] - 0s 863us/step - loss: 0.3958 - accuracy: 0.8390
Epoch 206/500
113/113 [==============================] - 0s 878us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 207/500
113/113 [==============================] - 0s 871us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 208/500
113/113 [==============================] - 0s 900us/step - loss: 0.3955 - accuracy: 0.8390
Epoch 209/500
113/113 [==============================] - 0s 840us/step - loss: 0.3954 - accuracy: 0.8379
Epoch 210/500
113/113 [==============================] - 0s 872us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 211/500
113/113 [==============================] - 0s 871us/step - loss: 0.3955 - accuracy: 0.8388
Epoch 212/500
113/113 [==============================] - 0s 861us/step - loss: 0.3953 - accuracy: 0.8381
Epoch 213/500
113/113 [==============================] - 0s 872us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 214/500
113/113 [==============================] - 0s 877us/step - loss: 0.3953 - accuracy: 0.8393
Epoch 215/500
113/113 [==============================] - 0s 865us/step - loss: 0.3952 - accuracy: 0.8379
Epoch 216/500
113/113 [==============================] - 0s 871us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 217/500
113/113 [==============================] - 0s 880us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 218/500
113/113 [==============================] - 0s 871us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 219/500
113/113 [==============================] - 0s 839us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 220/500
113/113 [==============================] - 0s 882us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 221/500
113/113 [==============================] - 0s 857us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 222/500
113/113 [==============================] - 0s 837us/step - loss: 0.3949 - accuracy: 0.8388
Epoch 223/500
113/113 [==============================] - 0s 880us/step - loss: 0.3948 - accuracy: 0.8381
Epoch 224/500
113/113 [==============================] - 0s 881us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 225/500
113/113 [==============================] - 0s 874us/step - loss: 0.3948 - accuracy: 0.8376
Epoch 226/500
113/113 [==============================] - 0s 890us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 227/500
113/113 [==============================] - 0s 845us/step - loss: 0.3946 - accuracy: 0.8389
Epoch 228/500
113/113 [==============================] - 0s 866us/step - loss: 0.3947 - accuracy: 0.8382
Epoch 229/500
113/113 [==============================] - 0s 853us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 230/500
113/113 [==============================] - 0s 889us/step - loss: 0.3946 - accuracy: 0.8390
Epoch 231/500
113/113 [==============================] - 0s 855us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 232/500
113/113 [==============================] - 0s 857us/step - loss: 0.3946 - accuracy: 0.8396
Epoch 233/500
113/113 [==============================] - 0s 880us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 234/500
113/113 [==============================] - 0s 854us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 235/500
113/113 [==============================] - 0s 982us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 236/500
113/113 [==============================] - 0s 837us/step - loss: 0.3943 - accuracy: 0.8399
Epoch 237/500
113/113 [==============================] - 0s 848us/step - loss: 0.3941 - accuracy: 0.8399
Epoch 238/500
113/113 [==============================] - 0s 868us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 239/500
113/113 [==============================] - 0s 860us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 240/500
113/113 [==============================] - 0s 898us/step - loss: 0.3942 - accuracy: 0.8400
Epoch 241/500
113/113 [==============================] - 0s 846us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 242/500
113/113 [==============================] - 0s 830us/step - loss: 0.3941 - accuracy: 0.8407
Epoch 243/500
113/113 [==============================] - 0s 874us/step - loss: 0.3941 - accuracy: 0.8396
Epoch 244/500
113/113 [==============================] - 0s 837us/step - loss: 0.3942 - accuracy: 0.8399
Epoch 245/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3939 - accuracy: 0.8388
Epoch 246/500
113/113 [==============================] - 0s 853us/step - loss: 0.3939 - accuracy: 0.8397
Epoch 247/500
113/113 [==============================] - 0s 883us/step - loss: 0.3941 - accuracy: 0.8393
Epoch 248/500
113/113 [==============================] - 0s 850us/step - loss: 0.3938 - accuracy: 0.8401
Epoch 249/500
113/113 [==============================] - 0s 852us/step - loss: 0.3941 - accuracy: 0.8400
Epoch 250/500
113/113 [==============================] - 0s 902us/step - loss: 0.3937 - accuracy: 0.8392
Epoch 251/500
113/113 [==============================] - 0s 829us/step - loss: 0.3941 - accuracy: 0.8389
Epoch 252/500
113/113 [==============================] - 0s 879us/step - loss: 0.3939 - accuracy: 0.8389
Epoch 253/500
113/113 [==============================] - 0s 856us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 254/500
113/113 [==============================] - 0s 952us/step - loss: 0.3939 - accuracy: 0.8396
Epoch 255/500
113/113 [==============================] - 0s 885us/step - loss: 0.3938 - accuracy: 0.8385
Epoch 256/500
113/113 [==============================] - 0s 850us/step - loss: 0.3939 - accuracy: 0.8390
Epoch 257/500
113/113 [==============================] - 0s 880us/step - loss: 0.3938 - accuracy: 0.8390
Epoch 258/500
113/113 [==============================] - 0s 844us/step - loss: 0.3938 - accuracy: 0.8389
Epoch 259/500
113/113 [==============================] - 0s 847us/step - loss: 0.3938 - accuracy: 0.8403
Epoch 260/500
113/113 [==============================] - 0s 882us/step - loss: 0.3937 - accuracy: 0.8394
Epoch 261/500
113/113 [==============================] - 0s 853us/step - loss: 0.3934 - accuracy: 0.8388
Epoch 262/500
113/113 [==============================] - 0s 895us/step - loss: 0.3937 - accuracy: 0.8388
Epoch 263/500
113/113 [==============================] - 0s 834us/step - loss: 0.3938 - accuracy: 0.8393
Epoch 264/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3936 - accuracy: 0.8399
Epoch 265/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8399
Epoch 266/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3938 - accuracy: 0.8394
Epoch 267/500
113/113 [==============================] - 0s 862us/step - loss: 0.3937 - accuracy: 0.8393
Epoch 268/500
113/113 [==============================] - 0s 877us/step - loss: 0.3934 - accuracy: 0.8401
Epoch 269/500
113/113 [==============================] - 0s 871us/step - loss: 0.3935 - accuracy: 0.8399
Epoch 270/500
113/113 [==============================] - 0s 851us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 271/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3935 - accuracy: 0.8383
Epoch 272/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3934 - accuracy: 0.8404
Epoch 273/500
113/113 [==============================] - 0s 996us/step - loss: 0.3936 - accuracy: 0.8392
Epoch 274/500
113/113 [==============================] - 0s 998us/step - loss: 0.3933 - accuracy: 0.8400
Epoch 275/500
113/113 [==============================] - 0s 988us/step - loss: 0.3936 - accuracy: 0.8394
Epoch 276/500
113/113 [==============================] - 0s 853us/step - loss: 0.3934 - accuracy: 0.8400
Epoch 277/500
113/113 [==============================] - 0s 914us/step - loss: 0.3937 - accuracy: 0.8393
Epoch 278/500
113/113 [==============================] - 0s 838us/step - loss: 0.3935 - accuracy: 0.8396
Epoch 279/500
113/113 [==============================] - 0s 834us/step - loss: 0.3935 - accuracy: 0.8386
Epoch 280/500
113/113 [==============================] - 0s 848us/step - loss: 0.3934 - accuracy: 0.8396
Epoch 281/500
113/113 [==============================] - 0s 899us/step - loss: 0.3935 - accuracy: 0.8394
Epoch 282/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3936 - accuracy: 0.8400
Epoch 283/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8383
Epoch 284/500
113/113 [==============================] - 0s 981us/step - loss: 0.3934 - accuracy: 0.8399
Epoch 285/500
113/113 [==============================] - 0s 988us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 286/500
113/113 [==============================] - 0s 962us/step - loss: 0.3935 - accuracy: 0.8397
Epoch 287/500
113/113 [==============================] - 0s 978us/step - loss: 0.3934 - accuracy: 0.8393
Epoch 288/500
113/113 [==============================] - 0s 963us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 289/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3932 - accuracy: 0.8403
Epoch 290/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3933 - accuracy: 0.8397
Epoch 291/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3931 - accuracy: 0.8397
Epoch 292/500
113/113 [==============================] - 0s 883us/step - loss: 0.3933 - accuracy: 0.8393
Epoch 293/500
113/113 [==============================] - 0s 914us/step - loss: 0.3934 - accuracy: 0.8401
Epoch 294/500
113/113 [==============================] - 0s 995us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 295/500
113/113 [==============================] - 0s 868us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 296/500
113/113 [==============================] - 0s 939us/step - loss: 0.3932 - accuracy: 0.8397
Epoch 297/500
113/113 [==============================] - 0s 867us/step - loss: 0.3930 - accuracy: 0.8397
Epoch 298/500
113/113 [==============================] - 0s 904us/step - loss: 0.3933 - accuracy: 0.8396
Epoch 299/500
113/113 [==============================] - 0s 882us/step - loss: 0.3933 - accuracy: 0.8385
Epoch 300/500
113/113 [==============================] - 0s 859us/step - loss: 0.3929 - accuracy: 0.8400
Epoch 301/500
113/113 [==============================] - 0s 951us/step - loss: 0.3931 - accuracy: 0.8390
Epoch 302/500
113/113 [==============================] - 0s 846us/step - loss: 0.3925 - accuracy: 0.8389
Epoch 303/500
113/113 [==============================] - 0s 881us/step - loss: 0.3931 - accuracy: 0.8400
Epoch 304/500
113/113 [==============================] - 0s 850us/step - loss: 0.3931 - accuracy: 0.8394
Epoch 305/500
113/113 [==============================] - 0s 864us/step - loss: 0.3929 - accuracy: 0.8386
Epoch 306/500
113/113 [==============================] - 0s 880us/step - loss: 0.3932 - accuracy: 0.8389
Epoch 307/500
113/113 [==============================] - 0s 833us/step - loss: 0.3929 - accuracy: 0.8403
Epoch 308/500
113/113 [==============================] - 0s 897us/step - loss: 0.3931 - accuracy: 0.8393
Epoch 309/500
113/113 [==============================] - 0s 905us/step - loss: 0.3930 - accuracy: 0.8399
Epoch 310/500
113/113 [==============================] - 0s 849us/step - loss: 0.3931 - accuracy: 0.8397
Epoch 311/500
113/113 [==============================] - 0s 879us/step - loss: 0.3928 - accuracy: 0.8397
Epoch 312/500
113/113 [==============================] - 0s 862us/step - loss: 0.3928 - accuracy: 0.8404
Epoch 313/500
113/113 [==============================] - 0s 874us/step - loss: 0.3928 - accuracy: 0.8400
Epoch 314/500
113/113 [==============================] - 0s 854us/step - loss: 0.3928 - accuracy: 0.8392
Epoch 315/500
113/113 [==============================] - 0s 867us/step - loss: 0.3929 - accuracy: 0.8390
Epoch 316/500
113/113 [==============================] - 0s 878us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 317/500
113/113 [==============================] - 0s 851us/step - loss: 0.3927 - accuracy: 0.8396
Epoch 318/500
113/113 [==============================] - 0s 909us/step - loss: 0.3928 - accuracy: 0.8394
Epoch 319/500
113/113 [==============================] - 0s 837us/step - loss: 0.3926 - accuracy: 0.8396
Epoch 320/500
113/113 [==============================] - 0s 858us/step - loss: 0.3932 - accuracy: 0.8394
Epoch 321/500
113/113 [==============================] - 0s 911us/step - loss: 0.3928 - accuracy: 0.8385
Epoch 322/500
113/113 [==============================] - 0s 842us/step - loss: 0.3927 - accuracy: 0.8396
Epoch 323/500
113/113 [==============================] - 0s 874us/step - loss: 0.3925 - accuracy: 0.8401
Epoch 324/500
113/113 [==============================] - 0s 859us/step - loss: 0.3928 - accuracy: 0.8399
Epoch 325/500
113/113 [==============================] - 0s 868us/step - loss: 0.3925 - accuracy: 0.8397
Epoch 326/500
113/113 [==============================] - 0s 873us/step - loss: 0.3927 - accuracy: 0.8392
Epoch 327/500
113/113 [==============================] - 0s 845us/step - loss: 0.3927 - accuracy: 0.8394
Epoch 328/500
113/113 [==============================] - 0s 877us/step - loss: 0.3927 - accuracy: 0.8399
Epoch 329/500
113/113 [==============================] - 0s 917us/step - loss: 0.3925 - accuracy: 0.8396
Epoch 330/500
113/113 [==============================] - 0s 900us/step - loss: 0.3928 - accuracy: 0.8393
Epoch 331/500
113/113 [==============================] - 0s 833us/step - loss: 0.3927 - accuracy: 0.8403
Epoch 332/500
113/113 [==============================] - 0s 843us/step - loss: 0.3927 - accuracy: 0.8392
Epoch 333/500
113/113 [==============================] - 0s 865us/step - loss: 0.3922 - accuracy: 0.8411
Epoch 334/500
113/113 [==============================] - 0s 837us/step - loss: 0.3927 - accuracy: 0.8400
Epoch 335/500
113/113 [==============================] - ETA: 0s - loss: 0.3928 - accuracy: 0.84 - 0s 898us/step - loss: 0.3928 - accuracy: 0.8401
Epoch 336/500
113/113 [==============================] - 0s 850us/step - loss: 0.3924 - accuracy: 0.8403
Epoch 337/500
113/113 [==============================] - 0s 840us/step - loss: 0.3925 - accuracy: 0.8389
Epoch 338/500
113/113 [==============================] - 0s 912us/step - loss: 0.3925 - accuracy: 0.8399
Epoch 339/500
113/113 [==============================] - 0s 850us/step - loss: 0.3925 - accuracy: 0.8394
Epoch 340/500
113/113 [==============================] - 0s 891us/step - loss: 0.3927 - accuracy: 0.8393
Epoch 341/500
113/113 [==============================] - 0s 845us/step - loss: 0.3924 - accuracy: 0.8400
Epoch 342/500
113/113 [==============================] - 0s 845us/step - loss: 0.3923 - accuracy: 0.8397
Epoch 343/500
113/113 [==============================] - 0s 881us/step - loss: 0.3925 - accuracy: 0.8399
Epoch 344/500
113/113 [==============================] - 0s 850us/step - loss: 0.3925 - accuracy: 0.8399
Epoch 345/500
113/113 [==============================] - 0s 944us/step - loss: 0.3928 - accuracy: 0.8388
Epoch 346/500
113/113 [==============================] - 0s 848us/step - loss: 0.3924 - accuracy: 0.8394
Epoch 347/500
113/113 [==============================] - 0s 852us/step - loss: 0.3924 - accuracy: 0.8389
Epoch 348/500
113/113 [==============================] - 0s 918us/step - loss: 0.3923 - accuracy: 0.8401
Epoch 349/500
113/113 [==============================] - 0s 912us/step - loss: 0.3924 - accuracy: 0.8393
Epoch 350/500
113/113 [==============================] - 0s 962us/step - loss: 0.3922 - accuracy: 0.8399
Epoch 351/500
113/113 [==============================] - 0s 897us/step - loss: 0.3921 - accuracy: 0.8394
Epoch 352/500
113/113 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8393
Epoch 353/500
113/113 [==============================] - 0s 871us/step - loss: 0.3919 - accuracy: 0.8399
Epoch 354/500
113/113 [==============================] - 0s 882us/step - loss: 0.3920 - accuracy: 0.8393
Epoch 355/500
113/113 [==============================] - 0s 884us/step - loss: 0.3918 - accuracy: 0.8406
Epoch 356/500
113/113 [==============================] - 0s 839us/step - loss: 0.3916 - accuracy: 0.8396
Epoch 357/500
113/113 [==============================] - 0s 855us/step - loss: 0.3916 - accuracy: 0.8397
Epoch 358/500
113/113 [==============================] - 0s 950us/step - loss: 0.3910 - accuracy: 0.8396
Epoch 359/500
113/113 [==============================] - 0s 870us/step - loss: 0.3907 - accuracy: 0.8404
Epoch 360/500
113/113 [==============================] - 0s 935us/step - loss: 0.3914 - accuracy: 0.8400
Epoch 361/500
113/113 [==============================] - 0s 838us/step - loss: 0.3911 - accuracy: 0.8404
Epoch 362/500
113/113 [==============================] - 0s 867us/step - loss: 0.3910 - accuracy: 0.8403
Epoch 363/500
113/113 [==============================] - 0s 845us/step - loss: 0.3910 - accuracy: 0.8401
Epoch 364/500
113/113 [==============================] - 0s 864us/step - loss: 0.3908 - accuracy: 0.8396
Epoch 365/500
113/113 [==============================] - 0s 876us/step - loss: 0.3910 - accuracy: 0.8397
Epoch 366/500
113/113 [==============================] - 0s 852us/step - loss: 0.3910 - accuracy: 0.8407
Epoch 367/500
113/113 [==============================] - 0s 882us/step - loss: 0.3903 - accuracy: 0.8396
Epoch 368/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3908 - accuracy: 0.8397
Epoch 369/500
113/113 [==============================] - 0s 899us/step - loss: 0.3910 - accuracy: 0.8411
Epoch 370/500
113/113 [==============================] - 0s 846us/step - loss: 0.3907 - accuracy: 0.8394
Epoch 371/500
113/113 [==============================] - 0s 842us/step - loss: 0.3907 - accuracy: 0.8407
Epoch 372/500
113/113 [==============================] - 0s 863us/step - loss: 0.3908 - accuracy: 0.8400
Epoch 373/500
113/113 [==============================] - 0s 849us/step - loss: 0.3905 - accuracy: 0.8408
Epoch 374/500
113/113 [==============================] - 0s 925us/step - loss: 0.3904 - accuracy: 0.8407
Epoch 375/500
113/113 [==============================] - 0s 847us/step - loss: 0.3903 - accuracy: 0.8406
Epoch 376/500
113/113 [==============================] - 0s 839us/step - loss: 0.3904 - accuracy: 0.8417
Epoch 377/500
113/113 [==============================] - 0s 916us/step - loss: 0.3903 - accuracy: 0.8406
Epoch 378/500
113/113 [==============================] - 0s 846us/step - loss: 0.3902 - accuracy: 0.8410
Epoch 379/500
113/113 [==============================] - 0s 910us/step - loss: 0.3904 - accuracy: 0.8408
Epoch 380/500
113/113 [==============================] - 0s 834us/step - loss: 0.3899 - accuracy: 0.8424
Epoch 381/500
113/113 [==============================] - 0s 853us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 382/500
113/113 [==============================] - 0s 876us/step - loss: 0.3903 - accuracy: 0.8406
Epoch 383/500
113/113 [==============================] - 0s 854us/step - loss: 0.3898 - accuracy: 0.8418
Epoch 384/500
113/113 [==============================] - 0s 929us/step - loss: 0.3898 - accuracy: 0.8425
Epoch 385/500
113/113 [==============================] - 0s 842us/step - loss: 0.3896 - accuracy: 0.8421
Epoch 386/500
113/113 [==============================] - 0s 835us/step - loss: 0.3895 - accuracy: 0.8431
Epoch 387/500
113/113 [==============================] - 0s 950us/step - loss: 0.3894 - accuracy: 0.8426
Epoch 388/500
113/113 [==============================] - 0s 858us/step - loss: 0.3892 - accuracy: 0.8408
Epoch 389/500
113/113 [==============================] - 0s 911us/step - loss: 0.3887 - accuracy: 0.8440
Epoch 390/500
113/113 [==============================] - 0s 837us/step - loss: 0.3881 - accuracy: 0.8421
Epoch 391/500
113/113 [==============================] - 0s 842us/step - loss: 0.3870 - accuracy: 0.8426
Epoch 392/500
113/113 [==============================] - 0s 888us/step - loss: 0.3864 - accuracy: 0.8435
Epoch 393/500
113/113 [==============================] - 0s 859us/step - loss: 0.3856 - accuracy: 0.8439
Epoch 394/500
113/113 [==============================] - 0s 878us/step - loss: 0.3850 - accuracy: 0.8440
Epoch 395/500
113/113 [==============================] - 0s 874us/step - loss: 0.3847 - accuracy: 0.8443
Epoch 396/500
113/113 [==============================] - 0s 839us/step - loss: 0.3830 - accuracy: 0.8456
Epoch 397/500
113/113 [==============================] - 0s 932us/step - loss: 0.3815 - accuracy: 0.8460
Epoch 398/500
113/113 [==============================] - 0s 850us/step - loss: 0.3782 - accuracy: 0.8483
Epoch 399/500
113/113 [==============================] - 0s 965us/step - loss: 0.3738 - accuracy: 0.8500
Epoch 400/500
113/113 [==============================] - 0s 865us/step - loss: 0.3705 - accuracy: 0.8512
Epoch 401/500
113/113 [==============================] - 0s 845us/step - loss: 0.3671 - accuracy: 0.8526
Epoch 402/500
113/113 [==============================] - 0s 882us/step - loss: 0.3645 - accuracy: 0.8528
Epoch 403/500
113/113 [==============================] - 0s 874us/step - loss: 0.3623 - accuracy: 0.8524
Epoch 404/500
113/113 [==============================] - 0s 886us/step - loss: 0.3603 - accuracy: 0.8539
Epoch 405/500
113/113 [==============================] - 0s 841us/step - loss: 0.3578 - accuracy: 0.8542
Epoch 406/500
113/113 [==============================] - 0s 849us/step - loss: 0.3554 - accuracy: 0.8539
Epoch 407/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3531 - accuracy: 0.8546
Epoch 408/500
113/113 [==============================] - 0s 877us/step - loss: 0.3508 - accuracy: 0.8568
Epoch 409/500
113/113 [==============================] - 0s 880us/step - loss: 0.3501 - accuracy: 0.8560
Epoch 410/500
113/113 [==============================] - 0s 846us/step - loss: 0.3486 - accuracy: 0.8575
Epoch 411/500
113/113 [==============================] - 0s 894us/step - loss: 0.3479 - accuracy: 0.8576
Epoch 412/500
113/113 [==============================] - 0s 842us/step - loss: 0.3474 - accuracy: 0.8574
Epoch 413/500
113/113 [==============================] - 0s 839us/step - loss: 0.3473 - accuracy: 0.8589
Epoch 414/500
113/113 [==============================] - 0s 879us/step - loss: 0.3471 - accuracy: 0.8572
Epoch 415/500
113/113 [==============================] - 0s 849us/step - loss: 0.3470 - accuracy: 0.8585
Epoch 416/500
113/113 [==============================] - 0s 888us/step - loss: 0.3468 - accuracy: 0.8574
Epoch 417/500
113/113 [==============================] - 0s 846us/step - loss: 0.3465 - accuracy: 0.8589
Epoch 418/500
113/113 [==============================] - 0s 844us/step - loss: 0.3466 - accuracy: 0.8581
Epoch 419/500
113/113 [==============================] - 0s 884us/step - loss: 0.3464 - accuracy: 0.8589
Epoch 420/500
113/113 [==============================] - 0s 915us/step - loss: 0.3462 - accuracy: 0.8575
Epoch 421/500
113/113 [==============================] - 0s 939us/step - loss: 0.3461 - accuracy: 0.8592
Epoch 422/500
113/113 [==============================] - 0s 840us/step - loss: 0.3458 - accuracy: 0.8585
Epoch 423/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3458 - accuracy: 0.8581
Epoch 424/500
113/113 [==============================] - 0s 847us/step - loss: 0.3459 - accuracy: 0.8585
Epoch 425/500
113/113 [==============================] - 0s 836us/step - loss: 0.3458 - accuracy: 0.8585
Epoch 426/500
113/113 [==============================] - 0s 873us/step - loss: 0.3455 - accuracy: 0.8583
Epoch 427/500
113/113 [==============================] - 0s 855us/step - loss: 0.3453 - accuracy: 0.8597
Epoch 428/500
113/113 [==============================] - 0s 906us/step - loss: 0.3454 - accuracy: 0.8581
Epoch 429/500
113/113 [==============================] - 0s 842us/step - loss: 0.3456 - accuracy: 0.8586
Epoch 430/500
113/113 [==============================] - 0s 835us/step - loss: 0.3453 - accuracy: 0.8575
Epoch 431/500
113/113 [==============================] - 0s 877us/step - loss: 0.3452 - accuracy: 0.8603
Epoch 432/500
113/113 [==============================] - 0s 838us/step - loss: 0.3454 - accuracy: 0.8592
Epoch 433/500
113/113 [==============================] - 0s 900us/step - loss: 0.3452 - accuracy: 0.8586
Epoch 434/500
113/113 [==============================] - 0s 848us/step - loss: 0.3451 - accuracy: 0.8589
Epoch 435/500
113/113 [==============================] - 0s 848us/step - loss: 0.3450 - accuracy: 0.8587
Epoch 436/500
113/113 [==============================] - 0s 928us/step - loss: 0.3450 - accuracy: 0.8596
Epoch 437/500
113/113 [==============================] - 0s 847us/step - loss: 0.3450 - accuracy: 0.8592
Epoch 438/500
113/113 [==============================] - 0s 923us/step - loss: 0.3449 - accuracy: 0.8582
Epoch 439/500
113/113 [==============================] - 0s 852us/step - loss: 0.3448 - accuracy: 0.8601
Epoch 440/500
113/113 [==============================] - 0s 843us/step - loss: 0.3445 - accuracy: 0.8590
Epoch 441/500
113/113 [==============================] - 0s 894us/step - loss: 0.3447 - accuracy: 0.8590
Epoch 442/500
113/113 [==============================] - 0s 856us/step - loss: 0.3445 - accuracy: 0.8597
Epoch 443/500
113/113 [==============================] - 0s 885us/step - loss: 0.3444 - accuracy: 0.8592
Epoch 444/500
113/113 [==============================] - 0s 851us/step - loss: 0.3445 - accuracy: 0.8600
Epoch 445/500
113/113 [==============================] - 0s 842us/step - loss: 0.3443 - accuracy: 0.8594
Epoch 446/500
113/113 [==============================] - 0s 916us/step - loss: 0.3446 - accuracy: 0.8586
Epoch 447/500
113/113 [==============================] - 0s 839us/step - loss: 0.3444 - accuracy: 0.8586
Epoch 448/500
113/113 [==============================] - 0s 919us/step - loss: 0.3447 - accuracy: 0.8610
Epoch 449/500
113/113 [==============================] - 0s 835us/step - loss: 0.3443 - accuracy: 0.8599
Epoch 450/500
113/113 [==============================] - 0s 842us/step - loss: 0.3443 - accuracy: 0.8596
Epoch 451/500
113/113 [==============================] - 0s 875us/step - loss: 0.3442 - accuracy: 0.8604
Epoch 452/500
113/113 [==============================] - 0s 856us/step - loss: 0.3442 - accuracy: 0.8596
Epoch 453/500
113/113 [==============================] - 0s 928us/step - loss: 0.3444 - accuracy: 0.8594
Epoch 454/500
113/113 [==============================] - 0s 843us/step - loss: 0.3438 - accuracy: 0.8615
Epoch 455/500
113/113 [==============================] - 0s 836us/step - loss: 0.3440 - accuracy: 0.8611
Epoch 456/500
113/113 [==============================] - 0s 938us/step - loss: 0.3440 - accuracy: 0.8604
Epoch 457/500
113/113 [==============================] - 0s 846us/step - loss: 0.3438 - accuracy: 0.8587
Epoch 458/500
113/113 [==============================] - 0s 948us/step - loss: 0.3440 - accuracy: 0.8604
Epoch 459/500
113/113 [==============================] - 0s 831us/step - loss: 0.3441 - accuracy: 0.8607
Epoch 460/500
113/113 [==============================] - 0s 837us/step - loss: 0.3439 - accuracy: 0.8599
Epoch 461/500
113/113 [==============================] - 0s 872us/step - loss: 0.3440 - accuracy: 0.8603
Epoch 462/500
113/113 [==============================] - 0s 853us/step - loss: 0.3438 - accuracy: 0.8607
Epoch 463/500
113/113 [==============================] - 0s 918us/step - loss: 0.3439 - accuracy: 0.8600
Epoch 464/500
113/113 [==============================] - 0s 843us/step - loss: 0.3439 - accuracy: 0.8614
Epoch 465/500
113/113 [==============================] - 0s 833us/step - loss: 0.3438 - accuracy: 0.8617
Epoch 466/500
113/113 [==============================] - 0s 948us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 467/500
113/113 [==============================] - 0s 839us/step - loss: 0.3439 - accuracy: 0.8612
Epoch 468/500
113/113 [==============================] - 0s 885us/step - loss: 0.3438 - accuracy: 0.8596
Epoch 469/500
113/113 [==============================] - 0s 849us/step - loss: 0.3437 - accuracy: 0.8614
Epoch 470/500
113/113 [==============================] - 0s 844us/step - loss: 0.3436 - accuracy: 0.8610
Epoch 471/500
113/113 [==============================] - 0s 884us/step - loss: 0.3434 - accuracy: 0.8617
Epoch 472/500
113/113 [==============================] - 0s 872us/step - loss: 0.3435 - accuracy: 0.8607
Epoch 473/500
113/113 [==============================] - 0s 902us/step - loss: 0.3434 - accuracy: 0.8612
Epoch 474/500
113/113 [==============================] - 0s 839us/step - loss: 0.3433 - accuracy: 0.8607
Epoch 475/500
113/113 [==============================] - 0s 835us/step - loss: 0.3434 - accuracy: 0.8606
Epoch 476/500
113/113 [==============================] - 0s 928us/step - loss: 0.3434 - accuracy: 0.8610
Epoch 477/500
113/113 [==============================] - 0s 841us/step - loss: 0.3434 - accuracy: 0.8615
Epoch 478/500
113/113 [==============================] - 0s 878us/step - loss: 0.3433 - accuracy: 0.8603
Epoch 479/500
113/113 [==============================] - 0s 863us/step - loss: 0.3432 - accuracy: 0.8601
Epoch 480/500
113/113 [==============================] - 0s 860us/step - loss: 0.3432 - accuracy: 0.8604
Epoch 481/500
113/113 [==============================] - 0s 868us/step - loss: 0.3431 - accuracy: 0.8599
Epoch 482/500
113/113 [==============================] - 0s 848us/step - loss: 0.3427 - accuracy: 0.8625
Epoch 483/500
113/113 [==============================] - 0s 969us/step - loss: 0.3429 - accuracy: 0.8604
Epoch 484/500
113/113 [==============================] - 0s 857us/step - loss: 0.3429 - accuracy: 0.8611
Epoch 485/500
113/113 [==============================] - 0s 847us/step - loss: 0.3429 - accuracy: 0.8600
Epoch 486/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3430 - accuracy: 0.8608
Epoch 487/500
113/113 [==============================] - 0s 865us/step - loss: 0.3428 - accuracy: 0.8619
Epoch 488/500
113/113 [==============================] - 0s 872us/step - loss: 0.3429 - accuracy: 0.8603
Epoch 489/500
113/113 [==============================] - 0s 850us/step - loss: 0.3427 - accuracy: 0.8622
Epoch 490/500
113/113 [==============================] - 0s 882us/step - loss: 0.3427 - accuracy: 0.8618
Epoch 491/500
113/113 [==============================] - 0s 862us/step - loss: 0.3429 - accuracy: 0.8617
Epoch 492/500
113/113 [==============================] - 0s 947us/step - loss: 0.3424 - accuracy: 0.8621
Epoch 493/500
113/113 [==============================] - 0s 861us/step - loss: 0.3426 - accuracy: 0.8615
Epoch 494/500
113/113 [==============================] - 0s 835us/step - loss: 0.3426 - accuracy: 0.8608
Epoch 495/500
113/113 [==============================] - 0s 889us/step - loss: 0.3426 - accuracy: 0.8606
Epoch 496/500
113/113 [==============================] - 0s 842us/step - loss: 0.3424 - accuracy: 0.8615
Epoch 497/500
113/113 [==============================] - 0s 861us/step - loss: 0.3427 - accuracy: 0.8622
Epoch 498/500
113/113 [==============================] - 0s 920us/step - loss: 0.3424 - accuracy: 0.8629
Epoch 499/500
113/113 [==============================] - 0s 837us/step - loss: 0.3424 - accuracy: 0.8612
Epoch 500/500
113/113 [==============================] - 0s 862us/step - loss: 0.3425 - accuracy: 0.8617
Epoch 1/500
113/113 [==============================] - 0s 891us/step - loss: 0.6683 - accuracy: 0.7935
Epoch 2/500
113/113 [==============================] - 0s 1ms/step - loss: 0.6033 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 917us/step - loss: 0.5227 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 892us/step - loss: 0.4642 - accuracy: 0.7986
Epoch 5/500
113/113 [==============================] - 0s 937us/step - loss: 0.4402 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 926us/step - loss: 0.4300 - accuracy: 0.7994
Epoch 7/500
113/113 [==============================] - 0s 978us/step - loss: 0.4240 - accuracy: 0.8150
Epoch 8/500
113/113 [==============================] - 0s 978us/step - loss: 0.4191 - accuracy: 0.8250
Epoch 9/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4144 - accuracy: 0.8278
Epoch 10/500
113/113 [==============================] - 0s 933us/step - loss: 0.4096 - accuracy: 0.8333
Epoch 11/500
113/113 [==============================] - 0s 943us/step - loss: 0.4051 - accuracy: 0.8375
Epoch 12/500
113/113 [==============================] - 0s 968us/step - loss: 0.4006 - accuracy: 0.8406
Epoch 13/500
113/113 [==============================] - 0s 909us/step - loss: 0.3953 - accuracy: 0.8422
Epoch 14/500
113/113 [==============================] - 0s 948us/step - loss: 0.3901 - accuracy: 0.8431
Epoch 15/500
113/113 [==============================] - 0s 910us/step - loss: 0.3849 - accuracy: 0.8453
Epoch 16/500
113/113 [==============================] - 0s 982us/step - loss: 0.3794 - accuracy: 0.8482
Epoch 17/500
113/113 [==============================] - 0s 938us/step - loss: 0.3742 - accuracy: 0.8493
Epoch 18/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3696 - accuracy: 0.8518
Epoch 19/500
113/113 [==============================] - 0s 957us/step - loss: 0.3654 - accuracy: 0.8531
Epoch 20/500
113/113 [==============================] - 0s 937us/step - loss: 0.3611 - accuracy: 0.8537
Epoch 21/500
113/113 [==============================] - 0s 964us/step - loss: 0.3578 - accuracy: 0.8556
Epoch 22/500
113/113 [==============================] - 0s 926us/step - loss: 0.3551 - accuracy: 0.8578
Epoch 23/500
113/113 [==============================] - 0s 968us/step - loss: 0.3530 - accuracy: 0.8579
Epoch 24/500
113/113 [==============================] - 0s 912us/step - loss: 0.3511 - accuracy: 0.8583
Epoch 25/500
113/113 [==============================] - 0s 980us/step - loss: 0.3486 - accuracy: 0.8597
Epoch 26/500
113/113 [==============================] - 0s 930us/step - loss: 0.3473 - accuracy: 0.8596
Epoch 27/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3459 - accuracy: 0.8610
Epoch 28/500
113/113 [==============================] - 0s 934us/step - loss: 0.3450 - accuracy: 0.8604
Epoch 29/500
113/113 [==============================] - 0s 949us/step - loss: 0.3443 - accuracy: 0.8604
Epoch 30/500
113/113 [==============================] - 0s 954us/step - loss: 0.3437 - accuracy: 0.8614
Epoch 31/500
113/113 [==============================] - 0s 934us/step - loss: 0.3430 - accuracy: 0.8607
Epoch 32/500
113/113 [==============================] - 0s 966us/step - loss: 0.3427 - accuracy: 0.8611
Epoch 33/500
113/113 [==============================] - 0s 924us/step - loss: 0.3422 - accuracy: 0.8607
Epoch 34/500
113/113 [==============================] - 0s 985us/step - loss: 0.3423 - accuracy: 0.8618
Epoch 35/500
113/113 [==============================] - 0s 932us/step - loss: 0.3419 - accuracy: 0.8618
Epoch 36/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3417 - accuracy: 0.8612
Epoch 37/500
113/113 [==============================] - 0s 937us/step - loss: 0.3415 - accuracy: 0.8610
Epoch 38/500
113/113 [==============================] - 0s 931us/step - loss: 0.3412 - accuracy: 0.8603
Epoch 39/500
113/113 [==============================] - 0s 959us/step - loss: 0.3411 - accuracy: 0.8624
Epoch 40/500
113/113 [==============================] - 0s 916us/step - loss: 0.3410 - accuracy: 0.8601
Epoch 41/500
113/113 [==============================] - 0s 954us/step - loss: 0.3406 - accuracy: 0.8607
Epoch 42/500
113/113 [==============================] - 0s 935us/step - loss: 0.3406 - accuracy: 0.8619
Epoch 43/500
113/113 [==============================] - 0s 970us/step - loss: 0.3403 - accuracy: 0.8599
Epoch 44/500
113/113 [==============================] - 0s 983us/step - loss: 0.3402 - accuracy: 0.8619
Epoch 45/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3396 - accuracy: 0.8615
Epoch 46/500
113/113 [==============================] - 0s 867us/step - loss: 0.3399 - accuracy: 0.8603
Epoch 47/500
113/113 [==============================] - 0s 938us/step - loss: 0.3401 - accuracy: 0.8612
Epoch 48/500
113/113 [==============================] - 0s 877us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 49/500
113/113 [==============================] - 0s 851us/step - loss: 0.3395 - accuracy: 0.8615
Epoch 50/500
113/113 [==============================] - 0s 920us/step - loss: 0.3396 - accuracy: 0.8618
Epoch 51/500
113/113 [==============================] - 0s 852us/step - loss: 0.3393 - accuracy: 0.8619
Epoch 52/500
113/113 [==============================] - 0s 870us/step - loss: 0.3390 - accuracy: 0.8632
Epoch 53/500
113/113 [==============================] - 0s 904us/step - loss: 0.3390 - accuracy: 0.8618
Epoch 54/500
113/113 [==============================] - 0s 978us/step - loss: 0.3391 - accuracy: 0.8610
Epoch 55/500
113/113 [==============================] - 0s 877us/step - loss: 0.3390 - accuracy: 0.8632
Epoch 56/500
113/113 [==============================] - 0s 868us/step - loss: 0.3387 - accuracy: 0.8619
Epoch 57/500
113/113 [==============================] - 0s 924us/step - loss: 0.3388 - accuracy: 0.8624
Epoch 58/500
113/113 [==============================] - 0s 854us/step - loss: 0.3386 - accuracy: 0.8617
Epoch 59/500
113/113 [==============================] - 0s 861us/step - loss: 0.3383 - accuracy: 0.8629
Epoch 60/500
113/113 [==============================] - 0s 889us/step - loss: 0.3382 - accuracy: 0.8618
Epoch 61/500
113/113 [==============================] - 0s 848us/step - loss: 0.3376 - accuracy: 0.8626
Epoch 62/500
113/113 [==============================] - 0s 911us/step - loss: 0.3375 - accuracy: 0.8622
Epoch 63/500
113/113 [==============================] - 0s 848us/step - loss: 0.3368 - accuracy: 0.8637
Epoch 64/500
113/113 [==============================] - 0s 930us/step - loss: 0.3370 - accuracy: 0.8632
Epoch 65/500
113/113 [==============================] - 0s 909us/step - loss: 0.3368 - accuracy: 0.8628
Epoch 66/500
113/113 [==============================] - 0s 866us/step - loss: 0.3364 - accuracy: 0.8625
Epoch 67/500
113/113 [==============================] - 0s 893us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 68/500
113/113 [==============================] - 0s 848us/step - loss: 0.3360 - accuracy: 0.8635
Epoch 69/500
113/113 [==============================] - 0s 857us/step - loss: 0.3356 - accuracy: 0.8633
Epoch 70/500
113/113 [==============================] - 0s 927us/step - loss: 0.3354 - accuracy: 0.8635
Epoch 71/500
113/113 [==============================] - 0s 857us/step - loss: 0.3353 - accuracy: 0.8626
Epoch 72/500
113/113 [==============================] - 0s 888us/step - loss: 0.3350 - accuracy: 0.8650
Epoch 73/500
113/113 [==============================] - 0s 940us/step - loss: 0.3348 - accuracy: 0.8626
Epoch 74/500
113/113 [==============================] - 0s 884us/step - loss: 0.3346 - accuracy: 0.8643
Epoch 75/500
113/113 [==============================] - 0s 857us/step - loss: 0.3341 - accuracy: 0.8633
Epoch 76/500
113/113 [==============================] - 0s 866us/step - loss: 0.3342 - accuracy: 0.8647
Epoch 77/500
113/113 [==============================] - 0s 916us/step - loss: 0.3340 - accuracy: 0.8633
Epoch 78/500
113/113 [==============================] - 0s 852us/step - loss: 0.3338 - accuracy: 0.8643
Epoch 79/500
113/113 [==============================] - 0s 886us/step - loss: 0.3338 - accuracy: 0.8633
Epoch 80/500
113/113 [==============================] - 0s 856us/step - loss: 0.3338 - accuracy: 0.8650
Epoch 81/500
113/113 [==============================] - 0s 872us/step - loss: 0.3335 - accuracy: 0.8643
Epoch 82/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3334 - accuracy: 0.8653
Epoch 83/500
113/113 [==============================] - 0s 857us/step - loss: 0.3334 - accuracy: 0.8639
Epoch 84/500
113/113 [==============================] - 0s 886us/step - loss: 0.3331 - accuracy: 0.8651
Epoch 85/500
113/113 [==============================] - 0s 868us/step - loss: 0.3330 - accuracy: 0.8637
Epoch 86/500
113/113 [==============================] - 0s 958us/step - loss: 0.3330 - accuracy: 0.8651
Epoch 87/500
113/113 [==============================] - 0s 904us/step - loss: 0.3327 - accuracy: 0.8637
Epoch 88/500
113/113 [==============================] - 0s 982us/step - loss: 0.3325 - accuracy: 0.8643
Epoch 89/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3328 - accuracy: 0.8657
Epoch 90/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3324 - accuracy: 0.8650
Epoch 91/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3323 - accuracy: 0.8661
Epoch 92/500
113/113 [==============================] - 0s 968us/step - loss: 0.3322 - accuracy: 0.8660
Epoch 93/500
113/113 [==============================] - 0s 870us/step - loss: 0.3319 - accuracy: 0.8653
Epoch 94/500
113/113 [==============================] - 0s 890us/step - loss: 0.3321 - accuracy: 0.8672
Epoch 95/500
113/113 [==============================] - 0s 861us/step - loss: 0.3313 - accuracy: 0.8661
Epoch 96/500
113/113 [==============================] - 0s 874us/step - loss: 0.3320 - accuracy: 0.8658
Epoch 97/500
113/113 [==============================] - 0s 868us/step - loss: 0.3318 - accuracy: 0.8644
Epoch 98/500
113/113 [==============================] - 0s 886us/step - loss: 0.3315 - accuracy: 0.8647
Epoch 99/500
113/113 [==============================] - 0s 889us/step - loss: 0.3317 - accuracy: 0.8646
Epoch 100/500
113/113 [==============================] - 0s 982us/step - loss: 0.3315 - accuracy: 0.8637
Epoch 101/500
113/113 [==============================] - 0s 897us/step - loss: 0.3311 - accuracy: 0.8649
Epoch 102/500
113/113 [==============================] - 0s 936us/step - loss: 0.3311 - accuracy: 0.8651
Epoch 103/500
113/113 [==============================] - 0s 955us/step - loss: 0.3311 - accuracy: 0.8664
Epoch 104/500
113/113 [==============================] - 0s 855us/step - loss: 0.3309 - accuracy: 0.8667
Epoch 105/500
113/113 [==============================] - 0s 867us/step - loss: 0.3310 - accuracy: 0.8657
Epoch 106/500
113/113 [==============================] - 0s 903us/step - loss: 0.3307 - accuracy: 0.8646
Epoch 107/500
113/113 [==============================] - 0s 842us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 108/500
113/113 [==============================] - 0s 955us/step - loss: 0.3306 - accuracy: 0.8671
Epoch 109/500
113/113 [==============================] - 0s 851us/step - loss: 0.3307 - accuracy: 0.8671
Epoch 110/500
113/113 [==============================] - 0s 947us/step - loss: 0.3305 - accuracy: 0.8646
Epoch 111/500
113/113 [==============================] - 0s 880us/step - loss: 0.3302 - accuracy: 0.8646
Epoch 112/500
113/113 [==============================] - 0s 885us/step - loss: 0.3306 - accuracy: 0.8642
Epoch 113/500
113/113 [==============================] - 0s 899us/step - loss: 0.3301 - accuracy: 0.8640
Epoch 114/500
113/113 [==============================] - 0s 849us/step - loss: 0.3305 - accuracy: 0.8657
Epoch 115/500
113/113 [==============================] - 0s 852us/step - loss: 0.3302 - accuracy: 0.8653
Epoch 116/500
113/113 [==============================] - 0s 899us/step - loss: 0.3302 - accuracy: 0.8644
Epoch 117/500
113/113 [==============================] - 0s 889us/step - loss: 0.3301 - accuracy: 0.8657
Epoch 118/500
113/113 [==============================] - 0s 900us/step - loss: 0.3302 - accuracy: 0.8662
Epoch 119/500
113/113 [==============================] - 0s 852us/step - loss: 0.3301 - accuracy: 0.8654
Epoch 120/500
113/113 [==============================] - 0s 969us/step - loss: 0.3299 - accuracy: 0.8651
Epoch 121/500
113/113 [==============================] - 0s 848us/step - loss: 0.3301 - accuracy: 0.8653
Epoch 122/500
113/113 [==============================] - 0s 866us/step - loss: 0.3298 - accuracy: 0.8643
Epoch 123/500
113/113 [==============================] - 0s 924us/step - loss: 0.3299 - accuracy: 0.8658
Epoch 124/500
113/113 [==============================] - 0s 871us/step - loss: 0.3301 - accuracy: 0.8669
Epoch 125/500
113/113 [==============================] - 0s 877us/step - loss: 0.3297 - accuracy: 0.8653
Epoch 126/500
113/113 [==============================] - 0s 855us/step - loss: 0.3299 - accuracy: 0.8654
Epoch 127/500
113/113 [==============================] - 0s 873us/step - loss: 0.3296 - accuracy: 0.8662
Epoch 128/500
113/113 [==============================] - 0s 968us/step - loss: 0.3295 - accuracy: 0.8657
Epoch 129/500
113/113 [==============================] - 0s 887us/step - loss: 0.3297 - accuracy: 0.8640
Epoch 130/500
113/113 [==============================] - 0s 882us/step - loss: 0.3297 - accuracy: 0.8656
Epoch 131/500
113/113 [==============================] - 0s 866us/step - loss: 0.3294 - accuracy: 0.8647
Epoch 132/500
113/113 [==============================] - 0s 883us/step - loss: 0.3294 - accuracy: 0.8667
Epoch 133/500
113/113 [==============================] - 0s 881us/step - loss: 0.3291 - accuracy: 0.8654
Epoch 134/500
113/113 [==============================] - 0s 853us/step - loss: 0.3291 - accuracy: 0.8675
Epoch 135/500
113/113 [==============================] - 0s 903us/step - loss: 0.3288 - accuracy: 0.8662
Epoch 136/500
113/113 [==============================] - 0s 852us/step - loss: 0.3290 - accuracy: 0.8657
Epoch 137/500
113/113 [==============================] - 0s 882us/step - loss: 0.3285 - accuracy: 0.8669
Epoch 138/500
113/113 [==============================] - 0s 948us/step - loss: 0.3286 - accuracy: 0.8637
Epoch 139/500
113/113 [==============================] - 0s 857us/step - loss: 0.3284 - accuracy: 0.8661
Epoch 140/500
113/113 [==============================] - 0s 994us/step - loss: 0.3280 - accuracy: 0.8658
Epoch 141/500
113/113 [==============================] - 0s 853us/step - loss: 0.3285 - accuracy: 0.8665
Epoch 142/500
113/113 [==============================] - 0s 943us/step - loss: 0.3281 - accuracy: 0.8667
Epoch 143/500
113/113 [==============================] - 0s 857us/step - loss: 0.3280 - accuracy: 0.8658
Epoch 144/500
113/113 [==============================] - 0s 861us/step - loss: 0.3275 - accuracy: 0.8654
Epoch 145/500
113/113 [==============================] - 0s 895us/step - loss: 0.3274 - accuracy: 0.8653
Epoch 146/500
113/113 [==============================] - 0s 848us/step - loss: 0.3277 - accuracy: 0.8656
Epoch 147/500
113/113 [==============================] - 0s 918us/step - loss: 0.3276 - accuracy: 0.8667
Epoch 148/500
113/113 [==============================] - 0s 853us/step - loss: 0.3272 - accuracy: 0.8657
Epoch 149/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3275 - accuracy: 0.8665
Epoch 150/500
113/113 [==============================] - 0s 856us/step - loss: 0.3270 - accuracy: 0.8642
Epoch 151/500
113/113 [==============================] - 0s 861us/step - loss: 0.3268 - accuracy: 0.8668
Epoch 152/500
113/113 [==============================] - 0s 920us/step - loss: 0.3272 - accuracy: 0.8676
Epoch 153/500
113/113 [==============================] - 0s 856us/step - loss: 0.3267 - accuracy: 0.8654
Epoch 154/500
113/113 [==============================] - 0s 887us/step - loss: 0.3269 - accuracy: 0.8664
Epoch 155/500
113/113 [==============================] - 0s 862us/step - loss: 0.3266 - accuracy: 0.8667
Epoch 156/500
113/113 [==============================] - 0s 871us/step - loss: 0.3262 - accuracy: 0.8660
Epoch 157/500
113/113 [==============================] - 0s 915us/step - loss: 0.3265 - accuracy: 0.8668
Epoch 158/500
113/113 [==============================] - 0s 914us/step - loss: 0.3264 - accuracy: 0.8651
Epoch 159/500
113/113 [==============================] - 0s 889us/step - loss: 0.3259 - accuracy: 0.8679
Epoch 160/500
113/113 [==============================] - 0s 864us/step - loss: 0.3259 - accuracy: 0.8660
Epoch 161/500
113/113 [==============================] - 0s 861us/step - loss: 0.3260 - accuracy: 0.8669
Epoch 162/500
113/113 [==============================] - 0s 928us/step - loss: 0.3261 - accuracy: 0.8671
Epoch 163/500
113/113 [==============================] - 0s 859us/step - loss: 0.3257 - accuracy: 0.8662
Epoch 164/500
113/113 [==============================] - 0s 881us/step - loss: 0.3260 - accuracy: 0.8660
Epoch 165/500
113/113 [==============================] - 0s 867us/step - loss: 0.3253 - accuracy: 0.8676
Epoch 166/500
113/113 [==============================] - 0s 875us/step - loss: 0.3256 - accuracy: 0.8660
Epoch 167/500
113/113 [==============================] - 0s 860us/step - loss: 0.3257 - accuracy: 0.8681
Epoch 168/500
113/113 [==============================] - 0s 865us/step - loss: 0.3257 - accuracy: 0.8672
Epoch 169/500
113/113 [==============================] - 0s 983us/step - loss: 0.3256 - accuracy: 0.8658
Epoch 170/500
113/113 [==============================] - 0s 861us/step - loss: 0.3255 - accuracy: 0.8667
Epoch 171/500
113/113 [==============================] - 0s 890us/step - loss: 0.3254 - accuracy: 0.8672
Epoch 172/500
113/113 [==============================] - 0s 859us/step - loss: 0.3252 - accuracy: 0.8671
Epoch 173/500
113/113 [==============================] - 0s 851us/step - loss: 0.3250 - accuracy: 0.8658
Epoch 174/500
113/113 [==============================] - 0s 908us/step - loss: 0.3254 - accuracy: 0.8651
Epoch 175/500
113/113 [==============================] - 0s 862us/step - loss: 0.3251 - accuracy: 0.8669
Epoch 176/500
113/113 [==============================] - 0s 918us/step - loss: 0.3250 - accuracy: 0.8678
Epoch 177/500
113/113 [==============================] - 0s 847us/step - loss: 0.3248 - accuracy: 0.8661
Epoch 178/500
113/113 [==============================] - 0s 885us/step - loss: 0.3252 - accuracy: 0.8676
Epoch 179/500
113/113 [==============================] - 0s 913us/step - loss: 0.3249 - accuracy: 0.8681
Epoch 180/500
113/113 [==============================] - 0s 872us/step - loss: 0.3250 - accuracy: 0.8679
Epoch 181/500
113/113 [==============================] - 0s 926us/step - loss: 0.3249 - accuracy: 0.8668
Epoch 182/500
113/113 [==============================] - 0s 856us/step - loss: 0.3246 - accuracy: 0.8671
Epoch 183/500
113/113 [==============================] - 0s 868us/step - loss: 0.3244 - accuracy: 0.8686
Epoch 184/500
113/113 [==============================] - 0s 890us/step - loss: 0.3249 - accuracy: 0.8678
Epoch 185/500
113/113 [==============================] - 0s 859us/step - loss: 0.3249 - accuracy: 0.8678
Epoch 186/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3250 - accuracy: 0.8669
Epoch 187/500
113/113 [==============================] - 0s 865us/step - loss: 0.3249 - accuracy: 0.8675
Epoch 188/500
113/113 [==============================] - 0s 941us/step - loss: 0.3244 - accuracy: 0.8678
Epoch 189/500
113/113 [==============================] - 0s 852us/step - loss: 0.3243 - accuracy: 0.8682
Epoch 190/500
113/113 [==============================] - 0s 846us/step - loss: 0.3248 - accuracy: 0.8674
Epoch 191/500
113/113 [==============================] - 0s 917us/step - loss: 0.3245 - accuracy: 0.8668
Epoch 192/500
113/113 [==============================] - 0s 851us/step - loss: 0.3243 - accuracy: 0.8679
Epoch 193/500
113/113 [==============================] - 0s 879us/step - loss: 0.3244 - accuracy: 0.8683
Epoch 194/500
113/113 [==============================] - 0s 857us/step - loss: 0.3245 - accuracy: 0.8671
Epoch 195/500
113/113 [==============================] - 0s 856us/step - loss: 0.3245 - accuracy: 0.8685
Epoch 196/500
113/113 [==============================] - 0s 899us/step - loss: 0.3245 - accuracy: 0.8669
Epoch 197/500
113/113 [==============================] - 0s 917us/step - loss: 0.3239 - accuracy: 0.8693
Epoch 198/500
113/113 [==============================] - 0s 887us/step - loss: 0.3241 - accuracy: 0.8672
Epoch 199/500
113/113 [==============================] - 0s 852us/step - loss: 0.3240 - accuracy: 0.8661
Epoch 200/500
113/113 [==============================] - 0s 876us/step - loss: 0.3244 - accuracy: 0.8701
Epoch 201/500
113/113 [==============================] - 0s 945us/step - loss: 0.3245 - accuracy: 0.8671
Epoch 202/500
113/113 [==============================] - 0s 849us/step - loss: 0.3240 - accuracy: 0.8676
Epoch 203/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3240 - accuracy: 0.8669
Epoch 204/500
113/113 [==============================] - 0s 895us/step - loss: 0.3240 - accuracy: 0.8664
Epoch 205/500
113/113 [==============================] - 0s 903us/step - loss: 0.3238 - accuracy: 0.8674
Epoch 206/500
113/113 [==============================] - 0s 842us/step - loss: 0.3235 - accuracy: 0.8672
Epoch 207/500
113/113 [==============================] - 0s 948us/step - loss: 0.3241 - accuracy: 0.8672
Epoch 208/500
113/113 [==============================] - 0s 846us/step - loss: 0.3238 - accuracy: 0.8675
Epoch 209/500
113/113 [==============================] - 0s 845us/step - loss: 0.3243 - accuracy: 0.8667
Epoch 210/500
113/113 [==============================] - 0s 927us/step - loss: 0.3237 - accuracy: 0.8669
Epoch 211/500
113/113 [==============================] - 0s 844us/step - loss: 0.3237 - accuracy: 0.8679
Epoch 212/500
113/113 [==============================] - 0s 870us/step - loss: 0.3240 - accuracy: 0.8671
Epoch 213/500
113/113 [==============================] - 0s 853us/step - loss: 0.3237 - accuracy: 0.8676
Epoch 214/500
113/113 [==============================] - 0s 866us/step - loss: 0.3237 - accuracy: 0.8689
Epoch 215/500
113/113 [==============================] - 0s 907us/step - loss: 0.3237 - accuracy: 0.8653
Epoch 216/500
113/113 [==============================] - 0s 863us/step - loss: 0.3236 - accuracy: 0.8662
Epoch 217/500
113/113 [==============================] - 0s 949us/step - loss: 0.3238 - accuracy: 0.8658
Epoch 218/500
113/113 [==============================] - 0s 864us/step - loss: 0.3237 - accuracy: 0.8662
Epoch 219/500
113/113 [==============================] - 0s 842us/step - loss: 0.3238 - accuracy: 0.8674
Epoch 220/500
113/113 [==============================] - 0s 880us/step - loss: 0.3237 - accuracy: 0.8683
Epoch 221/500
113/113 [==============================] - 0s 858us/step - loss: 0.3239 - accuracy: 0.8658
Epoch 222/500
113/113 [==============================] - 0s 897us/step - loss: 0.3237 - accuracy: 0.8671
Epoch 223/500
113/113 [==============================] - 0s 835us/step - loss: 0.3232 - accuracy: 0.8669
Epoch 224/500
113/113 [==============================] - 0s 860us/step - loss: 0.3234 - accuracy: 0.8678
Epoch 225/500
113/113 [==============================] - 0s 898us/step - loss: 0.3238 - accuracy: 0.8678
Epoch 226/500
113/113 [==============================] - 0s 844us/step - loss: 0.3236 - accuracy: 0.8672
Epoch 227/500
113/113 [==============================] - 0s 935us/step - loss: 0.3237 - accuracy: 0.8661
Epoch 228/500
113/113 [==============================] - 0s 874us/step - loss: 0.3238 - accuracy: 0.8669
Epoch 229/500
113/113 [==============================] - 0s 869us/step - loss: 0.3236 - accuracy: 0.8686
Epoch 230/500
113/113 [==============================] - 0s 899us/step - loss: 0.3240 - accuracy: 0.8664
Epoch 231/500
113/113 [==============================] - 0s 841us/step - loss: 0.3234 - accuracy: 0.8660
Epoch 232/500
113/113 [==============================] - 0s 880us/step - loss: 0.3238 - accuracy: 0.8678
Epoch 233/500
113/113 [==============================] - 0s 855us/step - loss: 0.3234 - accuracy: 0.8674
Epoch 234/500
113/113 [==============================] - 0s 862us/step - loss: 0.3237 - accuracy: 0.8679
Epoch 235/500
113/113 [==============================] - 0s 946us/step - loss: 0.3236 - accuracy: 0.8665
Epoch 236/500
113/113 [==============================] - 0s 908us/step - loss: 0.3235 - accuracy: 0.8668
Epoch 237/500
113/113 [==============================] - 0s 866us/step - loss: 0.3236 - accuracy: 0.8671
Epoch 238/500
113/113 [==============================] - 0s 848us/step - loss: 0.3237 - accuracy: 0.8671
Epoch 239/500
113/113 [==============================] - 0s 947us/step - loss: 0.3234 - accuracy: 0.8682
Epoch 240/500
113/113 [==============================] - 0s 850us/step - loss: 0.3236 - accuracy: 0.8662
Epoch 241/500
113/113 [==============================] - 0s 880us/step - loss: 0.3235 - accuracy: 0.8668
Epoch 242/500
113/113 [==============================] - 0s 854us/step - loss: 0.3233 - accuracy: 0.8660
Epoch 243/500
113/113 [==============================] - 0s 848us/step - loss: 0.3238 - accuracy: 0.8668
Epoch 244/500
113/113 [==============================] - 0s 934us/step - loss: 0.3235 - accuracy: 0.8664
Epoch 245/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3236 - accuracy: 0.8668
Epoch 246/500
113/113 [==============================] - 0s 940us/step - loss: 0.3235 - accuracy: 0.8675
Epoch 247/500
113/113 [==============================] - 0s 865us/step - loss: 0.3234 - accuracy: 0.8668
Epoch 248/500
113/113 [==============================] - 0s 839us/step - loss: 0.3234 - accuracy: 0.8669
Epoch 249/500
113/113 [==============================] - 0s 866us/step - loss: 0.3235 - accuracy: 0.8654
Epoch 250/500
113/113 [==============================] - 0s 872us/step - loss: 0.3237 - accuracy: 0.8656
Epoch 251/500
113/113 [==============================] - 0s 870us/step - loss: 0.3236 - accuracy: 0.8657
Epoch 252/500
113/113 [==============================] - 0s 937us/step - loss: 0.3229 - accuracy: 0.8660
Epoch 253/500
113/113 [==============================] - 0s 836us/step - loss: 0.3237 - accuracy: 0.8672
Epoch 254/500
113/113 [==============================] - 0s 860us/step - loss: 0.3233 - accuracy: 0.8679
Epoch 255/500
113/113 [==============================] - 0s 990us/step - loss: 0.3232 - accuracy: 0.8672
Epoch 256/500
113/113 [==============================] - 0s 849us/step - loss: 0.3234 - accuracy: 0.8669
Epoch 257/500
113/113 [==============================] - 0s 878us/step - loss: 0.3232 - accuracy: 0.8674
Epoch 258/500
113/113 [==============================] - 0s 861us/step - loss: 0.3232 - accuracy: 0.8660
Epoch 259/500
113/113 [==============================] - 0s 849us/step - loss: 0.3232 - accuracy: 0.8683
Epoch 260/500
113/113 [==============================] - 0s 885us/step - loss: 0.3232 - accuracy: 0.8662
Epoch 261/500
113/113 [==============================] - 0s 839us/step - loss: 0.3237 - accuracy: 0.8669
Epoch 262/500
113/113 [==============================] - 0s 886us/step - loss: 0.3231 - accuracy: 0.8668
Epoch 263/500
113/113 [==============================] - 0s 855us/step - loss: 0.3235 - accuracy: 0.8660
Epoch 264/500
113/113 [==============================] - 0s 858us/step - loss: 0.3234 - accuracy: 0.8658
Epoch 265/500
113/113 [==============================] - 0s 878us/step - loss: 0.3230 - accuracy: 0.8686
Epoch 266/500
113/113 [==============================] - 0s 975us/step - loss: 0.3233 - accuracy: 0.8667
Epoch 267/500
113/113 [==============================] - 0s 877us/step - loss: 0.3232 - accuracy: 0.8665
Epoch 268/500
113/113 [==============================] - 0s 843us/step - loss: 0.3233 - accuracy: 0.8671
Epoch 269/500
113/113 [==============================] - 0s 865us/step - loss: 0.3234 - accuracy: 0.8658
Epoch 270/500
113/113 [==============================] - 0s 865us/step - loss: 0.3234 - accuracy: 0.8678
Epoch 271/500
113/113 [==============================] - 0s 853us/step - loss: 0.3233 - accuracy: 0.8664
Epoch 272/500
113/113 [==============================] - 0s 923us/step - loss: 0.3233 - accuracy: 0.8658
Epoch 273/500
113/113 [==============================] - 0s 849us/step - loss: 0.3235 - accuracy: 0.8661
Epoch 274/500
113/113 [==============================] - 0s 858us/step - loss: 0.3234 - accuracy: 0.8660
Epoch 275/500
113/113 [==============================] - 0s 875us/step - loss: 0.3234 - accuracy: 0.8669
Epoch 276/500
113/113 [==============================] - 0s 850us/step - loss: 0.3234 - accuracy: 0.8660
Epoch 277/500
113/113 [==============================] - 0s 886us/step - loss: 0.3233 - accuracy: 0.8667
Epoch 278/500
113/113 [==============================] - 0s 926us/step - loss: 0.3234 - accuracy: 0.8669
Epoch 279/500
113/113 [==============================] - 0s 870us/step - loss: 0.3233 - accuracy: 0.8662
Epoch 280/500
113/113 [==============================] - 0s 835us/step - loss: 0.3231 - accuracy: 0.8654
Epoch 281/500
113/113 [==============================] - 0s 856us/step - loss: 0.3236 - accuracy: 0.8660
Epoch 282/500
113/113 [==============================] - 0s 875us/step - loss: 0.3230 - accuracy: 0.8658
Epoch 283/500
113/113 [==============================] - 0s 857us/step - loss: 0.3236 - accuracy: 0.8668
Epoch 284/500
113/113 [==============================] - 0s 914us/step - loss: 0.3228 - accuracy: 0.8681
Epoch 285/500
113/113 [==============================] - 0s 857us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 286/500
113/113 [==============================] - 0s 846us/step - loss: 0.3233 - accuracy: 0.8654
Epoch 287/500
113/113 [==============================] - 0s 932us/step - loss: 0.3232 - accuracy: 0.8665
Epoch 288/500
113/113 [==============================] - 0s 848us/step - loss: 0.3232 - accuracy: 0.8674
Epoch 289/500
113/113 [==============================] - 0s 891us/step - loss: 0.3234 - accuracy: 0.8683
Epoch 290/500
113/113 [==============================] - 0s 845us/step - loss: 0.3232 - accuracy: 0.8656
Epoch 291/500
113/113 [==============================] - 0s 854us/step - loss: 0.3232 - accuracy: 0.8667
Epoch 292/500
113/113 [==============================] - 0s 877us/step - loss: 0.3234 - accuracy: 0.8661
Epoch 293/500
113/113 [==============================] - 0s 863us/step - loss: 0.3231 - accuracy: 0.8681
Epoch 294/500
113/113 [==============================] - 0s 945us/step - loss: 0.3235 - accuracy: 0.8657
Epoch 295/500
113/113 [==============================] - 0s 848us/step - loss: 0.3230 - accuracy: 0.8682
Epoch 296/500
113/113 [==============================] - 0s 888us/step - loss: 0.3231 - accuracy: 0.8669
Epoch 297/500
113/113 [==============================] - 0s 887us/step - loss: 0.3230 - accuracy: 0.8658
Epoch 298/500
113/113 [==============================] - 0s 853us/step - loss: 0.3231 - accuracy: 0.8674
Epoch 299/500
113/113 [==============================] - 0s 917us/step - loss: 0.3231 - accuracy: 0.8681
Epoch 300/500
113/113 [==============================] - 0s 843us/step - loss: 0.3237 - accuracy: 0.8664
Epoch 301/500
113/113 [==============================] - 0s 839us/step - loss: 0.3231 - accuracy: 0.8657
Epoch 302/500
113/113 [==============================] - 0s 871us/step - loss: 0.3225 - accuracy: 0.8687
Epoch 303/500
113/113 [==============================] - 0s 840us/step - loss: 0.3235 - accuracy: 0.8660
Epoch 304/500
113/113 [==============================] - 0s 877us/step - loss: 0.3233 - accuracy: 0.8660
Epoch 305/500
113/113 [==============================] - 0s 912us/step - loss: 0.3232 - accuracy: 0.8675
Epoch 306/500
113/113 [==============================] - 0s 844us/step - loss: 0.3234 - accuracy: 0.8656
Epoch 307/500
113/113 [==============================] - 0s 871us/step - loss: 0.3231 - accuracy: 0.8674
Epoch 308/500
113/113 [==============================] - 0s 849us/step - loss: 0.3232 - accuracy: 0.8669
Epoch 309/500
113/113 [==============================] - 0s 911us/step - loss: 0.3233 - accuracy: 0.8664
Epoch 310/500
113/113 [==============================] - 0s 845us/step - loss: 0.3226 - accuracy: 0.8646
Epoch 311/500
113/113 [==============================] - 0s 840us/step - loss: 0.3234 - accuracy: 0.8669
Epoch 312/500
113/113 [==============================] - 0s 882us/step - loss: 0.3232 - accuracy: 0.8669
Epoch 313/500
113/113 [==============================] - 0s 865us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 314/500
113/113 [==============================] - 0s 912us/step - loss: 0.3230 - accuracy: 0.8676
Epoch 315/500
113/113 [==============================] - 0s 982us/step - loss: 0.3230 - accuracy: 0.8657
Epoch 316/500
113/113 [==============================] - 0s 868us/step - loss: 0.3232 - accuracy: 0.8676
Epoch 317/500
113/113 [==============================] - 0s 854us/step - loss: 0.3235 - accuracy: 0.8665
Epoch 318/500
113/113 [==============================] - 0s 845us/step - loss: 0.3225 - accuracy: 0.8672
Epoch 319/500
113/113 [==============================] - 0s 885us/step - loss: 0.3230 - accuracy: 0.8657
Epoch 320/500
113/113 [==============================] - 0s 846us/step - loss: 0.3231 - accuracy: 0.8653
Epoch 321/500
113/113 [==============================] - 0s 859us/step - loss: 0.3230 - accuracy: 0.8657
Epoch 322/500
113/113 [==============================] - 0s 873us/step - loss: 0.3229 - accuracy: 0.8662
Epoch 323/500
113/113 [==============================] - 0s 843us/step - loss: 0.3231 - accuracy: 0.8669
Epoch 324/500
113/113 [==============================] - 0s 915us/step - loss: 0.3234 - accuracy: 0.8671
Epoch 325/500
113/113 [==============================] - 0s 840us/step - loss: 0.3230 - accuracy: 0.8665
Epoch 326/500
113/113 [==============================] - 0s 864us/step - loss: 0.3230 - accuracy: 0.8674
Epoch 327/500
113/113 [==============================] - 0s 847us/step - loss: 0.3228 - accuracy: 0.8675
Epoch 328/500
113/113 [==============================] - 0s 855us/step - loss: 0.3232 - accuracy: 0.8657
Epoch 329/500
113/113 [==============================] - 0s 889us/step - loss: 0.3230 - accuracy: 0.8656
Epoch 330/500
113/113 [==============================] - 0s 857us/step - loss: 0.3234 - accuracy: 0.8671
Epoch 331/500
113/113 [==============================] - 0s 845us/step - loss: 0.3231 - accuracy: 0.8661
Epoch 332/500
113/113 [==============================] - 0s 847us/step - loss: 0.3231 - accuracy: 0.8654
Epoch 333/500
113/113 [==============================] - 0s 859us/step - loss: 0.3231 - accuracy: 0.8665
Epoch 334/500
113/113 [==============================] - 0s 883us/step - loss: 0.3232 - accuracy: 0.8667
Epoch 335/500
113/113 [==============================] - 0s 956us/step - loss: 0.3228 - accuracy: 0.8669
Epoch 336/500
113/113 [==============================] - 0s 916us/step - loss: 0.3233 - accuracy: 0.8675
Epoch 337/500
113/113 [==============================] - 0s 839us/step - loss: 0.3231 - accuracy: 0.8681
Epoch 338/500
113/113 [==============================] - 0s 846us/step - loss: 0.3226 - accuracy: 0.8692
Epoch 339/500
113/113 [==============================] - 0s 927us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 340/500
113/113 [==============================] - 0s 843us/step - loss: 0.3228 - accuracy: 0.8679
Epoch 341/500
113/113 [==============================] - 0s 873us/step - loss: 0.3230 - accuracy: 0.8664
Epoch 342/500
113/113 [==============================] - 0s 849us/step - loss: 0.3228 - accuracy: 0.8664
Epoch 343/500
113/113 [==============================] - 0s 845us/step - loss: 0.3231 - accuracy: 0.8669
Epoch 344/500
113/113 [==============================] - 0s 986us/step - loss: 0.3231 - accuracy: 0.8668
Epoch 345/500
113/113 [==============================] - 0s 852us/step - loss: 0.3230 - accuracy: 0.8683
Epoch 346/500
113/113 [==============================] - 0s 849us/step - loss: 0.3228 - accuracy: 0.8660
Epoch 347/500
113/113 [==============================] - 0s 844us/step - loss: 0.3228 - accuracy: 0.8671
Epoch 348/500
113/113 [==============================] - 0s 838us/step - loss: 0.3226 - accuracy: 0.8669
Epoch 349/500
113/113 [==============================] - 0s 854us/step - loss: 0.3230 - accuracy: 0.8661
Epoch 350/500
113/113 [==============================] - 0s 848us/step - loss: 0.3233 - accuracy: 0.8656
Epoch 351/500
113/113 [==============================] - 0s 852us/step - loss: 0.3228 - accuracy: 0.8675
Epoch 352/500
113/113 [==============================] - 0s 845us/step - loss: 0.3232 - accuracy: 0.8658
Epoch 353/500
113/113 [==============================] - 0s 848us/step - loss: 0.3232 - accuracy: 0.8668
Epoch 354/500
113/113 [==============================] - 0s 851us/step - loss: 0.3231 - accuracy: 0.8678
Epoch 355/500
113/113 [==============================] - 0s 923us/step - loss: 0.3228 - accuracy: 0.8672
Epoch 356/500
113/113 [==============================] - 0s 845us/step - loss: 0.3231 - accuracy: 0.8661
Epoch 357/500
113/113 [==============================] - 0s 844us/step - loss: 0.3229 - accuracy: 0.8658
Epoch 358/500
113/113 [==============================] - 0s 852us/step - loss: 0.3225 - accuracy: 0.8671
Epoch 359/500
113/113 [==============================] - 0s 848us/step - loss: 0.3231 - accuracy: 0.8668
Epoch 360/500
113/113 [==============================] - 0s 851us/step - loss: 0.3231 - accuracy: 0.8664
Epoch 361/500
113/113 [==============================] - 0s 843us/step - loss: 0.3228 - accuracy: 0.8664
Epoch 362/500
113/113 [==============================] - 0s 844us/step - loss: 0.3233 - accuracy: 0.8669
Epoch 363/500
113/113 [==============================] - 0s 851us/step - loss: 0.3225 - accuracy: 0.8672
Epoch 364/500
113/113 [==============================] - 0s 905us/step - loss: 0.3231 - accuracy: 0.8671
Epoch 365/500
113/113 [==============================] - 0s 839us/step - loss: 0.3228 - accuracy: 0.8658
Epoch 366/500
113/113 [==============================] - 0s 840us/step - loss: 0.3230 - accuracy: 0.8674
Epoch 367/500
113/113 [==============================] - 0s 847us/step - loss: 0.3228 - accuracy: 0.8667
Epoch 368/500
113/113 [==============================] - 0s 846us/step - loss: 0.3232 - accuracy: 0.8661
Epoch 369/500
113/113 [==============================] - 0s 855us/step - loss: 0.3228 - accuracy: 0.8674
Epoch 370/500
113/113 [==============================] - 0s 839us/step - loss: 0.3230 - accuracy: 0.8658
Epoch 371/500
113/113 [==============================] - 0s 828us/step - loss: 0.3228 - accuracy: 0.8664
Epoch 372/500
113/113 [==============================] - 0s 846us/step - loss: 0.3228 - accuracy: 0.8661
Epoch 373/500
113/113 [==============================] - 0s 843us/step - loss: 0.3229 - accuracy: 0.8656
Epoch 374/500
113/113 [==============================] - 0s 855us/step - loss: 0.3230 - accuracy: 0.8668
Epoch 375/500
113/113 [==============================] - 0s 920us/step - loss: 0.3230 - accuracy: 0.8657
Epoch 376/500
113/113 [==============================] - 0s 848us/step - loss: 0.3229 - accuracy: 0.8678
Epoch 377/500
113/113 [==============================] - 0s 904us/step - loss: 0.3228 - accuracy: 0.8657
Epoch 378/500
113/113 [==============================] - 0s 870us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 379/500
113/113 [==============================] - 0s 847us/step - loss: 0.3231 - accuracy: 0.8675
Epoch 380/500
113/113 [==============================] - 0s 854us/step - loss: 0.3229 - accuracy: 0.8671
Epoch 381/500
113/113 [==============================] - 0s 846us/step - loss: 0.3228 - accuracy: 0.8658
Epoch 382/500
113/113 [==============================] - 0s 842us/step - loss: 0.3225 - accuracy: 0.8679
Epoch 383/500
113/113 [==============================] - 0s 841us/step - loss: 0.3231 - accuracy: 0.8672
Epoch 384/500
113/113 [==============================] - 0s 859us/step - loss: 0.3228 - accuracy: 0.8660
Epoch 385/500
113/113 [==============================] - 0s 926us/step - loss: 0.3229 - accuracy: 0.8665
Epoch 386/500
113/113 [==============================] - 0s 862us/step - loss: 0.3229 - accuracy: 0.8668
Epoch 387/500
113/113 [==============================] - 0s 853us/step - loss: 0.3228 - accuracy: 0.8662
Epoch 388/500
113/113 [==============================] - 0s 873us/step - loss: 0.3229 - accuracy: 0.8661
Epoch 389/500
113/113 [==============================] - 0s 862us/step - loss: 0.3229 - accuracy: 0.8672
Epoch 390/500
113/113 [==============================] - 0s 856us/step - loss: 0.3224 - accuracy: 0.8676
Epoch 391/500
113/113 [==============================] - 0s 853us/step - loss: 0.3230 - accuracy: 0.8690
Epoch 392/500
113/113 [==============================] - 0s 848us/step - loss: 0.3230 - accuracy: 0.8665
Epoch 393/500
113/113 [==============================] - 0s 845us/step - loss: 0.3225 - accuracy: 0.8658
Epoch 394/500
113/113 [==============================] - 0s 852us/step - loss: 0.3230 - accuracy: 0.8674
Epoch 395/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3224 - accuracy: 0.8647
Epoch 396/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3227 - accuracy: 0.8660
Epoch 397/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3227 - accuracy: 0.8664
Epoch 398/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8657
Epoch 399/500
113/113 [==============================] - 0s 867us/step - loss: 0.3228 - accuracy: 0.8662
Epoch 400/500
113/113 [==============================] - 0s 856us/step - loss: 0.3231 - accuracy: 0.8664
Epoch 401/500
113/113 [==============================] - 0s 852us/step - loss: 0.3231 - accuracy: 0.8674
Epoch 402/500
113/113 [==============================] - 0s 952us/step - loss: 0.3228 - accuracy: 0.8675
Epoch 403/500
113/113 [==============================] - 0s 844us/step - loss: 0.3227 - accuracy: 0.8661
Epoch 404/500
113/113 [==============================] - 0s 860us/step - loss: 0.3234 - accuracy: 0.8658
Epoch 405/500
113/113 [==============================] - 0s 843us/step - loss: 0.3230 - accuracy: 0.8656
Epoch 406/500
113/113 [==============================] - 0s 850us/step - loss: 0.3229 - accuracy: 0.8678
Epoch 407/500
113/113 [==============================] - 0s 851us/step - loss: 0.3230 - accuracy: 0.8665
Epoch 408/500
113/113 [==============================] - 0s 847us/step - loss: 0.3231 - accuracy: 0.8662
Epoch 409/500
113/113 [==============================] - 0s 832us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 410/500
113/113 [==============================] - 0s 844us/step - loss: 0.3230 - accuracy: 0.8664
Epoch 411/500
113/113 [==============================] - 0s 838us/step - loss: 0.3227 - accuracy: 0.8664
Epoch 412/500
113/113 [==============================] - 0s 984us/step - loss: 0.3232 - accuracy: 0.8662
Epoch 413/500
113/113 [==============================] - 0s 847us/step - loss: 0.3228 - accuracy: 0.8669
Epoch 414/500
113/113 [==============================] - 0s 853us/step - loss: 0.3226 - accuracy: 0.8676
Epoch 415/500
113/113 [==============================] - 0s 852us/step - loss: 0.3229 - accuracy: 0.8651
Epoch 416/500
113/113 [==============================] - 0s 849us/step - loss: 0.3232 - accuracy: 0.8667
Epoch 417/500
113/113 [==============================] - 0s 853us/step - loss: 0.3227 - accuracy: 0.8661
Epoch 418/500
113/113 [==============================] - 0s 839us/step - loss: 0.3227 - accuracy: 0.8642
Epoch 419/500
113/113 [==============================] - 0s 850us/step - loss: 0.3232 - accuracy: 0.8669
Epoch 420/500
113/113 [==============================] - 0s 856us/step - loss: 0.3226 - accuracy: 0.8682
Epoch 421/500
113/113 [==============================] - 0s 869us/step - loss: 0.3228 - accuracy: 0.8656
Epoch 422/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3232 - accuracy: 0.8657
Epoch 423/500
113/113 [==============================] - 0s 858us/step - loss: 0.3230 - accuracy: 0.8668
Epoch 424/500
113/113 [==============================] - 0s 844us/step - loss: 0.3233 - accuracy: 0.8653
Epoch 425/500
113/113 [==============================] - 0s 840us/step - loss: 0.3230 - accuracy: 0.8668
Epoch 426/500
113/113 [==============================] - 0s 841us/step - loss: 0.3228 - accuracy: 0.8676
Epoch 427/500
113/113 [==============================] - 0s 869us/step - loss: 0.3225 - accuracy: 0.8665
Epoch 428/500
113/113 [==============================] - 0s 855us/step - loss: 0.3233 - accuracy: 0.8650
Epoch 429/500
113/113 [==============================] - 0s 855us/step - loss: 0.3228 - accuracy: 0.8644
Epoch 430/500
113/113 [==============================] - 0s 849us/step - loss: 0.3231 - accuracy: 0.8656
Epoch 431/500
113/113 [==============================] - 0s 846us/step - loss: 0.3232 - accuracy: 0.8651
Epoch 432/500
113/113 [==============================] - 0s 972us/step - loss: 0.3226 - accuracy: 0.8675
Epoch 433/500
113/113 [==============================] - 0s 846us/step - loss: 0.3228 - accuracy: 0.8672
Epoch 434/500
113/113 [==============================] - 0s 886us/step - loss: 0.3231 - accuracy: 0.8656
Epoch 435/500
113/113 [==============================] - 0s 852us/step - loss: 0.3230 - accuracy: 0.8660
Epoch 436/500
113/113 [==============================] - 0s 851us/step - loss: 0.3231 - accuracy: 0.8644
Epoch 437/500
113/113 [==============================] - 0s 867us/step - loss: 0.3228 - accuracy: 0.8676
Epoch 438/500
113/113 [==============================] - 0s 856us/step - loss: 0.3230 - accuracy: 0.8671
Epoch 439/500
113/113 [==============================] - 0s 854us/step - loss: 0.3230 - accuracy: 0.8674
Epoch 440/500
113/113 [==============================] - 0s 843us/step - loss: 0.3230 - accuracy: 0.8656
Epoch 441/500
113/113 [==============================] - 0s 843us/step - loss: 0.3226 - accuracy: 0.8658
Epoch 442/500
113/113 [==============================] - 0s 959us/step - loss: 0.3229 - accuracy: 0.8665
Epoch 443/500
113/113 [==============================] - 0s 850us/step - loss: 0.3222 - accuracy: 0.8665
Epoch 444/500
113/113 [==============================] - 0s 849us/step - loss: 0.3227 - accuracy: 0.8661
Epoch 445/500
113/113 [==============================] - 0s 852us/step - loss: 0.3226 - accuracy: 0.8662
Epoch 446/500
113/113 [==============================] - 0s 850us/step - loss: 0.3231 - accuracy: 0.8676
Epoch 447/500
113/113 [==============================] - 0s 864us/step - loss: 0.3231 - accuracy: 0.8669
Epoch 448/500
113/113 [==============================] - 0s 849us/step - loss: 0.3226 - accuracy: 0.8661
Epoch 449/500
113/113 [==============================] - 0s 855us/step - loss: 0.3229 - accuracy: 0.8668
Epoch 450/500
113/113 [==============================] - 0s 849us/step - loss: 0.3228 - accuracy: 0.8667
Epoch 451/500
113/113 [==============================] - 0s 839us/step - loss: 0.3231 - accuracy: 0.8674
Epoch 452/500
113/113 [==============================] - 0s 899us/step - loss: 0.3228 - accuracy: 0.8643
Epoch 453/500
113/113 [==============================] - 0s 845us/step - loss: 0.3227 - accuracy: 0.8692
Epoch 454/500
113/113 [==============================] - 0s 855us/step - loss: 0.3228 - accuracy: 0.8660
Epoch 455/500
113/113 [==============================] - 0s 843us/step - loss: 0.3226 - accuracy: 0.8658
Epoch 456/500
113/113 [==============================] - 0s 845us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 457/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3229 - accuracy: 0.8658
Epoch 458/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8669
Epoch 459/500
113/113 [==============================] - 0s 974us/step - loss: 0.3231 - accuracy: 0.8654
Epoch 460/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3227 - accuracy: 0.8668
Epoch 461/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3226 - accuracy: 0.8657
Epoch 462/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3230 - accuracy: 0.8664
Epoch 463/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3228 - accuracy: 0.8671
Epoch 464/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8667
Epoch 465/500
113/113 [==============================] - 0s 985us/step - loss: 0.3230 - accuracy: 0.8662
Epoch 466/500
113/113 [==============================] - 0s 860us/step - loss: 0.3230 - accuracy: 0.8664
Epoch 467/500
113/113 [==============================] - 0s 950us/step - loss: 0.3228 - accuracy: 0.8669
Epoch 468/500
113/113 [==============================] - 0s 891us/step - loss: 0.3224 - accuracy: 0.8661
Epoch 469/500
113/113 [==============================] - 0s 822us/step - loss: 0.3227 - accuracy: 0.8678
Epoch 470/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3230 - accuracy: 0.8675
Epoch 471/500
113/113 [==============================] - 0s 870us/step - loss: 0.3227 - accuracy: 0.8668
Epoch 472/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3228 - accuracy: 0.8672
Epoch 473/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3229 - accuracy: 0.8662
Epoch 474/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3229 - accuracy: 0.8665
Epoch 475/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3228 - accuracy: 0.8674
Epoch 476/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8665
Epoch 477/500
113/113 [==============================] - 0s 943us/step - loss: 0.3229 - accuracy: 0.8657
Epoch 478/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3225 - accuracy: 0.8656
Epoch 479/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3228 - accuracy: 0.8671
Epoch 480/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3225 - accuracy: 0.8671
Epoch 481/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3224 - accuracy: 0.8668
Epoch 482/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8675
Epoch 483/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3225 - accuracy: 0.8664
Epoch 484/500
113/113 [==============================] - 0s 998us/step - loss: 0.3224 - accuracy: 0.8669
Epoch 485/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3225 - accuracy: 0.8664
Epoch 486/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3230 - accuracy: 0.8675
Epoch 487/500
113/113 [==============================] - 0s 999us/step - loss: 0.3226 - accuracy: 0.8678
Epoch 488/500
113/113 [==============================] - 0s 979us/step - loss: 0.3224 - accuracy: 0.8660
Epoch 489/500
113/113 [==============================] - 0s 931us/step - loss: 0.3230 - accuracy: 0.8661
Epoch 490/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3227 - accuracy: 0.8668
Epoch 491/500
113/113 [==============================] - 0s 903us/step - loss: 0.3228 - accuracy: 0.8657
Epoch 492/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8667
Epoch 493/500
113/113 [==============================] - 0s 891us/step - loss: 0.3227 - accuracy: 0.8676
Epoch 494/500
113/113 [==============================] - 0s 840us/step - loss: 0.3228 - accuracy: 0.8660
Epoch 495/500
113/113 [==============================] - 0s 843us/step - loss: 0.3227 - accuracy: 0.8669
Epoch 496/500
113/113 [==============================] - 0s 870us/step - loss: 0.3227 - accuracy: 0.8667
Epoch 497/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8662
Epoch 498/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3226 - accuracy: 0.8657
Epoch 499/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3228 - accuracy: 0.8667
Epoch 500/500
113/113 [==============================] - 0s 880us/step - loss: 0.3226 - accuracy: 0.8646
Epoch 1/500
113/113 [==============================] - 0s 922us/step - loss: 0.6564 - accuracy: 0.7942
Epoch 2/500
113/113 [==============================] - 0s 962us/step - loss: 0.5481 - accuracy: 0.7978
Epoch 3/500
113/113 [==============================] - 0s 900us/step - loss: 0.4643 - accuracy: 0.7978
Epoch 4/500
113/113 [==============================] - 0s 899us/step - loss: 0.4428 - accuracy: 0.7978
Epoch 5/500
113/113 [==============================] - 0s 947us/step - loss: 0.4358 - accuracy: 0.7978
Epoch 6/500
113/113 [==============================] - 0s 922us/step - loss: 0.4318 - accuracy: 0.7978
Epoch 7/500
113/113 [==============================] - 0s 961us/step - loss: 0.4293 - accuracy: 0.7978
Epoch 8/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7978
Epoch 9/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7978
Epoch 10/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4242 - accuracy: 0.7978
Epoch 11/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4223 - accuracy: 0.7978
Epoch 12/500
113/113 [==============================] - 0s 937us/step - loss: 0.4205 - accuracy: 0.7978
Epoch 13/500
113/113 [==============================] - 0s 941us/step - loss: 0.4189 - accuracy: 0.8114
Epoch 14/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4177 - accuracy: 0.8231
Epoch 15/500
113/113 [==============================] - 0s 957us/step - loss: 0.4169 - accuracy: 0.8236
Epoch 16/500
113/113 [==============================] - 0s 978us/step - loss: 0.4159 - accuracy: 0.8250
Epoch 17/500
113/113 [==============================] - 0s 950us/step - loss: 0.4151 - accuracy: 0.8269
Epoch 18/500
113/113 [==============================] - 0s 980us/step - loss: 0.4143 - accuracy: 0.8281
Epoch 19/500
113/113 [==============================] - 0s 948us/step - loss: 0.4137 - accuracy: 0.8289
Epoch 20/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4132 - accuracy: 0.8301
Epoch 21/500
113/113 [==============================] - 0s 968us/step - loss: 0.4126 - accuracy: 0.8301
Epoch 22/500
113/113 [==============================] - 0s 868us/step - loss: 0.4119 - accuracy: 0.8319
Epoch 23/500
113/113 [==============================] - 0s 910us/step - loss: 0.4114 - accuracy: 0.8318
Epoch 24/500
113/113 [==============================] - 0s 976us/step - loss: 0.4106 - accuracy: 0.8325
Epoch 25/500
113/113 [==============================] - 0s 885us/step - loss: 0.4102 - accuracy: 0.8321
Epoch 26/500
113/113 [==============================] - 0s 871us/step - loss: 0.4093 - accuracy: 0.8326
Epoch 27/500
113/113 [==============================] - 0s 882us/step - loss: 0.4089 - accuracy: 0.8332
Epoch 28/500
113/113 [==============================] - 0s 854us/step - loss: 0.4083 - accuracy: 0.8333
Epoch 29/500
113/113 [==============================] - 0s 886us/step - loss: 0.4078 - accuracy: 0.8336
Epoch 30/500
113/113 [==============================] - 0s 911us/step - loss: 0.4071 - accuracy: 0.8335
Epoch 31/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4066 - accuracy: 0.8347
Epoch 32/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4060 - accuracy: 0.8351
Epoch 33/500
113/113 [==============================] - 0s 878us/step - loss: 0.4054 - accuracy: 0.8347
Epoch 34/500
113/113 [==============================] - 0s 852us/step - loss: 0.4050 - accuracy: 0.8360
Epoch 35/500
113/113 [==============================] - 0s 885us/step - loss: 0.4044 - accuracy: 0.8353
Epoch 36/500
113/113 [==============================] - 0s 865us/step - loss: 0.4042 - accuracy: 0.8353
Epoch 37/500
113/113 [==============================] - 0s 901us/step - loss: 0.4037 - accuracy: 0.8360
Epoch 38/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4032 - accuracy: 0.8356
Epoch 39/500
113/113 [==============================] - 0s 880us/step - loss: 0.4028 - accuracy: 0.8360
Epoch 40/500
113/113 [==============================] - 0s 933us/step - loss: 0.4024 - accuracy: 0.8357
Epoch 41/500
113/113 [==============================] - 0s 958us/step - loss: 0.4022 - accuracy: 0.8361
Epoch 42/500
113/113 [==============================] - 0s 858us/step - loss: 0.4015 - accuracy: 0.8358
Epoch 43/500
113/113 [==============================] - 0s 851us/step - loss: 0.4015 - accuracy: 0.8364
Epoch 44/500
113/113 [==============================] - 0s 893us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 45/500
113/113 [==============================] - 0s 858us/step - loss: 0.4009 - accuracy: 0.8361
Epoch 46/500
113/113 [==============================] - 0s 917us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 47/500
113/113 [==============================] - 0s 886us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 48/500
113/113 [==============================] - 0s 863us/step - loss: 0.4002 - accuracy: 0.8360
Epoch 49/500
113/113 [==============================] - 0s 878us/step - loss: 0.3999 - accuracy: 0.8357
Epoch 50/500
113/113 [==============================] - 0s 859us/step - loss: 0.3998 - accuracy: 0.8374
Epoch 51/500
113/113 [==============================] - 0s 886us/step - loss: 0.3995 - accuracy: 0.8364
Epoch 52/500
113/113 [==============================] - 0s 907us/step - loss: 0.3993 - accuracy: 0.8364
Epoch 53/500
113/113 [==============================] - 0s 860us/step - loss: 0.3993 - accuracy: 0.8365
Epoch 54/500
113/113 [==============================] - 0s 846us/step - loss: 0.3990 - accuracy: 0.8368
Epoch 55/500
113/113 [==============================] - 0s 883us/step - loss: 0.3988 - accuracy: 0.8363
Epoch 56/500
113/113 [==============================] - 0s 916us/step - loss: 0.3986 - accuracy: 0.8365
Epoch 57/500
113/113 [==============================] - 0s 953us/step - loss: 0.3985 - accuracy: 0.8361
Epoch 58/500
113/113 [==============================] - 0s 977us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 59/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8368
Epoch 60/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8367
Epoch 61/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3979 - accuracy: 0.8371
Epoch 62/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8367
Epoch 63/500
113/113 [==============================] - 0s 958us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 64/500
113/113 [==============================] - 0s 963us/step - loss: 0.3975 - accuracy: 0.8372
Epoch 65/500
113/113 [==============================] - 0s 983us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 66/500
113/113 [==============================] - 0s 882us/step - loss: 0.3974 - accuracy: 0.8369
Epoch 67/500
113/113 [==============================] - 0s 904us/step - loss: 0.3972 - accuracy: 0.8364
Epoch 68/500
113/113 [==============================] - 0s 911us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 69/500
113/113 [==============================] - 0s 896us/step - loss: 0.3970 - accuracy: 0.8368
Epoch 70/500
113/113 [==============================] - 0s 854us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 71/500
113/113 [==============================] - 0s 855us/step - loss: 0.3966 - accuracy: 0.8385
Epoch 72/500
113/113 [==============================] - 0s 899us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 73/500
113/113 [==============================] - 0s 844us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 74/500
113/113 [==============================] - 0s 884us/step - loss: 0.3965 - accuracy: 0.8385
Epoch 75/500
113/113 [==============================] - 0s 867us/step - loss: 0.3964 - accuracy: 0.8375
Epoch 76/500
113/113 [==============================] - 0s 856us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 77/500
113/113 [==============================] - 0s 882us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 78/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8372
Epoch 79/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8372
Epoch 80/500
113/113 [==============================] - 0s 857us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 81/500
113/113 [==============================] - 0s 879us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 82/500
113/113 [==============================] - 0s 904us/step - loss: 0.3957 - accuracy: 0.8381
Epoch 83/500
113/113 [==============================] - 0s 992us/step - loss: 0.3954 - accuracy: 0.8369
Epoch 84/500
113/113 [==============================] - 0s 867us/step - loss: 0.3953 - accuracy: 0.8372
Epoch 85/500
113/113 [==============================] - 0s 848us/step - loss: 0.3951 - accuracy: 0.8378
Epoch 86/500
113/113 [==============================] - 0s 899us/step - loss: 0.3952 - accuracy: 0.8369
Epoch 87/500
113/113 [==============================] - 0s 901us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 88/500
113/113 [==============================] - 0s 899us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 89/500
113/113 [==============================] - 0s 859us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 90/500
113/113 [==============================] - 0s 852us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 91/500
113/113 [==============================] - 0s 902us/step - loss: 0.3947 - accuracy: 0.8367
Epoch 92/500
113/113 [==============================] - 0s 862us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 93/500
113/113 [==============================] - 0s 928us/step - loss: 0.3946 - accuracy: 0.8365
Epoch 94/500
113/113 [==============================] - 0s 868us/step - loss: 0.3943 - accuracy: 0.8364
Epoch 95/500
113/113 [==============================] - 0s 872us/step - loss: 0.3945 - accuracy: 0.8368
Epoch 96/500
113/113 [==============================] - 0s 855us/step - loss: 0.3941 - accuracy: 0.8371
Epoch 97/500
113/113 [==============================] - 0s 953us/step - loss: 0.3942 - accuracy: 0.8383
Epoch 98/500
113/113 [==============================] - 0s 899us/step - loss: 0.3942 - accuracy: 0.8369
Epoch 99/500
113/113 [==============================] - 0s 848us/step - loss: 0.3942 - accuracy: 0.8376
Epoch 100/500
113/113 [==============================] - 0s 885us/step - loss: 0.3941 - accuracy: 0.8383
Epoch 101/500
113/113 [==============================] - 0s 965us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 102/500
113/113 [==============================] - 0s 861us/step - loss: 0.3939 - accuracy: 0.8367
Epoch 103/500
113/113 [==============================] - 0s 898us/step - loss: 0.3939 - accuracy: 0.8363
Epoch 104/500
113/113 [==============================] - 0s 861us/step - loss: 0.3938 - accuracy: 0.8376
Epoch 105/500
113/113 [==============================] - 0s 879us/step - loss: 0.3938 - accuracy: 0.8374
Epoch 106/500
113/113 [==============================] - 0s 922us/step - loss: 0.3936 - accuracy: 0.8378
Epoch 107/500
113/113 [==============================] - 0s 872us/step - loss: 0.3937 - accuracy: 0.8368
Epoch 108/500
113/113 [==============================] - 0s 967us/step - loss: 0.3936 - accuracy: 0.8375
Epoch 109/500
113/113 [==============================] - 0s 847us/step - loss: 0.3937 - accuracy: 0.8375
Epoch 110/500
113/113 [==============================] - 0s 881us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 111/500
113/113 [==============================] - 0s 862us/step - loss: 0.3934 - accuracy: 0.8382
Epoch 112/500
113/113 [==============================] - 0s 884us/step - loss: 0.3936 - accuracy: 0.8371
Epoch 113/500
113/113 [==============================] - 0s 851us/step - loss: 0.3935 - accuracy: 0.8374
Epoch 114/500
113/113 [==============================] - 0s 864us/step - loss: 0.3932 - accuracy: 0.8374
Epoch 115/500
113/113 [==============================] - 0s 908us/step - loss: 0.3934 - accuracy: 0.8365
Epoch 116/500
113/113 [==============================] - 0s 968us/step - loss: 0.3934 - accuracy: 0.8369
Epoch 117/500
113/113 [==============================] - 0s 915us/step - loss: 0.3932 - accuracy: 0.8357
Epoch 118/500
113/113 [==============================] - 0s 858us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 119/500
113/113 [==============================] - 0s 863us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 120/500
113/113 [==============================] - 0s 891us/step - loss: 0.3932 - accuracy: 0.8368
Epoch 121/500
113/113 [==============================] - 0s 858us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 122/500
113/113 [==============================] - 0s 899us/step - loss: 0.3933 - accuracy: 0.8369
Epoch 123/500
113/113 [==============================] - 0s 867us/step - loss: 0.3932 - accuracy: 0.8368
Epoch 124/500
113/113 [==============================] - 0s 852us/step - loss: 0.3931 - accuracy: 0.8376
Epoch 125/500
113/113 [==============================] - 0s 867us/step - loss: 0.3932 - accuracy: 0.8363
Epoch 126/500
113/113 [==============================] - 0s 979us/step - loss: 0.3930 - accuracy: 0.8361
Epoch 127/500
113/113 [==============================] - 0s 903us/step - loss: 0.3930 - accuracy: 0.8358
Epoch 128/500
113/113 [==============================] - 0s 857us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 129/500
113/113 [==============================] - 0s 862us/step - loss: 0.3930 - accuracy: 0.8375
Epoch 130/500
113/113 [==============================] - 0s 859us/step - loss: 0.3928 - accuracy: 0.8368
Epoch 131/500
113/113 [==============================] - 0s 864us/step - loss: 0.3928 - accuracy: 0.8371
Epoch 132/500
113/113 [==============================] - 0s 912us/step - loss: 0.3928 - accuracy: 0.8372
Epoch 133/500
113/113 [==============================] - 0s 860us/step - loss: 0.3928 - accuracy: 0.8351
Epoch 134/500
113/113 [==============================] - 0s 879us/step - loss: 0.3927 - accuracy: 0.8368
Epoch 135/500
113/113 [==============================] - 0s 885us/step - loss: 0.3927 - accuracy: 0.83740s - loss: 0.3918 - accuracy: 0.83
Epoch 136/500
113/113 [==============================] - 0s 854us/step - loss: 0.3925 - accuracy: 0.8368
Epoch 137/500
113/113 [==============================] - 0s 905us/step - loss: 0.3925 - accuracy: 0.8361
Epoch 138/500
113/113 [==============================] - 0s 854us/step - loss: 0.3923 - accuracy: 0.8375
Epoch 139/500
113/113 [==============================] - 0s 880us/step - loss: 0.3923 - accuracy: 0.8374
Epoch 140/500
113/113 [==============================] - 0s 869us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 141/500
113/113 [==============================] - 0s 854us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 142/500
113/113 [==============================] - 0s 878us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 143/500
113/113 [==============================] - 0s 869us/step - loss: 0.3918 - accuracy: 0.8372
Epoch 144/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8369
Epoch 145/500
113/113 [==============================] - 0s 976us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 146/500
113/113 [==============================] - 0s 861us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 147/500
113/113 [==============================] - 0s 878us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 148/500
113/113 [==============================] - 0s 906us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 149/500
113/113 [==============================] - 0s 875us/step - loss: 0.3915 - accuracy: 0.8374
Epoch 150/500
113/113 [==============================] - 0s 851us/step - loss: 0.3914 - accuracy: 0.8368
Epoch 151/500
113/113 [==============================] - 0s 897us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 152/500
113/113 [==============================] - 0s 912us/step - loss: 0.3914 - accuracy: 0.8386
Epoch 153/500
113/113 [==============================] - 0s 854us/step - loss: 0.3913 - accuracy: 0.8382
Epoch 154/500
113/113 [==============================] - 0s 882us/step - loss: 0.3910 - accuracy: 0.8385
Epoch 155/500
113/113 [==============================] - 0s 950us/step - loss: 0.3911 - accuracy: 0.8390
Epoch 156/500
113/113 [==============================] - 0s 864us/step - loss: 0.3911 - accuracy: 0.8378
Epoch 157/500
113/113 [==============================] - 0s 933us/step - loss: 0.3908 - accuracy: 0.8390
Epoch 158/500
113/113 [==============================] - 0s 901us/step - loss: 0.3909 - accuracy: 0.8383
Epoch 159/500
113/113 [==============================] - 0s 927us/step - loss: 0.3905 - accuracy: 0.8383
Epoch 160/500
113/113 [==============================] - 0s 851us/step - loss: 0.3907 - accuracy: 0.8390
Epoch 161/500
113/113 [==============================] - 0s 929us/step - loss: 0.3906 - accuracy: 0.8381
Epoch 162/500
113/113 [==============================] - 0s 855us/step - loss: 0.3906 - accuracy: 0.8376
Epoch 163/500
113/113 [==============================] - 0s 864us/step - loss: 0.3906 - accuracy: 0.8396
Epoch 164/500
113/113 [==============================] - 0s 979us/step - loss: 0.3905 - accuracy: 0.8399
Epoch 165/500
113/113 [==============================] - 0s 862us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 166/500
113/113 [==============================] - 0s 969us/step - loss: 0.3902 - accuracy: 0.8378
Epoch 167/500
113/113 [==============================] - 0s 880us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 168/500
113/113 [==============================] - 0s 855us/step - loss: 0.3902 - accuracy: 0.8389
Epoch 169/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3900 - accuracy: 0.8389
Epoch 170/500
113/113 [==============================] - 0s 862us/step - loss: 0.3900 - accuracy: 0.8400
Epoch 171/500
113/113 [==============================] - 0s 902us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 172/500
113/113 [==============================] - 0s 868us/step - loss: 0.3898 - accuracy: 0.8382
Epoch 173/500
113/113 [==============================] - 0s 885us/step - loss: 0.3897 - accuracy: 0.8394
Epoch 174/500
113/113 [==============================] - 0s 961us/step - loss: 0.3899 - accuracy: 0.8379
Epoch 175/500
113/113 [==============================] - 0s 873us/step - loss: 0.3898 - accuracy: 0.8404
Epoch 176/500
113/113 [==============================] - 0s 908us/step - loss: 0.3897 - accuracy: 0.8396
Epoch 177/500
113/113 [==============================] - 0s 856us/step - loss: 0.3896 - accuracy: 0.8396
Epoch 178/500
113/113 [==============================] - 0s 900us/step - loss: 0.3896 - accuracy: 0.8400
Epoch 179/500
113/113 [==============================] - 0s 857us/step - loss: 0.3897 - accuracy: 0.8393
Epoch 180/500
113/113 [==============================] - 0s 961us/step - loss: 0.3896 - accuracy: 0.8389
Epoch 181/500
113/113 [==============================] - 0s 855us/step - loss: 0.3895 - accuracy: 0.8394
Epoch 182/500
113/113 [==============================] - 0s 884us/step - loss: 0.3894 - accuracy: 0.8385
Epoch 183/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8386
Epoch 184/500
113/113 [==============================] - 0s 933us/step - loss: 0.3893 - accuracy: 0.8389
Epoch 185/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3892 - accuracy: 0.8392
Epoch 186/500
113/113 [==============================] - 0s 991us/step - loss: 0.3892 - accuracy: 0.8389
Epoch 187/500
113/113 [==============================] - 0s 993us/step - loss: 0.3892 - accuracy: 0.8381
Epoch 188/500
113/113 [==============================] - 0s 871us/step - loss: 0.3892 - accuracy: 0.8382
Epoch 189/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8393
Epoch 190/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8394
Epoch 191/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3890 - accuracy: 0.8389
Epoch 192/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3892 - accuracy: 0.8394
Epoch 193/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8393
Epoch 194/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3889 - accuracy: 0.8389
Epoch 195/500
113/113 [==============================] - 0s 991us/step - loss: 0.3888 - accuracy: 0.8390
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3890 - accuracy: 0.8381
Epoch 197/500
113/113 [==============================] - 0s 978us/step - loss: 0.3889 - accuracy: 0.8388
Epoch 198/500
113/113 [==============================] - 0s 948us/step - loss: 0.3887 - accuracy: 0.8385
Epoch 199/500
113/113 [==============================] - 0s 987us/step - loss: 0.3890 - accuracy: 0.8375
Epoch 200/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3888 - accuracy: 0.8376
Epoch 201/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3889 - accuracy: 0.8393
Epoch 202/500
113/113 [==============================] - 0s 961us/step - loss: 0.3887 - accuracy: 0.8379
Epoch 203/500
113/113 [==============================] - 0s 901us/step - loss: 0.3889 - accuracy: 0.8390
Epoch 204/500
113/113 [==============================] - 0s 861us/step - loss: 0.3889 - accuracy: 0.8381
Epoch 205/500
113/113 [==============================] - 0s 949us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 206/500
113/113 [==============================] - 0s 863us/step - loss: 0.3887 - accuracy: 0.8388
Epoch 207/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8383
Epoch 208/500
113/113 [==============================] - 0s 967us/step - loss: 0.3885 - accuracy: 0.8381
Epoch 209/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3887 - accuracy: 0.8388
Epoch 210/500
113/113 [==============================] - 0s 852us/step - loss: 0.3885 - accuracy: 0.8388
Epoch 211/500
113/113 [==============================] - 0s 968us/step - loss: 0.3887 - accuracy: 0.8389
Epoch 212/500
113/113 [==============================] - 0s 865us/step - loss: 0.3884 - accuracy: 0.8392
Epoch 213/500
113/113 [==============================] - 0s 852us/step - loss: 0.3888 - accuracy: 0.8385
Epoch 214/500
113/113 [==============================] - 0s 957us/step - loss: 0.3886 - accuracy: 0.8390
Epoch 215/500
113/113 [==============================] - 0s 851us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 216/500
113/113 [==============================] - 0s 909us/step - loss: 0.3884 - accuracy: 0.8385
Epoch 217/500
113/113 [==============================] - 0s 862us/step - loss: 0.3887 - accuracy: 0.8376
Epoch 218/500
113/113 [==============================] - 0s 855us/step - loss: 0.3884 - accuracy: 0.8389
Epoch 219/500
113/113 [==============================] - 0s 925us/step - loss: 0.3884 - accuracy: 0.8392
Epoch 220/500
113/113 [==============================] - 0s 860us/step - loss: 0.3883 - accuracy: 0.8386
Epoch 221/500
113/113 [==============================] - 0s 881us/step - loss: 0.3886 - accuracy: 0.8394
Epoch 222/500
113/113 [==============================] - 0s 865us/step - loss: 0.3884 - accuracy: 0.8394
Epoch 223/500
113/113 [==============================] - 0s 857us/step - loss: 0.3886 - accuracy: 0.8374
Epoch 224/500
113/113 [==============================] - 0s 909us/step - loss: 0.3885 - accuracy: 0.8393
Epoch 225/500
113/113 [==============================] - 0s 857us/step - loss: 0.3885 - accuracy: 0.8379
Epoch 226/500
113/113 [==============================] - 0s 902us/step - loss: 0.3881 - accuracy: 0.8394
Epoch 227/500
113/113 [==============================] - 0s 926us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 228/500
113/113 [==============================] - 0s 923us/step - loss: 0.3884 - accuracy: 0.8386
Epoch 229/500
113/113 [==============================] - 0s 860us/step - loss: 0.3883 - accuracy: 0.8388
Epoch 230/500
113/113 [==============================] - 0s 856us/step - loss: 0.3883 - accuracy: 0.8386
Epoch 231/500
113/113 [==============================] - 0s 901us/step - loss: 0.3880 - accuracy: 0.8376
Epoch 232/500
113/113 [==============================] - 0s 846us/step - loss: 0.3884 - accuracy: 0.8389
Epoch 233/500
113/113 [==============================] - 0s 921us/step - loss: 0.3882 - accuracy: 0.8401
Epoch 234/500
113/113 [==============================] - 0s 867us/step - loss: 0.3882 - accuracy: 0.8390
Epoch 235/500
113/113 [==============================] - 0s 853us/step - loss: 0.3883 - accuracy: 0.8382
Epoch 236/500
113/113 [==============================] - 0s 937us/step - loss: 0.3882 - accuracy: 0.8393
Epoch 237/500
113/113 [==============================] - 0s 921us/step - loss: 0.3879 - accuracy: 0.8400
Epoch 238/500
113/113 [==============================] - 0s 934us/step - loss: 0.3882 - accuracy: 0.8386
Epoch 239/500
113/113 [==============================] - 0s 928us/step - loss: 0.3882 - accuracy: 0.8386
Epoch 240/500
113/113 [==============================] - 0s 855us/step - loss: 0.3882 - accuracy: 0.8382
Epoch 241/500
113/113 [==============================] - 0s 907us/step - loss: 0.3883 - accuracy: 0.8400
Epoch 242/500
113/113 [==============================] - 0s 848us/step - loss: 0.3877 - accuracy: 0.8389
Epoch 243/500
113/113 [==============================] - 0s 939us/step - loss: 0.3881 - accuracy: 0.8396
Epoch 244/500
113/113 [==============================] - 0s 850us/step - loss: 0.3882 - accuracy: 0.8382
Epoch 245/500
113/113 [==============================] - 0s 889us/step - loss: 0.3880 - accuracy: 0.8393
Epoch 246/500
113/113 [==============================] - 0s 937us/step - loss: 0.3880 - accuracy: 0.8379
Epoch 247/500
113/113 [==============================] - 0s 858us/step - loss: 0.3883 - accuracy: 0.8389
Epoch 248/500
113/113 [==============================] - 0s 924us/step - loss: 0.3882 - accuracy: 0.8388
Epoch 249/500
113/113 [==============================] - 0s 862us/step - loss: 0.3880 - accuracy: 0.8383
Epoch 250/500
113/113 [==============================] - 0s 917us/step - loss: 0.3879 - accuracy: 0.8389
Epoch 251/500
113/113 [==============================] - 0s 859us/step - loss: 0.3880 - accuracy: 0.8389
Epoch 252/500
113/113 [==============================] - 0s 856us/step - loss: 0.3883 - accuracy: 0.8376
Epoch 253/500
113/113 [==============================] - 0s 941us/step - loss: 0.3882 - accuracy: 0.8383
Epoch 254/500
113/113 [==============================] - 0s 853us/step - loss: 0.3880 - accuracy: 0.8386
Epoch 255/500
113/113 [==============================] - 0s 886us/step - loss: 0.3880 - accuracy: 0.8383
Epoch 256/500
113/113 [==============================] - 0s 936us/step - loss: 0.3881 - accuracy: 0.8379
Epoch 257/500
113/113 [==============================] - 0s 868us/step - loss: 0.3880 - accuracy: 0.8388
Epoch 258/500
113/113 [==============================] - 0s 900us/step - loss: 0.3881 - accuracy: 0.8386
Epoch 259/500
113/113 [==============================] - 0s 944us/step - loss: 0.3878 - accuracy: 0.8393
Epoch 260/500
113/113 [==============================] - 0s 905us/step - loss: 0.3879 - accuracy: 0.8390
Epoch 261/500
113/113 [==============================] - 0s 884us/step - loss: 0.3880 - accuracy: 0.8393
Epoch 262/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8392
Epoch 263/500
113/113 [==============================] - 0s 860us/step - loss: 0.3881 - accuracy: 0.8389
Epoch 264/500
113/113 [==============================] - 0s 880us/step - loss: 0.3881 - accuracy: 0.8397
Epoch 265/500
113/113 [==============================] - 0s 967us/step - loss: 0.3880 - accuracy: 0.8379
Epoch 266/500
113/113 [==============================] - 0s 853us/step - loss: 0.3880 - accuracy: 0.8393
Epoch 267/500
113/113 [==============================] - 0s 909us/step - loss: 0.3880 - accuracy: 0.8386
Epoch 268/500
113/113 [==============================] - 0s 848us/step - loss: 0.3880 - accuracy: 0.8394
Epoch 269/500
113/113 [==============================] - 0s 884us/step - loss: 0.3879 - accuracy: 0.8371
Epoch 270/500
113/113 [==============================] - 0s 983us/step - loss: 0.3878 - accuracy: 0.8396
Epoch 271/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3879 - accuracy: 0.8396
Epoch 272/500
113/113 [==============================] - 0s 970us/step - loss: 0.3879 - accuracy: 0.8379
Epoch 273/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3878 - accuracy: 0.8388
Epoch 274/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8390
Epoch 275/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8392
Epoch 276/500
113/113 [==============================] - 0s 869us/step - loss: 0.3877 - accuracy: 0.8375
Epoch 277/500
113/113 [==============================] - 0s 878us/step - loss: 0.3877 - accuracy: 0.8396
Epoch 278/500
113/113 [==============================] - 0s 856us/step - loss: 0.3877 - accuracy: 0.8385
Epoch 279/500
113/113 [==============================] - 0s 861us/step - loss: 0.3877 - accuracy: 0.8394
Epoch 280/500
113/113 [==============================] - 0s 932us/step - loss: 0.3878 - accuracy: 0.8382
Epoch 281/500
113/113 [==============================] - 0s 849us/step - loss: 0.3879 - accuracy: 0.8390
Epoch 282/500
113/113 [==============================] - 0s 877us/step - loss: 0.3877 - accuracy: 0.8379
Epoch 283/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3878 - accuracy: 0.8385
Epoch 284/500
113/113 [==============================] - 0s 861us/step - loss: 0.3878 - accuracy: 0.8389
Epoch 285/500
113/113 [==============================] - 0s 919us/step - loss: 0.3875 - accuracy: 0.8390
Epoch 286/500
113/113 [==============================] - 0s 845us/step - loss: 0.3878 - accuracy: 0.8386
Epoch 287/500
113/113 [==============================] - 0s 885us/step - loss: 0.3878 - accuracy: 0.8386
Epoch 288/500
113/113 [==============================] - 0s 860us/step - loss: 0.3875 - accuracy: 0.8389
Epoch 289/500
113/113 [==============================] - 0s 851us/step - loss: 0.3877 - accuracy: 0.8393
Epoch 290/500
113/113 [==============================] - 0s 960us/step - loss: 0.3876 - accuracy: 0.8382
Epoch 291/500
113/113 [==============================] - 0s 860us/step - loss: 0.3877 - accuracy: 0.8386
Epoch 292/500
113/113 [==============================] - 0s 879us/step - loss: 0.3875 - accuracy: 0.8386
Epoch 293/500
113/113 [==============================] - 0s 908us/step - loss: 0.3878 - accuracy: 0.8386
Epoch 294/500
113/113 [==============================] - 0s 885us/step - loss: 0.3878 - accuracy: 0.8399
Epoch 295/500
113/113 [==============================] - 0s 929us/step - loss: 0.3876 - accuracy: 0.8385
Epoch 296/500
113/113 [==============================] - 0s 862us/step - loss: 0.3878 - accuracy: 0.8397
Epoch 297/500
113/113 [==============================] - 0s 881us/step - loss: 0.3877 - accuracy: 0.8378
Epoch 298/500
113/113 [==============================] - 0s 862us/step - loss: 0.3875 - accuracy: 0.8389
Epoch 299/500
113/113 [==============================] - 0s 890us/step - loss: 0.3876 - accuracy: 0.8381
Epoch 300/500
113/113 [==============================] - 0s 854us/step - loss: 0.3879 - accuracy: 0.8389
Epoch 301/500
113/113 [==============================] - 0s 851us/step - loss: 0.3876 - accuracy: 0.8399
Epoch 302/500
113/113 [==============================] - 0s 982us/step - loss: 0.3878 - accuracy: 0.8385
Epoch 303/500
113/113 [==============================] - 0s 850us/step - loss: 0.3874 - accuracy: 0.8411
Epoch 304/500
113/113 [==============================] - 0s 918us/step - loss: 0.3877 - accuracy: 0.8381
Epoch 305/500
113/113 [==============================] - 0s 859us/step - loss: 0.3877 - accuracy: 0.8383
Epoch 306/500
113/113 [==============================] - 0s 865us/step - loss: 0.3877 - accuracy: 0.8382
Epoch 307/500
113/113 [==============================] - 0s 892us/step - loss: 0.3876 - accuracy: 0.8392
Epoch 308/500
113/113 [==============================] - 0s 851us/step - loss: 0.3877 - accuracy: 0.8392
Epoch 309/500
113/113 [==============================] - 0s 922us/step - loss: 0.3876 - accuracy: 0.8371
Epoch 310/500
113/113 [==============================] - 0s 853us/step - loss: 0.3878 - accuracy: 0.8400
Epoch 311/500
113/113 [==============================] - 0s 850us/step - loss: 0.3876 - accuracy: 0.8383
Epoch 312/500
113/113 [==============================] - 0s 997us/step - loss: 0.3874 - accuracy: 0.8381
Epoch 313/500
113/113 [==============================] - 0s 856us/step - loss: 0.3873 - accuracy: 0.8393
Epoch 314/500
113/113 [==============================] - 0s 909us/step - loss: 0.3875 - accuracy: 0.8389
Epoch 315/500
113/113 [==============================] - 0s 854us/step - loss: 0.3877 - accuracy: 0.8390
Epoch 316/500
113/113 [==============================] - 0s 880us/step - loss: 0.3876 - accuracy: 0.8390
Epoch 317/500
113/113 [==============================] - 0s 853us/step - loss: 0.3875 - accuracy: 0.8389
Epoch 318/500
113/113 [==============================] - 0s 860us/step - loss: 0.3875 - accuracy: 0.8388
Epoch 319/500
113/113 [==============================] - 0s 941us/step - loss: 0.3875 - accuracy: 0.8385
Epoch 320/500
113/113 [==============================] - 0s 852us/step - loss: 0.3876 - accuracy: 0.8388
Epoch 321/500
113/113 [==============================] - 0s 879us/step - loss: 0.3874 - accuracy: 0.8386
Epoch 322/500
113/113 [==============================] - 0s 993us/step - loss: 0.3875 - accuracy: 0.8385
Epoch 323/500
113/113 [==============================] - 0s 863us/step - loss: 0.3878 - accuracy: 0.8396
Epoch 324/500
113/113 [==============================] - 0s 910us/step - loss: 0.3875 - accuracy: 0.8393
Epoch 325/500
113/113 [==============================] - 0s 849us/step - loss: 0.3876 - accuracy: 0.8374
Epoch 326/500
113/113 [==============================] - 0s 880us/step - loss: 0.3876 - accuracy: 0.8388
Epoch 327/500
113/113 [==============================] - 0s 858us/step - loss: 0.3872 - accuracy: 0.8400
Epoch 328/500
113/113 [==============================] - 0s 977us/step - loss: 0.3877 - accuracy: 0.8390
Epoch 329/500
113/113 [==============================] - 0s 869us/step - loss: 0.3872 - accuracy: 0.8400
Epoch 330/500
113/113 [==============================] - 0s 848us/step - loss: 0.3878 - accuracy: 0.8383
Epoch 331/500
113/113 [==============================] - 0s 898us/step - loss: 0.3875 - accuracy: 0.8383
Epoch 332/500
113/113 [==============================] - 0s 854us/step - loss: 0.3874 - accuracy: 0.8389
Epoch 333/500
113/113 [==============================] - 0s 880us/step - loss: 0.3875 - accuracy: 0.8396
Epoch 334/500
113/113 [==============================] - 0s 924us/step - loss: 0.3872 - accuracy: 0.8388
Epoch 335/500
113/113 [==============================] - 0s 858us/step - loss: 0.3876 - accuracy: 0.8389
Epoch 336/500
113/113 [==============================] - 0s 881us/step - loss: 0.3877 - accuracy: 0.8388
Epoch 337/500
113/113 [==============================] - 0s 859us/step - loss: 0.3875 - accuracy: 0.8388
Epoch 338/500
113/113 [==============================] - 0s 882us/step - loss: 0.3873 - accuracy: 0.8379
Epoch 339/500
113/113 [==============================] - 0s 874us/step - loss: 0.3875 - accuracy: 0.8394
Epoch 340/500
113/113 [==============================] - 0s 849us/step - loss: 0.3876 - accuracy: 0.8386
Epoch 341/500
113/113 [==============================] - 0s 929us/step - loss: 0.3873 - accuracy: 0.8392
Epoch 342/500
113/113 [==============================] - 0s 849us/step - loss: 0.3875 - accuracy: 0.8376
Epoch 343/500
113/113 [==============================] - 0s 967us/step - loss: 0.3872 - accuracy: 0.8381
Epoch 344/500
113/113 [==============================] - 0s 859us/step - loss: 0.3877 - accuracy: 0.8399
Epoch 345/500
113/113 [==============================] - 0s 853us/step - loss: 0.3875 - accuracy: 0.8388
Epoch 346/500
113/113 [==============================] - 0s 914us/step - loss: 0.3875 - accuracy: 0.8397
Epoch 347/500
113/113 [==============================] - 0s 851us/step - loss: 0.3875 - accuracy: 0.8407
Epoch 348/500
113/113 [==============================] - 0s 898us/step - loss: 0.3874 - accuracy: 0.8390
Epoch 349/500
113/113 [==============================] - 0s 850us/step - loss: 0.3875 - accuracy: 0.8382
Epoch 350/500
113/113 [==============================] - 0s 904us/step - loss: 0.3874 - accuracy: 0.8379
Epoch 351/500
113/113 [==============================] - 0s 876us/step - loss: 0.3875 - accuracy: 0.8379
Epoch 352/500
113/113 [==============================] - 0s 858us/step - loss: 0.3874 - accuracy: 0.8394
Epoch 353/500
113/113 [==============================] - 0s 896us/step - loss: 0.3874 - accuracy: 0.8389
Epoch 354/500
113/113 [==============================] - 0s 852us/step - loss: 0.3873 - accuracy: 0.8401
Epoch 355/500
113/113 [==============================] - 0s 883us/step - loss: 0.3874 - accuracy: 0.8394
Epoch 356/500
113/113 [==============================] - 0s 861us/step - loss: 0.3874 - accuracy: 0.8386
Epoch 357/500
113/113 [==============================] - 0s 858us/step - loss: 0.3872 - accuracy: 0.8394
Epoch 358/500
113/113 [==============================] - 0s 909us/step - loss: 0.3875 - accuracy: 0.8388
Epoch 359/500
113/113 [==============================] - 0s 853us/step - loss: 0.3876 - accuracy: 0.8392
Epoch 360/500
113/113 [==============================] - 0s 872us/step - loss: 0.3872 - accuracy: 0.8389
Epoch 361/500
113/113 [==============================] - 0s 957us/step - loss: 0.3873 - accuracy: 0.8389
Epoch 362/500
113/113 [==============================] - 0s 854us/step - loss: 0.3874 - accuracy: 0.8393
Epoch 363/500
113/113 [==============================] - 0s 895us/step - loss: 0.3874 - accuracy: 0.8390
Epoch 364/500
113/113 [==============================] - 0s 866us/step - loss: 0.3874 - accuracy: 0.8386
Epoch 365/500
113/113 [==============================] - 0s 873us/step - loss: 0.3874 - accuracy: 0.8382
Epoch 366/500
113/113 [==============================] - 0s 872us/step - loss: 0.3873 - accuracy: 0.8379
Epoch 367/500
113/113 [==============================] - 0s 864us/step - loss: 0.3875 - accuracy: 0.8385
Epoch 368/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3874 - accuracy: 0.8392
Epoch 369/500
113/113 [==============================] - 0s 855us/step - loss: 0.3875 - accuracy: 0.8376
Epoch 370/500
113/113 [==============================] - 0s 962us/step - loss: 0.3874 - accuracy: 0.8397
Epoch 371/500
113/113 [==============================] - 0s 857us/step - loss: 0.3874 - accuracy: 0.8382
Epoch 372/500
113/113 [==============================] - 0s 881us/step - loss: 0.3873 - accuracy: 0.8399
Epoch 373/500
113/113 [==============================] - 0s 928us/step - loss: 0.3871 - accuracy: 0.8382
Epoch 374/500
113/113 [==============================] - 0s 859us/step - loss: 0.3871 - accuracy: 0.8399
Epoch 375/500
113/113 [==============================] - 0s 884us/step - loss: 0.3875 - accuracy: 0.8383
Epoch 376/500
113/113 [==============================] - 0s 877us/step - loss: 0.3870 - accuracy: 0.8396
Epoch 377/500
113/113 [==============================] - 0s 864us/step - loss: 0.3874 - accuracy: 0.8393
Epoch 378/500
113/113 [==============================] - 0s 922us/step - loss: 0.3872 - accuracy: 0.8388
Epoch 379/500
113/113 [==============================] - 0s 853us/step - loss: 0.3874 - accuracy: 0.8396
Epoch 380/500
113/113 [==============================] - 0s 957us/step - loss: 0.3873 - accuracy: 0.8396
Epoch 381/500
113/113 [==============================] - 0s 856us/step - loss: 0.3874 - accuracy: 0.8403
Epoch 382/500
113/113 [==============================] - 0s 866us/step - loss: 0.3873 - accuracy: 0.8394
Epoch 383/500
113/113 [==============================] - 0s 878us/step - loss: 0.3872 - accuracy: 0.8393
Epoch 384/500
113/113 [==============================] - 0s 851us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 385/500
113/113 [==============================] - 0s 891us/step - loss: 0.3873 - accuracy: 0.8394
Epoch 386/500
113/113 [==============================] - 0s 867us/step - loss: 0.3873 - accuracy: 0.8394
Epoch 387/500
113/113 [==============================] - 0s 895us/step - loss: 0.3874 - accuracy: 0.8385
Epoch 388/500
113/113 [==============================] - 0s 869us/step - loss: 0.3870 - accuracy: 0.8392
Epoch 389/500
113/113 [==============================] - 0s 845us/step - loss: 0.3872 - accuracy: 0.8390
Epoch 390/500
113/113 [==============================] - 0s 993us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 391/500
113/113 [==============================] - 0s 886us/step - loss: 0.3872 - accuracy: 0.8378
Epoch 392/500
113/113 [==============================] - 0s 977us/step - loss: 0.3873 - accuracy: 0.8397
Epoch 393/500
113/113 [==============================] - 0s 854us/step - loss: 0.3869 - accuracy: 0.8410
Epoch 394/500
113/113 [==============================] - 0s 855us/step - loss: 0.3871 - accuracy: 0.8389
Epoch 395/500
113/113 [==============================] - 0s 873us/step - loss: 0.3871 - accuracy: 0.8396
Epoch 396/500
113/113 [==============================] - 0s 869us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 397/500
113/113 [==============================] - 0s 923us/step - loss: 0.3873 - accuracy: 0.8386
Epoch 398/500
113/113 [==============================] - 0s 851us/step - loss: 0.3872 - accuracy: 0.8394
Epoch 399/500
113/113 [==============================] - 0s 867us/step - loss: 0.3869 - accuracy: 0.8399
Epoch 400/500
113/113 [==============================] - 0s 950us/step - loss: 0.3873 - accuracy: 0.8390
Epoch 401/500
113/113 [==============================] - 0s 859us/step - loss: 0.3872 - accuracy: 0.8392
Epoch 402/500
113/113 [==============================] - 0s 905us/step - loss: 0.3871 - accuracy: 0.8401
Epoch 403/500
113/113 [==============================] - 0s 855us/step - loss: 0.3872 - accuracy: 0.8389
Epoch 404/500
113/113 [==============================] - 0s 881us/step - loss: 0.3873 - accuracy: 0.8397
Epoch 405/500
113/113 [==============================] - 0s 869us/step - loss: 0.3872 - accuracy: 0.8399
Epoch 406/500
113/113 [==============================] - 0s 861us/step - loss: 0.3873 - accuracy: 0.8400
Epoch 407/500
113/113 [==============================] - 0s 907us/step - loss: 0.3870 - accuracy: 0.8394
Epoch 408/500
113/113 [==============================] - 0s 851us/step - loss: 0.3872 - accuracy: 0.8392
Epoch 409/500
113/113 [==============================] - 0s 995us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 410/500
113/113 [==============================] - 0s 856us/step - loss: 0.3872 - accuracy: 0.8406
Epoch 411/500
113/113 [==============================] - 0s 865us/step - loss: 0.3872 - accuracy: 0.8393
Epoch 412/500
113/113 [==============================] - 0s 897us/step - loss: 0.3872 - accuracy: 0.8411
Epoch 413/500
113/113 [==============================] - 0s 871us/step - loss: 0.3873 - accuracy: 0.8396
Epoch 414/500
113/113 [==============================] - 0s 875us/step - loss: 0.3873 - accuracy: 0.8389
Epoch 415/500
113/113 [==============================] - 0s 846us/step - loss: 0.3870 - accuracy: 0.8394
Epoch 416/500
113/113 [==============================] - 0s 862us/step - loss: 0.3872 - accuracy: 0.8406
Epoch 417/500
113/113 [==============================] - 0s 930us/step - loss: 0.3873 - accuracy: 0.8378
Epoch 418/500
113/113 [==============================] - 0s 879us/step - loss: 0.3872 - accuracy: 0.8390
Epoch 419/500
113/113 [==============================] - 0s 977us/step - loss: 0.3871 - accuracy: 0.8404
Epoch 420/500
113/113 [==============================] - 0s 858us/step - loss: 0.3873 - accuracy: 0.8413
Epoch 421/500
113/113 [==============================] - 0s 856us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 422/500
113/113 [==============================] - 0s 940us/step - loss: 0.3873 - accuracy: 0.8388
Epoch 423/500
113/113 [==============================] - 0s 856us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 424/500
113/113 [==============================] - 0s 877us/step - loss: 0.3872 - accuracy: 0.8403
Epoch 425/500
113/113 [==============================] - 0s 867us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 426/500
113/113 [==============================] - 0s 872us/step - loss: 0.3872 - accuracy: 0.8401
Epoch 427/500
113/113 [==============================] - 0s 881us/step - loss: 0.3871 - accuracy: 0.8393
Epoch 428/500
113/113 [==============================] - 0s 850us/step - loss: 0.3873 - accuracy: 0.8403
Epoch 429/500
113/113 [==============================] - 0s 952us/step - loss: 0.3872 - accuracy: 0.8392
Epoch 430/500
113/113 [==============================] - 0s 856us/step - loss: 0.3872 - accuracy: 0.8399
Epoch 431/500
113/113 [==============================] - 0s 958us/step - loss: 0.3873 - accuracy: 0.8400
Epoch 432/500
113/113 [==============================] - 0s 894us/step - loss: 0.3872 - accuracy: 0.8392
Epoch 433/500
113/113 [==============================] - 0s 849us/step - loss: 0.3871 - accuracy: 0.8399
Epoch 434/500
113/113 [==============================] - 0s 881us/step - loss: 0.3871 - accuracy: 0.8396
Epoch 435/500
113/113 [==============================] - 0s 860us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 436/500
113/113 [==============================] - 0s 900us/step - loss: 0.3870 - accuracy: 0.8396
Epoch 437/500
113/113 [==============================] - 0s 857us/step - loss: 0.3870 - accuracy: 0.8383
Epoch 438/500
113/113 [==============================] - 0s 853us/step - loss: 0.3870 - accuracy: 0.8392
Epoch 439/500
113/113 [==============================] - 0s 994us/step - loss: 0.3871 - accuracy: 0.8399
Epoch 440/500
113/113 [==============================] - 0s 858us/step - loss: 0.3872 - accuracy: 0.8394
Epoch 441/500
113/113 [==============================] - 0s 901us/step - loss: 0.3867 - accuracy: 0.8396
Epoch 442/500
113/113 [==============================] - 0s 852us/step - loss: 0.3871 - accuracy: 0.8397
Epoch 443/500
113/113 [==============================] - 0s 860us/step - loss: 0.3870 - accuracy: 0.84000s - loss: 0.3826 - accuracy: 0.84
Epoch 444/500
113/113 [==============================] - 0s 895us/step - loss: 0.3869 - accuracy: 0.8415
Epoch 445/500
113/113 [==============================] - 0s 848us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 446/500
113/113 [==============================] - 0s 890us/step - loss: 0.3870 - accuracy: 0.8410
Epoch 447/500
113/113 [==============================] - 0s 882us/step - loss: 0.3873 - accuracy: 0.8388
Epoch 448/500
113/113 [==============================] - 0s 968us/step - loss: 0.3870 - accuracy: 0.8389
Epoch 449/500
113/113 [==============================] - 0s 853us/step - loss: 0.3870 - accuracy: 0.8397
Epoch 450/500
113/113 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8401
Epoch 451/500
113/113 [==============================] - 0s 911us/step - loss: 0.3872 - accuracy: 0.8407
Epoch 452/500
113/113 [==============================] - 0s 848us/step - loss: 0.3870 - accuracy: 0.8385
Epoch 453/500
113/113 [==============================] - 0s 876us/step - loss: 0.3868 - accuracy: 0.8410
Epoch 454/500
113/113 [==============================] - 0s 866us/step - loss: 0.3871 - accuracy: 0.8389
Epoch 455/500
113/113 [==============================] - 0s 866us/step - loss: 0.3869 - accuracy: 0.8396
Epoch 456/500
113/113 [==============================] - 0s 894us/step - loss: 0.3873 - accuracy: 0.8386
Epoch 457/500
113/113 [==============================] - 0s 847us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 458/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8413
Epoch 459/500
113/113 [==============================] - 0s 860us/step - loss: 0.3870 - accuracy: 0.8403
Epoch 460/500
113/113 [==============================] - 0s 862us/step - loss: 0.3871 - accuracy: 0.8400
Epoch 461/500
113/113 [==============================] - 0s 919us/step - loss: 0.3868 - accuracy: 0.8396
Epoch 462/500
113/113 [==============================] - 0s 849us/step - loss: 0.3870 - accuracy: 0.8394
Epoch 463/500
113/113 [==============================] - 0s 884us/step - loss: 0.3871 - accuracy: 0.8389
Epoch 464/500
113/113 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8403
Epoch 465/500
113/113 [==============================] - 0s 866us/step - loss: 0.3869 - accuracy: 0.8393
Epoch 466/500
113/113 [==============================] - 0s 921us/step - loss: 0.3871 - accuracy: 0.8407
Epoch 467/500
113/113 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 468/500
113/113 [==============================] - 0s 932us/step - loss: 0.3871 - accuracy: 0.8410
Epoch 469/500
113/113 [==============================] - 0s 854us/step - loss: 0.3867 - accuracy: 0.8408
Epoch 470/500
113/113 [==============================] - 0s 889us/step - loss: 0.3871 - accuracy: 0.8397
Epoch 471/500
113/113 [==============================] - 0s 878us/step - loss: 0.3870 - accuracy: 0.8404
Epoch 472/500
113/113 [==============================] - 0s 858us/step - loss: 0.3870 - accuracy: 0.8396
Epoch 473/500
113/113 [==============================] - 0s 889us/step - loss: 0.3870 - accuracy: 0.8399
Epoch 474/500
113/113 [==============================] - 0s 881us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 475/500
113/113 [==============================] - 0s 906us/step - loss: 0.3870 - accuracy: 0.8389
Epoch 476/500
113/113 [==============================] - 0s 880us/step - loss: 0.3868 - accuracy: 0.8394
Epoch 477/500
113/113 [==============================] - 0s 850us/step - loss: 0.3869 - accuracy: 0.8400
Epoch 478/500
113/113 [==============================] - 0s 986us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 479/500
113/113 [==============================] - 0s 854us/step - loss: 0.3871 - accuracy: 0.8394
Epoch 480/500
113/113 [==============================] - 0s 882us/step - loss: 0.3869 - accuracy: 0.8399
Epoch 481/500
113/113 [==============================] - 0s 876us/step - loss: 0.3868 - accuracy: 0.8407
Epoch 482/500
113/113 [==============================] - 0s 854us/step - loss: 0.3870 - accuracy: 0.8401
Epoch 483/500
113/113 [==============================] - 0s 901us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 484/500
113/113 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8390
Epoch 485/500
113/113 [==============================] - 0s 881us/step - loss: 0.3868 - accuracy: 0.8400
Epoch 486/500
113/113 [==============================] - 0s 876us/step - loss: 0.3869 - accuracy: 0.8399
Epoch 487/500
113/113 [==============================] - 0s 967us/step - loss: 0.3872 - accuracy: 0.8399
Epoch 488/500
113/113 [==============================] - 0s 855us/step - loss: 0.3868 - accuracy: 0.8394
Epoch 489/500
113/113 [==============================] - 0s 852us/step - loss: 0.3870 - accuracy: 0.8406
Epoch 490/500
113/113 [==============================] - 0s 949us/step - loss: 0.3870 - accuracy: 0.8394
Epoch 491/500
113/113 [==============================] - 0s 876us/step - loss: 0.3869 - accuracy: 0.8396
Epoch 492/500
113/113 [==============================] - 0s 879us/step - loss: 0.3869 - accuracy: 0.8407
Epoch 493/500
113/113 [==============================] - 0s 859us/step - loss: 0.3868 - accuracy: 0.8378
Epoch 494/500
113/113 [==============================] - 0s 863us/step - loss: 0.3869 - accuracy: 0.8394
Epoch 495/500
113/113 [==============================] - 0s 890us/step - loss: 0.3865 - accuracy: 0.8396
Epoch 496/500
113/113 [==============================] - 0s 865us/step - loss: 0.3867 - accuracy: 0.8393
Epoch 497/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8399
Epoch 498/500
113/113 [==============================] - 0s 857us/step - loss: 0.3869 - accuracy: 0.8390
Epoch 499/500
113/113 [==============================] - 0s 862us/step - loss: 0.3867 - accuracy: 0.8407
Epoch 500/500
113/113 [==============================] - 0s 902us/step - loss: 0.3868 - accuracy: 0.8397
Epoch 1/500
113/113 [==============================] - 0s 934us/step - loss: 0.6703 - accuracy: 0.7917
Epoch 2/500
113/113 [==============================] - 0s 1ms/step - loss: 0.6149 - accuracy: 0.7940
Epoch 3/500
113/113 [==============================] - 0s 908us/step - loss: 0.5468 - accuracy: 0.7940
Epoch 4/500
113/113 [==============================] - 0s 964us/step - loss: 0.4881 - accuracy: 0.7940
Epoch 5/500
113/113 [==============================] - 0s 932us/step - loss: 0.4602 - accuracy: 0.7940
Epoch 6/500
113/113 [==============================] - 0s 912us/step - loss: 0.4507 - accuracy: 0.7940
Epoch 7/500
113/113 [==============================] - 0s 914us/step - loss: 0.4456 - accuracy: 0.7940
Epoch 8/500
113/113 [==============================] - 0s 911us/step - loss: 0.4419 - accuracy: 0.7940
Epoch 9/500
113/113 [==============================] - 0s 941us/step - loss: 0.4396 - accuracy: 0.7940
Epoch 10/500
113/113 [==============================] - 0s 924us/step - loss: 0.4380 - accuracy: 0.7940
Epoch 11/500
113/113 [==============================] - 0s 984us/step - loss: 0.4367 - accuracy: 0.7940
Epoch 12/500
113/113 [==============================] - 0s 911us/step - loss: 0.4360 - accuracy: 0.7940
Epoch 13/500
113/113 [==============================] - 0s 963us/step - loss: 0.4354 - accuracy: 0.7940
Epoch 14/500
113/113 [==============================] - 0s 927us/step - loss: 0.4348 - accuracy: 0.7940
Epoch 15/500
113/113 [==============================] - 0s 908us/step - loss: 0.4343 - accuracy: 0.7940
Epoch 16/500
113/113 [==============================] - 0s 947us/step - loss: 0.4340 - accuracy: 0.7940
Epoch 17/500
113/113 [==============================] - 0s 920us/step - loss: 0.4335 - accuracy: 0.7940
Epoch 18/500
113/113 [==============================] - 0s 961us/step - loss: 0.4333 - accuracy: 0.7940
Epoch 19/500
113/113 [==============================] - 0s 908us/step - loss: 0.4330 - accuracy: 0.7940
Epoch 20/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4327 - accuracy: 0.7940
Epoch 21/500
113/113 [==============================] - 0s 924us/step - loss: 0.4324 - accuracy: 0.7940
Epoch 22/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4321 - accuracy: 0.7940
Epoch 23/500
113/113 [==============================] - 0s 914us/step - loss: 0.4317 - accuracy: 0.7940
Epoch 24/500
113/113 [==============================] - 0s 946us/step - loss: 0.4314 - accuracy: 0.7940
Epoch 25/500
113/113 [==============================] - 0s 951us/step - loss: 0.4310 - accuracy: 0.7940
Epoch 26/500
113/113 [==============================] - 0s 925us/step - loss: 0.4305 - accuracy: 0.7940
Epoch 27/500
113/113 [==============================] - 0s 956us/step - loss: 0.4299 - accuracy: 0.7940
Epoch 28/500
113/113 [==============================] - 0s 935us/step - loss: 0.4291 - accuracy: 0.7994
Epoch 29/500
113/113 [==============================] - 0s 994us/step - loss: 0.4284 - accuracy: 0.8125
Epoch 30/500
113/113 [==============================] - 0s 926us/step - loss: 0.4276 - accuracy: 0.8161
Epoch 31/500
113/113 [==============================] - 0s 931us/step - loss: 0.4267 - accuracy: 0.8175
Epoch 32/500
113/113 [==============================] - 0s 952us/step - loss: 0.4258 - accuracy: 0.8193
Epoch 33/500
113/113 [==============================] - 0s 952us/step - loss: 0.4250 - accuracy: 0.8213
Epoch 34/500
113/113 [==============================] - 0s 947us/step - loss: 0.4242 - accuracy: 0.8215
Epoch 35/500
113/113 [==============================] - 0s 923us/step - loss: 0.4235 - accuracy: 0.8231
Epoch 36/500
113/113 [==============================] - 0s 957us/step - loss: 0.4229 - accuracy: 0.8235
Epoch 37/500
113/113 [==============================] - 0s 951us/step - loss: 0.4223 - accuracy: 0.8249
Epoch 38/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4216 - accuracy: 0.8254
Epoch 39/500
113/113 [==============================] - 0s 922us/step - loss: 0.4210 - accuracy: 0.8263
Epoch 40/500
113/113 [==============================] - 0s 929us/step - loss: 0.4205 - accuracy: 0.8263
Epoch 41/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4199 - accuracy: 0.8260
Epoch 42/500
113/113 [==============================] - 0s 888us/step - loss: 0.4194 - accuracy: 0.8274
Epoch 43/500
113/113 [==============================] - 0s 881us/step - loss: 0.4189 - accuracy: 0.8282
Epoch 44/500
113/113 [==============================] - 0s 849us/step - loss: 0.4184 - accuracy: 0.8288
Epoch 45/500
113/113 [==============================] - 0s 910us/step - loss: 0.4180 - accuracy: 0.8289
Epoch 46/500
113/113 [==============================] - 0s 858us/step - loss: 0.4176 - accuracy: 0.8301
Epoch 47/500
113/113 [==============================] - 0s 865us/step - loss: 0.4171 - accuracy: 0.8293
Epoch 48/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4168 - accuracy: 0.8282
Epoch 49/500
113/113 [==============================] - 0s 993us/step - loss: 0.4164 - accuracy: 0.8299
Epoch 50/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4161 - accuracy: 0.8301
Epoch 51/500
113/113 [==============================] - 0s 975us/step - loss: 0.4158 - accuracy: 0.8299
Epoch 52/500
113/113 [==============================] - 0s 981us/step - loss: 0.4154 - accuracy: 0.8313
Epoch 53/500
113/113 [==============================] - 0s 976us/step - loss: 0.4150 - accuracy: 0.8317
Epoch 54/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4147 - accuracy: 0.8307
Epoch 55/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4143 - accuracy: 0.8315
Epoch 56/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4140 - accuracy: 0.8307
Epoch 57/500
113/113 [==============================] - 0s 856us/step - loss: 0.4137 - accuracy: 0.8328
Epoch 58/500
113/113 [==============================] - 0s 955us/step - loss: 0.4133 - accuracy: 0.8331
Epoch 59/500
113/113 [==============================] - 0s 872us/step - loss: 0.4130 - accuracy: 0.8322
Epoch 60/500
113/113 [==============================] - 0s 901us/step - loss: 0.4126 - accuracy: 0.8328
Epoch 61/500
113/113 [==============================] - 0s 864us/step - loss: 0.4123 - accuracy: 0.8322
Epoch 62/500
113/113 [==============================] - 0s 857us/step - loss: 0.4120 - accuracy: 0.8328
Epoch 63/500
113/113 [==============================] - 0s 912us/step - loss: 0.4117 - accuracy: 0.8333
Epoch 64/500
113/113 [==============================] - 0s 864us/step - loss: 0.4114 - accuracy: 0.8331
Epoch 65/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4111 - accuracy: 0.8335
Epoch 66/500
113/113 [==============================] - 0s 862us/step - loss: 0.4108 - accuracy: 0.8335
Epoch 67/500
113/113 [==============================] - 0s 867us/step - loss: 0.4106 - accuracy: 0.8329
Epoch 68/500
113/113 [==============================] - 0s 847us/step - loss: 0.4102 - accuracy: 0.8332
Epoch 69/500
113/113 [==============================] - 0s 881us/step - loss: 0.4100 - accuracy: 0.8340
Epoch 70/500
113/113 [==============================] - 0s 897us/step - loss: 0.4096 - accuracy: 0.8331
Epoch 71/500
113/113 [==============================] - 0s 848us/step - loss: 0.4094 - accuracy: 0.8340
Epoch 72/500
113/113 [==============================] - 0s 879us/step - loss: 0.4093 - accuracy: 0.8338
Epoch 73/500
113/113 [==============================] - 0s 872us/step - loss: 0.4090 - accuracy: 0.8339
Epoch 74/500
113/113 [==============================] - 0s 925us/step - loss: 0.4087 - accuracy: 0.8336
Epoch 75/500
113/113 [==============================] - 0s 884us/step - loss: 0.4086 - accuracy: 0.8339
Epoch 76/500
113/113 [==============================] - 0s 862us/step - loss: 0.4083 - accuracy: 0.8335
Epoch 77/500
113/113 [==============================] - 0s 955us/step - loss: 0.4081 - accuracy: 0.8339
Epoch 78/500
113/113 [==============================] - 0s 859us/step - loss: 0.4079 - accuracy: 0.8344
Epoch 79/500
113/113 [==============================] - 0s 865us/step - loss: 0.4077 - accuracy: 0.8340
Epoch 80/500
113/113 [==============================] - 0s 889us/step - loss: 0.4074 - accuracy: 0.8344
Epoch 81/500
113/113 [==============================] - 0s 858us/step - loss: 0.4073 - accuracy: 0.8346
Epoch 82/500
113/113 [==============================] - 0s 888us/step - loss: 0.4070 - accuracy: 0.8343
Epoch 83/500
113/113 [==============================] - 0s 856us/step - loss: 0.4069 - accuracy: 0.8340
Epoch 84/500
113/113 [==============================] - 0s 930us/step - loss: 0.4068 - accuracy: 0.8344
Epoch 85/500
113/113 [==============================] - 0s 882us/step - loss: 0.4065 - accuracy: 0.8347
Epoch 86/500
113/113 [==============================] - 0s 878us/step - loss: 0.4063 - accuracy: 0.8351
Epoch 87/500
113/113 [==============================] - 0s 883us/step - loss: 0.4061 - accuracy: 0.8349
Epoch 88/500
113/113 [==============================] - 0s 844us/step - loss: 0.4059 - accuracy: 0.8343
Epoch 89/500
113/113 [==============================] - 0s 869us/step - loss: 0.4058 - accuracy: 0.8344
Epoch 90/500
113/113 [==============================] - 0s 875us/step - loss: 0.4056 - accuracy: 0.8338
Epoch 91/500
113/113 [==============================] - 0s 861us/step - loss: 0.4055 - accuracy: 0.8343
Epoch 92/500
113/113 [==============================] - 0s 862us/step - loss: 0.4053 - accuracy: 0.8349
Epoch 93/500
113/113 [==============================] - 0s 857us/step - loss: 0.4051 - accuracy: 0.8347
Epoch 94/500
113/113 [==============================] - 0s 906us/step - loss: 0.4051 - accuracy: 0.8350
Epoch 95/500
113/113 [==============================] - 0s 845us/step - loss: 0.4049 - accuracy: 0.8350
Epoch 96/500
113/113 [==============================] - 0s 841us/step - loss: 0.4048 - accuracy: 0.8344
Epoch 97/500
113/113 [==============================] - 0s 939us/step - loss: 0.4047 - accuracy: 0.8347
Epoch 98/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4046 - accuracy: 0.8351
Epoch 99/500
113/113 [==============================] - 0s 857us/step - loss: 0.4045 - accuracy: 0.8343
Epoch 100/500
113/113 [==============================] - 0s 860us/step - loss: 0.4045 - accuracy: 0.8351
Epoch 101/500
113/113 [==============================] - 0s 853us/step - loss: 0.4044 - accuracy: 0.8351
Epoch 102/500
113/113 [==============================] - 0s 847us/step - loss: 0.4042 - accuracy: 0.8351
Epoch 103/500
113/113 [==============================] - 0s 870us/step - loss: 0.4041 - accuracy: 0.8351
Epoch 104/500
113/113 [==============================] - 0s 946us/step - loss: 0.4040 - accuracy: 0.8354
Epoch 105/500
113/113 [==============================] - 0s 969us/step - loss: 0.4040 - accuracy: 0.8350
Epoch 106/500
113/113 [==============================] - 0s 843us/step - loss: 0.4039 - accuracy: 0.8349
Epoch 107/500
113/113 [==============================] - 0s 871us/step - loss: 0.4039 - accuracy: 0.8350
Epoch 108/500
113/113 [==============================] - 0s 851us/step - loss: 0.4037 - accuracy: 0.8350
Epoch 109/500
113/113 [==============================] - 0s 858us/step - loss: 0.4037 - accuracy: 0.8354
Epoch 110/500
113/113 [==============================] - 0s 932us/step - loss: 0.4035 - accuracy: 0.8353
Epoch 111/500
113/113 [==============================] - 0s 843us/step - loss: 0.4037 - accuracy: 0.8343
Epoch 112/500
113/113 [==============================] - 0s 871us/step - loss: 0.4035 - accuracy: 0.8344
Epoch 113/500
113/113 [==============================] - 0s 872us/step - loss: 0.4034 - accuracy: 0.8350
Epoch 114/500
113/113 [==============================] - 0s 855us/step - loss: 0.4033 - accuracy: 0.8357
Epoch 115/500
113/113 [==============================] - 0s 897us/step - loss: 0.4033 - accuracy: 0.8357
Epoch 116/500
113/113 [==============================] - 0s 888us/step - loss: 0.4033 - accuracy: 0.8344
Epoch 117/500
113/113 [==============================] - 0s 882us/step - loss: 0.4032 - accuracy: 0.8351
Epoch 118/500
113/113 [==============================] - 0s 845us/step - loss: 0.4032 - accuracy: 0.8344
Epoch 119/500
113/113 [==============================] - 0s 860us/step - loss: 0.4030 - accuracy: 0.8347
Epoch 120/500
113/113 [==============================] - 0s 871us/step - loss: 0.4031 - accuracy: 0.8351
Epoch 121/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4029 - accuracy: 0.8350
Epoch 122/500
113/113 [==============================] - 0s 900us/step - loss: 0.4029 - accuracy: 0.8350
Epoch 123/500
113/113 [==============================] - 0s 847us/step - loss: 0.4028 - accuracy: 0.8350
Epoch 124/500
113/113 [==============================] - 0s 843us/step - loss: 0.4027 - accuracy: 0.8351
Epoch 125/500
113/113 [==============================] - 0s 944us/step - loss: 0.4027 - accuracy: 0.8346
Epoch 126/500
113/113 [==============================] - 0s 840us/step - loss: 0.4026 - accuracy: 0.8350
Epoch 127/500
113/113 [==============================] - 0s 870us/step - loss: 0.4026 - accuracy: 0.8351
Epoch 128/500
113/113 [==============================] - 0s 864us/step - loss: 0.4025 - accuracy: 0.8350
Epoch 129/500
113/113 [==============================] - 0s 856us/step - loss: 0.4025 - accuracy: 0.8351
Epoch 130/500
113/113 [==============================] - 0s 884us/step - loss: 0.4023 - accuracy: 0.8351
Epoch 131/500
113/113 [==============================] - 0s 853us/step - loss: 0.4024 - accuracy: 0.8342
Epoch 132/500
113/113 [==============================] - 0s 932us/step - loss: 0.4023 - accuracy: 0.8360
Epoch 133/500
113/113 [==============================] - 0s 866us/step - loss: 0.4022 - accuracy: 0.8349
Epoch 134/500
113/113 [==============================] - 0s 874us/step - loss: 0.4022 - accuracy: 0.8358
Epoch 135/500
113/113 [==============================] - 0s 842us/step - loss: 0.4022 - accuracy: 0.8350
Epoch 136/500
113/113 [==============================] - 0s 835us/step - loss: 0.4022 - accuracy: 0.8354
Epoch 137/500
113/113 [==============================] - 0s 871us/step - loss: 0.4021 - accuracy: 0.8360
Epoch 138/500
113/113 [==============================] - 0s 842us/step - loss: 0.4021 - accuracy: 0.8357
Epoch 139/500
113/113 [==============================] - 0s 863us/step - loss: 0.4020 - accuracy: 0.8347
Epoch 140/500
113/113 [==============================] - 0s 878us/step - loss: 0.4020 - accuracy: 0.8353
Epoch 141/500
113/113 [==============================] - 0s 844us/step - loss: 0.4020 - accuracy: 0.8353
Epoch 142/500
113/113 [==============================] - 0s 885us/step - loss: 0.4019 - accuracy: 0.8350
Epoch 143/500
113/113 [==============================] - 0s 892us/step - loss: 0.4019 - accuracy: 0.8346
Epoch 144/500
113/113 [==============================] - 0s 879us/step - loss: 0.4019 - accuracy: 0.8350
Epoch 145/500
113/113 [==============================] - 0s 861us/step - loss: 0.4019 - accuracy: 0.8344
Epoch 146/500
113/113 [==============================] - 0s 861us/step - loss: 0.4018 - accuracy: 0.8347
Epoch 147/500
113/113 [==============================] - 0s 878us/step - loss: 0.4018 - accuracy: 0.8356
Epoch 148/500
113/113 [==============================] - 0s 850us/step - loss: 0.4017 - accuracy: 0.8356
Epoch 149/500
113/113 [==============================] - 0s 886us/step - loss: 0.4018 - accuracy: 0.8349
Epoch 150/500
113/113 [==============================] - 0s 868us/step - loss: 0.4017 - accuracy: 0.8353
Epoch 151/500
113/113 [==============================] - 0s 849us/step - loss: 0.4017 - accuracy: 0.8365
Epoch 152/500
113/113 [==============================] - 0s 882us/step - loss: 0.4016 - accuracy: 0.8356
Epoch 153/500
113/113 [==============================] - 0s 920us/step - loss: 0.4016 - accuracy: 0.8360
Epoch 154/500
113/113 [==============================] - 0s 878us/step - loss: 0.4016 - accuracy: 0.8358
Epoch 155/500
113/113 [==============================] - 0s 846us/step - loss: 0.4014 - accuracy: 0.8350
Epoch 156/500
113/113 [==============================] - 0s 871us/step - loss: 0.4015 - accuracy: 0.8356
Epoch 157/500
113/113 [==============================] - 0s 876us/step - loss: 0.4015 - accuracy: 0.8360
Epoch 158/500
113/113 [==============================] - 0s 859us/step - loss: 0.4016 - accuracy: 0.8354
Epoch 159/500
113/113 [==============================] - 0s 930us/step - loss: 0.4014 - accuracy: 0.8351
Epoch 160/500
113/113 [==============================] - 0s 858us/step - loss: 0.4015 - accuracy: 0.8357
Epoch 161/500
113/113 [==============================] - 0s 855us/step - loss: 0.4015 - accuracy: 0.8364
Epoch 162/500
113/113 [==============================] - 0s 889us/step - loss: 0.4014 - accuracy: 0.8350
Epoch 163/500
113/113 [==============================] - 0s 911us/step - loss: 0.4012 - accuracy: 0.8335
Epoch 164/500
113/113 [==============================] - 0s 883us/step - loss: 0.4013 - accuracy: 0.8360
Epoch 165/500
113/113 [==============================] - 0s 850us/step - loss: 0.4013 - accuracy: 0.8361
Epoch 166/500
113/113 [==============================] - 0s 851us/step - loss: 0.4013 - accuracy: 0.8365
Epoch 167/500
113/113 [==============================] - 0s 870us/step - loss: 0.4013 - accuracy: 0.8356
Epoch 168/500
113/113 [==============================] - 0s 850us/step - loss: 0.4013 - accuracy: 0.8356
Epoch 169/500
113/113 [==============================] - 0s 908us/step - loss: 0.4013 - accuracy: 0.8363
Epoch 170/500
113/113 [==============================] - 0s 842us/step - loss: 0.4013 - accuracy: 0.8357
Epoch 171/500
113/113 [==============================] - 0s 853us/step - loss: 0.4012 - accuracy: 0.8354
Epoch 172/500
113/113 [==============================] - 0s 885us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 173/500
113/113 [==============================] - 0s 935us/step - loss: 0.4012 - accuracy: 0.8361
Epoch 174/500
113/113 [==============================] - 0s 947us/step - loss: 0.4012 - accuracy: 0.8365
Epoch 175/500
113/113 [==============================] - 0s 843us/step - loss: 0.4011 - accuracy: 0.8349
Epoch 176/500
113/113 [==============================] - 0s 843us/step - loss: 0.4013 - accuracy: 0.8356
Epoch 177/500
113/113 [==============================] - 0s 870us/step - loss: 0.4013 - accuracy: 0.8351
Epoch 178/500
113/113 [==============================] - 0s 852us/step - loss: 0.4011 - accuracy: 0.8349
Epoch 179/500
113/113 [==============================] - 0s 922us/step - loss: 0.4011 - accuracy: 0.8365
Epoch 180/500
113/113 [==============================] - 0s 835us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 181/500
113/113 [==============================] - 0s 852us/step - loss: 0.4012 - accuracy: 0.8350
Epoch 182/500
113/113 [==============================] - 0s 931us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 183/500
113/113 [==============================] - 0s 841us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 184/500
113/113 [==============================] - 0s 884us/step - loss: 0.4010 - accuracy: 0.8365
Epoch 185/500
113/113 [==============================] - 0s 851us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 186/500
113/113 [==============================] - 0s 853us/step - loss: 0.4010 - accuracy: 0.8358
Epoch 187/500
113/113 [==============================] - 0s 878us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 188/500
113/113 [==============================] - 0s 860us/step - loss: 0.4010 - accuracy: 0.8363
Epoch 189/500
113/113 [==============================] - 0s 911us/step - loss: 0.4011 - accuracy: 0.8353
Epoch 190/500
113/113 [==============================] - 0s 843us/step - loss: 0.4010 - accuracy: 0.8356
Epoch 191/500
113/113 [==============================] - 0s 846us/step - loss: 0.4009 - accuracy: 0.8353
Epoch 192/500
113/113 [==============================] - 0s 841us/step - loss: 0.4011 - accuracy: 0.8351
Epoch 193/500
113/113 [==============================] - 0s 959us/step - loss: 0.4010 - accuracy: 0.8361
Epoch 194/500
113/113 [==============================] - 0s 898us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 195/500
113/113 [==============================] - 0s 922us/step - loss: 0.4010 - accuracy: 0.8351
Epoch 196/500
113/113 [==============================] - 0s 884us/step - loss: 0.4010 - accuracy: 0.8354
Epoch 197/500
113/113 [==============================] - 0s 848us/step - loss: 0.4009 - accuracy: 0.8350
Epoch 198/500
113/113 [==============================] - 0s 849us/step - loss: 0.4011 - accuracy: 0.8356
Epoch 199/500
113/113 [==============================] - 0s 876us/step - loss: 0.4009 - accuracy: 0.8349
Epoch 200/500
113/113 [==============================] - 0s 862us/step - loss: 0.4009 - accuracy: 0.8358
Epoch 201/500
113/113 [==============================] - 0s 898us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 202/500
113/113 [==============================] - 0s 916us/step - loss: 0.4010 - accuracy: 0.8357
Epoch 203/500
113/113 [==============================] - 0s 844us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 204/500
113/113 [==============================] - 0s 918us/step - loss: 0.4009 - accuracy: 0.8356
Epoch 205/500
113/113 [==============================] - 0s 851us/step - loss: 0.4009 - accuracy: 0.8354
Epoch 206/500
113/113 [==============================] - 0s 875us/step - loss: 0.4009 - accuracy: 0.8357
Epoch 207/500
113/113 [==============================] - 0s 854us/step - loss: 0.4009 - accuracy: 0.8353
Epoch 208/500
113/113 [==============================] - 0s 863us/step - loss: 0.4008 - accuracy: 0.8346
Epoch 209/500
113/113 [==============================] - 0s 900us/step - loss: 0.4009 - accuracy: 0.8361
Epoch 210/500
113/113 [==============================] - 0s 843us/step - loss: 0.4010 - accuracy: 0.8367
Epoch 211/500
113/113 [==============================] - 0s 872us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 212/500
113/113 [==============================] - 0s 962us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 213/500
113/113 [==============================] - 0s 852us/step - loss: 0.4009 - accuracy: 0.8360
Epoch 214/500
113/113 [==============================] - 0s 898us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 215/500
113/113 [==============================] - 0s 870us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 216/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8365
Epoch 217/500
113/113 [==============================] - 0s 848us/step - loss: 0.4009 - accuracy: 0.8361
Epoch 218/500
113/113 [==============================] - 0s 884us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 219/500
113/113 [==============================] - 0s 855us/step - loss: 0.4009 - accuracy: 0.8358
Epoch 220/500
113/113 [==============================] - 0s 856us/step - loss: 0.4008 - accuracy: 0.8361
Epoch 221/500
113/113 [==============================] - 0s 957us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 222/500
113/113 [==============================] - 0s 847us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 223/500
113/113 [==============================] - 0s 925us/step - loss: 0.4008 - accuracy: 0.8354
Epoch 224/500
113/113 [==============================] - 0s 851us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 225/500
113/113 [==============================] - 0s 883us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 226/500
113/113 [==============================] - 0s 857us/step - loss: 0.4009 - accuracy: 0.8367
Epoch 227/500
113/113 [==============================] - 0s 843us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 228/500
113/113 [==============================] - 0s 919us/step - loss: 0.4009 - accuracy: 0.8363
Epoch 229/500
113/113 [==============================] - 0s 840us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 230/500
113/113 [==============================] - 0s 872us/step - loss: 0.4008 - accuracy: 0.8369
Epoch 231/500
113/113 [==============================] - 0s 963us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 232/500
113/113 [==============================] - 0s 852us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 233/500
113/113 [==============================] - 0s 926us/step - loss: 0.4008 - accuracy: 0.8357
Epoch 234/500
113/113 [==============================] - 0s 847us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 235/500
113/113 [==============================] - 0s 874us/step - loss: 0.4007 - accuracy: 0.8364
Epoch 236/500
113/113 [==============================] - 0s 849us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 237/500
113/113 [==============================] - 0s 853us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 238/500
113/113 [==============================] - 0s 890us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 239/500
113/113 [==============================] - 0s 866us/step - loss: 0.4008 - accuracy: 0.8356
Epoch 240/500
113/113 [==============================] - 0s 870us/step - loss: 0.4008 - accuracy: 0.8364
Epoch 241/500
113/113 [==============================] - 0s 902us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 242/500
113/113 [==============================] - 0s 840us/step - loss: 0.4007 - accuracy: 0.8372
Epoch 243/500
113/113 [==============================] - 0s 891us/step - loss: 0.4007 - accuracy: 0.8361
Epoch 244/500
113/113 [==============================] - 0s 854us/step - loss: 0.4008 - accuracy: 0.8358
Epoch 245/500
113/113 [==============================] - 0s 867us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 246/500
113/113 [==============================] - 0s 860us/step - loss: 0.4008 - accuracy: 0.8363
Epoch 247/500
113/113 [==============================] - 0s 847us/step - loss: 0.4007 - accuracy: 0.8356
Epoch 248/500
113/113 [==============================] - 0s 887us/step - loss: 0.4008 - accuracy: 0.8361
Epoch 249/500
113/113 [==============================] - 0s 860us/step - loss: 0.4006 - accuracy: 0.8350
Epoch 250/500
113/113 [==============================] - 0s 870us/step - loss: 0.4007 - accuracy: 0.8351
Epoch 251/500
113/113 [==============================] - 0s 951us/step - loss: 0.4008 - accuracy: 0.8360
Epoch 252/500
113/113 [==============================] - 0s 845us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 253/500
113/113 [==============================] - 0s 889us/step - loss: 0.4007 - accuracy: 0.8360
Epoch 254/500
113/113 [==============================] - 0s 858us/step - loss: 0.4006 - accuracy: 0.8361
Epoch 255/500
113/113 [==============================] - 0s 876us/step - loss: 0.4007 - accuracy: 0.8368
Epoch 256/500
113/113 [==============================] - 0s 860us/step - loss: 0.4006 - accuracy: 0.8361
Epoch 257/500
113/113 [==============================] - 0s 852us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 258/500
113/113 [==============================] - 0s 925us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 259/500
113/113 [==============================] - 0s 868us/step - loss: 0.4007 - accuracy: 0.8354
Epoch 260/500
113/113 [==============================] - 0s 877us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 261/500
113/113 [==============================] - 0s 971us/step - loss: 0.4007 - accuracy: 0.8367
Epoch 262/500
113/113 [==============================] - 0s 918us/step - loss: 0.4007 - accuracy: 0.8363
Epoch 263/500
113/113 [==============================] - 0s 868us/step - loss: 0.4007 - accuracy: 0.8351
Epoch 264/500
113/113 [==============================] - 0s 848us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 265/500
113/113 [==============================] - 0s 879us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 266/500
113/113 [==============================] - 0s 851us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 267/500
113/113 [==============================] - 0s 868us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 268/500
113/113 [==============================] - 0s 878us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 269/500
113/113 [==============================] - 0s 850us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 270/500
113/113 [==============================] - 0s 932us/step - loss: 0.4006 - accuracy: 0.8363
Epoch 271/500
113/113 [==============================] - 0s 844us/step - loss: 0.4007 - accuracy: 0.8358
Epoch 272/500
113/113 [==============================] - 0s 878us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 273/500
113/113 [==============================] - 0s 934us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 274/500
113/113 [==============================] - 0s 851us/step - loss: 0.4006 - accuracy: 0.8363
Epoch 275/500
113/113 [==============================] - 0s 904us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 276/500
113/113 [==============================] - 0s 844us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 277/500
113/113 [==============================] - 0s 900us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 278/500
113/113 [==============================] - 0s 853us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 279/500
113/113 [==============================] - 0s 846us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 280/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8361
Epoch 281/500
113/113 [==============================] - 0s 861us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 282/500
113/113 [==============================] - 0s 889us/step - loss: 0.4006 - accuracy: 0.8374
Epoch 283/500
113/113 [==============================] - 0s 843us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 284/500
113/113 [==============================] - 0s 882us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 285/500
113/113 [==============================] - 0s 877us/step - loss: 0.4005 - accuracy: 0.8367
Epoch 286/500
113/113 [==============================] - 0s 849us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 287/500
113/113 [==============================] - 0s 899us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 288/500
113/113 [==============================] - 0s 843us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 289/500
113/113 [==============================] - 0s 875us/step - loss: 0.4005 - accuracy: 0.8361
Epoch 290/500
113/113 [==============================] - 0s 957us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 291/500
113/113 [==============================] - 0s 845us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 292/500
113/113 [==============================] - 0s 881us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 293/500
113/113 [==============================] - 0s 865us/step - loss: 0.4004 - accuracy: 0.8375
Epoch 294/500
113/113 [==============================] - 0s 867us/step - loss: 0.4006 - accuracy: 0.8344
Epoch 295/500
113/113 [==============================] - 0s 856us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 296/500
113/113 [==============================] - 0s 854us/step - loss: 0.4006 - accuracy: 0.8358
Epoch 297/500
113/113 [==============================] - 0s 887us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 298/500
113/113 [==============================] - 0s 847us/step - loss: 0.4006 - accuracy: 0.8357
Epoch 299/500
113/113 [==============================] - 0s 879us/step - loss: 0.4005 - accuracy: 0.8372
Epoch 300/500
113/113 [==============================] - 0s 954us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 301/500
113/113 [==============================] - 0s 855us/step - loss: 0.4005 - accuracy: 0.8361
Epoch 302/500
113/113 [==============================] - 0s 882us/step - loss: 0.4005 - accuracy: 0.8372
Epoch 303/500
113/113 [==============================] - 0s 851us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 304/500
113/113 [==============================] - 0s 863us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 305/500
113/113 [==============================] - 0s 855us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 306/500
113/113 [==============================] - 0s 859us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 307/500
113/113 [==============================] - 0s 902us/step - loss: 0.4006 - accuracy: 0.8354
Epoch 308/500
113/113 [==============================] - 0s 846us/step - loss: 0.4005 - accuracy: 0.8356
Epoch 309/500
113/113 [==============================] - 0s 868us/step - loss: 0.4006 - accuracy: 0.8363
Epoch 310/500
113/113 [==============================] - 0s 936us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 311/500
113/113 [==============================] - 0s 881us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 312/500
113/113 [==============================] - 0s 905us/step - loss: 0.4006 - accuracy: 0.8369
Epoch 313/500
113/113 [==============================] - 0s 846us/step - loss: 0.4003 - accuracy: 0.8353
Epoch 314/500
113/113 [==============================] - 0s 875us/step - loss: 0.4005 - accuracy: 0.8361
Epoch 315/500
113/113 [==============================] - 0s 865us/step - loss: 0.4005 - accuracy: 0.8367
Epoch 316/500
113/113 [==============================] - 0s 859us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 317/500
113/113 [==============================] - 0s 883us/step - loss: 0.4004 - accuracy: 0.8358
Epoch 318/500
113/113 [==============================] - 0s 846us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 319/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8356
Epoch 320/500
113/113 [==============================] - 0s 864us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 321/500
113/113 [==============================] - 0s 843us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 322/500
113/113 [==============================] - 0s 896us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 323/500
113/113 [==============================] - 0s 845us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 324/500
113/113 [==============================] - 0s 871us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 325/500
113/113 [==============================] - 0s 858us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 326/500
113/113 [==============================] - 0s 855us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 327/500
113/113 [==============================] - 0s 936us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 328/500
113/113 [==============================] - 0s 847us/step - loss: 0.4005 - accuracy: 0.8374
Epoch 329/500
113/113 [==============================] - 0s 902us/step - loss: 0.4004 - accuracy: 0.8369
Epoch 330/500
113/113 [==============================] - 0s 856us/step - loss: 0.4002 - accuracy: 0.8372
Epoch 331/500
113/113 [==============================] - 0s 847us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 332/500
113/113 [==============================] - 0s 886us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 333/500
113/113 [==============================] - 0s 879us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 334/500
113/113 [==============================] - 0s 874us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 335/500
113/113 [==============================] - 0s 841us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 336/500
113/113 [==============================] - 0s 877us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 337/500
113/113 [==============================] - 0s 865us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 338/500
113/113 [==============================] - 0s 849us/step - loss: 0.4006 - accuracy: 0.8360
Epoch 339/500
113/113 [==============================] - 0s 985us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 340/500
113/113 [==============================] - 0s 848us/step - loss: 0.4004 - accuracy: 0.8360
Epoch 341/500
113/113 [==============================] - 0s 886us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 342/500
113/113 [==============================] - 0s 886us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 343/500
113/113 [==============================] - 0s 841us/step - loss: 0.4005 - accuracy: 0.8358
Epoch 344/500
113/113 [==============================] - 0s 879us/step - loss: 0.4005 - accuracy: 0.8360
Epoch 345/500
113/113 [==============================] - 0s 845us/step - loss: 0.4004 - accuracy: 0.8353
Epoch 346/500
113/113 [==============================] - 0s 887us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 347/500
113/113 [==============================] - 0s 875us/step - loss: 0.4005 - accuracy: 0.8356
Epoch 348/500
113/113 [==============================] - 0s 910us/step - loss: 0.4004 - accuracy: 0.8357
Epoch 349/500
113/113 [==============================] - 0s 941us/step - loss: 0.4004 - accuracy: 0.8360
Epoch 350/500
113/113 [==============================] - 0s 845us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 351/500
113/113 [==============================] - 0s 876us/step - loss: 0.4004 - accuracy: 0.8349
Epoch 352/500
113/113 [==============================] - 0s 887us/step - loss: 0.4004 - accuracy: 0.8363
Epoch 353/500
113/113 [==============================] - 0s 839us/step - loss: 0.4004 - accuracy: 0.8360
Epoch 354/500
113/113 [==============================] - 0s 876us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 355/500
113/113 [==============================] - 0s 850us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 356/500
113/113 [==============================] - 0s 907us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 357/500
113/113 [==============================] - 0s 953us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 358/500
113/113 [==============================] - 0s 839us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 359/500
113/113 [==============================] - 0s 887us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 360/500
113/113 [==============================] - 0s 882us/step - loss: 0.4003 - accuracy: 0.8354
Epoch 361/500
113/113 [==============================] - 0s 899us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 362/500
113/113 [==============================] - 0s 851us/step - loss: 0.4005 - accuracy: 0.8357
Epoch 363/500
113/113 [==============================] - 0s 865us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 364/500
113/113 [==============================] - 0s 850us/step - loss: 0.4005 - accuracy: 0.8364
Epoch 365/500
113/113 [==============================] - 0s 846us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 366/500
113/113 [==============================] - 0s 871us/step - loss: 0.4004 - accuracy: 0.8367
Epoch 367/500
113/113 [==============================] - 0s 873us/step - loss: 0.4004 - accuracy: 0.8369
Epoch 368/500
113/113 [==============================] - 0s 930us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 369/500
113/113 [==============================] - 0s 835us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 370/500
113/113 [==============================] - 0s 844us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 371/500
113/113 [==============================] - 0s 931us/step - loss: 0.4003 - accuracy: 0.8350
Epoch 372/500
113/113 [==============================] - 0s 857us/step - loss: 0.4005 - accuracy: 0.8367
Epoch 373/500
113/113 [==============================] - 0s 873us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 374/500
113/113 [==============================] - 0s 860us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 375/500
113/113 [==============================] - 0s 845us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 376/500
113/113 [==============================] - 0s 861us/step - loss: 0.4002 - accuracy: 0.8357
Epoch 377/500
113/113 [==============================] - 0s 857us/step - loss: 0.4004 - accuracy: 0.8353
Epoch 378/500
113/113 [==============================] - 0s 887us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 379/500
113/113 [==============================] - 0s 923us/step - loss: 0.4002 - accuracy: 0.8354
Epoch 380/500
113/113 [==============================] - 0s 846us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 381/500
113/113 [==============================] - 0s 878us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 382/500
113/113 [==============================] - 0s 872us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 383/500
113/113 [==============================] - 0s 875us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 384/500
113/113 [==============================] - 0s 851us/step - loss: 0.4005 - accuracy: 0.8369
Epoch 385/500
113/113 [==============================] - 0s 927us/step - loss: 0.4003 - accuracy: 0.8357
Epoch 386/500
113/113 [==============================] - 0s 873us/step - loss: 0.4002 - accuracy: 0.8363
Epoch 387/500
113/113 [==============================] - 0s 852us/step - loss: 0.4004 - accuracy: 0.8357
Epoch 388/500
113/113 [==============================] - 0s 875us/step - loss: 0.4004 - accuracy: 0.8379
Epoch 389/500
113/113 [==============================] - 0s 852us/step - loss: 0.4002 - accuracy: 0.8367
Epoch 390/500
113/113 [==============================] - 0s 855us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 391/500
113/113 [==============================] - 0s 873us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 392/500
113/113 [==============================] - 0s 876us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 393/500
113/113 [==============================] - 0s 881us/step - loss: 0.4002 - accuracy: 0.8374
Epoch 394/500
113/113 [==============================] - 0s 840us/step - loss: 0.4004 - accuracy: 0.8364
Epoch 395/500
113/113 [==============================] - 0s 860us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 396/500
113/113 [==============================] - 0s 877us/step - loss: 0.4004 - accuracy: 0.8361
Epoch 397/500
113/113 [==============================] - 0s 887us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 398/500
113/113 [==============================] - 0s 870us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 399/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8361
Epoch 400/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8369
Epoch 401/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8358
Epoch 402/500
113/113 [==============================] - 0s 988us/step - loss: 0.4002 - accuracy: 0.8364
Epoch 403/500
113/113 [==============================] - 0s 867us/step - loss: 0.4003 - accuracy: 0.8351
Epoch 404/500
113/113 [==============================] - 0s 938us/step - loss: 0.4004 - accuracy: 0.8364
Epoch 405/500
113/113 [==============================] - 0s 874us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 406/500
113/113 [==============================] - 0s 924us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 407/500
113/113 [==============================] - 0s 897us/step - loss: 0.4003 - accuracy: 0.8354
Epoch 408/500
113/113 [==============================] - 0s 878us/step - loss: 0.4002 - accuracy: 0.8357
Epoch 409/500
113/113 [==============================] - 0s 960us/step - loss: 0.4002 - accuracy: 0.8360
Epoch 410/500
113/113 [==============================] - 0s 867us/step - loss: 0.4000 - accuracy: 0.8349
Epoch 411/500
113/113 [==============================] - 0s 907us/step - loss: 0.4001 - accuracy: 0.8361
Epoch 412/500
113/113 [==============================] - 0s 897us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 413/500
113/113 [==============================] - 0s 862us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 414/500
113/113 [==============================] - 0s 929us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 415/500
113/113 [==============================] - 0s 887us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 416/500
113/113 [==============================] - 0s 912us/step - loss: 0.4002 - accuracy: 0.8363
Epoch 417/500
113/113 [==============================] - 0s 981us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 418/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8360
Epoch 419/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4003 - accuracy: 0.8365
Epoch 420/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8357
Epoch 421/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8344
Epoch 422/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8360
Epoch 423/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4004 - accuracy: 0.8360
Epoch 424/500
113/113 [==============================] - 0s 917us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 425/500
113/113 [==============================] - 0s 839us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 426/500
113/113 [==============================] - 0s 881us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 427/500
113/113 [==============================] - 0s 887us/step - loss: 0.4003 - accuracy: 0.8368
Epoch 428/500
113/113 [==============================] - 0s 866us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 429/500
113/113 [==============================] - 0s 873us/step - loss: 0.4003 - accuracy: 0.8367
Epoch 430/500
113/113 [==============================] - 0s 837us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 431/500
113/113 [==============================] - 0s 881us/step - loss: 0.4003 - accuracy: 0.8358
Epoch 432/500
113/113 [==============================] - 0s 848us/step - loss: 0.4002 - accuracy: 0.8354
Epoch 433/500
113/113 [==============================] - 0s 957us/step - loss: 0.4001 - accuracy: 0.8374
Epoch 434/500
113/113 [==============================] - 0s 863us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 435/500
113/113 [==============================] - 0s 845us/step - loss: 0.3999 - accuracy: 0.8358
Epoch 436/500
113/113 [==============================] - 0s 876us/step - loss: 0.4003 - accuracy: 0.8371
Epoch 437/500
113/113 [==============================] - 0s 853us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 438/500
113/113 [==============================] - 0s 910us/step - loss: 0.4003 - accuracy: 0.8364
Epoch 439/500
113/113 [==============================] - 0s 845us/step - loss: 0.4001 - accuracy: 0.8351
Epoch 440/500
113/113 [==============================] - 0s 846us/step - loss: 0.4003 - accuracy: 0.8365
Epoch 441/500
113/113 [==============================] - 0s 895us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 442/500
113/113 [==============================] - 0s 842us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 443/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8358
Epoch 444/500
113/113 [==============================] - 0s 845us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 445/500
113/113 [==============================] - 0s 855us/step - loss: 0.4003 - accuracy: 0.8361
Epoch 446/500
113/113 [==============================] - 0s 876us/step - loss: 0.4002 - accuracy: 0.8351
Epoch 447/500
113/113 [==============================] - 0s 843us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 448/500
113/113 [==============================] - 0s 905us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 449/500
113/113 [==============================] - 0s 853us/step - loss: 0.4003 - accuracy: 0.8360
Epoch 450/500
113/113 [==============================] - 0s 868us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 451/500
113/113 [==============================] - 0s 878us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 452/500
113/113 [==============================] - 0s 842us/step - loss: 0.4003 - accuracy: 0.8356
Epoch 453/500
113/113 [==============================] - 0s 985us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 454/500
113/113 [==============================] - 0s 850us/step - loss: 0.4001 - accuracy: 0.8369
Epoch 455/500
113/113 [==============================] - 0s 845us/step - loss: 0.4003 - accuracy: 0.8363
Epoch 456/500
113/113 [==============================] - 0s 871us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 457/500
113/113 [==============================] - 0s 854us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 458/500
113/113 [==============================] - 0s 897us/step - loss: 0.4001 - accuracy: 0.8361
Epoch 459/500
113/113 [==============================] - 0s 841us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 460/500
113/113 [==============================] - 0s 856us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 461/500
113/113 [==============================] - 0s 876us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 462/500
113/113 [==============================] - 0s 856us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 463/500
113/113 [==============================] - 0s 996us/step - loss: 0.4002 - accuracy: 0.8358
Epoch 464/500
113/113 [==============================] - 0s 845us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 465/500
113/113 [==============================] - 0s 867us/step - loss: 0.4002 - accuracy: 0.8356
Epoch 466/500
113/113 [==============================] - 0s 886us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 467/500
113/113 [==============================] - 0s 861us/step - loss: 0.4002 - accuracy: 0.8361
Epoch 468/500
113/113 [==============================] - 0s 908us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 469/500
113/113 [==============================] - 0s 844us/step - loss: 0.4000 - accuracy: 0.8354
Epoch 470/500
113/113 [==============================] - 0s 864us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 471/500
113/113 [==============================] - 0s 847us/step - loss: 0.4001 - accuracy: 0.8356
Epoch 472/500
113/113 [==============================] - 0s 860us/step - loss: 0.4001 - accuracy: 0.8360
Epoch 473/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8353
Epoch 474/500
113/113 [==============================] - 0s 850us/step - loss: 0.4002 - accuracy: 0.8360
Epoch 475/500
113/113 [==============================] - 0s 882us/step - loss: 0.4001 - accuracy: 0.8363
Epoch 476/500
113/113 [==============================] - 0s 845us/step - loss: 0.4001 - accuracy: 0.8350
Epoch 477/500
113/113 [==============================] - 0s 849us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 478/500
113/113 [==============================] - 0s 884us/step - loss: 0.4002 - accuracy: 0.8364
Epoch 479/500
113/113 [==============================] - 0s 846us/step - loss: 0.4001 - accuracy: 0.8364
Epoch 480/500
113/113 [==============================] - 0s 893us/step - loss: 0.4000 - accuracy: 0.8361
Epoch 481/500
113/113 [==============================] - 0s 841us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 482/500
113/113 [==============================] - 0s 891us/step - loss: 0.4002 - accuracy: 0.8357
Epoch 483/500
113/113 [==============================] - 0s 909us/step - loss: 0.4001 - accuracy: 0.8356
Epoch 484/500
113/113 [==============================] - 0s 839us/step - loss: 0.3999 - accuracy: 0.8371
Epoch 485/500
113/113 [==============================] - 0s 875us/step - loss: 0.4001 - accuracy: 0.8350
Epoch 486/500
113/113 [==============================] - 0s 857us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 487/500
113/113 [==============================] - 0s 852us/step - loss: 0.4001 - accuracy: 0.8354
Epoch 488/500
113/113 [==============================] - 0s 873us/step - loss: 0.4000 - accuracy: 0.8357
Epoch 489/500
113/113 [==============================] - 0s 846us/step - loss: 0.4000 - accuracy: 0.8357
Epoch 490/500
113/113 [==============================] - 0s 882us/step - loss: 0.4000 - accuracy: 0.8347
Epoch 491/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4001 - accuracy: 0.8354
Epoch 492/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8351
Epoch 493/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3999 - accuracy: 0.8361
Epoch 494/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4002 - accuracy: 0.8361
Epoch 495/500
113/113 [==============================] - 0s 839us/step - loss: 0.4001 - accuracy: 0.8356
Epoch 496/500
113/113 [==============================] - 0s 883us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 497/500
113/113 [==============================] - 0s 852us/step - loss: 0.3999 - accuracy: 0.8343
Epoch 498/500
113/113 [==============================] - 0s 908us/step - loss: 0.4000 - accuracy: 0.8361
Epoch 499/500
113/113 [==============================] - 0s 833us/step - loss: 0.4001 - accuracy: 0.8358
Epoch 500/500
113/113 [==============================] - 0s 849us/step - loss: 0.4001 - accuracy: 0.8364
Epoch 1/500
113/113 [==============================] - 0s 922us/step - loss: 0.6701 - accuracy: 0.7907
Epoch 2/500
113/113 [==============================] - 0s 976us/step - loss: 0.6144 - accuracy: 0.7960
Epoch 3/500
113/113 [==============================] - 0s 952us/step - loss: 0.5403 - accuracy: 0.7960
Epoch 4/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4780 - accuracy: 0.7960
Epoch 5/500
113/113 [==============================] - 0s 932us/step - loss: 0.4511 - accuracy: 0.7960
Epoch 6/500
113/113 [==============================] - 0s 909us/step - loss: 0.4433 - accuracy: 0.7960
Epoch 7/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7960
Epoch 8/500
113/113 [==============================] - 0s 930us/step - loss: 0.4359 - accuracy: 0.7960
Epoch 9/500
113/113 [==============================] - 0s 962us/step - loss: 0.4338 - accuracy: 0.7960
Epoch 10/500
113/113 [==============================] - 0s 921us/step - loss: 0.4324 - accuracy: 0.7960
Epoch 11/500
113/113 [==============================] - 0s 979us/step - loss: 0.4313 - accuracy: 0.7960
Epoch 12/500
113/113 [==============================] - 0s 933us/step - loss: 0.4305 - accuracy: 0.7960
Epoch 13/500
113/113 [==============================] - 0s 971us/step - loss: 0.4297 - accuracy: 0.7960
Epoch 14/500
113/113 [==============================] - 0s 929us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 15/500
113/113 [==============================] - 0s 973us/step - loss: 0.4285 - accuracy: 0.7960
Epoch 16/500
113/113 [==============================] - 0s 985us/step - loss: 0.4279 - accuracy: 0.7960
Epoch 17/500
113/113 [==============================] - 0s 933us/step - loss: 0.4272 - accuracy: 0.7960
Epoch 18/500
113/113 [==============================] - 0s 954us/step - loss: 0.4265 - accuracy: 0.7960
Epoch 19/500
113/113 [==============================] - 0s 934us/step - loss: 0.4258 - accuracy: 0.7960
Epoch 20/500
113/113 [==============================] - 0s 975us/step - loss: 0.4251 - accuracy: 0.7960
Epoch 21/500
113/113 [==============================] - 0s 936us/step - loss: 0.4244 - accuracy: 0.7960
Epoch 22/500
113/113 [==============================] - 0s 935us/step - loss: 0.4236 - accuracy: 0.7960
Epoch 23/500
113/113 [==============================] - 0s 972us/step - loss: 0.4228 - accuracy: 0.8147
Epoch 24/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4221 - accuracy: 0.8163
Epoch 25/500
113/113 [==============================] - 0s 970us/step - loss: 0.4214 - accuracy: 0.8169
Epoch 26/500
113/113 [==============================] - 0s 940us/step - loss: 0.4207 - accuracy: 0.8186
Epoch 27/500
113/113 [==============================] - 0s 966us/step - loss: 0.4201 - accuracy: 0.8217
Epoch 28/500
113/113 [==============================] - 0s 938us/step - loss: 0.4194 - accuracy: 0.8217
Epoch 29/500
113/113 [==============================] - 0s 959us/step - loss: 0.4187 - accuracy: 0.8229
Epoch 30/500
113/113 [==============================] - 0s 957us/step - loss: 0.4179 - accuracy: 0.8239
Epoch 31/500
113/113 [==============================] - 0s 940us/step - loss: 0.4173 - accuracy: 0.8253
Epoch 32/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4165 - accuracy: 0.8260
Epoch 33/500
113/113 [==============================] - 0s 966us/step - loss: 0.4158 - accuracy: 0.8263
Epoch 34/500
113/113 [==============================] - 0s 964us/step - loss: 0.4151 - accuracy: 0.8274
Epoch 35/500
113/113 [==============================] - 0s 941us/step - loss: 0.4143 - accuracy: 0.8275
Epoch 36/500
113/113 [==============================] - 0s 960us/step - loss: 0.4136 - accuracy: 0.8282
Epoch 37/500
113/113 [==============================] - 0s 926us/step - loss: 0.4126 - accuracy: 0.8297
Epoch 38/500
113/113 [==============================] - 0s 961us/step - loss: 0.4120 - accuracy: 0.8285
Epoch 39/500
113/113 [==============================] - 0s 929us/step - loss: 0.4112 - accuracy: 0.8300
Epoch 40/500
113/113 [==============================] - 0s 914us/step - loss: 0.4106 - accuracy: 0.8310
Epoch 41/500
113/113 [==============================] - 0s 958us/step - loss: 0.4099 - accuracy: 0.8324
Epoch 42/500
113/113 [==============================] - 0s 958us/step - loss: 0.4094 - accuracy: 0.8324
Epoch 43/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4089 - accuracy: 0.8319
Epoch 44/500
113/113 [==============================] - 0s 962us/step - loss: 0.4084 - accuracy: 0.8329
Epoch 45/500
113/113 [==============================] - 0s 998us/step - loss: 0.4078 - accuracy: 0.8331
Epoch 46/500
113/113 [==============================] - 0s 891us/step - loss: 0.4074 - accuracy: 0.8340
Epoch 47/500
113/113 [==============================] - 0s 924us/step - loss: 0.4070 - accuracy: 0.8333
Epoch 48/500
113/113 [==============================] - 0s 924us/step - loss: 0.4066 - accuracy: 0.8342
Epoch 49/500
113/113 [==============================] - 0s 908us/step - loss: 0.4063 - accuracy: 0.8342
Epoch 50/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4058 - accuracy: 0.8354
Epoch 51/500
113/113 [==============================] - 0s 863us/step - loss: 0.4056 - accuracy: 0.8346
Epoch 52/500
113/113 [==============================] - 0s 959us/step - loss: 0.4051 - accuracy: 0.8356
Epoch 53/500
113/113 [==============================] - 0s 857us/step - loss: 0.4049 - accuracy: 0.8360
Epoch 54/500
113/113 [==============================] - 0s 855us/step - loss: 0.4045 - accuracy: 0.8364
Epoch 55/500
113/113 [==============================] - 0s 870us/step - loss: 0.4042 - accuracy: 0.8361
Epoch 56/500
113/113 [==============================] - 0s 861us/step - loss: 0.4038 - accuracy: 0.8360
Epoch 57/500
113/113 [==============================] - 0s 940us/step - loss: 0.4036 - accuracy: 0.8372
Epoch 58/500
113/113 [==============================] - 0s 858us/step - loss: 0.4033 - accuracy: 0.8368
Epoch 59/500
113/113 [==============================] - 0s 864us/step - loss: 0.4030 - accuracy: 0.8383
Epoch 60/500
113/113 [==============================] - 0s 906us/step - loss: 0.4027 - accuracy: 0.8375
Epoch 61/500
113/113 [==============================] - 0s 941us/step - loss: 0.4023 - accuracy: 0.8369
Epoch 62/500
113/113 [==============================] - 0s 906us/step - loss: 0.4023 - accuracy: 0.8376
Epoch 63/500
113/113 [==============================] - 0s 849us/step - loss: 0.4020 - accuracy: 0.8372
Epoch 64/500
113/113 [==============================] - 0s 855us/step - loss: 0.4018 - accuracy: 0.8379
Epoch 65/500
113/113 [==============================] - 0s 888us/step - loss: 0.4015 - accuracy: 0.8375
Epoch 66/500
113/113 [==============================] - 0s 859us/step - loss: 0.4014 - accuracy: 0.8383
Epoch 67/500
113/113 [==============================] - 0s 903us/step - loss: 0.4013 - accuracy: 0.8385
Epoch 68/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4011 - accuracy: 0.8372
Epoch 69/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4009 - accuracy: 0.8378
Epoch 70/500
113/113 [==============================] - 0s 958us/step - loss: 0.4008 - accuracy: 0.8375
Epoch 71/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4007 - accuracy: 0.8368
Epoch 72/500
113/113 [==============================] - 0s 833us/step - loss: 0.4006 - accuracy: 0.8378
Epoch 73/500
113/113 [==============================] - 0s 844us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 74/500
113/113 [==============================] - 0s 880us/step - loss: 0.4002 - accuracy: 0.8382
Epoch 75/500
113/113 [==============================] - 0s 870us/step - loss: 0.4002 - accuracy: 0.8372
Epoch 76/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8372
Epoch 77/500
113/113 [==============================] - 0s 986us/step - loss: 0.3999 - accuracy: 0.8375
Epoch 78/500
113/113 [==============================] - 0s 984us/step - loss: 0.3998 - accuracy: 0.8379
Epoch 79/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3997 - accuracy: 0.8371
Epoch 80/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3996 - accuracy: 0.8371
Epoch 81/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3994 - accuracy: 0.8385
Epoch 82/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3995 - accuracy: 0.8375
Epoch 83/500
113/113 [==============================] - 0s 969us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 84/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8382
Epoch 85/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8378
Epoch 86/500
113/113 [==============================] - 0s 972us/step - loss: 0.3991 - accuracy: 0.8389
Epoch 87/500
113/113 [==============================] - 0s 966us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 88/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3990 - accuracy: 0.8375
Epoch 89/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8369
Epoch 90/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3989 - accuracy: 0.8374
Epoch 91/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8379
Epoch 92/500
113/113 [==============================] - 0s 984us/step - loss: 0.3987 - accuracy: 0.8379
Epoch 93/500
113/113 [==============================] - 0s 910us/step - loss: 0.3986 - accuracy: 0.8375
Epoch 94/500
113/113 [==============================] - 0s 868us/step - loss: 0.3985 - accuracy: 0.8371
Epoch 95/500
113/113 [==============================] - 0s 975us/step - loss: 0.3985 - accuracy: 0.8388
Epoch 96/500
113/113 [==============================] - 0s 867us/step - loss: 0.3984 - accuracy: 0.8376
Epoch 97/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8379
Epoch 98/500
113/113 [==============================] - 0s 886us/step - loss: 0.3984 - accuracy: 0.8382
Epoch 99/500
113/113 [==============================] - 0s 942us/step - loss: 0.3982 - accuracy: 0.8376
Epoch 100/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3983 - accuracy: 0.8371
Epoch 101/500
113/113 [==============================] - 0s 955us/step - loss: 0.3982 - accuracy: 0.8383
Epoch 102/500
113/113 [==============================] - 0s 915us/step - loss: 0.3982 - accuracy: 0.8375
Epoch 103/500
113/113 [==============================] - 0s 851us/step - loss: 0.3981 - accuracy: 0.8382
Epoch 104/500
113/113 [==============================] - 0s 875us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 105/500
113/113 [==============================] - 0s 929us/step - loss: 0.3978 - accuracy: 0.8376
Epoch 106/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3980 - accuracy: 0.8381
Epoch 107/500
113/113 [==============================] - 0s 982us/step - loss: 0.3979 - accuracy: 0.8382
Epoch 108/500
113/113 [==============================] - 0s 840us/step - loss: 0.3978 - accuracy: 0.8382
Epoch 109/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3977 - accuracy: 0.8383
Epoch 110/500
113/113 [==============================] - 0s 928us/step - loss: 0.3976 - accuracy: 0.8381
Epoch 111/500
113/113 [==============================] - 0s 884us/step - loss: 0.3977 - accuracy: 0.8376
Epoch 112/500
113/113 [==============================] - 0s 849us/step - loss: 0.3976 - accuracy: 0.8376
Epoch 113/500
113/113 [==============================] - 0s 875us/step - loss: 0.3976 - accuracy: 0.8386
Epoch 114/500
113/113 [==============================] - 0s 881us/step - loss: 0.3976 - accuracy: 0.8383
Epoch 115/500
113/113 [==============================] - 0s 868us/step - loss: 0.3975 - accuracy: 0.8388
Epoch 116/500
113/113 [==============================] - 0s 899us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 117/500
113/113 [==============================] - 0s 849us/step - loss: 0.3974 - accuracy: 0.8381
Epoch 118/500
113/113 [==============================] - 0s 880us/step - loss: 0.3973 - accuracy: 0.8392
Epoch 119/500
113/113 [==============================] - 0s 898us/step - loss: 0.3973 - accuracy: 0.8382
Epoch 120/500
113/113 [==============================] - 0s 910us/step - loss: 0.3970 - accuracy: 0.8381
Epoch 121/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3973 - accuracy: 0.8388
Epoch 122/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8379
Epoch 123/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8385
Epoch 124/500
113/113 [==============================] - 0s 991us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 125/500
113/113 [==============================] - 0s 971us/step - loss: 0.3971 - accuracy: 0.8379
Epoch 126/500
113/113 [==============================] - 0s 947us/step - loss: 0.3971 - accuracy: 0.8379
Epoch 127/500
113/113 [==============================] - 0s 988us/step - loss: 0.3969 - accuracy: 0.8388
Epoch 128/500
113/113 [==============================] - 0s 968us/step - loss: 0.3970 - accuracy: 0.8374
Epoch 129/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8375
Epoch 130/500
113/113 [==============================] - 0s 949us/step - loss: 0.3970 - accuracy: 0.8383
Epoch 131/500
113/113 [==============================] - 0s 853us/step - loss: 0.3969 - accuracy: 0.8386
Epoch 132/500
113/113 [==============================] - 0s 884us/step - loss: 0.3968 - accuracy: 0.8389
Epoch 133/500
113/113 [==============================] - 0s 875us/step - loss: 0.3969 - accuracy: 0.8390
Epoch 134/500
113/113 [==============================] - 0s 878us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 135/500
113/113 [==============================] - 0s 854us/step - loss: 0.3968 - accuracy: 0.8388
Epoch 136/500
113/113 [==============================] - 0s 866us/step - loss: 0.3968 - accuracy: 0.8372
Epoch 137/500
113/113 [==============================] - 0s 918us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 138/500
113/113 [==============================] - 0s 864us/step - loss: 0.3967 - accuracy: 0.8385
Epoch 139/500
113/113 [==============================] - 0s 878us/step - loss: 0.3967 - accuracy: 0.8390
Epoch 140/500
113/113 [==============================] - 0s 890us/step - loss: 0.3966 - accuracy: 0.8376
Epoch 141/500
113/113 [==============================] - 0s 848us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 142/500
113/113 [==============================] - 0s 855us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 143/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3964 - accuracy: 0.8386
Epoch 144/500
113/113 [==============================] - 0s 846us/step - loss: 0.3967 - accuracy: 0.8375
Epoch 145/500
113/113 [==============================] - 0s 859us/step - loss: 0.3966 - accuracy: 0.8388
Epoch 146/500
113/113 [==============================] - 0s 923us/step - loss: 0.3964 - accuracy: 0.8393
Epoch 147/500
113/113 [==============================] - 0s 851us/step - loss: 0.3965 - accuracy: 0.8382
Epoch 148/500
113/113 [==============================] - 0s 882us/step - loss: 0.3965 - accuracy: 0.8389
Epoch 149/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3965 - accuracy: 0.8385
Epoch 150/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8367
Epoch 151/500
113/113 [==============================] - 0s 856us/step - loss: 0.3964 - accuracy: 0.8386
Epoch 152/500
113/113 [==============================] - 0s 852us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 153/500
113/113 [==============================] - 0s 855us/step - loss: 0.3963 - accuracy: 0.8378
Epoch 154/500
113/113 [==============================] - 0s 853us/step - loss: 0.3964 - accuracy: 0.8390
Epoch 155/500
113/113 [==============================] - 0s 880us/step - loss: 0.3964 - accuracy: 0.8388
Epoch 156/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3963 - accuracy: 0.8389: 0s - loss: 0.3953 - accuracy: 
Epoch 157/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8386
Epoch 158/500
113/113 [==============================] - 0s 881us/step - loss: 0.3962 - accuracy: 0.8392
Epoch 159/500
113/113 [==============================] - 0s 848us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 160/500
113/113 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8394
Epoch 161/500
113/113 [==============================] - 0s 854us/step - loss: 0.3961 - accuracy: 0.8386
Epoch 162/500
113/113 [==============================] - 0s 909us/step - loss: 0.3961 - accuracy: 0.8392
Epoch 163/500
113/113 [==============================] - 0s 900us/step - loss: 0.3961 - accuracy: 0.8393
Epoch 164/500
113/113 [==============================] - 0s 944us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 165/500
113/113 [==============================] - 0s 949us/step - loss: 0.3961 - accuracy: 0.8389
Epoch 166/500
113/113 [==============================] - 0s 953us/step - loss: 0.3960 - accuracy: 0.8393
Epoch 167/500
113/113 [==============================] - 0s 969us/step - loss: 0.3959 - accuracy: 0.8389
Epoch 168/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8385
Epoch 169/500
113/113 [==============================] - 0s 937us/step - loss: 0.3960 - accuracy: 0.8396
Epoch 170/500
113/113 [==============================] - 0s 966us/step - loss: 0.3960 - accuracy: 0.8381
Epoch 171/500
113/113 [==============================] - 0s 953us/step - loss: 0.3959 - accuracy: 0.8383
Epoch 172/500
113/113 [==============================] - 0s 959us/step - loss: 0.3958 - accuracy: 0.8381
Epoch 173/500
113/113 [==============================] - 0s 935us/step - loss: 0.3958 - accuracy: 0.8383
Epoch 174/500
113/113 [==============================] - 0s 899us/step - loss: 0.3959 - accuracy: 0.8385
Epoch 175/500
113/113 [==============================] - 0s 849us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 176/500
113/113 [==============================] - 0s 919us/step - loss: 0.3957 - accuracy: 0.8396
Epoch 177/500
113/113 [==============================] - 0s 869us/step - loss: 0.3959 - accuracy: 0.8399
Epoch 178/500
113/113 [==============================] - 0s 867us/step - loss: 0.3958 - accuracy: 0.8382
Epoch 179/500
113/113 [==============================] - 0s 848us/step - loss: 0.3958 - accuracy: 0.8386
Epoch 180/500
113/113 [==============================] - 0s 858us/step - loss: 0.3956 - accuracy: 0.8382
Epoch 181/500
113/113 [==============================] - 0s 858us/step - loss: 0.3958 - accuracy: 0.8388
Epoch 182/500
113/113 [==============================] - 0s 859us/step - loss: 0.3957 - accuracy: 0.8388
Epoch 183/500
113/113 [==============================] - 0s 930us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 184/500
113/113 [==============================] - 0s 882us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 185/500
113/113 [==============================] - 0s 883us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 186/500
113/113 [==============================] - 0s 857us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 187/500
113/113 [==============================] - 0s 854us/step - loss: 0.3956 - accuracy: 0.8379
Epoch 188/500
113/113 [==============================] - 0s 882us/step - loss: 0.3955 - accuracy: 0.8381
Epoch 189/500
113/113 [==============================] - 0s 844us/step - loss: 0.3954 - accuracy: 0.8396
Epoch 190/500
113/113 [==============================] - 0s 861us/step - loss: 0.3956 - accuracy: 0.8386
Epoch 191/500
113/113 [==============================] - 0s 867us/step - loss: 0.3955 - accuracy: 0.8374
Epoch 192/500
113/113 [==============================] - 0s 861us/step - loss: 0.3956 - accuracy: 0.8381
Epoch 193/500
113/113 [==============================] - 0s 859us/step - loss: 0.3955 - accuracy: 0.8396
Epoch 194/500
113/113 [==============================] - 0s 887us/step - loss: 0.3955 - accuracy: 0.8386
Epoch 195/500
113/113 [==============================] - 0s 936us/step - loss: 0.3955 - accuracy: 0.8383
Epoch 196/500
113/113 [==============================] - 0s 861us/step - loss: 0.3955 - accuracy: 0.8394
Epoch 197/500
113/113 [==============================] - 0s 863us/step - loss: 0.3955 - accuracy: 0.8396
Epoch 198/500
113/113 [==============================] - 0s 878us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 199/500
113/113 [==============================] - 0s 855us/step - loss: 0.3954 - accuracy: 0.8382
Epoch 200/500
113/113 [==============================] - 0s 871us/step - loss: 0.3955 - accuracy: 0.8379
Epoch 201/500
113/113 [==============================] - 0s 869us/step - loss: 0.3955 - accuracy: 0.8382
Epoch 202/500
113/113 [==============================] - 0s 903us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 203/500
113/113 [==============================] - 0s 847us/step - loss: 0.3954 - accuracy: 0.8383
Epoch 204/500
113/113 [==============================] - 0s 939us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 205/500
113/113 [==============================] - 0s 852us/step - loss: 0.3953 - accuracy: 0.8389
Epoch 206/500
113/113 [==============================] - 0s 852us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 207/500
113/113 [==============================] - 0s 876us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 208/500
113/113 [==============================] - 0s 859us/step - loss: 0.3954 - accuracy: 0.8385
Epoch 209/500
113/113 [==============================] - 0s 861us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 210/500
113/113 [==============================] - 0s 863us/step - loss: 0.3953 - accuracy: 0.8400
Epoch 211/500
113/113 [==============================] - 0s 903us/step - loss: 0.3953 - accuracy: 0.8379
Epoch 212/500
113/113 [==============================] - 0s 858us/step - loss: 0.3953 - accuracy: 0.8392
Epoch 213/500
113/113 [==============================] - 0s 843us/step - loss: 0.3953 - accuracy: 0.8375
Epoch 214/500
113/113 [==============================] - 0s 958us/step - loss: 0.3953 - accuracy: 0.8394
Epoch 215/500
113/113 [==============================] - 0s 859us/step - loss: 0.3953 - accuracy: 0.8390
Epoch 216/500
113/113 [==============================] - 0s 854us/step - loss: 0.3953 - accuracy: 0.8397
Epoch 217/500
113/113 [==============================] - 0s 867us/step - loss: 0.3952 - accuracy: 0.8397
Epoch 218/500
113/113 [==============================] - 0s 866us/step - loss: 0.3952 - accuracy: 0.8396
Epoch 219/500
113/113 [==============================] - 0s 856us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 220/500
113/113 [==============================] - 0s 862us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 221/500
113/113 [==============================] - 0s 864us/step - loss: 0.3952 - accuracy: 0.8399
Epoch 222/500
113/113 [==============================] - 0s 863us/step - loss: 0.3952 - accuracy: 0.8392
Epoch 223/500
113/113 [==============================] - 0s 962us/step - loss: 0.3952 - accuracy: 0.8386
Epoch 224/500
113/113 [==============================] - 0s 862us/step - loss: 0.3952 - accuracy: 0.8389
Epoch 225/500
113/113 [==============================] - 0s 851us/step - loss: 0.3951 - accuracy: 0.8381
Epoch 226/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3951 - accuracy: 0.8392
Epoch 227/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3952 - accuracy: 0.8388
Epoch 228/500
113/113 [==============================] - 0s 913us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 229/500
113/113 [==============================] - 0s 901us/step - loss: 0.3952 - accuracy: 0.8396
Epoch 230/500
113/113 [==============================] - 0s 948us/step - loss: 0.3951 - accuracy: 0.8390
Epoch 231/500
113/113 [==============================] - 0s 866us/step - loss: 0.3950 - accuracy: 0.8383
Epoch 232/500
113/113 [==============================] - 0s 872us/step - loss: 0.3951 - accuracy: 0.8382
Epoch 233/500
113/113 [==============================] - 0s 877us/step - loss: 0.3951 - accuracy: 0.8389
Epoch 234/500
113/113 [==============================] - 0s 850us/step - loss: 0.3951 - accuracy: 0.8385
Epoch 235/500
113/113 [==============================] - 0s 863us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 236/500
113/113 [==============================] - 0s 960us/step - loss: 0.3951 - accuracy: 0.8389
Epoch 237/500
113/113 [==============================] - 0s 852us/step - loss: 0.3950 - accuracy: 0.8396
Epoch 238/500
113/113 [==============================] - 0s 845us/step - loss: 0.3950 - accuracy: 0.8388
Epoch 239/500
113/113 [==============================] - 0s 861us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 240/500
113/113 [==============================] - 0s 865us/step - loss: 0.3951 - accuracy: 0.8400
Epoch 241/500
113/113 [==============================] - 0s 872us/step - loss: 0.3950 - accuracy: 0.8389
Epoch 242/500
113/113 [==============================] - 0s 963us/step - loss: 0.3950 - accuracy: 0.8385
Epoch 243/500
113/113 [==============================] - 0s 854us/step - loss: 0.3951 - accuracy: 0.8382
Epoch 244/500
113/113 [==============================] - 0s 854us/step - loss: 0.3950 - accuracy: 0.8378
Epoch 245/500
113/113 [==============================] - 0s 872us/step - loss: 0.3950 - accuracy: 0.8400
Epoch 246/500
113/113 [==============================] - 0s 882us/step - loss: 0.3950 - accuracy: 0.8399
Epoch 247/500
113/113 [==============================] - 0s 851us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 248/500
113/113 [==============================] - 0s 857us/step - loss: 0.3950 - accuracy: 0.8393
Epoch 249/500
113/113 [==============================] - 0s 863us/step - loss: 0.3949 - accuracy: 0.8375
Epoch 250/500
113/113 [==============================] - 0s 933us/step - loss: 0.3951 - accuracy: 0.8386
Epoch 251/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8389
Epoch 252/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3950 - accuracy: 0.8393
Epoch 253/500
113/113 [==============================] - 0s 874us/step - loss: 0.3950 - accuracy: 0.8374
Epoch 254/500
113/113 [==============================] - 0s 854us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 255/500
113/113 [==============================] - 0s 911us/step - loss: 0.3950 - accuracy: 0.8394
Epoch 256/500
113/113 [==============================] - 0s 856us/step - loss: 0.3949 - accuracy: 0.8378
Epoch 257/500
113/113 [==============================] - 0s 858us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 258/500
113/113 [==============================] - 0s 908us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 259/500
113/113 [==============================] - 0s 855us/step - loss: 0.3949 - accuracy: 0.8385
Epoch 260/500
113/113 [==============================] - 0s 886us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 261/500
113/113 [==============================] - 0s 919us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 262/500
113/113 [==============================] - 0s 847us/step - loss: 0.3949 - accuracy: 0.8403
Epoch 263/500
113/113 [==============================] - 0s 923us/step - loss: 0.3950 - accuracy: 0.8382
Epoch 264/500
113/113 [==============================] - 0s 950us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 265/500
113/113 [==============================] - 0s 892us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 266/500
113/113 [==============================] - 0s 861us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 267/500
113/113 [==============================] - 0s 887us/step - loss: 0.3950 - accuracy: 0.8386
Epoch 268/500
113/113 [==============================] - 0s 851us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 269/500
113/113 [==============================] - 0s 861us/step - loss: 0.3950 - accuracy: 0.8403
Epoch 270/500
113/113 [==============================] - 0s 876us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 271/500
113/113 [==============================] - 0s 964us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 272/500
113/113 [==============================] - 0s 886us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 273/500
113/113 [==============================] - 0s 854us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 274/500
113/113 [==============================] - 0s 866us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 275/500
113/113 [==============================] - 0s 888us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 276/500
113/113 [==============================] - 0s 862us/step - loss: 0.3949 - accuracy: 0.8397
Epoch 277/500
113/113 [==============================] - 0s 884us/step - loss: 0.3949 - accuracy: 0.8393
Epoch 278/500
113/113 [==============================] - 0s 859us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 279/500
113/113 [==============================] - 0s 849us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 280/500
113/113 [==============================] - 0s 893us/step - loss: 0.3948 - accuracy: 0.8406
Epoch 281/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8388
Epoch 282/500
113/113 [==============================] - 0s 933us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 283/500
113/113 [==============================] - 0s 874us/step - loss: 0.3949 - accuracy: 0.8390
Epoch 284/500
113/113 [==============================] - 0s 865us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 285/500
113/113 [==============================] - 0s 861us/step - loss: 0.3949 - accuracy: 0.8394
Epoch 286/500
113/113 [==============================] - 0s 851us/step - loss: 0.3948 - accuracy: 0.8403
Epoch 287/500
113/113 [==============================] - 0s 879us/step - loss: 0.3948 - accuracy: 0.8390
Epoch 288/500
113/113 [==============================] - 0s 880us/step - loss: 0.3948 - accuracy: 0.8397
Epoch 289/500
113/113 [==============================] - 0s 920us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 290/500
113/113 [==============================] - 0s 863us/step - loss: 0.3949 - accuracy: 0.8399
Epoch 291/500
113/113 [==============================] - 0s 868us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 292/500
113/113 [==============================] - 0s 876us/step - loss: 0.3949 - accuracy: 0.8400
Epoch 293/500
113/113 [==============================] - 0s 856us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 294/500
113/113 [==============================] - 0s 889us/step - loss: 0.3947 - accuracy: 0.8399
Epoch 295/500
113/113 [==============================] - 0s 852us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 296/500
113/113 [==============================] - 0s 859us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 297/500
113/113 [==============================] - 0s 881us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 298/500
113/113 [==============================] - 0s 876us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 299/500
113/113 [==============================] - 0s 874us/step - loss: 0.3947 - accuracy: 0.8386
Epoch 300/500
113/113 [==============================] - 0s 962us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 301/500
113/113 [==============================] - 0s 861us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 302/500
113/113 [==============================] - 0s 876us/step - loss: 0.3947 - accuracy: 0.8397
Epoch 303/500
113/113 [==============================] - 0s 864us/step - loss: 0.3948 - accuracy: 0.8397
Epoch 304/500
113/113 [==============================] - 0s 896us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 305/500
113/113 [==============================] - 0s 858us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 306/500
113/113 [==============================] - 0s 850us/step - loss: 0.3948 - accuracy: 0.8397
Epoch 307/500
113/113 [==============================] - 0s 886us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 308/500
113/113 [==============================] - 0s 881us/step - loss: 0.3948 - accuracy: 0.8404
Epoch 309/500
113/113 [==============================] - 0s 898us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 310/500
113/113 [==============================] - 0s 857us/step - loss: 0.3947 - accuracy: 0.8397
Epoch 311/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8385
Epoch 312/500
113/113 [==============================] - 0s 853us/step - loss: 0.3947 - accuracy: 0.8397
Epoch 313/500
113/113 [==============================] - 0s 844us/step - loss: 0.3947 - accuracy: 0.8403
Epoch 314/500
113/113 [==============================] - 0s 894us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 315/500
113/113 [==============================] - 0s 878us/step - loss: 0.3948 - accuracy: 0.8392
Epoch 316/500
113/113 [==============================] - 0s 878us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 317/500
113/113 [==============================] - 0s 856us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 318/500
113/113 [==============================] - 0s 870us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 319/500
113/113 [==============================] - 0s 904us/step - loss: 0.3947 - accuracy: 0.8397
Epoch 320/500
113/113 [==============================] - 0s 909us/step - loss: 0.3948 - accuracy: 0.8393
Epoch 321/500
113/113 [==============================] - 0s 886us/step - loss: 0.3948 - accuracy: 0.8385
Epoch 322/500
113/113 [==============================] - 0s 902us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 323/500
113/113 [==============================] - 0s 882us/step - loss: 0.3947 - accuracy: 0.8383
Epoch 324/500
113/113 [==============================] - 0s 892us/step - loss: 0.3949 - accuracy: 0.8392
Epoch 325/500
113/113 [==============================] - 0s 870us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 326/500
113/113 [==============================] - 0s 871us/step - loss: 0.3948 - accuracy: 0.8400
Epoch 327/500
113/113 [==============================] - 0s 857us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 328/500
113/113 [==============================] - 0s 851us/step - loss: 0.3948 - accuracy: 0.8399
Epoch 329/500
113/113 [==============================] - 0s 882us/step - loss: 0.3947 - accuracy: 0.8393
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3948 - accuracy: 0.8385
Epoch 331/500
113/113 [==============================] - 0s 868us/step - loss: 0.3948 - accuracy: 0.8389
Epoch 332/500
113/113 [==============================] - 0s 861us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 333/500
113/113 [==============================] - 0s 902us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 334/500
113/113 [==============================] - 0s 861us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 335/500
113/113 [==============================] - 0s 868us/step - loss: 0.3948 - accuracy: 0.8396
Epoch 336/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3947 - accuracy: 0.8385
Epoch 337/500
113/113 [==============================] - 0s 860us/step - loss: 0.3947 - accuracy: 0.8389
Epoch 338/500
113/113 [==============================] - 0s 890us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 339/500
113/113 [==============================] - 0s 975us/step - loss: 0.3948 - accuracy: 0.8400
Epoch 340/500
113/113 [==============================] - 0s 889us/step - loss: 0.3946 - accuracy: 0.8396
Epoch 341/500
113/113 [==============================] - 0s 859us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 342/500
113/113 [==============================] - 0s 857us/step - loss: 0.3945 - accuracy: 0.8406
Epoch 343/500
113/113 [==============================] - 0s 906us/step - loss: 0.3947 - accuracy: 0.8388
Epoch 344/500
113/113 [==============================] - 0s 868us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 345/500
113/113 [==============================] - 0s 886us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 346/500
113/113 [==============================] - 0s 850us/step - loss: 0.3946 - accuracy: 0.8388
Epoch 347/500
113/113 [==============================] - 0s 880us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 348/500
113/113 [==============================] - 0s 858us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 349/500
113/113 [==============================] - 0s 971us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 350/500
113/113 [==============================] - 0s 889us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 351/500
113/113 [==============================] - 0s 861us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 352/500
113/113 [==============================] - 0s 886us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 353/500
113/113 [==============================] - 0s 855us/step - loss: 0.3946 - accuracy: 0.8376
Epoch 354/500
113/113 [==============================] - 0s 871us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 355/500
113/113 [==============================] - 0s 903us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 356/500
113/113 [==============================] - 0s 852us/step - loss: 0.3947 - accuracy: 0.8397
Epoch 357/500
113/113 [==============================] - 0s 884us/step - loss: 0.3945 - accuracy: 0.8400
Epoch 358/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8397
Epoch 359/500
113/113 [==============================] - 0s 859us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 360/500
113/113 [==============================] - 0s 890us/step - loss: 0.3946 - accuracy: 0.8390
Epoch 361/500
113/113 [==============================] - 0s 913us/step - loss: 0.3946 - accuracy: 0.8400
Epoch 362/500
113/113 [==============================] - 0s 922us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 363/500
113/113 [==============================] - 0s 851us/step - loss: 0.3946 - accuracy: 0.8381
Epoch 364/500
113/113 [==============================] - 0s 878us/step - loss: 0.3946 - accuracy: 0.8400
Epoch 365/500
113/113 [==============================] - 0s 872us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 366/500
113/113 [==============================] - 0s 854us/step - loss: 0.3945 - accuracy: 0.8399
Epoch 367/500
113/113 [==============================] - 0s 895us/step - loss: 0.3945 - accuracy: 0.8369
Epoch 368/500
113/113 [==============================] - 0s 927us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 369/500
113/113 [==============================] - 0s 881us/step - loss: 0.3947 - accuracy: 0.8399
Epoch 370/500
113/113 [==============================] - 0s 853us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 371/500
113/113 [==============================] - 0s 951us/step - loss: 0.3947 - accuracy: 0.8392
Epoch 372/500
113/113 [==============================] - 0s 922us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 373/500
113/113 [==============================] - 0s 850us/step - loss: 0.3945 - accuracy: 0.8397
Epoch 374/500
113/113 [==============================] - 0s 884us/step - loss: 0.3946 - accuracy: 0.8394
Epoch 375/500
113/113 [==============================] - 0s 864us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 376/500
113/113 [==============================] - 0s 846us/step - loss: 0.3947 - accuracy: 0.8389
Epoch 377/500
113/113 [==============================] - 0s 882us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 378/500
113/113 [==============================] - 0s 902us/step - loss: 0.3946 - accuracy: 0.8399
Epoch 379/500
113/113 [==============================] - 0s 887us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 380/500
113/113 [==============================] - 0s 846us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 381/500
113/113 [==============================] - 0s 876us/step - loss: 0.3946 - accuracy: 0.8397
Epoch 382/500
113/113 [==============================] - 0s 977us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 383/500
113/113 [==============================] - 0s 859us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 384/500
113/113 [==============================] - 0s 999us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 385/500
113/113 [==============================] - 0s 858us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 386/500
113/113 [==============================] - 0s 879us/step - loss: 0.3943 - accuracy: 0.8385
Epoch 387/500
113/113 [==============================] - 0s 945us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 388/500
113/113 [==============================] - 0s 852us/step - loss: 0.3946 - accuracy: 0.8390
Epoch 389/500
113/113 [==============================] - 0s 885us/step - loss: 0.3946 - accuracy: 0.8396
Epoch 390/500
113/113 [==============================] - 0s 869us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 391/500
113/113 [==============================] - 0s 881us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 392/500
113/113 [==============================] - 0s 849us/step - loss: 0.3945 - accuracy: 0.8383
Epoch 393/500
113/113 [==============================] - 0s 864us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 394/500
113/113 [==============================] - 0s 904us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 395/500
113/113 [==============================] - 0s 848us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 396/500
113/113 [==============================] - 0s 991us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 397/500
113/113 [==============================] - 0s 844us/step - loss: 0.3944 - accuracy: 0.8396
Epoch 398/500
113/113 [==============================] - 0s 860us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 399/500
113/113 [==============================] - 0s 890us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 400/500
113/113 [==============================] - ETA: 0s - loss: 0.3905 - accuracy: 0.84 - 0s 849us/step - loss: 0.3946 - accuracy: 0.8385
Epoch 401/500
113/113 [==============================] - 0s 885us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 402/500
113/113 [==============================] - 0s 865us/step - loss: 0.3945 - accuracy: 0.8383
Epoch 403/500
113/113 [==============================] - 0s 860us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 404/500
113/113 [==============================] - 0s 926us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 405/500
113/113 [==============================] - 0s 851us/step - loss: 0.3946 - accuracy: 0.8389
Epoch 406/500
113/113 [==============================] - 0s 880us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 407/500
113/113 [==============================] - 0s 895us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 408/500
113/113 [==============================] - 0s 953us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 409/500
113/113 [==============================] - 0s 854us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 410/500
113/113 [==============================] - 0s 852us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 411/500
113/113 [==============================] - 0s 878us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 412/500
113/113 [==============================] - 0s 850us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 413/500
113/113 [==============================] - 0s 939us/step - loss: 0.3944 - accuracy: 0.8400
Epoch 414/500
113/113 [==============================] - 0s 857us/step - loss: 0.3946 - accuracy: 0.8386
Epoch 415/500
113/113 [==============================] - 0s 847us/step - loss: 0.3946 - accuracy: 0.8393
Epoch 416/500
113/113 [==============================] - 0s 934us/step - loss: 0.3946 - accuracy: 0.8392
Epoch 417/500
113/113 [==============================] - 0s 854us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 418/500
113/113 [==============================] - 0s 905us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 419/500
113/113 [==============================] - 0s 906us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 420/500
113/113 [==============================] - 0s 852us/step - loss: 0.3943 - accuracy: 0.8379
Epoch 421/500
113/113 [==============================] - 0s 872us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 422/500
113/113 [==============================] - 0s 868us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 423/500
113/113 [==============================] - 0s 921us/step - loss: 0.3944 - accuracy: 0.8394
Epoch 424/500
113/113 [==============================] - 0s 847us/step - loss: 0.3943 - accuracy: 0.8388
Epoch 425/500
113/113 [==============================] - 0s 860us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 426/500
113/113 [==============================] - 0s 913us/step - loss: 0.3945 - accuracy: 0.8392
Epoch 427/500
113/113 [==============================] - 0s 878us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 428/500
113/113 [==============================] - 0s 906us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 429/500
113/113 [==============================] - 0s 848us/step - loss: 0.3945 - accuracy: 0.8388
Epoch 430/500
113/113 [==============================] - 0s 871us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 431/500
113/113 [==============================] - 0s 858us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 432/500
113/113 [==============================] - 0s 857us/step - loss: 0.3945 - accuracy: 0.8390
Epoch 433/500
113/113 [==============================] - 0s 920us/step - loss: 0.3945 - accuracy: 0.8386
Epoch 434/500
113/113 [==============================] - 0s 856us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 435/500
113/113 [==============================] - 0s 871us/step - loss: 0.3946 - accuracy: 0.8383
Epoch 436/500
113/113 [==============================] - 0s 970us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 437/500
113/113 [==============================] - 0s 847us/step - loss: 0.3945 - accuracy: 0.8385
Epoch 438/500
113/113 [==============================] - 0s 919us/step - loss: 0.3944 - accuracy: 0.8376
Epoch 439/500
113/113 [==============================] - 0s 854us/step - loss: 0.3944 - accuracy: 0.8382
Epoch 440/500
113/113 [==============================] - 0s 861us/step - loss: 0.3942 - accuracy: 0.8378
Epoch 441/500
113/113 [==============================] - 0s 857us/step - loss: 0.3945 - accuracy: 0.8394
Epoch 442/500
113/113 [==============================] - 0s 853us/step - loss: 0.3942 - accuracy: 0.8394
Epoch 443/500
113/113 [==============================] - 0s 898us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 444/500
113/113 [==============================] - 0s 849us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 445/500
113/113 [==============================] - 0s 879us/step - loss: 0.3945 - accuracy: 0.8372
Epoch 446/500
113/113 [==============================] - 0s 851us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 447/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8379
Epoch 448/500
113/113 [==============================] - 0s 890us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 449/500
113/113 [==============================] - 0s 839us/step - loss: 0.3944 - accuracy: 0.8396
Epoch 450/500
113/113 [==============================] - 0s 871us/step - loss: 0.3943 - accuracy: 0.8369
Epoch 451/500
113/113 [==============================] - 0s 861us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 452/500
113/113 [==============================] - 0s 865us/step - loss: 0.3941 - accuracy: 0.8386
Epoch 453/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3945 - accuracy: 0.8383
Epoch 454/500
113/113 [==============================] - 0s 848us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 455/500
113/113 [==============================] - 0s 867us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 456/500
113/113 [==============================] - 0s 880us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 457/500
113/113 [==============================] - 0s 855us/step - loss: 0.3941 - accuracy: 0.8399
Epoch 458/500
113/113 [==============================] - 0s 973us/step - loss: 0.3945 - accuracy: 0.8369
Epoch 459/500
113/113 [==============================] - 0s 854us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 460/500
113/113 [==============================] - 0s 938us/step - loss: 0.3942 - accuracy: 0.8386
Epoch 461/500
113/113 [==============================] - 0s 847us/step - loss: 0.3943 - accuracy: 0.8393
Epoch 462/500
113/113 [==============================] - 0s 855us/step - loss: 0.3943 - accuracy: 0.8396
Epoch 463/500
113/113 [==============================] - 0s 905us/step - loss: 0.3945 - accuracy: 0.8383
Epoch 464/500
113/113 [==============================] - 0s 847us/step - loss: 0.3943 - accuracy: 0.8394
Epoch 465/500
113/113 [==============================] - 0s 922us/step - loss: 0.3944 - accuracy: 0.8399
Epoch 466/500
113/113 [==============================] - 0s 860us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 467/500
113/113 [==============================] - 0s 959us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 468/500
113/113 [==============================] - 0s 845us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 469/500
113/113 [==============================] - 0s 855us/step - loss: 0.3943 - accuracy: 0.8386
Epoch 470/500
113/113 [==============================] - 0s 882us/step - loss: 0.3944 - accuracy: 0.8397
Epoch 471/500
113/113 [==============================] - 0s 853us/step - loss: 0.3944 - accuracy: 0.8389
Epoch 472/500
113/113 [==============================] - 0s 892us/step - loss: 0.3943 - accuracy: 0.8386
Epoch 473/500
113/113 [==============================] - 0s 869us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 474/500
113/113 [==============================] - 0s 852us/step - loss: 0.3944 - accuracy: 0.8383
Epoch 475/500
113/113 [==============================] - 0s 937us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 476/500
113/113 [==============================] - 0s 882us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 477/500
113/113 [==============================] - 0s 894us/step - loss: 0.3942 - accuracy: 0.8371
Epoch 478/500
113/113 [==============================] - 0s 858us/step - loss: 0.3945 - accuracy: 0.8400
Epoch 479/500
113/113 [==============================] - 0s 848us/step - loss: 0.3945 - accuracy: 0.8389
Epoch 480/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3944 - accuracy: 0.8386
Epoch 481/500
113/113 [==============================] - 0s 843us/step - loss: 0.3945 - accuracy: 0.8376
Epoch 482/500
113/113 [==============================] - 0s 903us/step - loss: 0.3943 - accuracy: 0.8390
Epoch 483/500
113/113 [==============================] - 0s 856us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 484/500
113/113 [==============================] - 0s 898us/step - loss: 0.3944 - accuracy: 0.8378
Epoch 485/500
113/113 [==============================] - 0s 922us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 486/500
113/113 [==============================] - 0s 856us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 487/500
113/113 [==============================] - 0s 898us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 488/500
113/113 [==============================] - 0s 844us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 489/500
113/113 [==============================] - 0s 880us/step - loss: 0.3944 - accuracy: 0.8385
Epoch 490/500
113/113 [==============================] - 0s 854us/step - loss: 0.3945 - accuracy: 0.8374
Epoch 491/500
113/113 [==============================] - 0s 855us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 492/500
113/113 [==============================] - 0s 909us/step - loss: 0.3944 - accuracy: 0.8388
Epoch 493/500
113/113 [==============================] - 0s 855us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 494/500
113/113 [==============================] - 0s 882us/step - loss: 0.3944 - accuracy: 0.8385
Epoch 495/500
113/113 [==============================] - 0s 944us/step - loss: 0.3945 - accuracy: 0.8379
Epoch 496/500
113/113 [==============================] - 0s 846us/step - loss: 0.3943 - accuracy: 0.8386
Epoch 497/500
113/113 [==============================] - 0s 908us/step - loss: 0.3943 - accuracy: 0.8389
Epoch 498/500
113/113 [==============================] - 0s 853us/step - loss: 0.3944 - accuracy: 0.83830s - loss: 0.3983 - accuracy: 0.83
Epoch 499/500
113/113 [==============================] - 0s 883us/step - loss: 0.3944 - accuracy: 0.8392
Epoch 500/500
113/113 [==============================] - 0s 852us/step - loss: 0.3944 - accuracy: 0.8386
Epoch 1/500
113/113 [==============================] - 0s 938us/step - loss: 0.6617 - accuracy: 0.7924
Epoch 2/500
113/113 [==============================] - 0s 955us/step - loss: 0.5670 - accuracy: 0.7953
Epoch 3/500
113/113 [==============================] - 0s 924us/step - loss: 0.4769 - accuracy: 0.7953
Epoch 4/500
113/113 [==============================] - 0s 955us/step - loss: 0.4495 - accuracy: 0.7953
Epoch 5/500
113/113 [==============================] - 0s 922us/step - loss: 0.4425 - accuracy: 0.7953
Epoch 6/500
113/113 [==============================] - 0s 969us/step - loss: 0.4382 - accuracy: 0.7953
Epoch 7/500
113/113 [==============================] - 0s 933us/step - loss: 0.4356 - accuracy: 0.7953
Epoch 8/500
113/113 [==============================] - 0s 969us/step - loss: 0.4339 - accuracy: 0.7953
Epoch 9/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4327 - accuracy: 0.7953
Epoch 10/500
113/113 [==============================] - 0s 927us/step - loss: 0.4318 - accuracy: 0.7953
Epoch 11/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4310 - accuracy: 0.7953
Epoch 12/500
113/113 [==============================] - 0s 927us/step - loss: 0.4303 - accuracy: 0.7953
Epoch 13/500
113/113 [==============================] - 0s 963us/step - loss: 0.4296 - accuracy: 0.7953
Epoch 14/500
113/113 [==============================] - 0s 921us/step - loss: 0.4288 - accuracy: 0.7953
Epoch 15/500
113/113 [==============================] - 0s 971us/step - loss: 0.4280 - accuracy: 0.7953
Epoch 16/500
113/113 [==============================] - 0s 911us/step - loss: 0.4272 - accuracy: 0.7953
Epoch 17/500
113/113 [==============================] - 0s 961us/step - loss: 0.4262 - accuracy: 0.8064
Epoch 18/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4253 - accuracy: 0.8117
Epoch 19/500
113/113 [==============================] - 0s 932us/step - loss: 0.4245 - accuracy: 0.8160
Epoch 20/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4234 - accuracy: 0.8178
Epoch 21/500
113/113 [==============================] - 0s 931us/step - loss: 0.4224 - accuracy: 0.8200
Epoch 22/500
113/113 [==============================] - 0s 947us/step - loss: 0.4213 - accuracy: 0.8196
Epoch 23/500
113/113 [==============================] - 0s 908us/step - loss: 0.4200 - accuracy: 0.8228
Epoch 24/500
113/113 [==============================] - 0s 971us/step - loss: 0.4189 - accuracy: 0.8240
Epoch 25/500
113/113 [==============================] - 0s 953us/step - loss: 0.4179 - accuracy: 0.8251
Epoch 26/500
113/113 [==============================] - 0s 974us/step - loss: 0.4169 - accuracy: 0.8260
Epoch 27/500
113/113 [==============================] - 0s 967us/step - loss: 0.4160 - accuracy: 0.8267
Epoch 28/500
113/113 [==============================] - 0s 930us/step - loss: 0.4151 - accuracy: 0.8283
Epoch 29/500
113/113 [==============================] - 0s 986us/step - loss: 0.4144 - accuracy: 0.8285
Epoch 30/500
113/113 [==============================] - 0s 926us/step - loss: 0.4133 - accuracy: 0.8288
Epoch 31/500
113/113 [==============================] - 0s 960us/step - loss: 0.4125 - accuracy: 0.8301
Epoch 32/500
113/113 [==============================] - 0s 917us/step - loss: 0.4118 - accuracy: 0.8311
Epoch 33/500
113/113 [==============================] - 0s 958us/step - loss: 0.4110 - accuracy: 0.8310
Epoch 34/500
113/113 [==============================] - 0s 992us/step - loss: 0.4104 - accuracy: 0.8317
Epoch 35/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4099 - accuracy: 0.8319
Epoch 36/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4093 - accuracy: 0.8317
Epoch 37/500
113/113 [==============================] - 0s 902us/step - loss: 0.4087 - accuracy: 0.8333
Epoch 38/500
113/113 [==============================] - 0s 861us/step - loss: 0.4081 - accuracy: 0.8332
Epoch 39/500
113/113 [==============================] - 0s 889us/step - loss: 0.4079 - accuracy: 0.8336
Epoch 40/500
113/113 [==============================] - 0s 852us/step - loss: 0.4074 - accuracy: 0.8346
Epoch 41/500
113/113 [==============================] - 0s 870us/step - loss: 0.4068 - accuracy: 0.8349
Epoch 42/500
113/113 [==============================] - 0s 922us/step - loss: 0.4064 - accuracy: 0.8346
Epoch 43/500
113/113 [==============================] - 0s 857us/step - loss: 0.4063 - accuracy: 0.8346
Epoch 44/500
113/113 [==============================] - 0s 953us/step - loss: 0.4059 - accuracy: 0.8350
Epoch 45/500
113/113 [==============================] - 0s 848us/step - loss: 0.4056 - accuracy: 0.8354
Epoch 46/500
113/113 [==============================] - 0s 886us/step - loss: 0.4051 - accuracy: 0.8353
Epoch 47/500
113/113 [==============================] - 0s 968us/step - loss: 0.4050 - accuracy: 0.8351
Epoch 48/500
113/113 [==============================] - 0s 856us/step - loss: 0.4047 - accuracy: 0.8363
Epoch 49/500
113/113 [==============================] - 0s 885us/step - loss: 0.4044 - accuracy: 0.8350
Epoch 50/500
113/113 [==============================] - 0s 862us/step - loss: 0.4041 - accuracy: 0.8357
Epoch 51/500
113/113 [==============================] - 0s 893us/step - loss: 0.4038 - accuracy: 0.8361
Epoch 52/500
113/113 [==============================] - 0s 872us/step - loss: 0.4035 - accuracy: 0.8360
Epoch 53/500
113/113 [==============================] - 0s 857us/step - loss: 0.4034 - accuracy: 0.8358
Epoch 54/500
113/113 [==============================] - 0s 955us/step - loss: 0.4031 - accuracy: 0.8360
Epoch 55/500
113/113 [==============================] - 0s 861us/step - loss: 0.4029 - accuracy: 0.8363
Epoch 56/500
113/113 [==============================] - 0s 893us/step - loss: 0.4027 - accuracy: 0.8365
Epoch 57/500
113/113 [==============================] - 0s 860us/step - loss: 0.4026 - accuracy: 0.8369
Epoch 58/500
113/113 [==============================] - 0s 859us/step - loss: 0.4023 - accuracy: 0.8368
Epoch 59/500
113/113 [==============================] - 0s 888us/step - loss: 0.4021 - accuracy: 0.8364
Epoch 60/500
113/113 [==============================] - 0s 865us/step - loss: 0.4019 - accuracy: 0.8365
Epoch 61/500
113/113 [==============================] - 0s 883us/step - loss: 0.4017 - accuracy: 0.8365
Epoch 62/500
113/113 [==============================] - 0s 882us/step - loss: 0.4016 - accuracy: 0.8368
Epoch 63/500
113/113 [==============================] - 0s 860us/step - loss: 0.4016 - accuracy: 0.8361
Epoch 64/500
113/113 [==============================] - 0s 938us/step - loss: 0.4012 - accuracy: 0.8361
Epoch 65/500
113/113 [==============================] - 0s 854us/step - loss: 0.4012 - accuracy: 0.8367
Epoch 66/500
113/113 [==============================] - 0s 880us/step - loss: 0.4011 - accuracy: 0.8358
Epoch 67/500
113/113 [==============================] - 0s 883us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 68/500
113/113 [==============================] - 0s 867us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 69/500
113/113 [==============================] - 0s 920us/step - loss: 0.4009 - accuracy: 0.8364
Epoch 70/500
113/113 [==============================] - 0s 851us/step - loss: 0.4006 - accuracy: 0.8379
Epoch 71/500
113/113 [==============================] - 0s 886us/step - loss: 0.4006 - accuracy: 0.8368
Epoch 72/500
113/113 [==============================] - 0s 866us/step - loss: 0.4003 - accuracy: 0.8379
Epoch 73/500
113/113 [==============================] - 0s 957us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 74/500
113/113 [==============================] - 0s 854us/step - loss: 0.4001 - accuracy: 0.8365
Epoch 75/500
113/113 [==============================] - 0s 860us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 76/500
113/113 [==============================] - 0s 888us/step - loss: 0.4000 - accuracy: 0.8368
Epoch 77/500
113/113 [==============================] - 0s 879us/step - loss: 0.4001 - accuracy: 0.8364
Epoch 78/500
113/113 [==============================] - 0s 888us/step - loss: 0.3999 - accuracy: 0.8371
Epoch 79/500
113/113 [==============================] - 0s 855us/step - loss: 0.3999 - accuracy: 0.8374
Epoch 80/500
113/113 [==============================] - 0s 852us/step - loss: 0.3997 - accuracy: 0.8390
Epoch 81/500
113/113 [==============================] - 0s 888us/step - loss: 0.3998 - accuracy: 0.8364
Epoch 82/500
113/113 [==============================] - 0s 919us/step - loss: 0.3997 - accuracy: 0.8375
Epoch 83/500
113/113 [==============================] - 0s 894us/step - loss: 0.3998 - accuracy: 0.8368
Epoch 84/500
113/113 [==============================] - 0s 902us/step - loss: 0.3996 - accuracy: 0.8363
Epoch 85/500
113/113 [==============================] - 0s 857us/step - loss: 0.3995 - accuracy: 0.8371
Epoch 86/500
113/113 [==============================] - 0s 909us/step - loss: 0.3994 - accuracy: 0.8369
Epoch 87/500
113/113 [==============================] - 0s 867us/step - loss: 0.3993 - accuracy: 0.8372
Epoch 88/500
113/113 [==============================] - 0s 882us/step - loss: 0.3995 - accuracy: 0.8369
Epoch 89/500
113/113 [==============================] - 0s 865us/step - loss: 0.3994 - accuracy: 0.8371
Epoch 90/500
113/113 [==============================] - 0s 851us/step - loss: 0.3994 - accuracy: 0.8374
Epoch 91/500
113/113 [==============================] - 0s 976us/step - loss: 0.3994 - accuracy: 0.8375
Epoch 92/500
113/113 [==============================] - 0s 984us/step - loss: 0.3993 - accuracy: 0.8367
Epoch 93/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3992 - accuracy: 0.8376
Epoch 94/500
113/113 [==============================] - 0s 856us/step - loss: 0.3991 - accuracy: 0.8374
Epoch 95/500
113/113 [==============================] - 0s 886us/step - loss: 0.3990 - accuracy: 0.8381
Epoch 96/500
113/113 [==============================] - 0s 882us/step - loss: 0.3991 - accuracy: 0.8374
Epoch 97/500
113/113 [==============================] - 0s 873us/step - loss: 0.3990 - accuracy: 0.8378
Epoch 98/500
113/113 [==============================] - 0s 882us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 99/500
113/113 [==============================] - 0s 848us/step - loss: 0.3991 - accuracy: 0.8372
Epoch 100/500
113/113 [==============================] - 0s 911us/step - loss: 0.3989 - accuracy: 0.8375
Epoch 101/500
113/113 [==============================] - 0s 853us/step - loss: 0.3989 - accuracy: 0.8363
Epoch 102/500
113/113 [==============================] - 0s 854us/step - loss: 0.3987 - accuracy: 0.8369
Epoch 103/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8383
Epoch 104/500
113/113 [==============================] - 0s 860us/step - loss: 0.3988 - accuracy: 0.8383
Epoch 105/500
113/113 [==============================] - 0s 949us/step - loss: 0.3987 - accuracy: 0.8367
Epoch 106/500
113/113 [==============================] - 0s 876us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 107/500
113/113 [==============================] - 0s 882us/step - loss: 0.3987 - accuracy: 0.8372
Epoch 108/500
113/113 [==============================] - 0s 846us/step - loss: 0.3987 - accuracy: 0.8375
Epoch 109/500
113/113 [==============================] - 0s 852us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 110/500
113/113 [==============================] - 0s 878us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 111/500
113/113 [==============================] - 0s 869us/step - loss: 0.3987 - accuracy: 0.8381
Epoch 112/500
113/113 [==============================] - 0s 934us/step - loss: 0.3985 - accuracy: 0.8382
Epoch 113/500
113/113 [==============================] - 0s 858us/step - loss: 0.3987 - accuracy: 0.8376
Epoch 114/500
113/113 [==============================] - 0s 846us/step - loss: 0.3986 - accuracy: 0.8375
Epoch 115/500
113/113 [==============================] - 0s 905us/step - loss: 0.3985 - accuracy: 0.8374
Epoch 116/500
113/113 [==============================] - 0s 895us/step - loss: 0.3985 - accuracy: 0.8383
Epoch 117/500
113/113 [==============================] - 0s 888us/step - loss: 0.3981 - accuracy: 0.8376
Epoch 118/500
113/113 [==============================] - 0s 845us/step - loss: 0.3987 - accuracy: 0.8371
Epoch 119/500
113/113 [==============================] - 0s 843us/step - loss: 0.3984 - accuracy: 0.8381
Epoch 120/500
113/113 [==============================] - 0s 882us/step - loss: 0.3985 - accuracy: 0.8378
Epoch 121/500
113/113 [==============================] - 0s 900us/step - loss: 0.3984 - accuracy: 0.8378
Epoch 122/500
113/113 [==============================] - 0s 877us/step - loss: 0.3983 - accuracy: 0.8383
Epoch 123/500
113/113 [==============================] - 0s 909us/step - loss: 0.3984 - accuracy: 0.8367
Epoch 124/500
113/113 [==============================] - 0s 866us/step - loss: 0.3985 - accuracy: 0.8372
Epoch 125/500
113/113 [==============================] - 0s 866us/step - loss: 0.3983 - accuracy: 0.8381
Epoch 126/500
113/113 [==============================] - 0s 891us/step - loss: 0.3983 - accuracy: 0.8381
Epoch 127/500
113/113 [==============================] - 0s 923us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 128/500
113/113 [==============================] - 0s 836us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 129/500
113/113 [==============================] - 0s 879us/step - loss: 0.3982 - accuracy: 0.8376
Epoch 130/500
113/113 [==============================] - 0s 852us/step - loss: 0.3982 - accuracy: 0.8374
Epoch 131/500
113/113 [==============================] - 0s 944us/step - loss: 0.3982 - accuracy: 0.8369
Epoch 132/500
113/113 [==============================] - 0s 930us/step - loss: 0.3980 - accuracy: 0.8374
Epoch 133/500
113/113 [==============================] - 0s 861us/step - loss: 0.3983 - accuracy: 0.8369
Epoch 134/500
113/113 [==============================] - 0s 882us/step - loss: 0.3981 - accuracy: 0.8379
Epoch 135/500
113/113 [==============================] - 0s 867us/step - loss: 0.3981 - accuracy: 0.8372
Epoch 136/500
113/113 [==============================] - 0s 877us/step - loss: 0.3982 - accuracy: 0.8376
Epoch 137/500
113/113 [==============================] - 0s 905us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 138/500
113/113 [==============================] - 0s 850us/step - loss: 0.3982 - accuracy: 0.8376
Epoch 139/500
113/113 [==============================] - 0s 877us/step - loss: 0.3981 - accuracy: 0.8371
Epoch 140/500
113/113 [==============================] - 0s 885us/step - loss: 0.3982 - accuracy: 0.8374
Epoch 141/500
113/113 [==============================] - 0s 879us/step - loss: 0.3981 - accuracy: 0.8376
Epoch 142/500
113/113 [==============================] - 0s 950us/step - loss: 0.3982 - accuracy: 0.8381
Epoch 143/500
113/113 [==============================] - 0s 865us/step - loss: 0.3979 - accuracy: 0.8364
Epoch 144/500
113/113 [==============================] - 0s 953us/step - loss: 0.3981 - accuracy: 0.8375
Epoch 145/500
113/113 [==============================] - 0s 889us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 146/500
113/113 [==============================] - 0s 935us/step - loss: 0.3980 - accuracy: 0.8374
Epoch 147/500
113/113 [==============================] - 0s 862us/step - loss: 0.3981 - accuracy: 0.8372
Epoch 148/500
113/113 [==============================] - 0s 854us/step - loss: 0.3980 - accuracy: 0.8375
Epoch 149/500
113/113 [==============================] - 0s 902us/step - loss: 0.3981 - accuracy: 0.8385
Epoch 150/500
113/113 [==============================] - 0s 857us/step - loss: 0.3980 - accuracy: 0.8376
Epoch 151/500
113/113 [==============================] - 0s 889us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 152/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3981 - accuracy: 0.8375
Epoch 153/500
113/113 [==============================] - 0s 876us/step - loss: 0.3980 - accuracy: 0.8372
Epoch 154/500
113/113 [==============================] - 0s 879us/step - loss: 0.3980 - accuracy: 0.8378
Epoch 155/500
113/113 [==============================] - 0s 866us/step - loss: 0.3980 - accuracy: 0.8381
Epoch 156/500
113/113 [==============================] - 0s 893us/step - loss: 0.3980 - accuracy: 0.8367
Epoch 157/500
113/113 [==============================] - 0s 867us/step - loss: 0.3979 - accuracy: 0.8369
Epoch 158/500
113/113 [==============================] - 0s 887us/step - loss: 0.3976 - accuracy: 0.8378
Epoch 159/500
113/113 [==============================] - 0s 854us/step - loss: 0.3979 - accuracy: 0.8375
Epoch 160/500
113/113 [==============================] - 0s 930us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 161/500
113/113 [==============================] - 0s 920us/step - loss: 0.3979 - accuracy: 0.8376
Epoch 162/500
113/113 [==============================] - 0s 829us/step - loss: 0.3979 - accuracy: 0.8368
Epoch 163/500
113/113 [==============================] - 0s 871us/step - loss: 0.3981 - accuracy: 0.8374
Epoch 164/500
113/113 [==============================] - 0s 878us/step - loss: 0.3980 - accuracy: 0.8371
Epoch 165/500
113/113 [==============================] - 0s 940us/step - loss: 0.3979 - accuracy: 0.8369
Epoch 166/500
113/113 [==============================] - 0s 876us/step - loss: 0.3978 - accuracy: 0.8385
Epoch 167/500
113/113 [==============================] - 0s 868us/step - loss: 0.3977 - accuracy: 0.8390
Epoch 168/500
113/113 [==============================] - 0s 888us/step - loss: 0.3978 - accuracy: 0.8376
Epoch 169/500
113/113 [==============================] - 0s 849us/step - loss: 0.3980 - accuracy: 0.8385
Epoch 170/500
113/113 [==============================] - 0s 870us/step - loss: 0.3978 - accuracy: 0.8372
Epoch 171/500
113/113 [==============================] - 0s 948us/step - loss: 0.3979 - accuracy: 0.8381
Epoch 172/500
113/113 [==============================] - 0s 853us/step - loss: 0.3979 - accuracy: 0.8378
Epoch 173/500
113/113 [==============================] - 0s 873us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 174/500
113/113 [==============================] - 0s 859us/step - loss: 0.3979 - accuracy: 0.8375
Epoch 175/500
113/113 [==============================] - 0s 877us/step - loss: 0.3978 - accuracy: 0.8386
Epoch 176/500
113/113 [==============================] - 0s 985us/step - loss: 0.3979 - accuracy: 0.8371
Epoch 177/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3978 - accuracy: 0.8383
Epoch 178/500
113/113 [==============================] - 0s 850us/step - loss: 0.3978 - accuracy: 0.8379
Epoch 179/500
113/113 [==============================] - 0s 868us/step - loss: 0.3978 - accuracy: 0.8379
Epoch 180/500
113/113 [==============================] - 0s 937us/step - loss: 0.3978 - accuracy: 0.8374
Epoch 181/500
113/113 [==============================] - 0s 927us/step - loss: 0.3976 - accuracy: 0.8388
Epoch 182/500
113/113 [==============================] - 0s 937us/step - loss: 0.3978 - accuracy: 0.8371
Epoch 183/500
113/113 [==============================] - 0s 866us/step - loss: 0.3978 - accuracy: 0.8381
Epoch 184/500
113/113 [==============================] - 0s 868us/step - loss: 0.3978 - accuracy: 0.8375
Epoch 185/500
113/113 [==============================] - 0s 921us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 186/500
113/113 [==============================] - 0s 852us/step - loss: 0.3977 - accuracy: 0.8378
Epoch 187/500
113/113 [==============================] - 0s 888us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 188/500
113/113 [==============================] - 0s 916us/step - loss: 0.3977 - accuracy: 0.8374
Epoch 189/500
113/113 [==============================] - 0s 851us/step - loss: 0.3976 - accuracy: 0.8374
Epoch 190/500
113/113 [==============================] - 0s 946us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 191/500
113/113 [==============================] - 0s 868us/step - loss: 0.3978 - accuracy: 0.8379
Epoch 192/500
113/113 [==============================] - 0s 885us/step - loss: 0.3975 - accuracy: 0.8374
Epoch 193/500
113/113 [==============================] - 0s 857us/step - loss: 0.3976 - accuracy: 0.8379
Epoch 194/500
113/113 [==============================] - 0s 910us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 195/500
113/113 [==============================] - 0s 851us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 196/500
113/113 [==============================] - 0s 850us/step - loss: 0.3978 - accuracy: 0.8381
Epoch 197/500
113/113 [==============================] - 0s 895us/step - loss: 0.3976 - accuracy: 0.8371
Epoch 198/500
113/113 [==============================] - 0s 847us/step - loss: 0.3977 - accuracy: 0.8386
Epoch 199/500
113/113 [==============================] - 0s 906us/step - loss: 0.3977 - accuracy: 0.8374
Epoch 200/500
113/113 [==============================] - 0s 942us/step - loss: 0.3977 - accuracy: 0.8383
Epoch 201/500
113/113 [==============================] - 0s 854us/step - loss: 0.3977 - accuracy: 0.8389
Epoch 202/500
113/113 [==============================] - 0s 929us/step - loss: 0.3976 - accuracy: 0.8363
Epoch 203/500
113/113 [==============================] - 0s 847us/step - loss: 0.3975 - accuracy: 0.8383
Epoch 204/500
113/113 [==============================] - 0s 900us/step - loss: 0.3976 - accuracy: 0.8379
Epoch 205/500
113/113 [==============================] - 0s 860us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 206/500
113/113 [==============================] - 0s 844us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 207/500
113/113 [==============================] - 0s 912us/step - loss: 0.3974 - accuracy: 0.8383
Epoch 208/500
113/113 [==============================] - 0s 858us/step - loss: 0.3975 - accuracy: 0.8375
Epoch 209/500
113/113 [==============================] - 0s 980us/step - loss: 0.3975 - accuracy: 0.8385
Epoch 210/500
113/113 [==============================] - 0s 857us/step - loss: 0.3974 - accuracy: 0.8385
Epoch 211/500
113/113 [==============================] - 0s 871us/step - loss: 0.3973 - accuracy: 0.8376
Epoch 212/500
113/113 [==============================] - 0s 867us/step - loss: 0.3976 - accuracy: 0.8386
Epoch 213/500
113/113 [==============================] - 0s 866us/step - loss: 0.3976 - accuracy: 0.8382
Epoch 214/500
113/113 [==============================] - 0s 925us/step - loss: 0.3975 - accuracy: 0.8379
Epoch 215/500
113/113 [==============================] - 0s 862us/step - loss: 0.3974 - accuracy: 0.8367
Epoch 216/500
113/113 [==============================] - 0s 878us/step - loss: 0.3973 - accuracy: 0.8388
Epoch 217/500
113/113 [==============================] - 0s 869us/step - loss: 0.3974 - accuracy: 0.8372
Epoch 218/500
113/113 [==============================] - 0s 863us/step - loss: 0.3975 - accuracy: 0.8369
Epoch 219/500
113/113 [==============================] - 0s 967us/step - loss: 0.3974 - accuracy: 0.8367
Epoch 220/500
113/113 [==============================] - 0s 855us/step - loss: 0.3974 - accuracy: 0.8378
Epoch 221/500
113/113 [==============================] - 0s 876us/step - loss: 0.3973 - accuracy: 0.8385
Epoch 222/500
113/113 [==============================] - 0s 866us/step - loss: 0.3973 - accuracy: 0.8368
Epoch 223/500
113/113 [==============================] - 0s 867us/step - loss: 0.3973 - accuracy: 0.8374
Epoch 224/500
113/113 [==============================] - 0s 899us/step - loss: 0.3971 - accuracy: 0.8382
Epoch 225/500
113/113 [==============================] - 0s 852us/step - loss: 0.3972 - accuracy: 0.8379
Epoch 226/500
113/113 [==============================] - 0s 883us/step - loss: 0.3973 - accuracy: 0.8364
Epoch 227/500
113/113 [==============================] - 0s 873us/step - loss: 0.3972 - accuracy: 0.8372
Epoch 228/500
113/113 [==============================] - 0s 856us/step - loss: 0.3972 - accuracy: 0.8381
Epoch 229/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3972 - accuracy: 0.8375
Epoch 230/500
113/113 [==============================] - 0s 882us/step - loss: 0.3974 - accuracy: 0.8367
Epoch 231/500
113/113 [==============================] - 0s 884us/step - loss: 0.3971 - accuracy: 0.8389
Epoch 232/500
113/113 [==============================] - 0s 861us/step - loss: 0.3973 - accuracy: 0.8375
Epoch 233/500
113/113 [==============================] - 0s 879us/step - loss: 0.3972 - accuracy: 0.8371
Epoch 234/500
113/113 [==============================] - 0s 863us/step - loss: 0.3970 - accuracy: 0.8376
Epoch 235/500
113/113 [==============================] - 0s 855us/step - loss: 0.3970 - accuracy: 0.8376
Epoch 236/500
113/113 [==============================] - 0s 982us/step - loss: 0.3971 - accuracy: 0.8367
Epoch 237/500
113/113 [==============================] - 0s 858us/step - loss: 0.3971 - accuracy: 0.8364
Epoch 238/500
113/113 [==============================] - 0s 895us/step - loss: 0.3972 - accuracy: 0.8378
Epoch 239/500
113/113 [==============================] - 0s 867us/step - loss: 0.3971 - accuracy: 0.8379
Epoch 240/500
113/113 [==============================] - 0s 856us/step - loss: 0.3969 - accuracy: 0.8376
Epoch 241/500
113/113 [==============================] - 0s 936us/step - loss: 0.3970 - accuracy: 0.8375
Epoch 242/500
113/113 [==============================] - 0s 862us/step - loss: 0.3970 - accuracy: 0.8368
Epoch 243/500
113/113 [==============================] - 0s 888us/step - loss: 0.3970 - accuracy: 0.8378
Epoch 244/500
113/113 [==============================] - 0s 867us/step - loss: 0.3971 - accuracy: 0.8376
Epoch 245/500
113/113 [==============================] - 0s 853us/step - loss: 0.3968 - accuracy: 0.8363
Epoch 246/500
113/113 [==============================] - 0s 881us/step - loss: 0.3970 - accuracy: 0.8385
Epoch 247/500
113/113 [==============================] - 0s 862us/step - loss: 0.3971 - accuracy: 0.8382
Epoch 248/500
113/113 [==============================] - 0s 932us/step - loss: 0.3969 - accuracy: 0.8378
Epoch 249/500
113/113 [==============================] - 0s 860us/step - loss: 0.3970 - accuracy: 0.8382
Epoch 250/500
113/113 [==============================] - 0s 954us/step - loss: 0.3968 - accuracy: 0.8367
Epoch 251/500
113/113 [==============================] - 0s 864us/step - loss: 0.3969 - accuracy: 0.8367
Epoch 252/500
113/113 [==============================] - 0s 853us/step - loss: 0.3968 - accuracy: 0.8382
Epoch 253/500
113/113 [==============================] - 0s 883us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 254/500
113/113 [==============================] - 0s 867us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 255/500
113/113 [==============================] - 0s 881us/step - loss: 0.3968 - accuracy: 0.8369
Epoch 256/500
113/113 [==============================] - 0s 863us/step - loss: 0.3968 - accuracy: 0.8383
Epoch 257/500
113/113 [==============================] - 0s 859us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 258/500
113/113 [==============================] - 0s 908us/step - loss: 0.3967 - accuracy: 0.8371
Epoch 259/500
113/113 [==============================] - 0s 907us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 260/500
113/113 [==============================] - 0s 917us/step - loss: 0.3969 - accuracy: 0.8383
Epoch 261/500
113/113 [==============================] - 0s 846us/step - loss: 0.3968 - accuracy: 0.8361
Epoch 262/500
113/113 [==============================] - 0s 869us/step - loss: 0.3967 - accuracy: 0.8376
Epoch 263/500
113/113 [==============================] - 0s 884us/step - loss: 0.3968 - accuracy: 0.8385
Epoch 264/500
113/113 [==============================] - 0s 866us/step - loss: 0.3966 - accuracy: 0.8360
Epoch 265/500
113/113 [==============================] - 0s 885us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 266/500
113/113 [==============================] - 0s 893us/step - loss: 0.3965 - accuracy: 0.8369
Epoch 267/500
113/113 [==============================] - 0s 851us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 268/500
113/113 [==============================] - 0s 931us/step - loss: 0.3966 - accuracy: 0.8369
Epoch 269/500
113/113 [==============================] - 0s 867us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 270/500
113/113 [==============================] - 0s 887us/step - loss: 0.3964 - accuracy: 0.8364
Epoch 271/500
113/113 [==============================] - 0s 855us/step - loss: 0.3963 - accuracy: 0.8368
Epoch 272/500
113/113 [==============================] - 0s 862us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 273/500
113/113 [==============================] - 0s 916us/step - loss: 0.3965 - accuracy: 0.8374
Epoch 274/500
113/113 [==============================] - 0s 860us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 275/500
113/113 [==============================] - 0s 911us/step - loss: 0.3963 - accuracy: 0.8381
Epoch 276/500
113/113 [==============================] - 0s 858us/step - loss: 0.3963 - accuracy: 0.8376
Epoch 277/500
113/113 [==============================] - ETA: 0s - loss: 0.3959 - accuracy: 0.84 - 0s 885us/step - loss: 0.3963 - accuracy: 0.8374
Epoch 278/500
113/113 [==============================] - 0s 946us/step - loss: 0.3961 - accuracy: 0.8376
Epoch 279/500
113/113 [==============================] - 0s 864us/step - loss: 0.3960 - accuracy: 0.8379
Epoch 280/500
113/113 [==============================] - 0s 879us/step - loss: 0.3958 - accuracy: 0.8381
Epoch 281/500
113/113 [==============================] - 0s 851us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 282/500
113/113 [==============================] - 0s 898us/step - loss: 0.3959 - accuracy: 0.8392
Epoch 283/500
113/113 [==============================] - 0s 869us/step - loss: 0.3959 - accuracy: 0.8378
Epoch 284/500
113/113 [==============================] - 0s 864us/step - loss: 0.3957 - accuracy: 0.8378
Epoch 285/500
113/113 [==============================] - 0s 927us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 286/500
113/113 [==============================] - 0s 881us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 287/500
113/113 [==============================] - 0s 918us/step - loss: 0.3954 - accuracy: 0.8396
Epoch 288/500
113/113 [==============================] - 0s 924us/step - loss: 0.3951 - accuracy: 0.8393
Epoch 289/500
113/113 [==============================] - 0s 854us/step - loss: 0.3951 - accuracy: 0.8392
Epoch 290/500
113/113 [==============================] - 0s 892us/step - loss: 0.3948 - accuracy: 0.8388
Epoch 291/500
113/113 [==============================] - 0s 845us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 292/500
113/113 [==============================] - 0s 899us/step - loss: 0.3949 - accuracy: 0.8383
Epoch 293/500
113/113 [==============================] - 0s 878us/step - loss: 0.3945 - accuracy: 0.8403
Epoch 294/500
113/113 [==============================] - 0s 898us/step - loss: 0.3946 - accuracy: 0.8390
Epoch 295/500
113/113 [==============================] - 0s 851us/step - loss: 0.3942 - accuracy: 0.8392
Epoch 296/500
113/113 [==============================] - 0s 858us/step - loss: 0.3939 - accuracy: 0.8393
Epoch 297/500
113/113 [==============================] - 0s 988us/step - loss: 0.3940 - accuracy: 0.8385
Epoch 298/500
113/113 [==============================] - 0s 912us/step - loss: 0.3940 - accuracy: 0.8388
Epoch 299/500
113/113 [==============================] - 0s 934us/step - loss: 0.3937 - accuracy: 0.8397
Epoch 300/500
113/113 [==============================] - 0s 860us/step - loss: 0.3936 - accuracy: 0.8388
Epoch 301/500
113/113 [==============================] - 0s 850us/step - loss: 0.3936 - accuracy: 0.8399
Epoch 302/500
113/113 [==============================] - 0s 899us/step - loss: 0.3935 - accuracy: 0.8389
Epoch 303/500
113/113 [==============================] - 0s 871us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 304/500
113/113 [==============================] - 0s 889us/step - loss: 0.3932 - accuracy: 0.8392
Epoch 305/500
113/113 [==============================] - 0s 859us/step - loss: 0.3930 - accuracy: 0.8388
Epoch 306/500
113/113 [==============================] - 0s 849us/step - loss: 0.3929 - accuracy: 0.8404
Epoch 307/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3928 - accuracy: 0.8390
Epoch 308/500
113/113 [==============================] - 0s 886us/step - loss: 0.3926 - accuracy: 0.8392
Epoch 309/500
113/113 [==============================] - 0s 883us/step - loss: 0.3927 - accuracy: 0.8397
Epoch 310/500
113/113 [==============================] - 0s 865us/step - loss: 0.3923 - accuracy: 0.8400
Epoch 311/500
113/113 [==============================] - 0s 887us/step - loss: 0.3926 - accuracy: 0.8401
Epoch 312/500
113/113 [==============================] - 0s 852us/step - loss: 0.3923 - accuracy: 0.8399
Epoch 313/500
113/113 [==============================] - 0s 862us/step - loss: 0.3923 - accuracy: 0.8408
Epoch 314/500
113/113 [==============================] - 0s 899us/step - loss: 0.3922 - accuracy: 0.8404
Epoch 315/500
113/113 [==============================] - 0s 845us/step - loss: 0.3920 - accuracy: 0.8399
Epoch 316/500
113/113 [==============================] - 0s 892us/step - loss: 0.3919 - accuracy: 0.8390
Epoch 317/500
113/113 [==============================] - 0s 941us/step - loss: 0.3920 - accuracy: 0.8404
Epoch 318/500
113/113 [==============================] - 0s 875us/step - loss: 0.3919 - accuracy: 0.8397
Epoch 319/500
113/113 [==============================] - 0s 888us/step - loss: 0.3917 - accuracy: 0.8394
Epoch 320/500
113/113 [==============================] - 0s 856us/step - loss: 0.3914 - accuracy: 0.8403
Epoch 321/500
113/113 [==============================] - 0s 880us/step - loss: 0.3916 - accuracy: 0.8410
Epoch 322/500
113/113 [==============================] - 0s 860us/step - loss: 0.3917 - accuracy: 0.8410
Epoch 323/500
113/113 [==============================] - 0s 866us/step - loss: 0.3917 - accuracy: 0.8401
Epoch 324/500
113/113 [==============================] - 0s 883us/step - loss: 0.3915 - accuracy: 0.8390
Epoch 325/500
113/113 [==============================] - 0s 860us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 326/500
113/113 [==============================] - 0s 948us/step - loss: 0.3914 - accuracy: 0.8397
Epoch 327/500
113/113 [==============================] - 0s 859us/step - loss: 0.3912 - accuracy: 0.8388
Epoch 328/500
113/113 [==============================] - 0s 875us/step - loss: 0.3914 - accuracy: 0.8401
Epoch 329/500
113/113 [==============================] - 0s 909us/step - loss: 0.3912 - accuracy: 0.8397
Epoch 330/500
113/113 [==============================] - 0s 847us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 331/500
113/113 [==============================] - 0s 926us/step - loss: 0.3911 - accuracy: 0.8400
Epoch 332/500
113/113 [==============================] - 0s 854us/step - loss: 0.3911 - accuracy: 0.8392
Epoch 333/500
113/113 [==============================] - 0s 902us/step - loss: 0.3908 - accuracy: 0.8393
Epoch 334/500
113/113 [==============================] - 0s 861us/step - loss: 0.3913 - accuracy: 0.8392
Epoch 335/500
113/113 [==============================] - 0s 856us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 336/500
113/113 [==============================] - 0s 990us/step - loss: 0.3910 - accuracy: 0.8389
Epoch 337/500
113/113 [==============================] - 0s 871us/step - loss: 0.3909 - accuracy: 0.8392
Epoch 338/500
113/113 [==============================] - 0s 952us/step - loss: 0.3910 - accuracy: 0.8394
Epoch 339/500
113/113 [==============================] - 0s 856us/step - loss: 0.3909 - accuracy: 0.8400
Epoch 340/500
113/113 [==============================] - 0s 858us/step - loss: 0.3910 - accuracy: 0.8392
Epoch 341/500
113/113 [==============================] - 0s 887us/step - loss: 0.3909 - accuracy: 0.8397
Epoch 342/500
113/113 [==============================] - 0s 876us/step - loss: 0.3908 - accuracy: 0.8382
Epoch 343/500
113/113 [==============================] - 0s 878us/step - loss: 0.3907 - accuracy: 0.8407
Epoch 344/500
113/113 [==============================] - 0s 857us/step - loss: 0.3909 - accuracy: 0.8390
Epoch 345/500
113/113 [==============================] - 0s 861us/step - loss: 0.3909 - accuracy: 0.8404
Epoch 346/500
113/113 [==============================] - 0s 956us/step - loss: 0.3908 - accuracy: 0.8401
Epoch 347/500
113/113 [==============================] - 0s 879us/step - loss: 0.3905 - accuracy: 0.8403
Epoch 348/500
113/113 [==============================] - 0s 880us/step - loss: 0.3909 - accuracy: 0.8394
Epoch 349/500
113/113 [==============================] - 0s 851us/step - loss: 0.3908 - accuracy: 0.8397
Epoch 350/500
113/113 [==============================] - 0s 864us/step - loss: 0.3906 - accuracy: 0.8386
Epoch 351/500
113/113 [==============================] - 0s 921us/step - loss: 0.3908 - accuracy: 0.8400
Epoch 352/500
113/113 [==============================] - 0s 868us/step - loss: 0.3907 - accuracy: 0.8399
Epoch 353/500
113/113 [==============================] - 0s 882us/step - loss: 0.3907 - accuracy: 0.8392
Epoch 354/500
113/113 [==============================] - 0s 859us/step - loss: 0.3906 - accuracy: 0.8393
Epoch 355/500
113/113 [==============================] - 0s 881us/step - loss: 0.3906 - accuracy: 0.8397
Epoch 356/500
113/113 [==============================] - 0s 953us/step - loss: 0.3906 - accuracy: 0.8397
Epoch 357/500
113/113 [==============================] - 0s 919us/step - loss: 0.3907 - accuracy: 0.8397
Epoch 358/500
113/113 [==============================] - 0s 882us/step - loss: 0.3905 - accuracy: 0.8404
Epoch 359/500
113/113 [==============================] - 0s 860us/step - loss: 0.3906 - accuracy: 0.8382
Epoch 360/500
113/113 [==============================] - 0s 886us/step - loss: 0.3907 - accuracy: 0.8379
Epoch 361/500
113/113 [==============================] - 0s 856us/step - loss: 0.3905 - accuracy: 0.8394
Epoch 362/500
113/113 [==============================] - 0s 872us/step - loss: 0.3905 - accuracy: 0.8389
Epoch 363/500
113/113 [==============================] - 0s 918us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 364/500
113/113 [==============================] - 0s 864us/step - loss: 0.3904 - accuracy: 0.8401
Epoch 365/500
113/113 [==============================] - 0s 949us/step - loss: 0.3905 - accuracy: 0.8404
Epoch 366/500
113/113 [==============================] - 0s 856us/step - loss: 0.3905 - accuracy: 0.8410
Epoch 367/500
113/113 [==============================] - 0s 862us/step - loss: 0.3905 - accuracy: 0.8406
Epoch 368/500
113/113 [==============================] - 0s 925us/step - loss: 0.3905 - accuracy: 0.8390
Epoch 369/500
113/113 [==============================] - 0s 856us/step - loss: 0.3902 - accuracy: 0.8408
Epoch 370/500
113/113 [==============================] - 0s 876us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 371/500
113/113 [==============================] - 0s 869us/step - loss: 0.3905 - accuracy: 0.8389
Epoch 372/500
113/113 [==============================] - 0s 874us/step - loss: 0.3904 - accuracy: 0.8389
Epoch 373/500
113/113 [==============================] - 0s 853us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 374/500
113/113 [==============================] - 0s 950us/step - loss: 0.3903 - accuracy: 0.8386
Epoch 375/500
113/113 [==============================] - 0s 883us/step - loss: 0.3904 - accuracy: 0.8394
Epoch 376/500
113/113 [==============================] - 0s 856us/step - loss: 0.3903 - accuracy: 0.8394
Epoch 377/500
113/113 [==============================] - 0s 919us/step - loss: 0.3904 - accuracy: 0.8401
Epoch 378/500
113/113 [==============================] - 0s 866us/step - loss: 0.3904 - accuracy: 0.8401
Epoch 379/500
113/113 [==============================] - 0s 854us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 380/500
113/113 [==============================] - 0s 889us/step - loss: 0.3904 - accuracy: 0.8394
Epoch 381/500
113/113 [==============================] - 0s 868us/step - loss: 0.3904 - accuracy: 0.8400
Epoch 382/500
113/113 [==============================] - 0s 941us/step - loss: 0.3902 - accuracy: 0.8399
Epoch 383/500
113/113 [==============================] - ETA: 0s - loss: 0.3988 - accuracy: 0.83 - 0s 863us/step - loss: 0.3904 - accuracy: 0.8397
Epoch 384/500
113/113 [==============================] - 0s 839us/step - loss: 0.3904 - accuracy: 0.8400
Epoch 385/500
113/113 [==============================] - 0s 927us/step - loss: 0.3903 - accuracy: 0.8383
Epoch 386/500
113/113 [==============================] - 0s 855us/step - loss: 0.3903 - accuracy: 0.8403
Epoch 387/500
113/113 [==============================] - 0s 911us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 388/500
113/113 [==============================] - 0s 851us/step - loss: 0.3904 - accuracy: 0.8406
Epoch 389/500
113/113 [==============================] - 0s 869us/step - loss: 0.3903 - accuracy: 0.8397
Epoch 390/500
113/113 [==============================] - 0s 908us/step - loss: 0.3902 - accuracy: 0.8401
Epoch 391/500
113/113 [==============================] - 0s 851us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 392/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8404
Epoch 393/500
113/113 [==============================] - 0s 860us/step - loss: 0.3903 - accuracy: 0.8407
Epoch 394/500
113/113 [==============================] - 0s 873us/step - loss: 0.3903 - accuracy: 0.8403
Epoch 395/500
113/113 [==============================] - 0s 867us/step - loss: 0.3903 - accuracy: 0.8392
Epoch 396/500
113/113 [==============================] - 0s 874us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 397/500
113/113 [==============================] - 0s 971us/step - loss: 0.3901 - accuracy: 0.8404
Epoch 398/500
113/113 [==============================] - 0s 860us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 399/500
113/113 [==============================] - 0s 872us/step - loss: 0.3903 - accuracy: 0.8408
Epoch 400/500
113/113 [==============================] - 0s 865us/step - loss: 0.3901 - accuracy: 0.8392
Epoch 401/500
113/113 [==============================] - 0s 880us/step - loss: 0.3901 - accuracy: 0.8392
Epoch 402/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8392
Epoch 403/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3903 - accuracy: 0.8393
Epoch 404/500
113/113 [==============================] - 0s 915us/step - loss: 0.3901 - accuracy: 0.8411
Epoch 405/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8406
Epoch 406/500
113/113 [==============================] - 0s 955us/step - loss: 0.3902 - accuracy: 0.8397
Epoch 407/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3902 - accuracy: 0.8392
Epoch 408/500
113/113 [==============================] - 0s 854us/step - loss: 0.3902 - accuracy: 0.8392
Epoch 409/500
113/113 [==============================] - 0s 879us/step - loss: 0.3902 - accuracy: 0.8390
Epoch 410/500
113/113 [==============================] - 0s 889us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 411/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8410
Epoch 412/500
113/113 [==============================] - 0s 867us/step - loss: 0.3902 - accuracy: 0.8389
Epoch 413/500
113/113 [==============================] - 0s 867us/step - loss: 0.3902 - accuracy: 0.8394
Epoch 414/500
113/113 [==============================] - 0s 948us/step - loss: 0.3903 - accuracy: 0.8403
Epoch 415/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3900 - accuracy: 0.8400
Epoch 416/500
113/113 [==============================] - 0s 851us/step - loss: 0.3902 - accuracy: 0.8390
Epoch 417/500
113/113 [==============================] - 0s 865us/step - loss: 0.3899 - accuracy: 0.8407
Epoch 418/500
113/113 [==============================] - 0s 890us/step - loss: 0.3899 - accuracy: 0.8390
Epoch 419/500
113/113 [==============================] - 0s 869us/step - loss: 0.3903 - accuracy: 0.8400
Epoch 420/500
113/113 [==============================] - 0s 909us/step - loss: 0.3901 - accuracy: 0.8396
Epoch 421/500
113/113 [==============================] - 0s 846us/step - loss: 0.3901 - accuracy: 0.8393
Epoch 422/500
113/113 [==============================] - 0s 883us/step - loss: 0.3901 - accuracy: 0.8411
Epoch 423/500
113/113 [==============================] - 0s 959us/step - loss: 0.3901 - accuracy: 0.8392
Epoch 424/500
113/113 [==============================] - 0s 869us/step - loss: 0.3901 - accuracy: 0.8406
Epoch 425/500
113/113 [==============================] - 0s 885us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 426/500
113/113 [==============================] - 0s 856us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 427/500
113/113 [==============================] - 0s 867us/step - loss: 0.3901 - accuracy: 0.8399
Epoch 428/500
113/113 [==============================] - 0s 911us/step - loss: 0.3901 - accuracy: 0.8393
Epoch 429/500
113/113 [==============================] - 0s 866us/step - loss: 0.3901 - accuracy: 0.8400
Epoch 430/500
113/113 [==============================] - 0s 883us/step - loss: 0.3899 - accuracy: 0.8417
Epoch 431/500
113/113 [==============================] - 0s 879us/step - loss: 0.3900 - accuracy: 0.8397
Epoch 432/500
113/113 [==============================] - 0s 873us/step - loss: 0.3901 - accuracy: 0.8397
Epoch 433/500
113/113 [==============================] - 0s 863us/step - loss: 0.3902 - accuracy: 0.8400
Epoch 434/500
113/113 [==============================] - 0s 962us/step - loss: 0.3900 - accuracy: 0.8397
Epoch 435/500
113/113 [==============================] - 0s 886us/step - loss: 0.3899 - accuracy: 0.8393
Epoch 436/500
113/113 [==============================] - 0s 857us/step - loss: 0.3899 - accuracy: 0.8413
Epoch 437/500
113/113 [==============================] - 0s 914us/step - loss: 0.3901 - accuracy: 0.8401
Epoch 438/500
113/113 [==============================] - 0s 856us/step - loss: 0.3900 - accuracy: 0.8407
Epoch 439/500
113/113 [==============================] - 0s 884us/step - loss: 0.3898 - accuracy: 0.8389
Epoch 440/500
113/113 [==============================] - 0s 880us/step - loss: 0.3902 - accuracy: 0.8407
Epoch 441/500
113/113 [==============================] - 0s 903us/step - loss: 0.3900 - accuracy: 0.8413
Epoch 442/500
113/113 [==============================] - 0s 889us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 443/500
113/113 [==============================] - 0s 851us/step - loss: 0.3902 - accuracy: 0.8415
Epoch 444/500
113/113 [==============================] - 0s 908us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 445/500
113/113 [==============================] - 0s 899us/step - loss: 0.3900 - accuracy: 0.8392
Epoch 446/500
113/113 [==============================] - 0s 901us/step - loss: 0.3899 - accuracy: 0.8382
Epoch 447/500
113/113 [==============================] - 0s 878us/step - loss: 0.3902 - accuracy: 0.8399
Epoch 448/500
113/113 [==============================] - 0s 854us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 449/500
113/113 [==============================] - 0s 958us/step - loss: 0.3898 - accuracy: 0.8407
Epoch 450/500
113/113 [==============================] - 0s 887us/step - loss: 0.3899 - accuracy: 0.8388
Epoch 451/500
113/113 [==============================] - 0s 860us/step - loss: 0.3901 - accuracy: 0.8396
Epoch 452/500
113/113 [==============================] - 0s 881us/step - loss: 0.3902 - accuracy: 0.8401
Epoch 453/500
113/113 [==============================] - ETA: 0s - loss: 0.3804 - accuracy: 0.84 - 0s 888us/step - loss: 0.3901 - accuracy: 0.8406
Epoch 454/500
113/113 [==============================] - 0s 985us/step - loss: 0.3901 - accuracy: 0.8411
Epoch 455/500
113/113 [==============================] - 0s 858us/step - loss: 0.3899 - accuracy: 0.8404
Epoch 456/500
113/113 [==============================] - 0s 877us/step - loss: 0.3899 - accuracy: 0.8390
Epoch 457/500
113/113 [==============================] - 0s 899us/step - loss: 0.3900 - accuracy: 0.8408
Epoch 458/500
113/113 [==============================] - 0s 880us/step - loss: 0.3900 - accuracy: 0.8393
Epoch 459/500
113/113 [==============================] - 0s 913us/step - loss: 0.3899 - accuracy: 0.8400
Epoch 460/500
113/113 [==============================] - 0s 884us/step - loss: 0.3900 - accuracy: 0.8397
Epoch 461/500
113/113 [==============================] - 0s 889us/step - loss: 0.3901 - accuracy: 0.8404
Epoch 462/500
113/113 [==============================] - 0s 864us/step - loss: 0.3902 - accuracy: 0.8408
Epoch 463/500
113/113 [==============================] - 0s 886us/step - loss: 0.3898 - accuracy: 0.8393
Epoch 464/500
113/113 [==============================] - 0s 895us/step - loss: 0.3900 - accuracy: 0.8396
Epoch 465/500
113/113 [==============================] - 0s 855us/step - loss: 0.3900 - accuracy: 0.8397
Epoch 466/500
113/113 [==============================] - 0s 884us/step - loss: 0.3900 - accuracy: 0.8404
Epoch 467/500
113/113 [==============================] - 0s 861us/step - loss: 0.3899 - accuracy: 0.8404
Epoch 468/500
113/113 [==============================] - 0s 876us/step - loss: 0.3900 - accuracy: 0.8401
Epoch 469/500
113/113 [==============================] - 0s 884us/step - loss: 0.3902 - accuracy: 0.8394
Epoch 470/500
113/113 [==============================] - 0s 966us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 471/500
113/113 [==============================] - 0s 921us/step - loss: 0.3901 - accuracy: 0.8410
Epoch 472/500
113/113 [==============================] - 0s 865us/step - loss: 0.3900 - accuracy: 0.8414
Epoch 473/500
113/113 [==============================] - 0s 871us/step - loss: 0.3901 - accuracy: 0.8414
Epoch 474/500
113/113 [==============================] - 0s 884us/step - loss: 0.3899 - accuracy: 0.8408
Epoch 475/500
113/113 [==============================] - 0s 851us/step - loss: 0.3900 - accuracy: 0.8401
Epoch 476/500
113/113 [==============================] - 0s 887us/step - loss: 0.3901 - accuracy: 0.8389
Epoch 477/500
113/113 [==============================] - 0s 866us/step - loss: 0.3900 - accuracy: 0.8401
Epoch 478/500
113/113 [==============================] - 0s 870us/step - loss: 0.3900 - accuracy: 0.8397
Epoch 479/500
113/113 [==============================] - 0s 967us/step - loss: 0.3900 - accuracy: 0.8392
Epoch 480/500
113/113 [==============================] - 0s 858us/step - loss: 0.3900 - accuracy: 0.8400
Epoch 481/500
113/113 [==============================] - 0s 940us/step - loss: 0.3900 - accuracy: 0.8404
Epoch 482/500
113/113 [==============================] - 0s 882us/step - loss: 0.3899 - accuracy: 0.8410
Epoch 483/500
113/113 [==============================] - 0s 930us/step - loss: 0.3900 - accuracy: 0.8404
Epoch 484/500
113/113 [==============================] - 0s 854us/step - loss: 0.3899 - accuracy: 0.8396
Epoch 485/500
113/113 [==============================] - 0s 851us/step - loss: 0.3900 - accuracy: 0.8408
Epoch 486/500
113/113 [==============================] - 0s 897us/step - loss: 0.3900 - accuracy: 0.8394
Epoch 487/500
113/113 [==============================] - 0s 854us/step - loss: 0.3900 - accuracy: 0.8396
Epoch 488/500
113/113 [==============================] - 0s 904us/step - loss: 0.3900 - accuracy: 0.8392
Epoch 489/500
113/113 [==============================] - 0s 882us/step - loss: 0.3899 - accuracy: 0.8399
Epoch 490/500
113/113 [==============================] - 0s 891us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 491/500
113/113 [==============================] - 0s 887us/step - loss: 0.3901 - accuracy: 0.8407
Epoch 492/500
113/113 [==============================] - 0s 917us/step - loss: 0.3900 - accuracy: 0.8392
Epoch 493/500
113/113 [==============================] - 0s 886us/step - loss: 0.3898 - accuracy: 0.8392
Epoch 494/500
113/113 [==============================] - 0s 858us/step - loss: 0.3901 - accuracy: 0.8394
Epoch 495/500
113/113 [==============================] - 0s 855us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 496/500
113/113 [==============================] - 0s 909us/step - loss: 0.3900 - accuracy: 0.8386
Epoch 497/500
113/113 [==============================] - 0s 877us/step - loss: 0.3900 - accuracy: 0.8400
Epoch 498/500
113/113 [==============================] - 0s 913us/step - loss: 0.3899 - accuracy: 0.8401
Epoch 499/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3900 - accuracy: 0.8407
Epoch 500/500
113/113 [==============================] - 0s 886us/step - loss: 0.3897 - accuracy: 0.8401
Epoch 1/500
113/113 [==============================] - 0s 1ms/step - loss: 0.6677 - accuracy: 0.7951
Epoch 2/500
113/113 [==============================] - 0s 978us/step - loss: 0.5945 - accuracy: 0.7974
Epoch 3/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5029 - accuracy: 0.7974
Epoch 4/500
113/113 [==============================] - 0s 964us/step - loss: 0.4544 - accuracy: 0.7974
Epoch 5/500
113/113 [==============================] - 0s 921us/step - loss: 0.4426 - accuracy: 0.7974
Epoch 6/500
113/113 [==============================] - 0s 937us/step - loss: 0.4373 - accuracy: 0.7974
Epoch 7/500
113/113 [==============================] - 0s 968us/step - loss: 0.4339 - accuracy: 0.7974
Epoch 8/500
113/113 [==============================] - 0s 904us/step - loss: 0.4318 - accuracy: 0.7974
Epoch 9/500
113/113 [==============================] - 0s 959us/step - loss: 0.4305 - accuracy: 0.7974
Epoch 10/500
113/113 [==============================] - 0s 915us/step - loss: 0.4295 - accuracy: 0.7974
Epoch 11/500
113/113 [==============================] - 0s 966us/step - loss: 0.4289 - accuracy: 0.7974
Epoch 12/500
113/113 [==============================] - 0s 965us/step - loss: 0.4283 - accuracy: 0.7974
Epoch 13/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7974
Epoch 14/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4274 - accuracy: 0.7974
Epoch 15/500
113/113 [==============================] - 0s 889us/step - loss: 0.4270 - accuracy: 0.7974
Epoch 16/500
113/113 [==============================] - 0s 940us/step - loss: 0.4266 - accuracy: 0.7974
Epoch 17/500
113/113 [==============================] - 0s 883us/step - loss: 0.4263 - accuracy: 0.7974
Epoch 18/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7974
Epoch 19/500
113/113 [==============================] - 0s 899us/step - loss: 0.4250 - accuracy: 0.7974
Epoch 20/500
113/113 [==============================] - 0s 951us/step - loss: 0.4244 - accuracy: 0.7974
Epoch 21/500
113/113 [==============================] - 0s 884us/step - loss: 0.4236 - accuracy: 0.7974
Epoch 22/500
113/113 [==============================] - 0s 880us/step - loss: 0.4228 - accuracy: 0.8007
Epoch 23/500
113/113 [==============================] - 0s 975us/step - loss: 0.4222 - accuracy: 0.8114
Epoch 24/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4212 - accuracy: 0.8136
Epoch 25/500
113/113 [==============================] - 0s 960us/step - loss: 0.4204 - accuracy: 0.8158
Epoch 26/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4196 - accuracy: 0.8188
Epoch 27/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4188 - accuracy: 0.8204
Epoch 28/500
113/113 [==============================] - 0s 979us/step - loss: 0.4180 - accuracy: 0.8224
Epoch 29/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4172 - accuracy: 0.8238
Epoch 30/500
113/113 [==============================] - 0s 976us/step - loss: 0.4165 - accuracy: 0.8242
Epoch 31/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4158 - accuracy: 0.8265
Epoch 32/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4152 - accuracy: 0.8290
Epoch 33/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4145 - accuracy: 0.8301
Epoch 34/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4140 - accuracy: 0.8310
Epoch 35/500
113/113 [==============================] - 0s 998us/step - loss: 0.4134 - accuracy: 0.8311
Epoch 36/500
113/113 [==============================] - 0s 957us/step - loss: 0.4129 - accuracy: 0.8332
Epoch 37/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4123 - accuracy: 0.8321
Epoch 38/500
113/113 [==============================] - 0s 940us/step - loss: 0.4118 - accuracy: 0.8332
Epoch 39/500
113/113 [==============================] - 0s 963us/step - loss: 0.4112 - accuracy: 0.8336
Epoch 40/500
113/113 [==============================] - 0s 947us/step - loss: 0.4109 - accuracy: 0.8344
Epoch 41/500
113/113 [==============================] - 0s 981us/step - loss: 0.4103 - accuracy: 0.8339
Epoch 42/500
113/113 [==============================] - 0s 937us/step - loss: 0.4099 - accuracy: 0.8347
Epoch 43/500
113/113 [==============================] - 0s 942us/step - loss: 0.4094 - accuracy: 0.8358
Epoch 44/500
113/113 [==============================] - 0s 974us/step - loss: 0.4091 - accuracy: 0.8351
Epoch 45/500
113/113 [==============================] - 0s 951us/step - loss: 0.4086 - accuracy: 0.8356
Epoch 46/500
113/113 [==============================] - 0s 968us/step - loss: 0.4084 - accuracy: 0.8356
Epoch 47/500
113/113 [==============================] - 0s 979us/step - loss: 0.4079 - accuracy: 0.8361
Epoch 48/500
113/113 [==============================] - 0s 896us/step - loss: 0.4075 - accuracy: 0.8364
Epoch 49/500
113/113 [==============================] - 0s 860us/step - loss: 0.4070 - accuracy: 0.8360
Epoch 50/500
113/113 [==============================] - 0s 853us/step - loss: 0.4066 - accuracy: 0.8357
Epoch 51/500
113/113 [==============================] - 0s 891us/step - loss: 0.4062 - accuracy: 0.8374
Epoch 52/500
113/113 [==============================] - 0s 860us/step - loss: 0.4057 - accuracy: 0.8371
Epoch 53/500
113/113 [==============================] - 0s 893us/step - loss: 0.4052 - accuracy: 0.8369
Epoch 54/500
113/113 [==============================] - 0s 862us/step - loss: 0.4048 - accuracy: 0.8364
Epoch 55/500
113/113 [==============================] - 0s 861us/step - loss: 0.4043 - accuracy: 0.8365
Epoch 56/500
113/113 [==============================] - 0s 918us/step - loss: 0.4040 - accuracy: 0.8375
Epoch 57/500
113/113 [==============================] - 0s 973us/step - loss: 0.4036 - accuracy: 0.8374
Epoch 58/500
113/113 [==============================] - 0s 913us/step - loss: 0.4032 - accuracy: 0.8364
Epoch 59/500
113/113 [==============================] - 0s 867us/step - loss: 0.4029 - accuracy: 0.8368
Epoch 60/500
113/113 [==============================] - 0s 881us/step - loss: 0.4026 - accuracy: 0.8368
Epoch 61/500
113/113 [==============================] - 0s 872us/step - loss: 0.4022 - accuracy: 0.8365
Epoch 62/500
113/113 [==============================] - 0s 866us/step - loss: 0.4020 - accuracy: 0.8382
Epoch 63/500
113/113 [==============================] - 0s 933us/step - loss: 0.4017 - accuracy: 0.8374
Epoch 64/500
113/113 [==============================] - 0s 897us/step - loss: 0.4015 - accuracy: 0.8368
Epoch 65/500
113/113 [==============================] - 0s 890us/step - loss: 0.4012 - accuracy: 0.8375
Epoch 66/500
113/113 [==============================] - 0s 946us/step - loss: 0.4010 - accuracy: 0.8374
Epoch 67/500
113/113 [==============================] - 0s 863us/step - loss: 0.4007 - accuracy: 0.8382
Epoch 68/500
113/113 [==============================] - 0s 885us/step - loss: 0.4005 - accuracy: 0.8381
Epoch 69/500
113/113 [==============================] - 0s 858us/step - loss: 0.4006 - accuracy: 0.8378
Epoch 70/500
113/113 [==============================] - 0s 936us/step - loss: 0.4004 - accuracy: 0.8372
Epoch 71/500
113/113 [==============================] - 0s 858us/step - loss: 0.4002 - accuracy: 0.8369
Epoch 72/500
113/113 [==============================] - 0s 869us/step - loss: 0.4000 - accuracy: 0.8378
Epoch 73/500
113/113 [==============================] - 0s 856us/step - loss: 0.3998 - accuracy: 0.8375
Epoch 74/500
113/113 [==============================] - 0s 859us/step - loss: 0.3997 - accuracy: 0.8375
Epoch 75/500
113/113 [==============================] - 0s 888us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 76/500
113/113 [==============================] - 0s 953us/step - loss: 0.3993 - accuracy: 0.8385
Epoch 77/500
113/113 [==============================] - 0s 899us/step - loss: 0.3992 - accuracy: 0.8378
Epoch 78/500
113/113 [==============================] - 0s 908us/step - loss: 0.3988 - accuracy: 0.8376
Epoch 79/500
113/113 [==============================] - 0s 856us/step - loss: 0.3990 - accuracy: 0.8388
Epoch 80/500
113/113 [==============================] - 0s 890us/step - loss: 0.3988 - accuracy: 0.8386
Epoch 81/500
113/113 [==============================] - 0s 859us/step - loss: 0.3985 - accuracy: 0.8385
Epoch 82/500
113/113 [==============================] - 0s 879us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 83/500
113/113 [==============================] - 0s 874us/step - loss: 0.3983 - accuracy: 0.8379
Epoch 84/500
113/113 [==============================] - 0s 856us/step - loss: 0.3982 - accuracy: 0.8385
Epoch 85/500
113/113 [==============================] - 0s 920us/step - loss: 0.3980 - accuracy: 0.8390
Epoch 86/500
113/113 [==============================] - 0s 891us/step - loss: 0.3980 - accuracy: 0.8381
Epoch 87/500
113/113 [==============================] - 0s 894us/step - loss: 0.3978 - accuracy: 0.8388
Epoch 88/500
113/113 [==============================] - 0s 860us/step - loss: 0.3978 - accuracy: 0.8388
Epoch 89/500
113/113 [==============================] - 0s 855us/step - loss: 0.3977 - accuracy: 0.8386
Epoch 90/500
113/113 [==============================] - 0s 928us/step - loss: 0.3975 - accuracy: 0.8381
Epoch 91/500
113/113 [==============================] - 0s 856us/step - loss: 0.3973 - accuracy: 0.8382
Epoch 92/500
113/113 [==============================] - 0s 883us/step - loss: 0.3973 - accuracy: 0.8376
Epoch 93/500
113/113 [==============================] - 0s 855us/step - loss: 0.3972 - accuracy: 0.8386
Epoch 94/500
113/113 [==============================] - 0s 858us/step - loss: 0.3970 - accuracy: 0.8394
Epoch 95/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3970 - accuracy: 0.8381
Epoch 96/500
113/113 [==============================] - 0s 849us/step - loss: 0.3967 - accuracy: 0.8381
Epoch 97/500
113/113 [==============================] - 0s 879us/step - loss: 0.3969 - accuracy: 0.8382
Epoch 98/500
113/113 [==============================] - 0s 860us/step - loss: 0.3967 - accuracy: 0.8386
Epoch 99/500
113/113 [==============================] - 0s 893us/step - loss: 0.3966 - accuracy: 0.8389
Epoch 100/500
113/113 [==============================] - 0s 862us/step - loss: 0.3966 - accuracy: 0.8382
Epoch 101/500
113/113 [==============================] - 0s 853us/step - loss: 0.3964 - accuracy: 0.8392
Epoch 102/500
113/113 [==============================] - 0s 897us/step - loss: 0.3965 - accuracy: 0.8388
Epoch 103/500
113/113 [==============================] - 0s 839us/step - loss: 0.3962 - accuracy: 0.8389
Epoch 104/500
113/113 [==============================] - 0s 888us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 105/500
113/113 [==============================] - 0s 868us/step - loss: 0.3960 - accuracy: 0.8388
Epoch 106/500
113/113 [==============================] - 0s 937us/step - loss: 0.3958 - accuracy: 0.8397
Epoch 107/500
113/113 [==============================] - 0s 890us/step - loss: 0.3953 - accuracy: 0.8382
Epoch 108/500
113/113 [==============================] - 0s 865us/step - loss: 0.3953 - accuracy: 0.8388
Epoch 109/500
113/113 [==============================] - 0s 871us/step - loss: 0.3950 - accuracy: 0.8392
Epoch 110/500
113/113 [==============================] - 0s 870us/step - loss: 0.3949 - accuracy: 0.8389
Epoch 111/500
113/113 [==============================] - 0s 859us/step - loss: 0.3947 - accuracy: 0.8390
Epoch 112/500
113/113 [==============================] - 0s 898us/step - loss: 0.3944 - accuracy: 0.8390
Epoch 113/500
113/113 [==============================] - 0s 858us/step - loss: 0.3941 - accuracy: 0.8390
Epoch 114/500
113/113 [==============================] - 0s 876us/step - loss: 0.3939 - accuracy: 0.8392
Epoch 115/500
113/113 [==============================] - 0s 943us/step - loss: 0.3937 - accuracy: 0.8385
Epoch 116/500
113/113 [==============================] - 0s 870us/step - loss: 0.3933 - accuracy: 0.8383
Epoch 117/500
113/113 [==============================] - 0s 904us/step - loss: 0.3929 - accuracy: 0.8396
Epoch 118/500
113/113 [==============================] - 0s 854us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 119/500
113/113 [==============================] - 0s 882us/step - loss: 0.3924 - accuracy: 0.8396
Epoch 120/500
113/113 [==============================] - 0s 879us/step - loss: 0.3922 - accuracy: 0.8389
Epoch 121/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3919 - accuracy: 0.8385
Epoch 122/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3916 - accuracy: 0.8397
Epoch 123/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3913 - accuracy: 0.8393
Epoch 124/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3911 - accuracy: 0.8397
Epoch 125/500
113/113 [==============================] - 0s 872us/step - loss: 0.3904 - accuracy: 0.8403
Epoch 126/500
113/113 [==============================] - 0s 881us/step - loss: 0.3908 - accuracy: 0.8392
Epoch 127/500
113/113 [==============================] - 0s 981us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 128/500
113/113 [==============================] - 0s 859us/step - loss: 0.3901 - accuracy: 0.8401
Epoch 129/500
113/113 [==============================] - 0s 963us/step - loss: 0.3900 - accuracy: 0.8390
Epoch 130/500
113/113 [==============================] - 0s 853us/step - loss: 0.3899 - accuracy: 0.8390
Epoch 131/500
113/113 [==============================] - 0s 926us/step - loss: 0.3897 - accuracy: 0.8396
Epoch 132/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3895 - accuracy: 0.8399
Epoch 133/500
113/113 [==============================] - 0s 861us/step - loss: 0.3895 - accuracy: 0.8397
Epoch 134/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3891 - accuracy: 0.8396
Epoch 135/500
113/113 [==============================] - 0s 893us/step - loss: 0.3889 - accuracy: 0.8406
Epoch 136/500
113/113 [==============================] - 0s 877us/step - loss: 0.3888 - accuracy: 0.8389
Epoch 137/500
113/113 [==============================] - 0s 881us/step - loss: 0.3889 - accuracy: 0.8403
Epoch 138/500
113/113 [==============================] - 0s 847us/step - loss: 0.3887 - accuracy: 0.8393
Epoch 139/500
113/113 [==============================] - 0s 914us/step - loss: 0.3886 - accuracy: 0.8399
Epoch 140/500
113/113 [==============================] - 0s 848us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 141/500
113/113 [==============================] - 0s 933us/step - loss: 0.3882 - accuracy: 0.8411
Epoch 142/500
113/113 [==============================] - 0s 938us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 143/500
113/113 [==============================] - 0s 857us/step - loss: 0.3881 - accuracy: 0.8403
Epoch 144/500
113/113 [==============================] - 0s 881us/step - loss: 0.3880 - accuracy: 0.8411
Epoch 145/500
113/113 [==============================] - 0s 867us/step - loss: 0.3878 - accuracy: 0.8407
Epoch 146/500
113/113 [==============================] - 0s 912us/step - loss: 0.3878 - accuracy: 0.8399
Epoch 147/500
113/113 [==============================] - 0s 855us/step - loss: 0.3875 - accuracy: 0.8413
Epoch 148/500
113/113 [==============================] - 0s 849us/step - loss: 0.3875 - accuracy: 0.8417
Epoch 149/500
113/113 [==============================] - 0s 887us/step - loss: 0.3876 - accuracy: 0.8397
Epoch 150/500
113/113 [==============================] - 0s 853us/step - loss: 0.3874 - accuracy: 0.8400
Epoch 151/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3871 - accuracy: 0.8403
Epoch 152/500
113/113 [==============================] - 0s 858us/step - loss: 0.3871 - accuracy: 0.8407
Epoch 153/500
113/113 [==============================] - 0s 878us/step - loss: 0.3871 - accuracy: 0.8396
Epoch 154/500
113/113 [==============================] - 0s 879us/step - loss: 0.3869 - accuracy: 0.8407
Epoch 155/500
113/113 [==============================] - 0s 859us/step - loss: 0.3869 - accuracy: 0.8396
Epoch 156/500
113/113 [==============================] - 0s 919us/step - loss: 0.3870 - accuracy: 0.8417
Epoch 157/500
113/113 [==============================] - 0s 850us/step - loss: 0.3867 - accuracy: 0.8413
Epoch 158/500
113/113 [==============================] - 0s 943us/step - loss: 0.3867 - accuracy: 0.8406
Epoch 159/500
113/113 [==============================] - 0s 874us/step - loss: 0.3867 - accuracy: 0.8396
Epoch 160/500
113/113 [==============================] - 0s 852us/step - loss: 0.3866 - accuracy: 0.8406
Epoch 161/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3867 - accuracy: 0.8404
Epoch 162/500
113/113 [==============================] - 0s 852us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 163/500
113/113 [==============================] - 0s 909us/step - loss: 0.3865 - accuracy: 0.8403
Epoch 164/500
113/113 [==============================] - 0s 855us/step - loss: 0.3863 - accuracy: 0.8406
Epoch 165/500
113/113 [==============================] - 0s 855us/step - loss: 0.3865 - accuracy: 0.8414
Epoch 166/500
113/113 [==============================] - 0s 899us/step - loss: 0.3865 - accuracy: 0.8419
Epoch 167/500
113/113 [==============================] - 0s 851us/step - loss: 0.3865 - accuracy: 0.8408
Epoch 168/500
113/113 [==============================] - 0s 880us/step - loss: 0.3863 - accuracy: 0.8422
Epoch 169/500
113/113 [==============================] - 0s 856us/step - loss: 0.3863 - accuracy: 0.8401
Epoch 170/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3862 - accuracy: 0.8424
Epoch 171/500
113/113 [==============================] - 0s 877us/step - loss: 0.3858 - accuracy: 0.8401
Epoch 172/500
113/113 [==============================] - 0s 847us/step - loss: 0.3862 - accuracy: 0.8406
Epoch 173/500
113/113 [==============================] - 0s 968us/step - loss: 0.3863 - accuracy: 0.8393
Epoch 174/500
113/113 [==============================] - 0s 845us/step - loss: 0.3861 - accuracy: 0.8401
Epoch 175/500
113/113 [==============================] - 0s 875us/step - loss: 0.3863 - accuracy: 0.8415
Epoch 176/500
113/113 [==============================] - 0s 869us/step - loss: 0.3863 - accuracy: 0.8394
Epoch 177/500
113/113 [==============================] - 0s 859us/step - loss: 0.3861 - accuracy: 0.8411
Epoch 178/500
113/113 [==============================] - 0s 885us/step - loss: 0.3861 - accuracy: 0.8401
Epoch 179/500
113/113 [==============================] - 0s 866us/step - loss: 0.3857 - accuracy: 0.8418
Epoch 180/500
113/113 [==============================] - 0s 895us/step - loss: 0.3863 - accuracy: 0.8410
Epoch 181/500
113/113 [==============================] - 0s 916us/step - loss: 0.3861 - accuracy: 0.8401
Epoch 182/500
113/113 [==============================] - 0s 873us/step - loss: 0.3859 - accuracy: 0.8406
Epoch 183/500
113/113 [==============================] - 0s 877us/step - loss: 0.3860 - accuracy: 0.8406
Epoch 184/500
113/113 [==============================] - 0s 857us/step - loss: 0.3859 - accuracy: 0.8411
Epoch 185/500
113/113 [==============================] - 0s 904us/step - loss: 0.3861 - accuracy: 0.8399
Epoch 186/500
113/113 [==============================] - 0s 867us/step - loss: 0.3860 - accuracy: 0.8415
Epoch 187/500
113/113 [==============================] - 0s 879us/step - loss: 0.3860 - accuracy: 0.8399
Epoch 188/500
113/113 [==============================] - 0s 861us/step - loss: 0.3861 - accuracy: 0.8404
Epoch 189/500
113/113 [==============================] - 0s 878us/step - loss: 0.3856 - accuracy: 0.8408
Epoch 190/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3861 - accuracy: 0.8399
Epoch 191/500
113/113 [==============================] - 0s 882us/step - loss: 0.3858 - accuracy: 0.8404
Epoch 192/500
113/113 [==============================] - 0s 880us/step - loss: 0.3858 - accuracy: 0.8400
Epoch 193/500
113/113 [==============================] - 0s 864us/step - loss: 0.3858 - accuracy: 0.8399
Epoch 194/500
113/113 [==============================] - 0s 851us/step - loss: 0.3859 - accuracy: 0.8413
Epoch 195/500
113/113 [==============================] - 0s 903us/step - loss: 0.3859 - accuracy: 0.8390
Epoch 196/500
113/113 [==============================] - 0s 874us/step - loss: 0.3861 - accuracy: 0.8394
Epoch 197/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3855 - accuracy: 0.8408
Epoch 198/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8404
Epoch 199/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3860 - accuracy: 0.8408
Epoch 200/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8400
Epoch 201/500
113/113 [==============================] - 0s 882us/step - loss: 0.3858 - accuracy: 0.8408
Epoch 202/500
113/113 [==============================] - 0s 942us/step - loss: 0.3859 - accuracy: 0.8397
Epoch 203/500
113/113 [==============================] - 0s 829us/step - loss: 0.3857 - accuracy: 0.8425
Epoch 204/500
113/113 [==============================] - 0s 884us/step - loss: 0.3859 - accuracy: 0.8413
Epoch 205/500
113/113 [==============================] - 0s 988us/step - loss: 0.3858 - accuracy: 0.8400
Epoch 206/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3857 - accuracy: 0.8403
Epoch 207/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8407
Epoch 208/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3859 - accuracy: 0.8407
Epoch 209/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3857 - accuracy: 0.8407: 0s - loss: 0.3752 - accuracy: 0.
Epoch 210/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3857 - accuracy: 0.8413
Epoch 211/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3860 - accuracy: 0.8403
Epoch 212/500
113/113 [==============================] - 0s 935us/step - loss: 0.3857 - accuracy: 0.8401
Epoch 213/500
113/113 [==============================] - 0s 958us/step - loss: 0.3859 - accuracy: 0.8403
Epoch 214/500
113/113 [==============================] - 0s 955us/step - loss: 0.3857 - accuracy: 0.8408
Epoch 215/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3856 - accuracy: 0.8401
Epoch 216/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3856 - accuracy: 0.8411
Epoch 217/500
113/113 [==============================] - 0s 913us/step - loss: 0.3857 - accuracy: 0.8404
Epoch 218/500
113/113 [==============================] - 0s 912us/step - loss: 0.3853 - accuracy: 0.8414
Epoch 219/500
113/113 [==============================] - 0s 993us/step - loss: 0.3859 - accuracy: 0.8400
Epoch 220/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8399
Epoch 221/500
113/113 [==============================] - 0s 924us/step - loss: 0.3858 - accuracy: 0.8401
Epoch 222/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3856 - accuracy: 0.8397
Epoch 223/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3857 - accuracy: 0.8414
Epoch 224/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3858 - accuracy: 0.8401
Epoch 225/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3856 - accuracy: 0.8414
Epoch 226/500
113/113 [==============================] - 0s 858us/step - loss: 0.3854 - accuracy: 0.8411
Epoch 227/500
113/113 [==============================] - 0s 889us/step - loss: 0.3858 - accuracy: 0.8399
Epoch 228/500
113/113 [==============================] - 0s 975us/step - loss: 0.3858 - accuracy: 0.8406
Epoch 229/500
113/113 [==============================] - 0s 841us/step - loss: 0.3856 - accuracy: 0.8404
Epoch 230/500
113/113 [==============================] - 0s 896us/step - loss: 0.3856 - accuracy: 0.8399
Epoch 231/500
113/113 [==============================] - 0s 955us/step - loss: 0.3855 - accuracy: 0.8403
Epoch 232/500
113/113 [==============================] - 0s 923us/step - loss: 0.3855 - accuracy: 0.8414
Epoch 233/500
113/113 [==============================] - 0s 940us/step - loss: 0.3855 - accuracy: 0.8408
Epoch 234/500
113/113 [==============================] - 0s 900us/step - loss: 0.3855 - accuracy: 0.8403
Epoch 235/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3854 - accuracy: 0.8406
Epoch 236/500
113/113 [==============================] - 0s 975us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 237/500
113/113 [==============================] - 0s 948us/step - loss: 0.3856 - accuracy: 0.8413
Epoch 238/500
113/113 [==============================] - 0s 984us/step - loss: 0.3854 - accuracy: 0.8404
Epoch 239/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8396
Epoch 240/500
113/113 [==============================] - 0s 885us/step - loss: 0.3855 - accuracy: 0.8400
Epoch 241/500
113/113 [==============================] - 0s 862us/step - loss: 0.3855 - accuracy: 0.8400
Epoch 242/500
113/113 [==============================] - 0s 894us/step - loss: 0.3854 - accuracy: 0.8403
Epoch 243/500
113/113 [==============================] - 0s 848us/step - loss: 0.3855 - accuracy: 0.8413
Epoch 244/500
113/113 [==============================] - 0s 916us/step - loss: 0.3854 - accuracy: 0.8401
Epoch 245/500
113/113 [==============================] - 0s 877us/step - loss: 0.3855 - accuracy: 0.8403
Epoch 246/500
113/113 [==============================] - 0s 991us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 247/500
113/113 [==============================] - 0s 932us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 248/500
113/113 [==============================] - 0s 989us/step - loss: 0.3855 - accuracy: 0.8407
Epoch 249/500
113/113 [==============================] - 0s 951us/step - loss: 0.3848 - accuracy: 0.8413
Epoch 250/500
113/113 [==============================] - 0s 976us/step - loss: 0.3851 - accuracy: 0.8415
Epoch 251/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3854 - accuracy: 0.8404
Epoch 252/500
113/113 [==============================] - 0s 953us/step - loss: 0.3851 - accuracy: 0.8413
Epoch 253/500
113/113 [==============================] - 0s 974us/step - loss: 0.3855 - accuracy: 0.8390
Epoch 254/500
113/113 [==============================] - 0s 987us/step - loss: 0.3847 - accuracy: 0.8400
Epoch 255/500
113/113 [==============================] - 0s 985us/step - loss: 0.3854 - accuracy: 0.8400
Epoch 256/500
113/113 [==============================] - 0s 942us/step - loss: 0.3852 - accuracy: 0.8406
Epoch 257/500
113/113 [==============================] - 0s 940us/step - loss: 0.3853 - accuracy: 0.8400
Epoch 258/500
113/113 [==============================] - 0s 855us/step - loss: 0.3853 - accuracy: 0.8397
Epoch 259/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8403
Epoch 260/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8390
Epoch 261/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8408
Epoch 262/500
113/113 [==============================] - 0s 876us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 263/500
113/113 [==============================] - 0s 913us/step - loss: 0.3851 - accuracy: 0.8410
Epoch 264/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3853 - accuracy: 0.8406
Epoch 265/500
113/113 [==============================] - 0s 905us/step - loss: 0.3852 - accuracy: 0.8400
Epoch 266/500
113/113 [==============================] - 0s 877us/step - loss: 0.3855 - accuracy: 0.8389
Epoch 267/500
113/113 [==============================] - 0s 867us/step - loss: 0.3853 - accuracy: 0.8396
Epoch 268/500
113/113 [==============================] - 0s 923us/step - loss: 0.3854 - accuracy: 0.8393
Epoch 269/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3851 - accuracy: 0.8417
Epoch 270/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3852 - accuracy: 0.8414
Epoch 271/500
113/113 [==============================] - 0s 882us/step - loss: 0.3850 - accuracy: 0.8410
Epoch 272/500
113/113 [==============================] - 0s 902us/step - loss: 0.3853 - accuracy: 0.8394
Epoch 273/500
113/113 [==============================] - 0s 869us/step - loss: 0.3854 - accuracy: 0.8389
Epoch 274/500
113/113 [==============================] - 0s 854us/step - loss: 0.3851 - accuracy: 0.8392
Epoch 275/500
113/113 [==============================] - 0s 948us/step - loss: 0.3853 - accuracy: 0.8407
Epoch 276/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3851 - accuracy: 0.8407
Epoch 277/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3854 - accuracy: 0.8404
Epoch 278/500
113/113 [==============================] - 0s 916us/step - loss: 0.3851 - accuracy: 0.8403
Epoch 279/500
113/113 [==============================] - 0s 851us/step - loss: 0.3851 - accuracy: 0.8411
Epoch 280/500
113/113 [==============================] - 0s 917us/step - loss: 0.3853 - accuracy: 0.8410
Epoch 281/500
113/113 [==============================] - 0s 853us/step - loss: 0.3852 - accuracy: 0.8407
Epoch 282/500
113/113 [==============================] - 0s 860us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 283/500
113/113 [==============================] - 0s 944us/step - loss: 0.3853 - accuracy: 0.8401
Epoch 284/500
113/113 [==============================] - 0s 939us/step - loss: 0.3849 - accuracy: 0.8397
Epoch 285/500
113/113 [==============================] - 0s 925us/step - loss: 0.3850 - accuracy: 0.8401
Epoch 286/500
113/113 [==============================] - 0s 850us/step - loss: 0.3853 - accuracy: 0.8392
Epoch 287/500
113/113 [==============================] - 0s 858us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 288/500
113/113 [==============================] - 0s 889us/step - loss: 0.3851 - accuracy: 0.8404
Epoch 289/500
113/113 [==============================] - 0s 865us/step - loss: 0.3852 - accuracy: 0.8401
Epoch 290/500
113/113 [==============================] - 0s 957us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 291/500
113/113 [==============================] - 0s 948us/step - loss: 0.3850 - accuracy: 0.8401
Epoch 292/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3852 - accuracy: 0.8397
Epoch 293/500
113/113 [==============================] - 0s 961us/step - loss: 0.3851 - accuracy: 0.8397
Epoch 294/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8400
Epoch 295/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8397
Epoch 296/500
113/113 [==============================] - 0s 950us/step - loss: 0.3849 - accuracy: 0.8396
Epoch 297/500
113/113 [==============================] - 0s 970us/step - loss: 0.3852 - accuracy: 0.8404
Epoch 298/500
113/113 [==============================] - 0s 965us/step - loss: 0.3850 - accuracy: 0.8410
Epoch 299/500
113/113 [==============================] - 0s 987us/step - loss: 0.3851 - accuracy: 0.8401
Epoch 300/500
113/113 [==============================] - 0s 931us/step - loss: 0.3850 - accuracy: 0.8392
Epoch 301/500
113/113 [==============================] - 0s 899us/step - loss: 0.3851 - accuracy: 0.8403
Epoch 302/500
113/113 [==============================] - 0s 868us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 303/500
113/113 [==============================] - 0s 909us/step - loss: 0.3850 - accuracy: 0.8399
Epoch 304/500
113/113 [==============================] - 0s 903us/step - loss: 0.3851 - accuracy: 0.8404
Epoch 305/500
113/113 [==============================] - 0s 854us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 306/500
113/113 [==============================] - 0s 874us/step - loss: 0.3851 - accuracy: 0.8418
Epoch 307/500
113/113 [==============================] - 0s 858us/step - loss: 0.3848 - accuracy: 0.8394
Epoch 308/500
113/113 [==============================] - 0s 889us/step - loss: 0.3851 - accuracy: 0.8399
Epoch 309/500
113/113 [==============================] - 0s 890us/step - loss: 0.3849 - accuracy: 0.8393
Epoch 310/500
113/113 [==============================] - 0s 898us/step - loss: 0.3852 - accuracy: 0.8404
Epoch 311/500
113/113 [==============================] - 0s 914us/step - loss: 0.3852 - accuracy: 0.8394
Epoch 312/500
113/113 [==============================] - 0s 858us/step - loss: 0.3852 - accuracy: 0.8419
Epoch 313/500
113/113 [==============================] - 0s 909us/step - loss: 0.3849 - accuracy: 0.8406
Epoch 314/500
113/113 [==============================] - 0s 860us/step - loss: 0.3852 - accuracy: 0.8403
Epoch 315/500
113/113 [==============================] - 0s 854us/step - loss: 0.3848 - accuracy: 0.8417
Epoch 316/500
113/113 [==============================] - 0s 900us/step - loss: 0.3850 - accuracy: 0.8392
Epoch 317/500
113/113 [==============================] - 0s 847us/step - loss: 0.3852 - accuracy: 0.8408
Epoch 318/500
113/113 [==============================] - 0s 913us/step - loss: 0.3848 - accuracy: 0.8404
Epoch 319/500
113/113 [==============================] - 0s 847us/step - loss: 0.3847 - accuracy: 0.8401
Epoch 320/500
113/113 [==============================] - 0s 851us/step - loss: 0.3849 - accuracy: 0.8392
Epoch 321/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3848 - accuracy: 0.8389
Epoch 322/500
113/113 [==============================] - 0s 852us/step - loss: 0.3847 - accuracy: 0.8400
Epoch 323/500
113/113 [==============================] - 0s 900us/step - loss: 0.3851 - accuracy: 0.8394
Epoch 324/500
113/113 [==============================] - 0s 857us/step - loss: 0.3851 - accuracy: 0.8401
Epoch 325/500
113/113 [==============================] - 0s 851us/step - loss: 0.3850 - accuracy: 0.8388
Epoch 326/500
113/113 [==============================] - 0s 891us/step - loss: 0.3851 - accuracy: 0.8390
Epoch 327/500
113/113 [==============================] - 0s 856us/step - loss: 0.3849 - accuracy: 0.8397
Epoch 328/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8399
Epoch 329/500
113/113 [==============================] - 0s 848us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3849 - accuracy: 0.8403
Epoch 331/500
113/113 [==============================] - 0s 872us/step - loss: 0.3849 - accuracy: 0.8411
Epoch 332/500
113/113 [==============================] - 0s 916us/step - loss: 0.3850 - accuracy: 0.8400
Epoch 333/500
113/113 [==============================] - 0s 863us/step - loss: 0.3851 - accuracy: 0.8400
Epoch 334/500
113/113 [==============================] - 0s 858us/step - loss: 0.3851 - accuracy: 0.8389
Epoch 335/500
113/113 [==============================] - 0s 888us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 336/500
113/113 [==============================] - 0s 848us/step - loss: 0.3849 - accuracy: 0.8388
Epoch 337/500
113/113 [==============================] - 0s 972us/step - loss: 0.3850 - accuracy: 0.8392
Epoch 338/500
113/113 [==============================] - 0s 850us/step - loss: 0.3850 - accuracy: 0.8390
Epoch 339/500
113/113 [==============================] - 0s 852us/step - loss: 0.3848 - accuracy: 0.8379
Epoch 340/500
113/113 [==============================] - 0s 934us/step - loss: 0.3853 - accuracy: 0.8390
Epoch 341/500
113/113 [==============================] - 0s 856us/step - loss: 0.3850 - accuracy: 0.8390
Epoch 342/500
113/113 [==============================] - 0s 881us/step - loss: 0.3848 - accuracy: 0.8410
Epoch 343/500
113/113 [==============================] - 0s 872us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 344/500
113/113 [==============================] - 0s 855us/step - loss: 0.3850 - accuracy: 0.8400
Epoch 345/500
113/113 [==============================] - 0s 883us/step - loss: 0.3848 - accuracy: 0.8410
Epoch 346/500
113/113 [==============================] - 0s 861us/step - loss: 0.3850 - accuracy: 0.8400
Epoch 347/500
113/113 [==============================] - 0s 901us/step - loss: 0.3849 - accuracy: 0.8388
Epoch 348/500
113/113 [==============================] - 0s 865us/step - loss: 0.3845 - accuracy: 0.8403
Epoch 349/500
113/113 [==============================] - 0s 846us/step - loss: 0.3849 - accuracy: 0.8419
Epoch 350/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3851 - accuracy: 0.8401
Epoch 351/500
113/113 [==============================] - 0s 860us/step - loss: 0.3848 - accuracy: 0.8410
Epoch 352/500
113/113 [==============================] - 0s 951us/step - loss: 0.3848 - accuracy: 0.8396
Epoch 353/500
113/113 [==============================] - 0s 847us/step - loss: 0.3849 - accuracy: 0.8394
Epoch 354/500
113/113 [==============================] - 0s 852us/step - loss: 0.3847 - accuracy: 0.8392
Epoch 355/500
113/113 [==============================] - 0s 851us/step - loss: 0.3847 - accuracy: 0.8382
Epoch 356/500
113/113 [==============================] - 0s 850us/step - loss: 0.3848 - accuracy: 0.8403
Epoch 357/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8390
Epoch 358/500
113/113 [==============================] - 0s 854us/step - loss: 0.3849 - accuracy: 0.8390
Epoch 359/500
113/113 [==============================] - 0s 959us/step - loss: 0.3849 - accuracy: 0.8401
Epoch 360/500
113/113 [==============================] - 0s 901us/step - loss: 0.3848 - accuracy: 0.8385
Epoch 361/500
113/113 [==============================] - 0s 859us/step - loss: 0.3846 - accuracy: 0.8392
Epoch 362/500
113/113 [==============================] - 0s 958us/step - loss: 0.3848 - accuracy: 0.8400
Epoch 363/500
113/113 [==============================] - 0s 853us/step - loss: 0.3847 - accuracy: 0.8389
Epoch 364/500
113/113 [==============================] - 0s 876us/step - loss: 0.3849 - accuracy: 0.8414
Epoch 365/500
113/113 [==============================] - 0s 899us/step - loss: 0.3846 - accuracy: 0.8386
Epoch 366/500
113/113 [==============================] - 0s 855us/step - loss: 0.3840 - accuracy: 0.8414
Epoch 367/500
113/113 [==============================] - 0s 896us/step - loss: 0.3848 - accuracy: 0.8396
Epoch 368/500
113/113 [==============================] - 0s 976us/step - loss: 0.3844 - accuracy: 0.8392
Epoch 369/500
113/113 [==============================] - 0s 900us/step - loss: 0.3850 - accuracy: 0.8408
Epoch 370/500
113/113 [==============================] - 0s 862us/step - loss: 0.3847 - accuracy: 0.8393
Epoch 371/500
113/113 [==============================] - 0s 856us/step - loss: 0.3847 - accuracy: 0.8393
Epoch 372/500
113/113 [==============================] - 0s 904us/step - loss: 0.3847 - accuracy: 0.8396
Epoch 373/500
113/113 [==============================] - 0s 850us/step - loss: 0.3849 - accuracy: 0.8390
Epoch 374/500
113/113 [==============================] - 0s 876us/step - loss: 0.3845 - accuracy: 0.8399
Epoch 375/500
113/113 [==============================] - 0s 861us/step - loss: 0.3847 - accuracy: 0.8404
Epoch 376/500
113/113 [==============================] - 0s 883us/step - loss: 0.3846 - accuracy: 0.8401
Epoch 377/500
113/113 [==============================] - 0s 910us/step - loss: 0.3847 - accuracy: 0.8386
Epoch 378/500
113/113 [==============================] - 0s 888us/step - loss: 0.3844 - accuracy: 0.8421
Epoch 379/500
113/113 [==============================] - 0s 875us/step - loss: 0.3846 - accuracy: 0.8385
Epoch 380/500
113/113 [==============================] - 0s 854us/step - loss: 0.3846 - accuracy: 0.8399
Epoch 381/500
113/113 [==============================] - 0s 918us/step - loss: 0.3848 - accuracy: 0.8392
Epoch 382/500
113/113 [==============================] - 0s 921us/step - loss: 0.3848 - accuracy: 0.8397
Epoch 383/500
113/113 [==============================] - 0s 875us/step - loss: 0.3846 - accuracy: 0.8393
Epoch 384/500
113/113 [==============================] - 0s 882us/step - loss: 0.3847 - accuracy: 0.8396
Epoch 385/500
113/113 [==============================] - 0s 847us/step - loss: 0.3846 - accuracy: 0.8392
Epoch 386/500
113/113 [==============================] - 0s 909us/step - loss: 0.3845 - accuracy: 0.8385
Epoch 387/500
113/113 [==============================] - 0s 848us/step - loss: 0.3845 - accuracy: 0.8403
Epoch 388/500
113/113 [==============================] - 0s 934us/step - loss: 0.3841 - accuracy: 0.8415
Epoch 389/500
113/113 [==============================] - 0s 887us/step - loss: 0.3846 - accuracy: 0.8397
Epoch 390/500
113/113 [==============================] - 0s 867us/step - loss: 0.3843 - accuracy: 0.8408
Epoch 391/500
113/113 [==============================] - 0s 949us/step - loss: 0.3846 - accuracy: 0.8404
Epoch 392/500
113/113 [==============================] - 0s 851us/step - loss: 0.3844 - accuracy: 0.8392
Epoch 393/500
113/113 [==============================] - 0s 846us/step - loss: 0.3844 - accuracy: 0.8392
Epoch 394/500
113/113 [==============================] - 0s 870us/step - loss: 0.3841 - accuracy: 0.8404
Epoch 395/500
113/113 [==============================] - 0s 872us/step - loss: 0.3846 - accuracy: 0.8386
Epoch 396/500
113/113 [==============================] - 0s 917us/step - loss: 0.3843 - accuracy: 0.8408
Epoch 397/500
113/113 [==============================] - 0s 846us/step - loss: 0.3846 - accuracy: 0.8399
Epoch 398/500
113/113 [==============================] - 0s 978us/step - loss: 0.3845 - accuracy: 0.8386
Epoch 399/500
113/113 [==============================] - 0s 856us/step - loss: 0.3843 - accuracy: 0.8399
Epoch 400/500
113/113 [==============================] - 0s 856us/step - loss: 0.3844 - accuracy: 0.8392
Epoch 401/500
113/113 [==============================] - 0s 909us/step - loss: 0.3842 - accuracy: 0.8385
Epoch 402/500
113/113 [==============================] - 0s 853us/step - loss: 0.3840 - accuracy: 0.8385
Epoch 403/500
113/113 [==============================] - 0s 879us/step - loss: 0.3840 - accuracy: 0.8397
Epoch 404/500
113/113 [==============================] - 0s 851us/step - loss: 0.3842 - accuracy: 0.8396
Epoch 405/500
113/113 [==============================] - 0s 871us/step - loss: 0.3844 - accuracy: 0.8399
Epoch 406/500
113/113 [==============================] - 0s 908us/step - loss: 0.3843 - accuracy: 0.8393
Epoch 407/500
113/113 [==============================] - 0s 946us/step - loss: 0.3845 - accuracy: 0.8385
Epoch 408/500
113/113 [==============================] - 0s 888us/step - loss: 0.3843 - accuracy: 0.8393
Epoch 409/500
113/113 [==============================] - 0s 904us/step - loss: 0.3844 - accuracy: 0.8400
Epoch 410/500
113/113 [==============================] - 0s 846us/step - loss: 0.3841 - accuracy: 0.8372
Epoch 411/500
113/113 [==============================] - 0s 917us/step - loss: 0.3836 - accuracy: 0.8406
Epoch 412/500
113/113 [==============================] - 0s 849us/step - loss: 0.3844 - accuracy: 0.8397
Epoch 413/500
113/113 [==============================] - 0s 880us/step - loss: 0.3842 - accuracy: 0.8400
Epoch 414/500
113/113 [==============================] - 0s 869us/step - loss: 0.3842 - accuracy: 0.8403
Epoch 415/500
113/113 [==============================] - 0s 863us/step - loss: 0.3842 - accuracy: 0.8410
Epoch 416/500
113/113 [==============================] - 0s 928us/step - loss: 0.3844 - accuracy: 0.8397
Epoch 417/500
113/113 [==============================] - 0s 852us/step - loss: 0.3839 - accuracy: 0.8396
Epoch 418/500
113/113 [==============================] - 0s 985us/step - loss: 0.3837 - accuracy: 0.8389
Epoch 419/500
113/113 [==============================] - 0s 853us/step - loss: 0.3841 - accuracy: 0.8404
Epoch 420/500
113/113 [==============================] - 0s 892us/step - loss: 0.3840 - accuracy: 0.8392
Epoch 421/500
113/113 [==============================] - 0s 873us/step - loss: 0.3836 - accuracy: 0.8397
Epoch 422/500
113/113 [==============================] - 0s 853us/step - loss: 0.3839 - accuracy: 0.8407
Epoch 423/500
113/113 [==============================] - 0s 887us/step - loss: 0.3841 - accuracy: 0.8390
Epoch 424/500
113/113 [==============================] - 0s 863us/step - loss: 0.3841 - accuracy: 0.8394
Epoch 425/500
113/113 [==============================] - 0s 873us/step - loss: 0.3839 - accuracy: 0.8388
Epoch 426/500
113/113 [==============================] - 0s 931us/step - loss: 0.3840 - accuracy: 0.8399
Epoch 427/500
113/113 [==============================] - 0s 850us/step - loss: 0.3841 - accuracy: 0.8393
Epoch 428/500
113/113 [==============================] - 0s 879us/step - loss: 0.3840 - accuracy: 0.8404
Epoch 429/500
113/113 [==============================] - 0s 853us/step - loss: 0.3838 - accuracy: 0.8392
Epoch 430/500
113/113 [==============================] - 0s 899us/step - loss: 0.3841 - accuracy: 0.8399
Epoch 431/500
113/113 [==============================] - 0s 873us/step - loss: 0.3840 - accuracy: 0.8404
Epoch 432/500
113/113 [==============================] - 0s 850us/step - loss: 0.3840 - accuracy: 0.8393
Epoch 433/500
113/113 [==============================] - 0s 890us/step - loss: 0.3836 - accuracy: 0.8392
Epoch 434/500
113/113 [==============================] - 0s 895us/step - loss: 0.3840 - accuracy: 0.8376
Epoch 435/500
113/113 [==============================] - 0s 860us/step - loss: 0.3839 - accuracy: 0.8396
Epoch 436/500
113/113 [==============================] - 0s 860us/step - loss: 0.3838 - accuracy: 0.8404
Epoch 437/500
113/113 [==============================] - 0s 863us/step - loss: 0.3840 - accuracy: 0.8394
Epoch 438/500
113/113 [==============================] - 0s 978us/step - loss: 0.3837 - accuracy: 0.8396
Epoch 439/500
113/113 [==============================] - 0s 854us/step - loss: 0.3842 - accuracy: 0.8403
Epoch 440/500
113/113 [==============================] - 0s 892us/step - loss: 0.3836 - accuracy: 0.8389
Epoch 441/500
113/113 [==============================] - 0s 913us/step - loss: 0.3839 - accuracy: 0.8383
Epoch 442/500
113/113 [==============================] - 0s 871us/step - loss: 0.3838 - accuracy: 0.8397
Epoch 443/500
113/113 [==============================] - 0s 856us/step - loss: 0.3838 - accuracy: 0.8404
Epoch 444/500
113/113 [==============================] - 0s 866us/step - loss: 0.3837 - accuracy: 0.8394
Epoch 445/500
113/113 [==============================] - 0s 886us/step - loss: 0.3840 - accuracy: 0.8396
Epoch 446/500
113/113 [==============================] - 0s 962us/step - loss: 0.3838 - accuracy: 0.8401
Epoch 447/500
113/113 [==============================] - 0s 879us/step - loss: 0.3840 - accuracy: 0.8392
Epoch 448/500
113/113 [==============================] - 0s 859us/step - loss: 0.3839 - accuracy: 0.8396
Epoch 449/500
113/113 [==============================] - 0s 920us/step - loss: 0.3836 - accuracy: 0.8392
Epoch 450/500
113/113 [==============================] - 0s 874us/step - loss: 0.3837 - accuracy: 0.8399
Epoch 451/500
113/113 [==============================] - 0s 865us/step - loss: 0.3837 - accuracy: 0.8393
Epoch 452/500
113/113 [==============================] - 0s 886us/step - loss: 0.3835 - accuracy: 0.8404
Epoch 453/500
113/113 [==============================] - 0s 851us/step - loss: 0.3839 - accuracy: 0.8388
Epoch 454/500
113/113 [==============================] - 0s 864us/step - loss: 0.3837 - accuracy: 0.8393
Epoch 455/500
113/113 [==============================] - 0s 883us/step - loss: 0.3837 - accuracy: 0.8406
Epoch 456/500
113/113 [==============================] - 0s 912us/step - loss: 0.3837 - accuracy: 0.8393
Epoch 457/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3835 - accuracy: 0.8396
Epoch 458/500
113/113 [==============================] - 0s 859us/step - loss: 0.3839 - accuracy: 0.8401
Epoch 459/500
113/113 [==============================] - 0s 862us/step - loss: 0.3838 - accuracy: 0.8381
Epoch 460/500
113/113 [==============================] - 0s 868us/step - loss: 0.3835 - accuracy: 0.8401
Epoch 461/500
113/113 [==============================] - 0s 876us/step - loss: 0.3839 - accuracy: 0.8388
Epoch 462/500
113/113 [==============================] - 0s 878us/step - loss: 0.3836 - accuracy: 0.8388
Epoch 463/500
113/113 [==============================] - 0s 851us/step - loss: 0.3838 - accuracy: 0.8400
Epoch 464/500
113/113 [==============================] - 0s 874us/step - loss: 0.3838 - accuracy: 0.8394
Epoch 465/500
113/113 [==============================] - 0s 872us/step - loss: 0.3836 - accuracy: 0.8390
Epoch 466/500
113/113 [==============================] - 0s 939us/step - loss: 0.3833 - accuracy: 0.8400
Epoch 467/500
113/113 [==============================] - 0s 853us/step - loss: 0.3836 - accuracy: 0.8403
Epoch 468/500
113/113 [==============================] - 0s 854us/step - loss: 0.3837 - accuracy: 0.8400
Epoch 469/500
113/113 [==============================] - 0s 869us/step - loss: 0.3836 - accuracy: 0.8408
Epoch 470/500
113/113 [==============================] - 0s 877us/step - loss: 0.3835 - accuracy: 0.8408
Epoch 471/500
113/113 [==============================] - 0s 862us/step - loss: 0.3835 - accuracy: 0.8406
Epoch 472/500
113/113 [==============================] - 0s 869us/step - loss: 0.3837 - accuracy: 0.8406
Epoch 473/500
113/113 [==============================] - 0s 865us/step - loss: 0.3833 - accuracy: 0.8388
Epoch 474/500
113/113 [==============================] - 0s 861us/step - loss: 0.3835 - accuracy: 0.8389
Epoch 475/500
113/113 [==============================] - 0s 888us/step - loss: 0.3830 - accuracy: 0.8396
Epoch 476/500
113/113 [==============================] - 0s 890us/step - loss: 0.3834 - accuracy: 0.8400
Epoch 477/500
113/113 [==============================] - 0s 862us/step - loss: 0.3839 - accuracy: 0.8389
Epoch 478/500
113/113 [==============================] - 0s 874us/step - loss: 0.3837 - accuracy: 0.8397
Epoch 479/500
113/113 [==============================] - 0s 860us/step - loss: 0.3837 - accuracy: 0.8399
Epoch 480/500
113/113 [==============================] - 0s 887us/step - loss: 0.3835 - accuracy: 0.8383
Epoch 481/500
113/113 [==============================] - 0s 860us/step - loss: 0.3837 - accuracy: 0.8386
Epoch 482/500
113/113 [==============================] - 0s 857us/step - loss: 0.3835 - accuracy: 0.8389
Epoch 483/500
113/113 [==============================] - 0s 870us/step - loss: 0.3836 - accuracy: 0.8386
Epoch 484/500
113/113 [==============================] - 0s 858us/step - loss: 0.3836 - accuracy: 0.8389
Epoch 485/500
113/113 [==============================] - 0s 864us/step - loss: 0.3833 - accuracy: 0.8394
Epoch 486/500
113/113 [==============================] - 0s 948us/step - loss: 0.3835 - accuracy: 0.8406
Epoch 487/500
113/113 [==============================] - 0s 853us/step - loss: 0.3835 - accuracy: 0.8385
Epoch 488/500
113/113 [==============================] - 0s 882us/step - loss: 0.3832 - accuracy: 0.8403
Epoch 489/500
113/113 [==============================] - 0s 885us/step - loss: 0.3834 - accuracy: 0.8406
Epoch 490/500
113/113 [==============================] - 0s 857us/step - loss: 0.3835 - accuracy: 0.8389
Epoch 491/500
113/113 [==============================] - 0s 864us/step - loss: 0.3836 - accuracy: 0.8401
Epoch 492/500
113/113 [==============================] - 0s 866us/step - loss: 0.3835 - accuracy: 0.8403
Epoch 493/500
113/113 [==============================] - 0s 870us/step - loss: 0.3835 - accuracy: 0.8401
Epoch 494/500
113/113 [==============================] - 0s 863us/step - loss: 0.3833 - accuracy: 0.8404
Epoch 495/500
113/113 [==============================] - 0s 877us/step - loss: 0.3836 - accuracy: 0.8390
Epoch 496/500
113/113 [==============================] - 0s 856us/step - loss: 0.3834 - accuracy: 0.8401
Epoch 497/500
113/113 [==============================] - 0s 848us/step - loss: 0.3835 - accuracy: 0.8386
Epoch 498/500
113/113 [==============================] - 0s 850us/step - loss: 0.3834 - accuracy: 0.8379
Epoch 499/500
113/113 [==============================] - 0s 886us/step - loss: 0.3833 - accuracy: 0.8388
Epoch 500/500
113/113 [==============================] - 0s 942us/step - loss: 0.3832 - accuracy: 0.8401
Epoch 1/500
113/113 [==============================] - 0s 920us/step - loss: 0.6659 - accuracy: 0.7949
Epoch 2/500
113/113 [==============================] - 0s 904us/step - loss: 0.5894 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 905us/step - loss: 0.4983 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 996us/step - loss: 0.4495 - accuracy: 0.7986
Epoch 5/500
113/113 [==============================] - 0s 877us/step - loss: 0.4383 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 856us/step - loss: 0.4333 - accuracy: 0.7986
Epoch 7/500
113/113 [==============================] - 0s 871us/step - loss: 0.4306 - accuracy: 0.7986
Epoch 8/500
113/113 [==============================] - 0s 866us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 9/500
113/113 [==============================] - 0s 874us/step - loss: 0.4278 - accuracy: 0.7986
Epoch 10/500
113/113 [==============================] - 0s 917us/step - loss: 0.4269 - accuracy: 0.7986
Epoch 11/500
113/113 [==============================] - 0s 854us/step - loss: 0.4263 - accuracy: 0.7986
Epoch 12/500
113/113 [==============================] - 0s 850us/step - loss: 0.4258 - accuracy: 0.7986
Epoch 13/500
113/113 [==============================] - 0s 859us/step - loss: 0.4254 - accuracy: 0.7986
Epoch 14/500
113/113 [==============================] - 0s 852us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 15/500
113/113 [==============================] - 0s 883us/step - loss: 0.4245 - accuracy: 0.7986
Epoch 16/500
113/113 [==============================] - 0s 863us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 17/500
113/113 [==============================] - 0s 864us/step - loss: 0.4236 - accuracy: 0.7986
Epoch 18/500
113/113 [==============================] - 0s 869us/step - loss: 0.4230 - accuracy: 0.7986
Epoch 19/500
113/113 [==============================] - 0s 865us/step - loss: 0.4226 - accuracy: 0.7986
Epoch 20/500
113/113 [==============================] - 0s 979us/step - loss: 0.4219 - accuracy: 0.7986
Epoch 21/500
113/113 [==============================] - 0s 861us/step - loss: 0.4212 - accuracy: 0.8032
Epoch 22/500
113/113 [==============================] - 0s 859us/step - loss: 0.4206 - accuracy: 0.8117
Epoch 23/500
113/113 [==============================] - 0s 877us/step - loss: 0.4200 - accuracy: 0.8136
Epoch 24/500
113/113 [==============================] - 0s 854us/step - loss: 0.4194 - accuracy: 0.8149
Epoch 25/500
113/113 [==============================] - 0s 871us/step - loss: 0.4189 - accuracy: 0.8165
Epoch 26/500
113/113 [==============================] - 0s 859us/step - loss: 0.4183 - accuracy: 0.8178
Epoch 27/500
113/113 [==============================] - 0s 878us/step - loss: 0.4178 - accuracy: 0.8194
Epoch 28/500
113/113 [==============================] - 0s 869us/step - loss: 0.4172 - accuracy: 0.8207
Epoch 29/500
113/113 [==============================] - 0s 853us/step - loss: 0.4165 - accuracy: 0.8217
Epoch 30/500
113/113 [==============================] - 0s 947us/step - loss: 0.4159 - accuracy: 0.8224
Epoch 31/500
113/113 [==============================] - 0s 869us/step - loss: 0.4152 - accuracy: 0.8236
Epoch 32/500
113/113 [==============================] - 0s 857us/step - loss: 0.4145 - accuracy: 0.8247
Epoch 33/500
113/113 [==============================] - 0s 876us/step - loss: 0.4139 - accuracy: 0.8258
Epoch 34/500
113/113 [==============================] - 0s 868us/step - loss: 0.4132 - accuracy: 0.8265
Epoch 35/500
113/113 [==============================] - 0s 858us/step - loss: 0.4124 - accuracy: 0.8269
Epoch 36/500
113/113 [==============================] - 0s 850us/step - loss: 0.4118 - accuracy: 0.8278
Epoch 37/500
113/113 [==============================] - 0s 862us/step - loss: 0.4110 - accuracy: 0.8275
Epoch 38/500
113/113 [==============================] - 0s 847us/step - loss: 0.4105 - accuracy: 0.8268
Epoch 39/500
113/113 [==============================] - 0s 854us/step - loss: 0.4098 - accuracy: 0.8290
Epoch 40/500
113/113 [==============================] - 0s 947us/step - loss: 0.4091 - accuracy: 0.8293
Epoch 41/500
113/113 [==============================] - 0s 848us/step - loss: 0.4087 - accuracy: 0.8285
Epoch 42/500
113/113 [==============================] - 0s 886us/step - loss: 0.4080 - accuracy: 0.8289
Epoch 43/500
113/113 [==============================] - 0s 838us/step - loss: 0.4076 - accuracy: 0.8306
Epoch 44/500
113/113 [==============================] - 0s 849us/step - loss: 0.4069 - accuracy: 0.8308
Epoch 45/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4063 - accuracy: 0.8308
Epoch 46/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4060 - accuracy: 0.8322
Epoch 47/500
113/113 [==============================] - 0s 941us/step - loss: 0.4055 - accuracy: 0.8326
Epoch 48/500
113/113 [==============================] - 0s 861us/step - loss: 0.4050 - accuracy: 0.8338
Epoch 49/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4046 - accuracy: 0.8329
Epoch 50/500
113/113 [==============================] - 0s 853us/step - loss: 0.4042 - accuracy: 0.8340
Epoch 51/500
113/113 [==============================] - 0s 856us/step - loss: 0.4040 - accuracy: 0.8342
Epoch 52/500
113/113 [==============================] - 0s 849us/step - loss: 0.4037 - accuracy: 0.8351
Epoch 53/500
113/113 [==============================] - 0s 844us/step - loss: 0.4034 - accuracy: 0.8346
Epoch 54/500
113/113 [==============================] - 0s 937us/step - loss: 0.4031 - accuracy: 0.8346
Epoch 55/500
113/113 [==============================] - 0s 839us/step - loss: 0.4029 - accuracy: 0.8354
Epoch 56/500
113/113 [==============================] - 0s 843us/step - loss: 0.4026 - accuracy: 0.8358
Epoch 57/500
113/113 [==============================] - 0s 837us/step - loss: 0.4024 - accuracy: 0.8358
Epoch 58/500
113/113 [==============================] - 0s 892us/step - loss: 0.4020 - accuracy: 0.8358
Epoch 59/500
113/113 [==============================] - 0s 881us/step - loss: 0.4019 - accuracy: 0.8369
Epoch 60/500
113/113 [==============================] - 0s 849us/step - loss: 0.4017 - accuracy: 0.8368
Epoch 61/500
113/113 [==============================] - 0s 852us/step - loss: 0.4015 - accuracy: 0.8368
Epoch 62/500
113/113 [==============================] - 0s 849us/step - loss: 0.4013 - accuracy: 0.8371
Epoch 63/500
113/113 [==============================] - 0s 847us/step - loss: 0.4011 - accuracy: 0.8363
Epoch 64/500
113/113 [==============================] - 0s 859us/step - loss: 0.4009 - accuracy: 0.8368
Epoch 65/500
113/113 [==============================] - 0s 855us/step - loss: 0.4008 - accuracy: 0.8365
Epoch 66/500
113/113 [==============================] - 0s 960us/step - loss: 0.4006 - accuracy: 0.8365
Epoch 67/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4005 - accuracy: 0.8375
Epoch 68/500
113/113 [==============================] - 0s 880us/step - loss: 0.4003 - accuracy: 0.8374
Epoch 69/500
113/113 [==============================] - 0s 905us/step - loss: 0.4002 - accuracy: 0.8382
Epoch 70/500
113/113 [==============================] - 0s 862us/step - loss: 0.4002 - accuracy: 0.8368
Epoch 71/500
113/113 [==============================] - 0s 849us/step - loss: 0.4000 - accuracy: 0.8378
Epoch 72/500
113/113 [==============================] - 0s 889us/step - loss: 0.4000 - accuracy: 0.8371
Epoch 73/500
113/113 [==============================] - 0s 893us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 74/500
113/113 [==============================] - 0s 907us/step - loss: 0.3997 - accuracy: 0.8369
Epoch 75/500
113/113 [==============================] - 0s 911us/step - loss: 0.3993 - accuracy: 0.8365
Epoch 76/500
113/113 [==============================] - 0s 843us/step - loss: 0.3995 - accuracy: 0.8365
Epoch 77/500
113/113 [==============================] - 0s 869us/step - loss: 0.3994 - accuracy: 0.8383
Epoch 78/500
113/113 [==============================] - 0s 857us/step - loss: 0.3992 - accuracy: 0.8376
Epoch 79/500
113/113 [==============================] - 0s 873us/step - loss: 0.3991 - accuracy: 0.8367
Epoch 80/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3990 - accuracy: 0.8364
Epoch 81/500
113/113 [==============================] - 0s 861us/step - loss: 0.3989 - accuracy: 0.8367
Epoch 82/500
113/113 [==============================] - 0s 874us/step - loss: 0.3990 - accuracy: 0.8376
Epoch 83/500
113/113 [==============================] - 0s 876us/step - loss: 0.3987 - accuracy: 0.8367
Epoch 84/500
113/113 [==============================] - 0s 968us/step - loss: 0.3988 - accuracy: 0.8379
Epoch 85/500
113/113 [==============================] - 0s 841us/step - loss: 0.3987 - accuracy: 0.8376
Epoch 86/500
113/113 [==============================] - 0s 849us/step - loss: 0.3984 - accuracy: 0.8378
Epoch 87/500
113/113 [==============================] - 0s 873us/step - loss: 0.3985 - accuracy: 0.8372
Epoch 88/500
113/113 [==============================] - 0s 851us/step - loss: 0.3984 - accuracy: 0.8374
Epoch 89/500
113/113 [==============================] - 0s 945us/step - loss: 0.3984 - accuracy: 0.8368
Epoch 90/500
113/113 [==============================] - 0s 843us/step - loss: 0.3982 - accuracy: 0.8375
Epoch 91/500
113/113 [==============================] - 0s 843us/step - loss: 0.3981 - accuracy: 0.8361
Epoch 92/500
113/113 [==============================] - 0s 870us/step - loss: 0.3981 - accuracy: 0.8364
Epoch 93/500
113/113 [==============================] - 0s 861us/step - loss: 0.3981 - accuracy: 0.8378
Epoch 94/500
113/113 [==============================] - 0s 939us/step - loss: 0.3980 - accuracy: 0.8368
Epoch 95/500
113/113 [==============================] - 0s 854us/step - loss: 0.3979 - accuracy: 0.8371
Epoch 96/500
113/113 [==============================] - 0s 854us/step - loss: 0.3979 - accuracy: 0.8372
Epoch 97/500
113/113 [==============================] - 0s 944us/step - loss: 0.3978 - accuracy: 0.8367
Epoch 98/500
113/113 [==============================] - 0s 842us/step - loss: 0.3978 - accuracy: 0.8364
Epoch 99/500
113/113 [==============================] - 0s 910us/step - loss: 0.3977 - accuracy: 0.8371
Epoch 100/500
113/113 [==============================] - 0s 840us/step - loss: 0.3976 - accuracy: 0.8368
Epoch 101/500
113/113 [==============================] - 0s 837us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 102/500
113/113 [==============================] - 0s 875us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 103/500
113/113 [==============================] - 0s 851us/step - loss: 0.3974 - accuracy: 0.8367
Epoch 104/500
113/113 [==============================] - 0s 920us/step - loss: 0.3973 - accuracy: 0.8363
Epoch 105/500
113/113 [==============================] - 0s 843us/step - loss: 0.3973 - accuracy: 0.8369
Epoch 106/500
113/113 [==============================] - 0s 842us/step - loss: 0.3973 - accuracy: 0.8356
Epoch 107/500
113/113 [==============================] - 0s 928us/step - loss: 0.3971 - accuracy: 0.8374
Epoch 108/500
113/113 [==============================] - 0s 883us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 109/500
113/113 [==============================] - 0s 888us/step - loss: 0.3972 - accuracy: 0.8354
Epoch 110/500
113/113 [==============================] - 0s 856us/step - loss: 0.3971 - accuracy: 0.8378
Epoch 111/500
113/113 [==============================] - 0s 833us/step - loss: 0.3969 - accuracy: 0.8367
Epoch 112/500
113/113 [==============================] - 0s 873us/step - loss: 0.3969 - accuracy: 0.8356
Epoch 113/500
113/113 [==============================] - 0s 836us/step - loss: 0.3969 - accuracy: 0.8354
Epoch 114/500
113/113 [==============================] - 0s 907us/step - loss: 0.3968 - accuracy: 0.8372
Epoch 115/500
113/113 [==============================] - 0s 858us/step - loss: 0.3965 - accuracy: 0.8365
Epoch 116/500
113/113 [==============================] - 0s 845us/step - loss: 0.3967 - accuracy: 0.8368
Epoch 117/500
113/113 [==============================] - 0s 958us/step - loss: 0.3966 - accuracy: 0.8363
Epoch 118/500
113/113 [==============================] - 0s 841us/step - loss: 0.3967 - accuracy: 0.8371
Epoch 119/500
113/113 [==============================] - 0s 911us/step - loss: 0.3966 - accuracy: 0.8363
Epoch 120/500
113/113 [==============================] - 0s 849us/step - loss: 0.3965 - accuracy: 0.8363
Epoch 121/500
113/113 [==============================] - 0s 841us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 122/500
113/113 [==============================] - 0s 867us/step - loss: 0.3964 - accuracy: 0.8363
Epoch 123/500
113/113 [==============================] - 0s 854us/step - loss: 0.3963 - accuracy: 0.8353
Epoch 124/500
113/113 [==============================] - 0s 927us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 125/500
113/113 [==============================] - 0s 859us/step - loss: 0.3962 - accuracy: 0.8351
Epoch 126/500
113/113 [==============================] - 0s 875us/step - loss: 0.3962 - accuracy: 0.8368
Epoch 127/500
113/113 [==============================] - 0s 900us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 128/500
113/113 [==============================] - 0s 850us/step - loss: 0.3961 - accuracy: 0.8372
Epoch 129/500
113/113 [==============================] - 0s 871us/step - loss: 0.3960 - accuracy: 0.8363
Epoch 130/500
113/113 [==============================] - 0s 847us/step - loss: 0.3958 - accuracy: 0.8371
Epoch 131/500
113/113 [==============================] - 0s 881us/step - loss: 0.3957 - accuracy: 0.8364
Epoch 132/500
113/113 [==============================] - 0s 853us/step - loss: 0.3958 - accuracy: 0.8369
Epoch 133/500
113/113 [==============================] - 0s 852us/step - loss: 0.3956 - accuracy: 0.8365
Epoch 134/500
113/113 [==============================] - 0s 900us/step - loss: 0.3956 - accuracy: 0.8354
Epoch 135/500
113/113 [==============================] - 0s 826us/step - loss: 0.3955 - accuracy: 0.8378
Epoch 136/500
113/113 [==============================] - 0s 880us/step - loss: 0.3956 - accuracy: 0.8367
Epoch 137/500
113/113 [==============================] - 0s 945us/step - loss: 0.3954 - accuracy: 0.8371
Epoch 138/500
113/113 [==============================] - ETA: 0s - loss: 0.4002 - accuracy: 0.83 - 0s 852us/step - loss: 0.3954 - accuracy: 0.8360
Epoch 139/500
113/113 [==============================] - 0s 928us/step - loss: 0.3954 - accuracy: 0.8361
Epoch 140/500
113/113 [==============================] - 0s 840us/step - loss: 0.3952 - accuracy: 0.8382
Epoch 141/500
113/113 [==============================] - 0s 877us/step - loss: 0.3952 - accuracy: 0.8371
Epoch 142/500
113/113 [==============================] - 0s 900us/step - loss: 0.3952 - accuracy: 0.8365
Epoch 143/500
113/113 [==============================] - 0s 849us/step - loss: 0.3951 - accuracy: 0.8376
Epoch 144/500
113/113 [==============================] - 0s 882us/step - loss: 0.3951 - accuracy: 0.8365
Epoch 145/500
113/113 [==============================] - 0s 842us/step - loss: 0.3952 - accuracy: 0.8374
Epoch 146/500
113/113 [==============================] - 0s 882us/step - loss: 0.3949 - accuracy: 0.8381
Epoch 147/500
113/113 [==============================] - 0s 983us/step - loss: 0.3951 - accuracy: 0.8379
Epoch 148/500
113/113 [==============================] - 0s 907us/step - loss: 0.3949 - accuracy: 0.8368
Epoch 149/500
113/113 [==============================] - 0s 838us/step - loss: 0.3949 - accuracy: 0.8367
Epoch 150/500
113/113 [==============================] - 0s 839us/step - loss: 0.3950 - accuracy: 0.8375
Epoch 151/500
113/113 [==============================] - 0s 885us/step - loss: 0.3948 - accuracy: 0.8371
Epoch 152/500
113/113 [==============================] - 0s 859us/step - loss: 0.3948 - accuracy: 0.8382
Epoch 153/500
113/113 [==============================] - 0s 867us/step - loss: 0.3947 - accuracy: 0.8375
Epoch 154/500
113/113 [==============================] - 0s 842us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 155/500
113/113 [==============================] - 0s 840us/step - loss: 0.3946 - accuracy: 0.8371
Epoch 156/500
113/113 [==============================] - 0s 957us/step - loss: 0.3948 - accuracy: 0.8383
Epoch 157/500
113/113 [==============================] - 0s 844us/step - loss: 0.3947 - accuracy: 0.8371
Epoch 158/500
113/113 [==============================] - 0s 897us/step - loss: 0.3946 - accuracy: 0.8379
Epoch 159/500
113/113 [==============================] - 0s 840us/step - loss: 0.3946 - accuracy: 0.8369
Epoch 160/500
113/113 [==============================] - 0s 846us/step - loss: 0.3944 - accuracy: 0.8381
Epoch 161/500
113/113 [==============================] - 0s 877us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 162/500
113/113 [==============================] - 0s 848us/step - loss: 0.3945 - accuracy: 0.8381
Epoch 163/500
113/113 [==============================] - 0s 882us/step - loss: 0.3944 - accuracy: 0.8371
Epoch 164/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3946 - accuracy: 0.8364
Epoch 165/500
113/113 [==============================] - 0s 841us/step - loss: 0.3946 - accuracy: 0.8382
Epoch 166/500
113/113 [==============================] - 0s 900us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 167/500
113/113 [==============================] - 0s 878us/step - loss: 0.3945 - accuracy: 0.8378
Epoch 168/500
113/113 [==============================] - 0s 884us/step - loss: 0.3945 - accuracy: 0.8360
Epoch 169/500
113/113 [==============================] - 0s 847us/step - loss: 0.3944 - accuracy: 0.8358
Epoch 170/500
113/113 [==============================] - 0s 847us/step - loss: 0.3945 - accuracy: 0.8364
Epoch 171/500
113/113 [==============================] - 0s 875us/step - loss: 0.3943 - accuracy: 0.8364
Epoch 172/500
113/113 [==============================] - 0s 864us/step - loss: 0.3945 - accuracy: 0.8349
Epoch 173/500
113/113 [==============================] - 0s 909us/step - loss: 0.3945 - accuracy: 0.8375
Epoch 174/500
113/113 [==============================] - 0s 838us/step - loss: 0.3943 - accuracy: 0.8381
Epoch 175/500
113/113 [==============================] - 0s 877us/step - loss: 0.3944 - accuracy: 0.8372
Epoch 176/500
113/113 [==============================] - 0s 903us/step - loss: 0.3944 - accuracy: 0.8368
Epoch 177/500
113/113 [==============================] - 0s 834us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 178/500
113/113 [==============================] - 0s 960us/step - loss: 0.3944 - accuracy: 0.8379
Epoch 179/500
113/113 [==============================] - 0s 861us/step - loss: 0.3943 - accuracy: 0.8372
Epoch 180/500
113/113 [==============================] - 0s 874us/step - loss: 0.3943 - accuracy: 0.8374
Epoch 181/500
113/113 [==============================] - 0s 853us/step - loss: 0.3943 - accuracy: 0.8360
Epoch 182/500
113/113 [==============================] - 0s 866us/step - loss: 0.3941 - accuracy: 0.8374
Epoch 183/500
113/113 [==============================] - 0s 899us/step - loss: 0.3940 - accuracy: 0.8378
Epoch 184/500
113/113 [==============================] - 0s 850us/step - loss: 0.3941 - accuracy: 0.8371
Epoch 185/500
113/113 [==============================] - 0s 872us/step - loss: 0.3941 - accuracy: 0.8368
Epoch 186/500
113/113 [==============================] - 0s 929us/step - loss: 0.3940 - accuracy: 0.8371
Epoch 187/500
113/113 [==============================] - 0s 849us/step - loss: 0.3941 - accuracy: 0.8375
Epoch 188/500
113/113 [==============================] - 0s 896us/step - loss: 0.3939 - accuracy: 0.8385
Epoch 189/500
113/113 [==============================] - 0s 839us/step - loss: 0.3939 - accuracy: 0.8368
Epoch 190/500
113/113 [==============================] - 0s 875us/step - loss: 0.3939 - accuracy: 0.8369
Epoch 191/500
113/113 [==============================] - 0s 893us/step - loss: 0.3939 - accuracy: 0.8365
Epoch 192/500
113/113 [==============================] - 0s 896us/step - loss: 0.3938 - accuracy: 0.8378
Epoch 193/500
113/113 [==============================] - 0s 878us/step - loss: 0.3935 - accuracy: 0.8379
Epoch 194/500
113/113 [==============================] - 0s 836us/step - loss: 0.3936 - accuracy: 0.8363
Epoch 195/500
113/113 [==============================] - 0s 968us/step - loss: 0.3936 - accuracy: 0.8365
Epoch 196/500
113/113 [==============================] - 0s 843us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 197/500
113/113 [==============================] - 0s 848us/step - loss: 0.3933 - accuracy: 0.8361
Epoch 198/500
113/113 [==============================] - 0s 915us/step - loss: 0.3934 - accuracy: 0.8363
Epoch 199/500
113/113 [==============================] - 0s 852us/step - loss: 0.3933 - accuracy: 0.8374
Epoch 200/500
113/113 [==============================] - 0s 871us/step - loss: 0.3932 - accuracy: 0.8381
Epoch 201/500
113/113 [==============================] - 0s 845us/step - loss: 0.3933 - accuracy: 0.8363
Epoch 202/500
113/113 [==============================] - 0s 848us/step - loss: 0.3931 - accuracy: 0.8363
Epoch 203/500
113/113 [==============================] - 0s 879us/step - loss: 0.3932 - accuracy: 0.8367
Epoch 204/500
113/113 [==============================] - 0s 845us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 205/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3930 - accuracy: 0.8353
Epoch 206/500
113/113 [==============================] - 0s 841us/step - loss: 0.3928 - accuracy: 0.8367
Epoch 207/500
113/113 [==============================] - 0s 864us/step - loss: 0.3929 - accuracy: 0.8376
Epoch 208/500
113/113 [==============================] - 0s 882us/step - loss: 0.3927 - accuracy: 0.8365
Epoch 209/500
113/113 [==============================] - 0s 841us/step - loss: 0.3926 - accuracy: 0.8364
Epoch 210/500
113/113 [==============================] - 0s 877us/step - loss: 0.3925 - accuracy: 0.8371
Epoch 211/500
113/113 [==============================] - 0s 858us/step - loss: 0.3926 - accuracy: 0.8365
Epoch 212/500
113/113 [==============================] - 0s 873us/step - loss: 0.3926 - accuracy: 0.8375
Epoch 213/500
113/113 [==============================] - 0s 874us/step - loss: 0.3924 - accuracy: 0.8367
Epoch 214/500
113/113 [==============================] - 0s 843us/step - loss: 0.3922 - accuracy: 0.8372
Epoch 215/500
113/113 [==============================] - 0s 896us/step - loss: 0.3923 - accuracy: 0.8383
Epoch 216/500
113/113 [==============================] - 0s 839us/step - loss: 0.3925 - accuracy: 0.8375
Epoch 217/500
113/113 [==============================] - 0s 871us/step - loss: 0.3922 - accuracy: 0.8379
Epoch 218/500
113/113 [==============================] - 0s 885us/step - loss: 0.3923 - accuracy: 0.8368
Epoch 219/500
113/113 [==============================] - 0s 847us/step - loss: 0.3925 - accuracy: 0.8369
Epoch 220/500
113/113 [==============================] - 0s 878us/step - loss: 0.3925 - accuracy: 0.8371
Epoch 221/500
113/113 [==============================] - 0s 848us/step - loss: 0.3923 - accuracy: 0.8361
Epoch 222/500
113/113 [==============================] - 0s 961us/step - loss: 0.3923 - accuracy: 0.8369
Epoch 223/500
113/113 [==============================] - 0s 871us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 224/500
113/113 [==============================] - 0s 912us/step - loss: 0.3923 - accuracy: 0.8365
Epoch 225/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3924 - accuracy: 0.8378
Epoch 226/500
113/113 [==============================] - 0s 962us/step - loss: 0.3923 - accuracy: 0.8371
Epoch 227/500
113/113 [==============================] - 0s 900us/step - loss: 0.3922 - accuracy: 0.8371
Epoch 228/500
113/113 [==============================] - 0s 846us/step - loss: 0.3923 - accuracy: 0.8374
Epoch 229/500
113/113 [==============================] - 0s 869us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 230/500
113/113 [==============================] - 0s 845us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 231/500
113/113 [==============================] - 0s 854us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 232/500
113/113 [==============================] - 0s 886us/step - loss: 0.3923 - accuracy: 0.8371
Epoch 233/500
113/113 [==============================] - 0s 857us/step - loss: 0.3923 - accuracy: 0.8367
Epoch 234/500
113/113 [==============================] - 0s 936us/step - loss: 0.3923 - accuracy: 0.8381
Epoch 235/500
113/113 [==============================] - 0s 869us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 236/500
113/113 [==============================] - 0s 841us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 237/500
113/113 [==============================] - 0s 956us/step - loss: 0.3923 - accuracy: 0.8360
Epoch 238/500
113/113 [==============================] - 0s 847us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 239/500
113/113 [==============================] - 0s 862us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 240/500
113/113 [==============================] - 0s 855us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 241/500
113/113 [==============================] - 0s 849us/step - loss: 0.3923 - accuracy: 0.8388
Epoch 242/500
113/113 [==============================] - 0s 884us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 243/500
113/113 [==============================] - 0s 854us/step - loss: 0.3923 - accuracy: 0.8378
Epoch 244/500
113/113 [==============================] - 0s 919us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 245/500
113/113 [==============================] - 0s 851us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 246/500
113/113 [==============================] - 0s 844us/step - loss: 0.3922 - accuracy: 0.8381
Epoch 247/500
113/113 [==============================] - 0s 861us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 248/500
113/113 [==============================] - 0s 840us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 249/500
113/113 [==============================] - 0s 861us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 250/500
113/113 [==============================] - 0s 848us/step - loss: 0.3923 - accuracy: 0.8365
Epoch 251/500
113/113 [==============================] - 0s 848us/step - loss: 0.3922 - accuracy: 0.8364
Epoch 252/500
113/113 [==============================] - 0s 877us/step - loss: 0.3922 - accuracy: 0.8378
Epoch 253/500
113/113 [==============================] - 0s 874us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 254/500
113/113 [==============================] - 0s 874us/step - loss: 0.3922 - accuracy: 0.8364
Epoch 255/500
113/113 [==============================] - 0s 921us/step - loss: 0.3922 - accuracy: 0.8382
Epoch 256/500
113/113 [==============================] - 0s 874us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 257/500
113/113 [==============================] - 0s 859us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 258/500
113/113 [==============================] - 0s 853us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 259/500
113/113 [==============================] - 0s 877us/step - loss: 0.3922 - accuracy: 0.8368
Epoch 260/500
113/113 [==============================] - 0s 841us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 261/500
113/113 [==============================] - 0s 880us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 262/500
113/113 [==============================] - 0s 854us/step - loss: 0.3921 - accuracy: 0.8381
Epoch 263/500
113/113 [==============================] - 0s 836us/step - loss: 0.3922 - accuracy: 0.8364
Epoch 264/500
113/113 [==============================] - 0s 992us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 265/500
113/113 [==============================] - 0s 854us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 266/500
113/113 [==============================] - 0s 865us/step - loss: 0.3922 - accuracy: 0.8386
Epoch 267/500
113/113 [==============================] - 0s 872us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 268/500
113/113 [==============================] - 0s 850us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 269/500
113/113 [==============================] - 0s 862us/step - loss: 0.3922 - accuracy: 0.8367
Epoch 270/500
113/113 [==============================] - 0s 851us/step - loss: 0.3922 - accuracy: 0.8374
Epoch 271/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8372
Epoch 272/500
113/113 [==============================] - 0s 870us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 273/500
113/113 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 274/500
113/113 [==============================] - 0s 928us/step - loss: 0.3922 - accuracy: 0.8375
Epoch 275/500
113/113 [==============================] - 0s 850us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 276/500
113/113 [==============================] - 0s 917us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 277/500
113/113 [==============================] - 0s 902us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 278/500
113/113 [==============================] - 0s 854us/step - loss: 0.3923 - accuracy: 0.8368
Epoch 279/500
113/113 [==============================] - 0s 903us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 280/500
113/113 [==============================] - 0s 843us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 281/500
113/113 [==============================] - 0s 887us/step - loss: 0.3922 - accuracy: 0.8376
Epoch 282/500
113/113 [==============================] - 0s 865us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 283/500
113/113 [==============================] - 0s 835us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 284/500
113/113 [==============================] - 0s 993us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 285/500
113/113 [==============================] - 0s 845us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 286/500
113/113 [==============================] - 0s 876us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 287/500
113/113 [==============================] - 0s 862us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 288/500
113/113 [==============================] - 0s 851us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 289/500
113/113 [==============================] - 0s 901us/step - loss: 0.3921 - accuracy: 0.8385
Epoch 290/500
113/113 [==============================] - 0s 838us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 291/500
113/113 [==============================] - 0s 893us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 292/500
113/113 [==============================] - 0s 862us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 293/500
113/113 [==============================] - 0s 943us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 294/500
113/113 [==============================] - 0s 874us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 295/500
113/113 [==============================] - 0s 855us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 296/500
113/113 [==============================] - 0s 884us/step - loss: 0.3918 - accuracy: 0.8360
Epoch 297/500
113/113 [==============================] - 0s 970us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 298/500
113/113 [==============================] - 0s 875us/step - loss: 0.3921 - accuracy: 0.8379
Epoch 299/500
113/113 [==============================] - 0s 839us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 300/500
113/113 [==============================] - 0s 851us/step - loss: 0.3920 - accuracy: 0.8385
Epoch 301/500
113/113 [==============================] - ETA: 0s - loss: 0.3828 - accuracy: 0.84 - 0s 880us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 302/500
113/113 [==============================] - 0s 872us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 303/500
113/113 [==============================] - 0s 966us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 304/500
113/113 [==============================] - 0s 851us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 305/500
113/113 [==============================] - 0s 849us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 306/500
113/113 [==============================] - 0s 864us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 307/500
113/113 [==============================] - 0s 854us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 308/500
113/113 [==============================] - 0s 884us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 309/500
113/113 [==============================] - 0s 862us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 310/500
113/113 [==============================] - 0s 845us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 311/500
113/113 [==============================] - 0s 883us/step - loss: 0.3921 - accuracy: 0.8383
Epoch 312/500
113/113 [==============================] - 0s 878us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 313/500
113/113 [==============================] - 0s 982us/step - loss: 0.3922 - accuracy: 0.8376
Epoch 314/500
113/113 [==============================] - 0s 849us/step - loss: 0.3920 - accuracy: 0.8357
Epoch 315/500
113/113 [==============================] - 0s 854us/step - loss: 0.3919 - accuracy: 0.8382
Epoch 316/500
113/113 [==============================] - 0s 885us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 317/500
113/113 [==============================] - 0s 883us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 318/500
113/113 [==============================] - 0s 871us/step - loss: 0.3921 - accuracy: 0.8364
Epoch 319/500
113/113 [==============================] - 0s 850us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 320/500
113/113 [==============================] - 0s 851us/step - loss: 0.3921 - accuracy: 0.8378
Epoch 321/500
113/113 [==============================] - 0s 868us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 322/500
113/113 [==============================] - 0s 866us/step - loss: 0.3922 - accuracy: 0.8365
Epoch 323/500
113/113 [==============================] - 0s 936us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 324/500
113/113 [==============================] - 0s 846us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 325/500
113/113 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 326/500
113/113 [==============================] - 0s 877us/step - loss: 0.3921 - accuracy: 0.8374
Epoch 327/500
113/113 [==============================] - 0s 865us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 328/500
113/113 [==============================] - 0s 890us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 329/500
113/113 [==============================] - 0s 841us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 330/500
113/113 [==============================] - 0s 858us/step - loss: 0.3921 - accuracy: 0.8363
Epoch 331/500
113/113 [==============================] - 0s 866us/step - loss: 0.3921 - accuracy: 0.8385
Epoch 332/500
113/113 [==============================] - 0s 865us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 333/500
113/113 [==============================] - 0s 976us/step - loss: 0.3921 - accuracy: 0.8354
Epoch 334/500
113/113 [==============================] - 0s 843us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 335/500
113/113 [==============================] - 0s 882us/step - loss: 0.3922 - accuracy: 0.8385
Epoch 336/500
113/113 [==============================] - 0s 859us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 337/500
113/113 [==============================] - 0s 863us/step - loss: 0.3922 - accuracy: 0.8364
Epoch 338/500
113/113 [==============================] - 0s 881us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 339/500
113/113 [==============================] - 0s 845us/step - loss: 0.3920 - accuracy: 0.8360
Epoch 340/500
113/113 [==============================] - 0s 846us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 341/500
113/113 [==============================] - 0s 858us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 342/500
113/113 [==============================] - 0s 871us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 343/500
113/113 [==============================] - 0s 972us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 344/500
113/113 [==============================] - 0s 844us/step - loss: 0.3920 - accuracy: 0.8381
Epoch 345/500
113/113 [==============================] - 0s 872us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 346/500
113/113 [==============================] - 0s 853us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 347/500
113/113 [==============================] - 0s 894us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 348/500
113/113 [==============================] - 0s 866us/step - loss: 0.3919 - accuracy: 0.8358
Epoch 349/500
113/113 [==============================] - 0s 844us/step - loss: 0.3921 - accuracy: 0.8382
Epoch 350/500
113/113 [==============================] - 0s 885us/step - loss: 0.3918 - accuracy: 0.8381
Epoch 351/500
113/113 [==============================] - 0s 880us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 352/500
113/113 [==============================] - 0s 863us/step - loss: 0.3922 - accuracy: 0.8378
Epoch 353/500
113/113 [==============================] - 0s 885us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 354/500
113/113 [==============================] - 0s 846us/step - loss: 0.3921 - accuracy: 0.8389
Epoch 355/500
113/113 [==============================] - 0s 927us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 356/500
113/113 [==============================] - 0s 988us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 357/500
113/113 [==============================] - 0s 850us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 358/500
113/113 [==============================] - 0s 877us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 359/500
113/113 [==============================] - 0s 848us/step - loss: 0.3921 - accuracy: 0.8372
Epoch 360/500
113/113 [==============================] - 0s 883us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 361/500
113/113 [==============================] - 0s 861us/step - loss: 0.3919 - accuracy: 0.8367
Epoch 362/500
113/113 [==============================] - 0s 869us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 363/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8388
Epoch 364/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8371
Epoch 365/500
113/113 [==============================] - 0s 945us/step - loss: 0.3920 - accuracy: 0.8358
Epoch 366/500
113/113 [==============================] - 0s 909us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 367/500
113/113 [==============================] - 0s 926us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 368/500
113/113 [==============================] - 0s 913us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 369/500
113/113 [==============================] - 0s 930us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 370/500
113/113 [==============================] - 0s 937us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 371/500
113/113 [==============================] - 0s 913us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 372/500
113/113 [==============================] - 0s 911us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 373/500
113/113 [==============================] - 0s 885us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 374/500
113/113 [==============================] - 0s 975us/step - loss: 0.3921 - accuracy: 0.8361
Epoch 375/500
113/113 [==============================] - 0s 871us/step - loss: 0.3918 - accuracy: 0.8364
Epoch 376/500
113/113 [==============================] - 0s 964us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 377/500
113/113 [==============================] - 0s 876us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 378/500
113/113 [==============================] - 0s 875us/step - loss: 0.3921 - accuracy: 0.8357
Epoch 379/500
113/113 [==============================] - 0s 929us/step - loss: 0.3920 - accuracy: 0.8374
Epoch 380/500
113/113 [==============================] - 0s 911us/step - loss: 0.3921 - accuracy: 0.8364
Epoch 381/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8371
Epoch 382/500
113/113 [==============================] - 0s 890us/step - loss: 0.3919 - accuracy: 0.8361
Epoch 383/500
113/113 [==============================] - 0s 941us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 384/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8372
Epoch 385/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3921 - accuracy: 0.8361
Epoch 386/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8365
Epoch 387/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8368
Epoch 388/500
113/113 [==============================] - 0s 861us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 389/500
113/113 [==============================] - 0s 956us/step - loss: 0.3921 - accuracy: 0.8354
Epoch 390/500
113/113 [==============================] - 0s 882us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 391/500
113/113 [==============================] - 0s 852us/step - loss: 0.3920 - accuracy: 0.8369
Epoch 392/500
113/113 [==============================] - 0s 900us/step - loss: 0.3920 - accuracy: 0.8382
Epoch 393/500
113/113 [==============================] - 0s 851us/step - loss: 0.3922 - accuracy: 0.8363
Epoch 394/500
113/113 [==============================] - 0s 878us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 395/500
113/113 [==============================] - 0s 887us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 396/500
113/113 [==============================] - 0s 848us/step - loss: 0.3920 - accuracy: 0.8363
Epoch 397/500
113/113 [==============================] - 0s 890us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 398/500
113/113 [==============================] - 0s 866us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 399/500
113/113 [==============================] - 0s 869us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 400/500
113/113 [==============================] - 0s 932us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 401/500
113/113 [==============================] - 0s 849us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 402/500
113/113 [==============================] - 0s 888us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 403/500
113/113 [==============================] - 0s 861us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 404/500
113/113 [==============================] - 0s 875us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 405/500
113/113 [==============================] - 0s 906us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 406/500
113/113 [==============================] - 0s 863us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 407/500
113/113 [==============================] - 0s 889us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 408/500
113/113 [==============================] - 0s 844us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 409/500
113/113 [==============================] - 0s 971us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 410/500
113/113 [==============================] - 0s 849us/step - loss: 0.3920 - accuracy: 0.8376
Epoch 411/500
113/113 [==============================] - 0s 855us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 412/500
113/113 [==============================] - 0s 884us/step - loss: 0.3918 - accuracy: 0.8360
Epoch 413/500
113/113 [==============================] - 0s 853us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 414/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8374
Epoch 415/500
113/113 [==============================] - 0s 3ms/step - loss: 0.3919 - accuracy: 0.8375
Epoch 416/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3920 - accuracy: 0.8357
Epoch 417/500
113/113 [==============================] - 0s 989us/step - loss: 0.3920 - accuracy: 0.8365
Epoch 418/500
113/113 [==============================] - 0s 850us/step - loss: 0.3920 - accuracy: 0.8358
Epoch 419/500
113/113 [==============================] - 0s 892us/step - loss: 0.3920 - accuracy: 0.8356
Epoch 420/500
113/113 [==============================] - 0s 884us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 421/500
113/113 [==============================] - 0s 905us/step - loss: 0.3921 - accuracy: 0.8368
Epoch 422/500
113/113 [==============================] - 0s 864us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 423/500
113/113 [==============================] - 0s 866us/step - loss: 0.3921 - accuracy: 0.8371
Epoch 424/500
113/113 [==============================] - 0s 888us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 425/500
113/113 [==============================] - 0s 858us/step - loss: 0.3918 - accuracy: 0.8378
Epoch 426/500
113/113 [==============================] - 0s 993us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 427/500
113/113 [==============================] - 0s 863us/step - loss: 0.3921 - accuracy: 0.8358
Epoch 428/500
113/113 [==============================] - 0s 887us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 429/500
113/113 [==============================] - 0s 875us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 430/500
113/113 [==============================] - 0s 850us/step - loss: 0.3920 - accuracy: 0.8363
Epoch 431/500
113/113 [==============================] - 0s 942us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 432/500
113/113 [==============================] - 0s 852us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 433/500
113/113 [==============================] - 0s 854us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 434/500
113/113 [==============================] - 0s 877us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 435/500
113/113 [==============================] - 0s 852us/step - loss: 0.3920 - accuracy: 0.8371
Epoch 436/500
113/113 [==============================] - 0s 973us/step - loss: 0.3920 - accuracy: 0.8378
Epoch 437/500
113/113 [==============================] - 0s 853us/step - loss: 0.3917 - accuracy: 0.8379
Epoch 438/500
113/113 [==============================] - 0s 853us/step - loss: 0.3921 - accuracy: 0.8367
Epoch 439/500
113/113 [==============================] - 0s 887us/step - loss: 0.3919 - accuracy: 0.8358
Epoch 440/500
113/113 [==============================] - 0s 857us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 441/500
113/113 [==============================] - 0s 911us/step - loss: 0.3921 - accuracy: 0.8369
Epoch 442/500
113/113 [==============================] - 0s 844us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 443/500
113/113 [==============================] - 0s 861us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 444/500
113/113 [==============================] - 0s 868us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 445/500
113/113 [==============================] - 0s 883us/step - loss: 0.3920 - accuracy: 0.8361
Epoch 446/500
113/113 [==============================] - 0s 914us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 447/500
113/113 [==============================] - 0s 845us/step - loss: 0.3921 - accuracy: 0.8365
Epoch 448/500
113/113 [==============================] - 0s 885us/step - loss: 0.3919 - accuracy: 0.8378
Epoch 449/500
113/113 [==============================] - 0s 856us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 450/500
113/113 [==============================] - 0s 903us/step - loss: 0.3920 - accuracy: 0.8357
Epoch 451/500
113/113 [==============================] - 0s 897us/step - loss: 0.3918 - accuracy: 0.8364
Epoch 452/500
113/113 [==============================] - ETA: 0s - loss: 0.3929 - accuracy: 0.83 - 0s 842us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 453/500
113/113 [==============================] - 0s 899us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 454/500
113/113 [==============================] - 0s 846us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 455/500
113/113 [==============================] - 0s 843us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 456/500
113/113 [==============================] - 0s 969us/step - loss: 0.3920 - accuracy: 0.8379
Epoch 457/500
113/113 [==============================] - 0s 842us/step - loss: 0.3920 - accuracy: 0.8367
Epoch 458/500
113/113 [==============================] - 0s 889us/step - loss: 0.3918 - accuracy: 0.8374
Epoch 459/500
113/113 [==============================] - 0s 867us/step - loss: 0.3919 - accuracy: 0.8365
Epoch 460/500
113/113 [==============================] - 0s 846us/step - loss: 0.3919 - accuracy: 0.8385
Epoch 461/500
113/113 [==============================] - 0s 907us/step - loss: 0.3919 - accuracy: 0.8363
Epoch 462/500
113/113 [==============================] - ETA: 0s - loss: 0.3915 - accuracy: 0.83 - 0s 849us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 463/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3919 - accuracy: 0.8363
Epoch 464/500
113/113 [==============================] - 0s 850us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 465/500
113/113 [==============================] - 0s 938us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 466/500
113/113 [==============================] - 0s 856us/step - loss: 0.3918 - accuracy: 0.8364
Epoch 467/500
113/113 [==============================] - 0s 886us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 468/500
113/113 [==============================] - 0s 911us/step - loss: 0.3919 - accuracy: 0.8368
Epoch 469/500
113/113 [==============================] - 0s 848us/step - loss: 0.3921 - accuracy: 0.8376
Epoch 470/500
113/113 [==============================] - 0s 879us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 471/500
113/113 [==============================] - 0s 874us/step - loss: 0.3921 - accuracy: 0.8375
Epoch 472/500
113/113 [==============================] - 0s 844us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 473/500
113/113 [==============================] - 0s 889us/step - loss: 0.3918 - accuracy: 0.8369
Epoch 474/500
113/113 [==============================] - 0s 857us/step - loss: 0.3920 - accuracy: 0.8375
Epoch 475/500
113/113 [==============================] - 0s 933us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 476/500
113/113 [==============================] - 0s 902us/step - loss: 0.3920 - accuracy: 0.8364
Epoch 477/500
113/113 [==============================] - 0s 853us/step - loss: 0.3919 - accuracy: 0.8379
Epoch 478/500
113/113 [==============================] - 0s 880us/step - loss: 0.3920 - accuracy: 0.8360
Epoch 479/500
113/113 [==============================] - 0s 858us/step - loss: 0.3919 - accuracy: 0.8361
Epoch 480/500
113/113 [==============================] - 0s 885us/step - loss: 0.3919 - accuracy: 0.8356
Epoch 481/500
113/113 [==============================] - 0s 883us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 482/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3918 - accuracy: 0.8374
Epoch 483/500
113/113 [==============================] - 0s 850us/step - loss: 0.3916 - accuracy: 0.8372
Epoch 484/500
113/113 [==============================] - 0s 877us/step - loss: 0.3919 - accuracy: 0.8367
Epoch 485/500
113/113 [==============================] - 0s 940us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 486/500
113/113 [==============================] - 0s 873us/step - loss: 0.3919 - accuracy: 0.8376
Epoch 487/500
113/113 [==============================] - 0s 894us/step - loss: 0.3920 - accuracy: 0.8372
Epoch 488/500
113/113 [==============================] - 0s 845us/step - loss: 0.3919 - accuracy: 0.8371
Epoch 489/500
113/113 [==============================] - 0s 850us/step - loss: 0.3919 - accuracy: 0.8357
Epoch 490/500
113/113 [==============================] - 0s 889us/step - loss: 0.3920 - accuracy: 0.8368
Epoch 491/500
113/113 [==============================] - 0s 847us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 492/500
113/113 [==============================] - 0s 927us/step - loss: 0.3920 - accuracy: 0.8383
Epoch 493/500
113/113 [==============================] - 0s 878us/step - loss: 0.3919 - accuracy: 0.8369
Epoch 494/500
113/113 [==============================] - 0s 878us/step - loss: 0.3918 - accuracy: 0.8379
Epoch 495/500
113/113 [==============================] - 0s 886us/step - loss: 0.3919 - accuracy: 0.8375
Epoch 496/500
113/113 [==============================] - 0s 848us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 497/500
113/113 [==============================] - 0s 900us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 498/500
113/113 [==============================] - 0s 848us/step - loss: 0.3919 - accuracy: 0.8374
Epoch 499/500
113/113 [==============================] - 0s 840us/step - loss: 0.3919 - accuracy: 0.8372
Epoch 500/500
113/113 [==============================] - 0s 857us/step - loss: 0.3918 - accuracy: 0.8367
Epoch 1/500
113/113 [==============================] - 0s 1000us/step - loss: 0.6610 - accuracy: 0.7942
Epoch 2/500
113/113 [==============================] - 0s 969us/step - loss: 0.5568 - accuracy: 0.7964
Epoch 3/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4659 - accuracy: 0.7964
Epoch 4/500
113/113 [==============================] - 0s 985us/step - loss: 0.4447 - accuracy: 0.7964
Epoch 5/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7964
Epoch 6/500
113/113 [==============================] - 0s 993us/step - loss: 0.4355 - accuracy: 0.7964
Epoch 7/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4337 - accuracy: 0.7964
Epoch 8/500
113/113 [==============================] - 0s 999us/step - loss: 0.4322 - accuracy: 0.7964
Epoch 9/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4310 - accuracy: 0.7964
Epoch 10/500
113/113 [==============================] - 0s 917us/step - loss: 0.4298 - accuracy: 0.7964
Epoch 11/500
113/113 [==============================] - 0s 987us/step - loss: 0.4288 - accuracy: 0.7964
Epoch 12/500
113/113 [==============================] - 0s 951us/step - loss: 0.4276 - accuracy: 0.7964
Epoch 13/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4264 - accuracy: 0.7964
Epoch 14/500
113/113 [==============================] - 0s 946us/step - loss: 0.4251 - accuracy: 0.7964
Epoch 15/500
113/113 [==============================] - 0s 936us/step - loss: 0.4238 - accuracy: 0.8075
Epoch 16/500
113/113 [==============================] - 0s 966us/step - loss: 0.4223 - accuracy: 0.8154
Epoch 17/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4212 - accuracy: 0.8178
Epoch 18/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4200 - accuracy: 0.8214
Epoch 19/500
113/113 [==============================] - 0s 921us/step - loss: 0.4191 - accuracy: 0.8225
Epoch 20/500
113/113 [==============================] - 0s 956us/step - loss: 0.4182 - accuracy: 0.8274
Epoch 21/500
113/113 [==============================] - 0s 937us/step - loss: 0.4173 - accuracy: 0.8278
Epoch 22/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4165 - accuracy: 0.8263
Epoch 23/500
113/113 [==============================] - 0s 906us/step - loss: 0.4157 - accuracy: 0.8283
Epoch 24/500
113/113 [==============================] - 0s 949us/step - loss: 0.4152 - accuracy: 0.8290
Epoch 25/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4146 - accuracy: 0.8292
Epoch 26/500
113/113 [==============================] - 0s 867us/step - loss: 0.4138 - accuracy: 0.8308
Epoch 27/500
113/113 [==============================] - 0s 896us/step - loss: 0.4134 - accuracy: 0.8306
Epoch 28/500
113/113 [==============================] - 0s 867us/step - loss: 0.4128 - accuracy: 0.8318
Epoch 29/500
113/113 [==============================] - 0s 907us/step - loss: 0.4125 - accuracy: 0.8321
Epoch 30/500
113/113 [==============================] - 0s 885us/step - loss: 0.4119 - accuracy: 0.8331
Epoch 31/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4108 - accuracy: 0.8343
Epoch 32/500
113/113 [==============================] - 0s 850us/step - loss: 0.4112 - accuracy: 0.8326
Epoch 33/500
113/113 [==============================] - 0s 883us/step - loss: 0.4106 - accuracy: 0.8335
Epoch 34/500
113/113 [==============================] - 0s 999us/step - loss: 0.4102 - accuracy: 0.8340
Epoch 35/500
113/113 [==============================] - 0s 866us/step - loss: 0.4097 - accuracy: 0.8340
Epoch 36/500
113/113 [==============================] - 0s 914us/step - loss: 0.4091 - accuracy: 0.8346
Epoch 37/500
113/113 [==============================] - 0s 864us/step - loss: 0.4090 - accuracy: 0.8349
Epoch 38/500
113/113 [==============================] - 0s 882us/step - loss: 0.4086 - accuracy: 0.8343
Epoch 39/500
113/113 [==============================] - 0s 850us/step - loss: 0.4082 - accuracy: 0.8346
Epoch 40/500
113/113 [==============================] - 0s 870us/step - loss: 0.4078 - accuracy: 0.8354
Epoch 41/500
113/113 [==============================] - 0s 919us/step - loss: 0.4073 - accuracy: 0.8331
Epoch 42/500
113/113 [==============================] - 0s 851us/step - loss: 0.4071 - accuracy: 0.8364
Epoch 43/500
113/113 [==============================] - 0s 909us/step - loss: 0.4069 - accuracy: 0.8365
Epoch 44/500
113/113 [==============================] - 0s 889us/step - loss: 0.4065 - accuracy: 0.8350
Epoch 45/500
113/113 [==============================] - 0s 877us/step - loss: 0.4064 - accuracy: 0.8353
Epoch 46/500
113/113 [==============================] - 0s 907us/step - loss: 0.4060 - accuracy: 0.8364
Epoch 47/500
113/113 [==============================] - 0s 872us/step - loss: 0.4057 - accuracy: 0.8361
Epoch 48/500
113/113 [==============================] - 0s 888us/step - loss: 0.4055 - accuracy: 0.8358
Epoch 49/500
113/113 [==============================] - 0s 858us/step - loss: 0.4051 - accuracy: 0.8356
Epoch 50/500
113/113 [==============================] - 0s 841us/step - loss: 0.4050 - accuracy: 0.8367
Epoch 51/500
113/113 [==============================] - 0s 912us/step - loss: 0.4048 - accuracy: 0.8354
Epoch 52/500
113/113 [==============================] - 0s 841us/step - loss: 0.4046 - accuracy: 0.8354
Epoch 53/500
113/113 [==============================] - 0s 965us/step - loss: 0.4045 - accuracy: 0.8361
Epoch 54/500
113/113 [==============================] - 0s 917us/step - loss: 0.4043 - accuracy: 0.8357
Epoch 55/500
113/113 [==============================] - 0s 852us/step - loss: 0.4041 - accuracy: 0.8356
Epoch 56/500
113/113 [==============================] - 0s 946us/step - loss: 0.4039 - accuracy: 0.8358
Epoch 57/500
113/113 [==============================] - 0s 871us/step - loss: 0.4039 - accuracy: 0.8350
Epoch 58/500
113/113 [==============================] - 0s 877us/step - loss: 0.4037 - accuracy: 0.8354
Epoch 59/500
113/113 [==============================] - 0s 851us/step - loss: 0.4036 - accuracy: 0.8358
Epoch 60/500
113/113 [==============================] - 0s 874us/step - loss: 0.4032 - accuracy: 0.8360
Epoch 61/500
113/113 [==============================] - 0s 869us/step - loss: 0.4033 - accuracy: 0.8357
Epoch 62/500
113/113 [==============================] - 0s 849us/step - loss: 0.4032 - accuracy: 0.8371
Epoch 63/500
113/113 [==============================] - 0s 968us/step - loss: 0.4031 - accuracy: 0.8356
Epoch 64/500
113/113 [==============================] - 0s 856us/step - loss: 0.4028 - accuracy: 0.8349
Epoch 65/500
113/113 [==============================] - 0s 874us/step - loss: 0.4027 - accuracy: 0.8356
Epoch 66/500
113/113 [==============================] - 0s 884us/step - loss: 0.4027 - accuracy: 0.8361
Epoch 67/500
113/113 [==============================] - 0s 866us/step - loss: 0.4025 - accuracy: 0.8358
Epoch 68/500
113/113 [==============================] - 0s 899us/step - loss: 0.4023 - accuracy: 0.8365
Epoch 69/500
113/113 [==============================] - 0s 843us/step - loss: 0.4022 - accuracy: 0.8364
Epoch 70/500
113/113 [==============================] - 0s 882us/step - loss: 0.4020 - accuracy: 0.83560s - loss: 0.4123 - accuracy: 0.83
Epoch 71/500
113/113 [==============================] - 0s 852us/step - loss: 0.4018 - accuracy: 0.8349
Epoch 72/500
113/113 [==============================] - 0s 848us/step - loss: 0.4018 - accuracy: 0.8356
Epoch 73/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4016 - accuracy: 0.8361
Epoch 74/500
113/113 [==============================] - 0s 843us/step - loss: 0.4017 - accuracy: 0.8363
Epoch 75/500
113/113 [==============================] - 0s 884us/step - loss: 0.4014 - accuracy: 0.8351
Epoch 76/500
113/113 [==============================] - 0s 867us/step - loss: 0.4014 - accuracy: 0.8358
Epoch 77/500
113/113 [==============================] - 0s 973us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 78/500
113/113 [==============================] - 0s 889us/step - loss: 0.4012 - accuracy: 0.8356
Epoch 79/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4012 - accuracy: 0.8360
Epoch 80/500
113/113 [==============================] - 0s 910us/step - loss: 0.4009 - accuracy: 0.8371
Epoch 81/500
113/113 [==============================] - 0s 846us/step - loss: 0.4006 - accuracy: 0.8364
Epoch 82/500
113/113 [==============================] - 0s 886us/step - loss: 0.4008 - accuracy: 0.8353
Epoch 83/500
113/113 [==============================] - 0s 890us/step - loss: 0.4007 - accuracy: 0.8357
Epoch 84/500
113/113 [==============================] - 0s 844us/step - loss: 0.4005 - accuracy: 0.8356
Epoch 85/500
113/113 [==============================] - 0s 934us/step - loss: 0.4005 - accuracy: 0.8365
Epoch 86/500
113/113 [==============================] - 0s 853us/step - loss: 0.4003 - accuracy: 0.8354
Epoch 87/500
113/113 [==============================] - 0s 877us/step - loss: 0.4002 - accuracy: 0.8360
Epoch 88/500
113/113 [==============================] - 0s 851us/step - loss: 0.4000 - accuracy: 0.8351
Epoch 89/500
113/113 [==============================] - 0s 877us/step - loss: 0.4001 - accuracy: 0.8357
Epoch 90/500
113/113 [==============================] - 0s 884us/step - loss: 0.3999 - accuracy: 0.8356
Epoch 91/500
113/113 [==============================] - ETA: 0s - loss: 0.3978 - accuracy: 0.83 - 0s 848us/step - loss: 0.3998 - accuracy: 0.8360
Epoch 92/500
113/113 [==============================] - 0s 994us/step - loss: 0.3996 - accuracy: 0.8349
Epoch 93/500
113/113 [==============================] - 0s 856us/step - loss: 0.3997 - accuracy: 0.8361
Epoch 94/500
113/113 [==============================] - 0s 882us/step - loss: 0.3995 - accuracy: 0.8363
Epoch 95/500
113/113 [==============================] - 0s 917us/step - loss: 0.3995 - accuracy: 0.8361
Epoch 96/500
113/113 [==============================] - 0s 854us/step - loss: 0.3995 - accuracy: 0.8358
Epoch 97/500
113/113 [==============================] - 0s 915us/step - loss: 0.3993 - accuracy: 0.8360
Epoch 98/500
113/113 [==============================] - 0s 849us/step - loss: 0.3992 - accuracy: 0.8357
Epoch 99/500
113/113 [==============================] - 0s 888us/step - loss: 0.3992 - accuracy: 0.8360
Epoch 100/500
113/113 [==============================] - 0s 881us/step - loss: 0.3990 - accuracy: 0.8363
Epoch 101/500
113/113 [==============================] - 0s 845us/step - loss: 0.3990 - accuracy: 0.8363
Epoch 102/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8358
Epoch 103/500
113/113 [==============================] - 0s 860us/step - loss: 0.3989 - accuracy: 0.8356
Epoch 104/500
113/113 [==============================] - 0s 876us/step - loss: 0.3987 - accuracy: 0.8358
Epoch 105/500
113/113 [==============================] - 0s 887us/step - loss: 0.3987 - accuracy: 0.8363
Epoch 106/500
113/113 [==============================] - 0s 884us/step - loss: 0.3986 - accuracy: 0.8354
Epoch 107/500
113/113 [==============================] - 0s 849us/step - loss: 0.3985 - accuracy: 0.8361
Epoch 108/500
113/113 [==============================] - 0s 854us/step - loss: 0.3986 - accuracy: 0.8363
Epoch 109/500
113/113 [==============================] - 0s 879us/step - loss: 0.3984 - accuracy: 0.8369
Epoch 110/500
113/113 [==============================] - 0s 867us/step - loss: 0.3984 - accuracy: 0.8357
Epoch 111/500
113/113 [==============================] - 0s 887us/step - loss: 0.3985 - accuracy: 0.8360
Epoch 112/500
113/113 [==============================] - 0s 939us/step - loss: 0.3983 - accuracy: 0.8368
Epoch 113/500
113/113 [==============================] - 0s 849us/step - loss: 0.3985 - accuracy: 0.8364
Epoch 114/500
113/113 [==============================] - 0s 930us/step - loss: 0.3983 - accuracy: 0.8361
Epoch 115/500
113/113 [==============================] - 0s 865us/step - loss: 0.3982 - accuracy: 0.8361
Epoch 116/500
113/113 [==============================] - 0s 886us/step - loss: 0.3983 - accuracy: 0.8369
Epoch 117/500
113/113 [==============================] - 0s 849us/step - loss: 0.3980 - accuracy: 0.8369
Epoch 118/500
113/113 [==============================] - 0s 851us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 119/500
113/113 [==============================] - 0s 871us/step - loss: 0.3983 - accuracy: 0.8372
Epoch 120/500
113/113 [==============================] - 0s 864us/step - loss: 0.3979 - accuracy: 0.8367
Epoch 121/500
113/113 [==============================] - 0s 897us/step - loss: 0.3979 - accuracy: 0.8360
Epoch 122/500
113/113 [==============================] - 0s 876us/step - loss: 0.3978 - accuracy: 0.8361
Epoch 123/500
113/113 [==============================] - 0s 848us/step - loss: 0.3981 - accuracy: 0.8360
Epoch 124/500
113/113 [==============================] - 0s 886us/step - loss: 0.3979 - accuracy: 0.8358
Epoch 125/500
113/113 [==============================] - 0s 882us/step - loss: 0.3977 - accuracy: 0.8367
Epoch 126/500
113/113 [==============================] - 0s 874us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 127/500
113/113 [==============================] - 0s 846us/step - loss: 0.3979 - accuracy: 0.8361
Epoch 128/500
113/113 [==============================] - 0s 859us/step - loss: 0.3980 - accuracy: 0.8363
Epoch 129/500
113/113 [==============================] - 0s 872us/step - loss: 0.3978 - accuracy: 0.8357
Epoch 130/500
113/113 [==============================] - 0s 864us/step - loss: 0.3977 - accuracy: 0.8364
Epoch 131/500
113/113 [==============================] - 0s 901us/step - loss: 0.3977 - accuracy: 0.8350
Epoch 132/500
113/113 [==============================] - 0s 982us/step - loss: 0.3979 - accuracy: 0.8363
Epoch 133/500
113/113 [==============================] - 0s 851us/step - loss: 0.3977 - accuracy: 0.8365
Epoch 134/500
113/113 [==============================] - 0s 904us/step - loss: 0.3972 - accuracy: 0.8357
Epoch 135/500
113/113 [==============================] - 0s 866us/step - loss: 0.3977 - accuracy: 0.8374
Epoch 136/500
113/113 [==============================] - 0s 884us/step - loss: 0.3977 - accuracy: 0.8361
Epoch 137/500
113/113 [==============================] - 0s 840us/step - loss: 0.3977 - accuracy: 0.8358
Epoch 138/500
113/113 [==============================] - 0s 919us/step - loss: 0.3974 - accuracy: 0.8360
Epoch 139/500
113/113 [==============================] - 0s 847us/step - loss: 0.3976 - accuracy: 0.8358
Epoch 140/500
113/113 [==============================] - 0s 861us/step - loss: 0.3975 - accuracy: 0.8364
Epoch 141/500
113/113 [==============================] - 0s 989us/step - loss: 0.3976 - accuracy: 0.8354
Epoch 142/500
113/113 [==============================] - 0s 874us/step - loss: 0.3974 - accuracy: 0.8349
Epoch 143/500
113/113 [==============================] - 0s 871us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 144/500
113/113 [==============================] - 0s 848us/step - loss: 0.3974 - accuracy: 0.8338
Epoch 145/500
113/113 [==============================] - 0s 867us/step - loss: 0.3972 - accuracy: 0.8357
Epoch 146/500
113/113 [==============================] - 0s 882us/step - loss: 0.3977 - accuracy: 0.8347
Epoch 147/500
113/113 [==============================] - 0s 852us/step - loss: 0.3978 - accuracy: 0.8350
Epoch 148/500
113/113 [==============================] - 0s 964us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 149/500
113/113 [==============================] - 0s 847us/step - loss: 0.3974 - accuracy: 0.8350
Epoch 150/500
113/113 [==============================] - 0s 859us/step - loss: 0.3976 - accuracy: 0.8364
Epoch 151/500
113/113 [==============================] - 0s 875us/step - loss: 0.3975 - accuracy: 0.8364
Epoch 152/500
113/113 [==============================] - 0s 863us/step - loss: 0.3976 - accuracy: 0.8361
Epoch 153/500
113/113 [==============================] - 0s 879us/step - loss: 0.3975 - accuracy: 0.8356
Epoch 154/500
113/113 [==============================] - 0s 902us/step - loss: 0.3972 - accuracy: 0.8368
Epoch 155/500
113/113 [==============================] - 0s 867us/step - loss: 0.3972 - accuracy: 0.8343
Epoch 156/500
113/113 [==============================] - 0s 870us/step - loss: 0.3974 - accuracy: 0.8368
Epoch 157/500
113/113 [==============================] - 0s 844us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 158/500
113/113 [==============================] - 0s 896us/step - loss: 0.3975 - accuracy: 0.8363
Epoch 159/500
113/113 [==============================] - 0s 845us/step - loss: 0.3973 - accuracy: 0.8360
Epoch 160/500
113/113 [==============================] - 0s 870us/step - loss: 0.3975 - accuracy: 0.8357
Epoch 161/500
113/113 [==============================] - 0s 885us/step - loss: 0.3973 - accuracy: 0.8353
Epoch 162/500
113/113 [==============================] - 0s 853us/step - loss: 0.3973 - accuracy: 0.8357
Epoch 163/500
113/113 [==============================] - 0s 976us/step - loss: 0.3971 - accuracy: 0.8350
Epoch 164/500
113/113 [==============================] - 0s 851us/step - loss: 0.3972 - accuracy: 0.8357
Epoch 165/500
113/113 [==============================] - 0s 901us/step - loss: 0.3974 - accuracy: 0.8354
Epoch 166/500
113/113 [==============================] - 0s 849us/step - loss: 0.3974 - accuracy: 0.8353
Epoch 167/500
113/113 [==============================] - 0s 850us/step - loss: 0.3974 - accuracy: 0.8357
Epoch 168/500
113/113 [==============================] - 0s 886us/step - loss: 0.3972 - accuracy: 0.8351
Epoch 169/500
113/113 [==============================] - 0s 852us/step - loss: 0.3972 - accuracy: 0.8358
Epoch 170/500
113/113 [==============================] - 0s 981us/step - loss: 0.3974 - accuracy: 0.8364
Epoch 171/500
113/113 [==============================] - 0s 847us/step - loss: 0.3972 - accuracy: 0.8351
Epoch 172/500
113/113 [==============================] - 0s 842us/step - loss: 0.3973 - accuracy: 0.8368
Epoch 173/500
113/113 [==============================] - 0s 871us/step - loss: 0.3970 - accuracy: 0.8361
Epoch 174/500
113/113 [==============================] - 0s 877us/step - loss: 0.3974 - accuracy: 0.8349
Epoch 175/500
113/113 [==============================] - 0s 877us/step - loss: 0.3972 - accuracy: 0.8382
Epoch 176/500
113/113 [==============================] - 0s 853us/step - loss: 0.3972 - accuracy: 0.8353
Epoch 177/500
113/113 [==============================] - 0s 849us/step - loss: 0.3973 - accuracy: 0.8367
Epoch 178/500
113/113 [==============================] - 0s 874us/step - loss: 0.3971 - accuracy: 0.8358
Epoch 179/500
113/113 [==============================] - 0s 853us/step - loss: 0.3971 - accuracy: 0.8368
Epoch 180/500
113/113 [==============================] - 0s 928us/step - loss: 0.3972 - accuracy: 0.8350
Epoch 181/500
113/113 [==============================] - 0s 991us/step - loss: 0.3972 - accuracy: 0.8361
Epoch 182/500
113/113 [==============================] - 0s 930us/step - loss: 0.3970 - accuracy: 0.8349
Epoch 183/500
113/113 [==============================] - 0s 964us/step - loss: 0.3971 - accuracy: 0.8351
Epoch 184/500
113/113 [==============================] - 0s 955us/step - loss: 0.3973 - accuracy: 0.8354
Epoch 185/500
113/113 [==============================] - 0s 952us/step - loss: 0.3972 - accuracy: 0.8349
Epoch 186/500
113/113 [==============================] - 0s 931us/step - loss: 0.3970 - accuracy: 0.8363
Epoch 187/500
113/113 [==============================] - 0s 972us/step - loss: 0.3972 - accuracy: 0.8361
Epoch 188/500
113/113 [==============================] - 0s 949us/step - loss: 0.3972 - accuracy: 0.8360
Epoch 189/500
113/113 [==============================] - 0s 992us/step - loss: 0.3972 - accuracy: 0.8353
Epoch 190/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3971 - accuracy: 0.8356
Epoch 191/500
113/113 [==============================] - 0s 972us/step - loss: 0.3972 - accuracy: 0.8349
Epoch 192/500
113/113 [==============================] - 0s 942us/step - loss: 0.3971 - accuracy: 0.8360
Epoch 193/500
113/113 [==============================] - 0s 853us/step - loss: 0.3971 - accuracy: 0.8365
Epoch 194/500
113/113 [==============================] - 0s 881us/step - loss: 0.3970 - accuracy: 0.8368
Epoch 195/500
113/113 [==============================] - 0s 857us/step - loss: 0.3970 - accuracy: 0.8354
Epoch 196/500
113/113 [==============================] - 0s 889us/step - loss: 0.3971 - accuracy: 0.8344
Epoch 197/500
113/113 [==============================] - 0s 921us/step - loss: 0.3969 - accuracy: 0.8356
Epoch 198/500
113/113 [==============================] - 0s 858us/step - loss: 0.3970 - accuracy: 0.8344
Epoch 199/500
113/113 [==============================] - 0s 927us/step - loss: 0.3968 - accuracy: 0.8351
Epoch 200/500
113/113 [==============================] - 0s 853us/step - loss: 0.3970 - accuracy: 0.8358
Epoch 201/500
113/113 [==============================] - 0s 875us/step - loss: 0.3970 - accuracy: 0.8365
Epoch 202/500
113/113 [==============================] - 0s 868us/step - loss: 0.3971 - accuracy: 0.8358
Epoch 203/500
113/113 [==============================] - 0s 872us/step - loss: 0.3970 - accuracy: 0.8361
Epoch 204/500
113/113 [==============================] - 0s 898us/step - loss: 0.3970 - accuracy: 0.8363
Epoch 205/500
113/113 [==============================] - 0s 844us/step - loss: 0.3968 - accuracy: 0.8353
Epoch 206/500
113/113 [==============================] - 0s 874us/step - loss: 0.3972 - accuracy: 0.8374
Epoch 207/500
113/113 [==============================] - 0s 860us/step - loss: 0.3971 - accuracy: 0.8353
Epoch 208/500
113/113 [==============================] - 0s 878us/step - loss: 0.3967 - accuracy: 0.8364
Epoch 209/500
113/113 [==============================] - 0s 964us/step - loss: 0.3969 - accuracy: 0.8360
Epoch 210/500
113/113 [==============================] - 0s 858us/step - loss: 0.3967 - accuracy: 0.8369
Epoch 211/500
113/113 [==============================] - 0s 928us/step - loss: 0.3970 - accuracy: 0.8367
Epoch 212/500
113/113 [==============================] - 0s 852us/step - loss: 0.3970 - accuracy: 0.8364
Epoch 213/500
113/113 [==============================] - 0s 874us/step - loss: 0.3968 - accuracy: 0.8357
Epoch 214/500
113/113 [==============================] - 0s 857us/step - loss: 0.3967 - accuracy: 0.8363
Epoch 215/500
113/113 [==============================] - 0s 853us/step - loss: 0.3970 - accuracy: 0.8350
Epoch 216/500
113/113 [==============================] - 0s 879us/step - loss: 0.3967 - accuracy: 0.8363
Epoch 217/500
113/113 [==============================] - 0s 864us/step - loss: 0.3968 - accuracy: 0.8351
Epoch 218/500
113/113 [==============================] - 0s 910us/step - loss: 0.3967 - accuracy: 0.8356
Epoch 219/500
113/113 [==============================] - 0s 954us/step - loss: 0.3968 - accuracy: 0.8353
Epoch 220/500
113/113 [==============================] - 0s 862us/step - loss: 0.3969 - accuracy: 0.8353
Epoch 221/500
113/113 [==============================] - 0s 867us/step - loss: 0.3968 - accuracy: 0.8360
Epoch 222/500
113/113 [==============================] - 0s 857us/step - loss: 0.3967 - accuracy: 0.8354
Epoch 223/500
113/113 [==============================] - 0s 929us/step - loss: 0.3966 - accuracy: 0.8364
Epoch 224/500
113/113 [==============================] - 0s 842us/step - loss: 0.3967 - accuracy: 0.8354
Epoch 225/500
113/113 [==============================] - 0s 836us/step - loss: 0.3969 - accuracy: 0.8363
Epoch 226/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3963 - accuracy: 0.8363
Epoch 227/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8356
Epoch 228/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3969 - accuracy: 0.8350
Epoch 229/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8358
Epoch 230/500
113/113 [==============================] - 0s 844us/step - loss: 0.3967 - accuracy: 0.8363
Epoch 231/500
113/113 [==============================] - 0s 931us/step - loss: 0.3965 - accuracy: 0.8357
Epoch 232/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3968 - accuracy: 0.8358
Epoch 233/500
113/113 [==============================] - 0s 844us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 234/500
113/113 [==============================] - 0s 875us/step - loss: 0.3967 - accuracy: 0.8357
Epoch 235/500
113/113 [==============================] - 0s 851us/step - loss: 0.3965 - accuracy: 0.8369
Epoch 236/500
113/113 [==============================] - 0s 897us/step - loss: 0.3967 - accuracy: 0.8353
Epoch 237/500
113/113 [==============================] - 0s 928us/step - loss: 0.3966 - accuracy: 0.8346
Epoch 238/500
113/113 [==============================] - 0s 844us/step - loss: 0.3964 - accuracy: 0.8351
Epoch 239/500
113/113 [==============================] - 0s 886us/step - loss: 0.3967 - accuracy: 0.8350
Epoch 240/500
113/113 [==============================] - 0s 854us/step - loss: 0.3967 - accuracy: 0.8350
Epoch 241/500
113/113 [==============================] - 0s 861us/step - loss: 0.3967 - accuracy: 0.8358
Epoch 242/500
113/113 [==============================] - 0s 875us/step - loss: 0.3967 - accuracy: 0.8344
Epoch 243/500
113/113 [==============================] - 0s 899us/step - loss: 0.3964 - accuracy: 0.8336
Epoch 244/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8357
Epoch 245/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3968 - accuracy: 0.8356
Epoch 246/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8354
Epoch 247/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3967 - accuracy: 0.8360
Epoch 248/500
113/113 [==============================] - 0s 860us/step - loss: 0.3966 - accuracy: 0.8346
Epoch 249/500
113/113 [==============================] - 0s 857us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 250/500
113/113 [==============================] - 0s 891us/step - loss: 0.3965 - accuracy: 0.8364
Epoch 251/500
113/113 [==============================] - 0s 847us/step - loss: 0.3965 - accuracy: 0.8360
Epoch 252/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3965 - accuracy: 0.8365
Epoch 253/500
113/113 [==============================] - 0s 885us/step - loss: 0.3965 - accuracy: 0.8368
Epoch 254/500
113/113 [==============================] - 0s 962us/step - loss: 0.3966 - accuracy: 0.8356
Epoch 255/500
113/113 [==============================] - 0s 859us/step - loss: 0.3962 - accuracy: 0.8367
Epoch 256/500
113/113 [==============================] - 0s 840us/step - loss: 0.3967 - accuracy: 0.8358
Epoch 257/500
113/113 [==============================] - 0s 877us/step - loss: 0.3965 - accuracy: 0.8361
Epoch 258/500
113/113 [==============================] - 0s 860us/step - loss: 0.3964 - accuracy: 0.8364
Epoch 259/500
113/113 [==============================] - 0s 899us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 260/500
113/113 [==============================] - 0s 854us/step - loss: 0.3964 - accuracy: 0.8343
Epoch 261/500
113/113 [==============================] - 0s 855us/step - loss: 0.3964 - accuracy: 0.8361
Epoch 262/500
113/113 [==============================] - 0s 897us/step - loss: 0.3964 - accuracy: 0.8353
Epoch 263/500
113/113 [==============================] - 0s 850us/step - loss: 0.3964 - accuracy: 0.8374
Epoch 264/500
113/113 [==============================] - 0s 929us/step - loss: 0.3963 - accuracy: 0.8346
Epoch 265/500
113/113 [==============================] - 0s 859us/step - loss: 0.3963 - accuracy: 0.8360
Epoch 266/500
113/113 [==============================] - 0s 855us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 267/500
113/113 [==============================] - 0s 899us/step - loss: 0.3966 - accuracy: 0.83610s - loss: 0.3966 - accuracy: 0.83
Epoch 268/500
113/113 [==============================] - 0s 850us/step - loss: 0.3966 - accuracy: 0.8354
Epoch 269/500
113/113 [==============================] - 0s 906us/step - loss: 0.3963 - accuracy: 0.8360
Epoch 270/500
113/113 [==============================] - 0s 846us/step - loss: 0.3966 - accuracy: 0.8358
Epoch 271/500
113/113 [==============================] - 0s 923us/step - loss: 0.3963 - accuracy: 0.8367
Epoch 272/500
113/113 [==============================] - 0s 834us/step - loss: 0.3965 - accuracy: 0.8365
Epoch 273/500
113/113 [==============================] - 0s 850us/step - loss: 0.3964 - accuracy: 0.8353
Epoch 274/500
113/113 [==============================] - 0s 947us/step - loss: 0.3964 - accuracy: 0.8354
Epoch 275/500
113/113 [==============================] - 0s 838us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 276/500
113/113 [==============================] - 0s 876us/step - loss: 0.3964 - accuracy: 0.8372
Epoch 277/500
113/113 [==============================] - 0s 869us/step - loss: 0.3964 - accuracy: 0.8354
Epoch 278/500
113/113 [==============================] - 0s 848us/step - loss: 0.3963 - accuracy: 0.8347
Epoch 279/500
113/113 [==============================] - 0s 983us/step - loss: 0.3965 - accuracy: 0.8367
Epoch 280/500
113/113 [==============================] - 0s 843us/step - loss: 0.3963 - accuracy: 0.8361
Epoch 281/500
113/113 [==============================] - 0s 878us/step - loss: 0.3964 - accuracy: 0.8360
Epoch 282/500
113/113 [==============================] - 0s 886us/step - loss: 0.3964 - accuracy: 0.8361
Epoch 283/500
113/113 [==============================] - 0s 862us/step - loss: 0.3965 - accuracy: 0.8372
Epoch 284/500
113/113 [==============================] - 0s 903us/step - loss: 0.3964 - accuracy: 0.8358
Epoch 285/500
113/113 [==============================] - 0s 844us/step - loss: 0.3965 - accuracy: 0.8361
Epoch 286/500
113/113 [==============================] - 0s 879us/step - loss: 0.3963 - accuracy: 0.8356
Epoch 287/500
113/113 [==============================] - 0s 869us/step - loss: 0.3963 - accuracy: 0.8353
Epoch 288/500
113/113 [==============================] - 0s 852us/step - loss: 0.3963 - accuracy: 0.8349
Epoch 289/500
113/113 [==============================] - 0s 927us/step - loss: 0.3963 - accuracy: 0.8360
Epoch 290/500
113/113 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8364
Epoch 291/500
113/113 [==============================] - 0s 878us/step - loss: 0.3962 - accuracy: 0.8344
Epoch 292/500
113/113 [==============================] - 0s 867us/step - loss: 0.3964 - accuracy: 0.8350
Epoch 293/500
113/113 [==============================] - 0s 867us/step - loss: 0.3963 - accuracy: 0.8372
Epoch 294/500
113/113 [==============================] - 0s 941us/step - loss: 0.3961 - accuracy: 0.8378
Epoch 295/500
113/113 [==============================] - 0s 846us/step - loss: 0.3962 - accuracy: 0.8356
Epoch 296/500
113/113 [==============================] - 0s 901us/step - loss: 0.3963 - accuracy: 0.8357
Epoch 297/500
113/113 [==============================] - 0s 846us/step - loss: 0.3963 - accuracy: 0.8367
Epoch 298/500
113/113 [==============================] - 0s 849us/step - loss: 0.3962 - accuracy: 0.8361
Epoch 299/500
113/113 [==============================] - 0s 910us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 300/500
113/113 [==============================] - 0s 846us/step - loss: 0.3962 - accuracy: 0.8354
Epoch 301/500
113/113 [==============================] - 0s 896us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 302/500
113/113 [==============================] - 0s 843us/step - loss: 0.3962 - accuracy: 0.8363
Epoch 303/500
113/113 [==============================] - 0s 914us/step - loss: 0.3963 - accuracy: 0.8361
Epoch 304/500
113/113 [==============================] - 0s 867us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 305/500
113/113 [==============================] - 0s 916us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 306/500
113/113 [==============================] - 0s 882us/step - loss: 0.3963 - accuracy: 0.8356
Epoch 307/500
113/113 [==============================] - 0s 853us/step - loss: 0.3962 - accuracy: 0.8347
Epoch 308/500
113/113 [==============================] - 0s 902us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 309/500
113/113 [==============================] - 0s 852us/step - loss: 0.3961 - accuracy: 0.8353
Epoch 310/500
113/113 [==============================] - 0s 851us/step - loss: 0.3963 - accuracy: 0.8360
Epoch 311/500
113/113 [==============================] - 0s 888us/step - loss: 0.3963 - accuracy: 0.8363
Epoch 312/500
113/113 [==============================] - 0s 855us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 313/500
113/113 [==============================] - 0s 959us/step - loss: 0.3963 - accuracy: 0.8375
Epoch 314/500
113/113 [==============================] - 0s 851us/step - loss: 0.3961 - accuracy: 0.8364
Epoch 315/500
113/113 [==============================] - 0s 854us/step - loss: 0.3961 - accuracy: 0.8354
Epoch 316/500
113/113 [==============================] - 0s 904us/step - loss: 0.3963 - accuracy: 0.8353
Epoch 317/500
113/113 [==============================] - 0s 852us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 318/500
113/113 [==============================] - 0s 902us/step - loss: 0.3962 - accuracy: 0.8342
Epoch 319/500
113/113 [==============================] - 0s 850us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 320/500
113/113 [==============================] - 0s 865us/step - loss: 0.3964 - accuracy: 0.8357
Epoch 321/500
113/113 [==============================] - 0s 882us/step - loss: 0.3963 - accuracy: 0.8351
Epoch 322/500
113/113 [==============================] - 0s 881us/step - loss: 0.3962 - accuracy: 0.8354
Epoch 323/500
113/113 [==============================] - 0s 884us/step - loss: 0.3962 - accuracy: 0.8351
Epoch 324/500
113/113 [==============================] - 0s 850us/step - loss: 0.3961 - accuracy: 0.8344
Epoch 325/500
113/113 [==============================] - 0s 860us/step - loss: 0.3962 - accuracy: 0.8358
Epoch 326/500
113/113 [==============================] - 0s 887us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 327/500
113/113 [==============================] - 0s 846us/step - loss: 0.3963 - accuracy: 0.8364
Epoch 328/500
113/113 [==============================] - 0s 904us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 329/500
113/113 [==============================] - 0s 852us/step - loss: 0.3962 - accuracy: 0.8372
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8361
Epoch 331/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3961 - accuracy: 0.8365
Epoch 332/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3964 - accuracy: 0.8351
Epoch 333/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8356
Epoch 334/500
113/113 [==============================] - 0s 880us/step - loss: 0.3960 - accuracy: 0.8374
Epoch 335/500
113/113 [==============================] - 0s 940us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 336/500
113/113 [==============================] - 0s 825us/step - loss: 0.3961 - accuracy: 0.8351
Epoch 337/500
113/113 [==============================] - 0s 940us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 338/500
113/113 [==============================] - 0s 901us/step - loss: 0.3963 - accuracy: 0.8356
Epoch 339/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8363
Epoch 340/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8356
Epoch 341/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8356
Epoch 342/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8363
Epoch 343/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8367
Epoch 344/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8361
Epoch 345/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8358
Epoch 346/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8357
Epoch 347/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8367
Epoch 348/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8354
Epoch 349/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3963 - accuracy: 0.8375
Epoch 350/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8349
Epoch 351/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8367
Epoch 352/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8358
Epoch 353/500
113/113 [==============================] - 0s 994us/step - loss: 0.3959 - accuracy: 0.8351
Epoch 354/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8343
Epoch 355/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8360
Epoch 356/500
113/113 [==============================] - 0s 963us/step - loss: 0.3958 - accuracy: 0.8368
Epoch 357/500
113/113 [==============================] - 0s 961us/step - loss: 0.3962 - accuracy: 0.8367
Epoch 358/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8339
Epoch 359/500
113/113 [==============================] - 0s 963us/step - loss: 0.3962 - accuracy: 0.8360
Epoch 360/500
113/113 [==============================] - 0s 949us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 361/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8358
Epoch 362/500
113/113 [==============================] - 0s 962us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 363/500
113/113 [==============================] - 0s 907us/step - loss: 0.3962 - accuracy: 0.8379
Epoch 364/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8368
Epoch 365/500
113/113 [==============================] - 0s 995us/step - loss: 0.3962 - accuracy: 0.8353
Epoch 366/500
113/113 [==============================] - 0s 879us/step - loss: 0.3961 - accuracy: 0.8358
Epoch 367/500
113/113 [==============================] - 0s 884us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 368/500
113/113 [==============================] - 0s 865us/step - loss: 0.3962 - accuracy: 0.8361
Epoch 369/500
113/113 [==============================] - 0s 961us/step - loss: 0.3963 - accuracy: 0.8358
Epoch 370/500
113/113 [==============================] - 0s 997us/step - loss: 0.3961 - accuracy: 0.8368
Epoch 371/500
113/113 [==============================] - 0s 859us/step - loss: 0.3959 - accuracy: 0.8350
Epoch 372/500
113/113 [==============================] - 0s 875us/step - loss: 0.3962 - accuracy: 0.8363
Epoch 373/500
113/113 [==============================] - 0s 877us/step - loss: 0.3962 - accuracy: 0.8371
Epoch 374/500
113/113 [==============================] - 0s 824us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 375/500
113/113 [==============================] - 0s 881us/step - loss: 0.3962 - accuracy: 0.8340
Epoch 376/500
113/113 [==============================] - 0s 916us/step - loss: 0.3961 - accuracy: 0.8372
Epoch 377/500
113/113 [==============================] - 0s 884us/step - loss: 0.3962 - accuracy: 0.8346
Epoch 378/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8357
Epoch 379/500
113/113 [==============================] - 0s 878us/step - loss: 0.3960 - accuracy: 0.8354
Epoch 380/500
113/113 [==============================] - 0s 880us/step - loss: 0.3960 - accuracy: 0.8361
Epoch 381/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8367
Epoch 382/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8350
Epoch 383/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8354
Epoch 384/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3961 - accuracy: 0.8365
Epoch 385/500
113/113 [==============================] - 0s 994us/step - loss: 0.3962 - accuracy: 0.8350
Epoch 386/500
113/113 [==============================] - 0s 940us/step - loss: 0.3961 - accuracy: 0.8354
Epoch 387/500
113/113 [==============================] - 0s 964us/step - loss: 0.3958 - accuracy: 0.8381
Epoch 388/500
113/113 [==============================] - 0s 967us/step - loss: 0.3961 - accuracy: 0.8350
Epoch 389/500
113/113 [==============================] - 0s 989us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 390/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8354
Epoch 391/500
113/113 [==============================] - 0s 982us/step - loss: 0.3963 - accuracy: 0.8365
Epoch 392/500
113/113 [==============================] - 0s 856us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 393/500
113/113 [==============================] - 0s 879us/step - loss: 0.3961 - accuracy: 0.8356
Epoch 394/500
113/113 [==============================] - 0s 920us/step - loss: 0.3961 - accuracy: 0.8353
Epoch 395/500
113/113 [==============================] - 0s 852us/step - loss: 0.3961 - accuracy: 0.8361
Epoch 396/500
113/113 [==============================] - 0s 886us/step - loss: 0.3961 - accuracy: 0.8336
Epoch 397/500
113/113 [==============================] - 0s 842us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 398/500
113/113 [==============================] - 0s 908us/step - loss: 0.3958 - accuracy: 0.8354
Epoch 399/500
113/113 [==============================] - 0s 904us/step - loss: 0.3962 - accuracy: 0.8367
Epoch 400/500
113/113 [==============================] - 0s 845us/step - loss: 0.3960 - accuracy: 0.8350
Epoch 401/500
113/113 [==============================] - 0s 932us/step - loss: 0.3962 - accuracy: 0.8354
Epoch 402/500
113/113 [==============================] - 0s 869us/step - loss: 0.3961 - accuracy: 0.8354
Epoch 403/500
113/113 [==============================] - 0s 887us/step - loss: 0.3960 - accuracy: 0.8350
Epoch 404/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3963 - accuracy: 0.8356
Epoch 405/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8356
Epoch 406/500
113/113 [==============================] - 0s 874us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 407/500
113/113 [==============================] - 0s 883us/step - loss: 0.3959 - accuracy: 0.8349
Epoch 408/500
113/113 [==============================] - 0s 847us/step - loss: 0.3962 - accuracy: 0.8346
Epoch 409/500
113/113 [==============================] - 0s 970us/step - loss: 0.3961 - accuracy: 0.8353
Epoch 410/500
113/113 [==============================] - 0s 838us/step - loss: 0.3960 - accuracy: 0.8356
Epoch 411/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3960 - accuracy: 0.8350: 0s - loss: 0.3846 - accuracy: 
Epoch 412/500
113/113 [==============================] - 0s 864us/step - loss: 0.3959 - accuracy: 0.8358
Epoch 413/500
113/113 [==============================] - 0s 876us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 414/500
113/113 [==============================] - 0s 848us/step - loss: 0.3962 - accuracy: 0.8357
Epoch 415/500
113/113 [==============================] - 0s 938us/step - loss: 0.3959 - accuracy: 0.8361
Epoch 416/500
113/113 [==============================] - 0s 850us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 417/500
113/113 [==============================] - 0s 956us/step - loss: 0.3961 - accuracy: 0.8350
Epoch 418/500
113/113 [==============================] - 0s 948us/step - loss: 0.3961 - accuracy: 0.8361
Epoch 419/500
113/113 [==============================] - 0s 854us/step - loss: 0.3962 - accuracy: 0.8350
Epoch 420/500
113/113 [==============================] - 0s 924us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 421/500
113/113 [==============================] - 0s 852us/step - loss: 0.3959 - accuracy: 0.8358
Epoch 422/500
113/113 [==============================] - 0s 837us/step - loss: 0.3961 - accuracy: 0.8367
Epoch 423/500
113/113 [==============================] - 0s 897us/step - loss: 0.3958 - accuracy: 0.8367
Epoch 424/500
113/113 [==============================] - 0s 895us/step - loss: 0.3963 - accuracy: 0.8343
Epoch 425/500
113/113 [==============================] - 0s 896us/step - loss: 0.3961 - accuracy: 0.8343
Epoch 426/500
113/113 [==============================] - 0s 886us/step - loss: 0.3962 - accuracy: 0.8360
Epoch 427/500
113/113 [==============================] - 0s 973us/step - loss: 0.3962 - accuracy: 0.8365
Epoch 428/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8356
Epoch 429/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8374
Epoch 430/500
113/113 [==============================] - 0s 968us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 431/500
113/113 [==============================] - 0s 965us/step - loss: 0.3962 - accuracy: 0.8346
Epoch 432/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3958 - accuracy: 0.8372
Epoch 433/500
113/113 [==============================] - 0s 942us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 434/500
113/113 [==============================] - 0s 984us/step - loss: 0.3961 - accuracy: 0.8347
Epoch 435/500
113/113 [==============================] - 0s 978us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 436/500
113/113 [==============================] - 0s 864us/step - loss: 0.3960 - accuracy: 0.8367
Epoch 437/500
113/113 [==============================] - 0s 892us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 438/500
113/113 [==============================] - 0s 873us/step - loss: 0.3955 - accuracy: 0.8378
Epoch 439/500
113/113 [==============================] - 0s 984us/step - loss: 0.3960 - accuracy: 0.8369
Epoch 440/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3962 - accuracy: 0.8360
Epoch 441/500
113/113 [==============================] - 0s 852us/step - loss: 0.3961 - accuracy: 0.8347
Epoch 442/500
113/113 [==============================] - 0s 847us/step - loss: 0.3961 - accuracy: 0.8354
Epoch 443/500
113/113 [==============================] - 0s 890us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 444/500
113/113 [==============================] - 0s 917us/step - loss: 0.3959 - accuracy: 0.8361
Epoch 445/500
113/113 [==============================] - 0s 869us/step - loss: 0.3961 - accuracy: 0.8371
Epoch 446/500
113/113 [==============================] - 0s 897us/step - loss: 0.3961 - accuracy: 0.8353
Epoch 447/500
113/113 [==============================] - 0s 902us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 448/500
113/113 [==============================] - 0s 902us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 449/500
113/113 [==============================] - 0s 852us/step - loss: 0.3960 - accuracy: 0.8361
Epoch 450/500
113/113 [==============================] - 0s 879us/step - loss: 0.3961 - accuracy: 0.8350
Epoch 451/500
113/113 [==============================] - 0s 865us/step - loss: 0.3960 - accuracy: 0.8368
Epoch 452/500
113/113 [==============================] - 0s 865us/step - loss: 0.3960 - accuracy: 0.8367
Epoch 453/500
113/113 [==============================] - 0s 906us/step - loss: 0.3959 - accuracy: 0.8353
Epoch 454/500
113/113 [==============================] - 0s 876us/step - loss: 0.3961 - accuracy: 0.8365
Epoch 455/500
113/113 [==============================] - 0s 970us/step - loss: 0.3959 - accuracy: 0.8357
Epoch 456/500
113/113 [==============================] - 0s 857us/step - loss: 0.3960 - accuracy: 0.8356
Epoch 457/500
113/113 [==============================] - 0s 883us/step - loss: 0.3960 - accuracy: 0.8371
Epoch 458/500
113/113 [==============================] - 0s 906us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 459/500
113/113 [==============================] - 0s 855us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 460/500
113/113 [==============================] - 0s 873us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 461/500
113/113 [==============================] - 0s 887us/step - loss: 0.3960 - accuracy: 0.8361
Epoch 462/500
113/113 [==============================] - 0s 887us/step - loss: 0.3959 - accuracy: 0.8367
Epoch 463/500
113/113 [==============================] - 0s 876us/step - loss: 0.3962 - accuracy: 0.8369
Epoch 464/500
113/113 [==============================] - 0s 901us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 465/500
113/113 [==============================] - 0s 936us/step - loss: 0.3959 - accuracy: 0.8356
Epoch 466/500
113/113 [==============================] - 0s 865us/step - loss: 0.3960 - accuracy: 0.8350
Epoch 467/500
113/113 [==============================] - 0s 894us/step - loss: 0.3961 - accuracy: 0.8360
Epoch 468/500
113/113 [==============================] - 0s 877us/step - loss: 0.3959 - accuracy: 0.8349
Epoch 469/500
113/113 [==============================] - 0s 849us/step - loss: 0.3962 - accuracy: 0.8354
Epoch 470/500
113/113 [==============================] - 0s 886us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 471/500
113/113 [==============================] - 0s 873us/step - loss: 0.3959 - accuracy: 0.8353
Epoch 472/500
113/113 [==============================] - 0s 883us/step - loss: 0.3959 - accuracy: 0.8364
Epoch 473/500
113/113 [==============================] - 0s 872us/step - loss: 0.3959 - accuracy: 0.8354
Epoch 474/500
113/113 [==============================] - 0s 922us/step - loss: 0.3959 - accuracy: 0.8374
Epoch 475/500
113/113 [==============================] - 0s 848us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 476/500
113/113 [==============================] - 0s 847us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 477/500
113/113 [==============================] - 0s 891us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 478/500
113/113 [==============================] - 0s 872us/step - loss: 0.3960 - accuracy: 0.8363
Epoch 479/500
113/113 [==============================] - 0s 891us/step - loss: 0.3959 - accuracy: 0.8346
Epoch 480/500
113/113 [==============================] - 0s 856us/step - loss: 0.3959 - accuracy: 0.8365
Epoch 481/500
113/113 [==============================] - 0s 849us/step - loss: 0.3960 - accuracy: 0.8351
Epoch 482/500
113/113 [==============================] - 0s 889us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 483/500
113/113 [==============================] - 0s 860us/step - loss: 0.3960 - accuracy: 0.8376
Epoch 484/500
113/113 [==============================] - 0s 953us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 485/500
113/113 [==============================] - 0s 848us/step - loss: 0.3960 - accuracy: 0.8357
Epoch 486/500
113/113 [==============================] - 0s 899us/step - loss: 0.3960 - accuracy: 0.8358
Epoch 487/500
113/113 [==============================] - 0s 880us/step - loss: 0.3960 - accuracy: 0.8349
Epoch 488/500
113/113 [==============================] - 0s 869us/step - loss: 0.3961 - accuracy: 0.8363
Epoch 489/500
113/113 [==============================] - 0s 875us/step - loss: 0.3959 - accuracy: 0.8363
Epoch 490/500
113/113 [==============================] - 0s 849us/step - loss: 0.3960 - accuracy: 0.8360
Epoch 491/500
113/113 [==============================] - 0s 874us/step - loss: 0.3962 - accuracy: 0.8361
Epoch 492/500
113/113 [==============================] - 0s 887us/step - loss: 0.3960 - accuracy: 0.8354
Epoch 493/500
113/113 [==============================] - 0s 858us/step - loss: 0.3961 - accuracy: 0.8357
Epoch 494/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3959 - accuracy: 0.8346
Epoch 495/500
113/113 [==============================] - 0s 849us/step - loss: 0.3959 - accuracy: 0.8357
Epoch 496/500
113/113 [==============================] - 0s 845us/step - loss: 0.3959 - accuracy: 0.8356
Epoch 497/500
113/113 [==============================] - 0s 909us/step - loss: 0.3961 - accuracy: 0.8361
Epoch 498/500
113/113 [==============================] - 0s 846us/step - loss: 0.3960 - accuracy: 0.8353
Epoch 499/500
113/113 [==============================] - 0s 893us/step - loss: 0.3962 - accuracy: 0.8349
Epoch 500/500
113/113 [==============================] - 0s 845us/step - loss: 0.3959 - accuracy: 0.8360
Epoch 1/500
113/113 [==============================] - 0s 961us/step - loss: 0.6624 - accuracy: 0.7976
Epoch 2/500
113/113 [==============================] - 0s 931us/step - loss: 0.5749 - accuracy: 0.7985
Epoch 3/500
113/113 [==============================] - 0s 904us/step - loss: 0.4825 - accuracy: 0.7985
Epoch 4/500
113/113 [==============================] - 0s 963us/step - loss: 0.4437 - accuracy: 0.7985
Epoch 5/500
113/113 [==============================] - 0s 926us/step - loss: 0.4323 - accuracy: 0.7985
Epoch 6/500
113/113 [==============================] - 0s 946us/step - loss: 0.4271 - accuracy: 0.7987
Epoch 7/500
113/113 [==============================] - 0s 977us/step - loss: 0.4246 - accuracy: 0.8072
Epoch 8/500
113/113 [==============================] - 0s 958us/step - loss: 0.4223 - accuracy: 0.8211
Epoch 9/500
113/113 [==============================] - 0s 916us/step - loss: 0.4203 - accuracy: 0.8257
Epoch 10/500
113/113 [==============================] - 0s 952us/step - loss: 0.4183 - accuracy: 0.8289
Epoch 11/500
113/113 [==============================] - 0s 947us/step - loss: 0.4163 - accuracy: 0.8297
Epoch 12/500
113/113 [==============================] - 0s 930us/step - loss: 0.4145 - accuracy: 0.8308
Epoch 13/500
113/113 [==============================] - 0s 954us/step - loss: 0.4129 - accuracy: 0.8339
Epoch 14/500
113/113 [==============================] - 0s 930us/step - loss: 0.4114 - accuracy: 0.8357
Epoch 15/500
113/113 [==============================] - 0s 961us/step - loss: 0.4106 - accuracy: 0.8340
Epoch 16/500
113/113 [==============================] - 0s 948us/step - loss: 0.4094 - accuracy: 0.8353
Epoch 17/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4086 - accuracy: 0.8360
Epoch 18/500
113/113 [==============================] - 0s 921us/step - loss: 0.4078 - accuracy: 0.8357
Epoch 19/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4071 - accuracy: 0.8365
Epoch 20/500
113/113 [==============================] - 0s 928us/step - loss: 0.4064 - accuracy: 0.8368
Epoch 21/500
113/113 [==============================] - 0s 911us/step - loss: 0.4059 - accuracy: 0.8379
Epoch 22/500
113/113 [==============================] - 0s 950us/step - loss: 0.4055 - accuracy: 0.8382
Epoch 23/500
113/113 [==============================] - 0s 913us/step - loss: 0.4050 - accuracy: 0.8356
Epoch 24/500
113/113 [==============================] - 0s 954us/step - loss: 0.4046 - accuracy: 0.8367
Epoch 25/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4041 - accuracy: 0.8358
Epoch 26/500
113/113 [==============================] - 0s 982us/step - loss: 0.4038 - accuracy: 0.8381
Epoch 27/500
113/113 [==============================] - 0s 929us/step - loss: 0.4034 - accuracy: 0.8376
Epoch 28/500
113/113 [==============================] - 0s 923us/step - loss: 0.4030 - accuracy: 0.8374
Epoch 29/500
113/113 [==============================] - 0s 919us/step - loss: 0.4028 - accuracy: 0.8376
Epoch 30/500
113/113 [==============================] - 0s 913us/step - loss: 0.4024 - accuracy: 0.8376
Epoch 31/500
113/113 [==============================] - 0s 965us/step - loss: 0.4023 - accuracy: 0.8382
Epoch 32/500
113/113 [==============================] - 0s 910us/step - loss: 0.4020 - accuracy: 0.8382
Epoch 33/500
113/113 [==============================] - 0s 954us/step - loss: 0.4018 - accuracy: 0.8388
Epoch 34/500
113/113 [==============================] - 0s 939us/step - loss: 0.4015 - accuracy: 0.8371
Epoch 35/500
113/113 [==============================] - 0s 995us/step - loss: 0.4014 - accuracy: 0.8388
Epoch 36/500
113/113 [==============================] - 0s 978us/step - loss: 0.4011 - accuracy: 0.8382
Epoch 37/500
113/113 [==============================] - 0s 946us/step - loss: 0.4010 - accuracy: 0.8378
Epoch 38/500
113/113 [==============================] - 0s 979us/step - loss: 0.4008 - accuracy: 0.8385
Epoch 39/500
113/113 [==============================] - 0s 937us/step - loss: 0.4008 - accuracy: 0.8392
Epoch 40/500
113/113 [==============================] - 0s 958us/step - loss: 0.4006 - accuracy: 0.8389
Epoch 41/500
113/113 [==============================] - 0s 944us/step - loss: 0.4004 - accuracy: 0.8386
Epoch 42/500
113/113 [==============================] - 0s 985us/step - loss: 0.4003 - accuracy: 0.8374
Epoch 43/500
113/113 [==============================] - 0s 931us/step - loss: 0.4001 - accuracy: 0.8390
Epoch 44/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8374
Epoch 45/500
113/113 [==============================] - 0s 924us/step - loss: 0.3998 - accuracy: 0.8385
Epoch 46/500
113/113 [==============================] - 0s 947us/step - loss: 0.3997 - accuracy: 0.8394
Epoch 47/500
113/113 [==============================] - 0s 971us/step - loss: 0.3996 - accuracy: 0.8390
Epoch 48/500
113/113 [==============================] - 0s 943us/step - loss: 0.3993 - accuracy: 0.8386
Epoch 49/500
113/113 [==============================] - 0s 966us/step - loss: 0.3993 - accuracy: 0.8383
Epoch 50/500
113/113 [==============================] - 0s 936us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 51/500
113/113 [==============================] - 0s 944us/step - loss: 0.3990 - accuracy: 0.8383
Epoch 52/500
113/113 [==============================] - 0s 946us/step - loss: 0.3990 - accuracy: 0.8388
Epoch 53/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3991 - accuracy: 0.8378
Epoch 54/500
113/113 [==============================] - 0s 912us/step - loss: 0.3989 - accuracy: 0.8381
Epoch 55/500
113/113 [==============================] - 0s 929us/step - loss: 0.3988 - accuracy: 0.8392
Epoch 56/500
113/113 [==============================] - 0s 957us/step - loss: 0.3988 - accuracy: 0.8379
Epoch 57/500
113/113 [==============================] - 0s 945us/step - loss: 0.3986 - accuracy: 0.8372
Epoch 58/500
113/113 [==============================] - 0s 986us/step - loss: 0.3986 - accuracy: 0.8379
Epoch 59/500
113/113 [==============================] - 0s 934us/step - loss: 0.3986 - accuracy: 0.8376
Epoch 60/500
113/113 [==============================] - 0s 955us/step - loss: 0.3986 - accuracy: 0.8381
Epoch 61/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3987 - accuracy: 0.8385
Epoch 62/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3984 - accuracy: 0.8378
Epoch 63/500
113/113 [==============================] - 0s 930us/step - loss: 0.3985 - accuracy: 0.8388
Epoch 64/500
113/113 [==============================] - 0s 914us/step - loss: 0.3983 - accuracy: 0.8375
Epoch 65/500
113/113 [==============================] - 0s 965us/step - loss: 0.3982 - accuracy: 0.8381
Epoch 66/500
113/113 [==============================] - 0s 962us/step - loss: 0.3982 - accuracy: 0.8383
Epoch 67/500
113/113 [==============================] - 0s 948us/step - loss: 0.3980 - accuracy: 0.8382
Epoch 68/500
113/113 [==============================] - 0s 919us/step - loss: 0.3981 - accuracy: 0.8374
Epoch 69/500
113/113 [==============================] - 0s 955us/step - loss: 0.3980 - accuracy: 0.8383
Epoch 70/500
113/113 [==============================] - 0s 907us/step - loss: 0.3978 - accuracy: 0.8378
Epoch 71/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3976 - accuracy: 0.8372
Epoch 72/500
113/113 [==============================] - 0s 912us/step - loss: 0.3976 - accuracy: 0.8389
Epoch 73/500
113/113 [==============================] - 0s 978us/step - loss: 0.3975 - accuracy: 0.8393
Epoch 74/500
113/113 [==============================] - 0s 972us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 75/500
113/113 [==============================] - 0s 941us/step - loss: 0.3971 - accuracy: 0.8383
Epoch 76/500
113/113 [==============================] - 0s 962us/step - loss: 0.3969 - accuracy: 0.8383
Epoch 77/500
113/113 [==============================] - 0s 914us/step - loss: 0.3969 - accuracy: 0.8382
Epoch 78/500
113/113 [==============================] - 0s 966us/step - loss: 0.3966 - accuracy: 0.8383
Epoch 79/500
113/113 [==============================] - 0s 923us/step - loss: 0.3967 - accuracy: 0.8390
Epoch 80/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3964 - accuracy: 0.8393
Epoch 81/500
113/113 [==============================] - 0s 859us/step - loss: 0.3964 - accuracy: 0.8371
Epoch 82/500
113/113 [==============================] - 0s 870us/step - loss: 0.3963 - accuracy: 0.8388
Epoch 83/500
113/113 [==============================] - 0s 943us/step - loss: 0.3962 - accuracy: 0.8386
Epoch 84/500
113/113 [==============================] - 0s 873us/step - loss: 0.3957 - accuracy: 0.8385
Epoch 85/500
113/113 [==============================] - 0s 883us/step - loss: 0.3961 - accuracy: 0.8385
Epoch 86/500
113/113 [==============================] - 0s 859us/step - loss: 0.3957 - accuracy: 0.8404
Epoch 87/500
113/113 [==============================] - 0s 918us/step - loss: 0.3960 - accuracy: 0.8389
Epoch 88/500
113/113 [==============================] - 0s 862us/step - loss: 0.3957 - accuracy: 0.8379
Epoch 89/500
113/113 [==============================] - 0s 912us/step - loss: 0.3955 - accuracy: 0.8388
Epoch 90/500
113/113 [==============================] - 0s 883us/step - loss: 0.3952 - accuracy: 0.8381
Epoch 91/500
113/113 [==============================] - 0s 873us/step - loss: 0.3955 - accuracy: 0.8393
Epoch 92/500
113/113 [==============================] - 0s 907us/step - loss: 0.3954 - accuracy: 0.8390
Epoch 93/500
113/113 [==============================] - 0s 851us/step - loss: 0.3952 - accuracy: 0.8397
Epoch 94/500
113/113 [==============================] - 0s 855us/step - loss: 0.3950 - accuracy: 0.8390
Epoch 95/500
113/113 [==============================] - 0s 906us/step - loss: 0.3949 - accuracy: 0.8399
Epoch 96/500
113/113 [==============================] - 0s 847us/step - loss: 0.3947 - accuracy: 0.8396
Epoch 97/500
113/113 [==============================] - 0s 886us/step - loss: 0.3945 - accuracy: 0.8396
Epoch 98/500
113/113 [==============================] - 0s 843us/step - loss: 0.3945 - accuracy: 0.8382
Epoch 99/500
113/113 [==============================] - 0s 870us/step - loss: 0.3941 - accuracy: 0.8394
Epoch 100/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3941 - accuracy: 0.8390
Epoch 101/500
113/113 [==============================] - 0s 856us/step - loss: 0.3942 - accuracy: 0.8400
Epoch 102/500
113/113 [==============================] - 0s 884us/step - loss: 0.3940 - accuracy: 0.8392
Epoch 103/500
113/113 [==============================] - 0s 858us/step - loss: 0.3937 - accuracy: 0.8382
Epoch 104/500
113/113 [==============================] - 0s 874us/step - loss: 0.3934 - accuracy: 0.8397
Epoch 105/500
113/113 [==============================] - 0s 862us/step - loss: 0.3935 - accuracy: 0.8393
Epoch 106/500
113/113 [==============================] - 0s 857us/step - loss: 0.3934 - accuracy: 0.8394
Epoch 107/500
113/113 [==============================] - 0s 881us/step - loss: 0.3933 - accuracy: 0.8390
Epoch 108/500
113/113 [==============================] - 0s 855us/step - loss: 0.3932 - accuracy: 0.8400
Epoch 109/500
113/113 [==============================] - 0s 995us/step - loss: 0.3926 - accuracy: 0.8390
Epoch 110/500
113/113 [==============================] - 0s 859us/step - loss: 0.3928 - accuracy: 0.8394
Epoch 111/500
113/113 [==============================] - 0s 893us/step - loss: 0.3923 - accuracy: 0.8392
Epoch 112/500
113/113 [==============================] - 0s 908us/step - loss: 0.3923 - accuracy: 0.8382
Epoch 113/500
113/113 [==============================] - 0s 845us/step - loss: 0.3921 - accuracy: 0.8403
Epoch 114/500
113/113 [==============================] - 0s 889us/step - loss: 0.3920 - accuracy: 0.8388
Epoch 115/500
113/113 [==============================] - 0s 865us/step - loss: 0.3920 - accuracy: 0.8403
Epoch 116/500
113/113 [==============================] - 0s 859us/step - loss: 0.3914 - accuracy: 0.8408
Epoch 117/500
113/113 [==============================] - 0s 891us/step - loss: 0.3919 - accuracy: 0.8400
Epoch 118/500
113/113 [==============================] - 0s 872us/step - loss: 0.3916 - accuracy: 0.8400
Epoch 119/500
113/113 [==============================] - 0s 939us/step - loss: 0.3914 - accuracy: 0.8414
Epoch 120/500
113/113 [==============================] - 0s 848us/step - loss: 0.3914 - accuracy: 0.8399
Epoch 121/500
113/113 [==============================] - 0s 863us/step - loss: 0.3907 - accuracy: 0.8400
Epoch 122/500
113/113 [==============================] - 0s 926us/step - loss: 0.3912 - accuracy: 0.8394
Epoch 123/500
113/113 [==============================] - 0s 846us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 124/500
113/113 [==============================] - 0s 886us/step - loss: 0.3910 - accuracy: 0.8406
Epoch 125/500
113/113 [==============================] - 0s 867us/step - loss: 0.3907 - accuracy: 0.8407
Epoch 126/500
113/113 [==============================] - 0s 841us/step - loss: 0.3908 - accuracy: 0.8406
Epoch 127/500
113/113 [==============================] - 0s 880us/step - loss: 0.3907 - accuracy: 0.8400
Epoch 128/500
113/113 [==============================] - 0s 876us/step - loss: 0.3905 - accuracy: 0.8393
Epoch 129/500
113/113 [==============================] - 0s 922us/step - loss: 0.3906 - accuracy: 0.8404
Epoch 130/500
113/113 [==============================] - 0s 837us/step - loss: 0.3903 - accuracy: 0.8399
Epoch 131/500
113/113 [==============================] - 0s 856us/step - loss: 0.3903 - accuracy: 0.8401
Epoch 132/500
113/113 [==============================] - 0s 975us/step - loss: 0.3904 - accuracy: 0.8396
Epoch 133/500
113/113 [==============================] - 0s 850us/step - loss: 0.3902 - accuracy: 0.8401
Epoch 134/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3899 - accuracy: 0.8404
Epoch 135/500
113/113 [==============================] - 0s 847us/step - loss: 0.3898 - accuracy: 0.8408
Epoch 136/500
113/113 [==============================] - 0s 866us/step - loss: 0.3900 - accuracy: 0.8404
Epoch 137/500
113/113 [==============================] - 0s 861us/step - loss: 0.3899 - accuracy: 0.8390
Epoch 138/500
113/113 [==============================] - 0s 935us/step - loss: 0.3898 - accuracy: 0.8394
Epoch 139/500
113/113 [==============================] - 0s 897us/step - loss: 0.3896 - accuracy: 0.8396
Epoch 140/500
113/113 [==============================] - 0s 830us/step - loss: 0.3894 - accuracy: 0.8399
Epoch 141/500
113/113 [==============================] - 0s 876us/step - loss: 0.3895 - accuracy: 0.8404
Epoch 142/500
113/113 [==============================] - 0s 854us/step - loss: 0.3891 - accuracy: 0.8406
Epoch 143/500
113/113 [==============================] - 0s 844us/step - loss: 0.3893 - accuracy: 0.8418
Epoch 144/500
113/113 [==============================] - 0s 887us/step - loss: 0.3891 - accuracy: 0.8403
Epoch 145/500
113/113 [==============================] - 0s 847us/step - loss: 0.3890 - accuracy: 0.8404
Epoch 146/500
113/113 [==============================] - 0s 882us/step - loss: 0.3888 - accuracy: 0.8410
Epoch 147/500
113/113 [==============================] - 0s 856us/step - loss: 0.3887 - accuracy: 0.8407
Epoch 148/500
113/113 [==============================] - 0s 943us/step - loss: 0.3887 - accuracy: 0.8408
Epoch 149/500
113/113 [==============================] - 0s 914us/step - loss: 0.3886 - accuracy: 0.8385
Epoch 150/500
113/113 [==============================] - 0s 838us/step - loss: 0.3883 - accuracy: 0.8399
Epoch 151/500
113/113 [==============================] - 0s 884us/step - loss: 0.3885 - accuracy: 0.8397
Epoch 152/500
113/113 [==============================] - 0s 859us/step - loss: 0.3883 - accuracy: 0.8394
Epoch 153/500
113/113 [==============================] - 0s 864us/step - loss: 0.3883 - accuracy: 0.8397
Epoch 154/500
113/113 [==============================] - 0s 949us/step - loss: 0.3883 - accuracy: 0.8401
Epoch 155/500
113/113 [==============================] - 0s 842us/step - loss: 0.3882 - accuracy: 0.8403
Epoch 156/500
113/113 [==============================] - 0s 869us/step - loss: 0.3878 - accuracy: 0.8417
Epoch 157/500
113/113 [==============================] - 0s 859us/step - loss: 0.3880 - accuracy: 0.8394
Epoch 158/500
113/113 [==============================] - 0s 997us/step - loss: 0.3878 - accuracy: 0.8396
Epoch 159/500
113/113 [==============================] - 0s 867us/step - loss: 0.3879 - accuracy: 0.8394
Epoch 160/500
113/113 [==============================] - 0s 848us/step - loss: 0.3880 - accuracy: 0.8400
Epoch 161/500
113/113 [==============================] - 0s 886us/step - loss: 0.3877 - accuracy: 0.8413
Epoch 162/500
113/113 [==============================] - 0s 851us/step - loss: 0.3878 - accuracy: 0.8403
Epoch 163/500
113/113 [==============================] - 0s 880us/step - loss: 0.3878 - accuracy: 0.8399
Epoch 164/500
113/113 [==============================] - 0s 866us/step - loss: 0.3875 - accuracy: 0.8400
Epoch 165/500
113/113 [==============================] - 0s 857us/step - loss: 0.3878 - accuracy: 0.8401
Epoch 166/500
113/113 [==============================] - 0s 868us/step - loss: 0.3875 - accuracy: 0.8381
Epoch 167/500
113/113 [==============================] - 0s 849us/step - loss: 0.3875 - accuracy: 0.8406
Epoch 168/500
113/113 [==============================] - 0s 948us/step - loss: 0.3876 - accuracy: 0.8379
Epoch 169/500
113/113 [==============================] - 0s 862us/step - loss: 0.3872 - accuracy: 0.8394
Epoch 170/500
113/113 [==============================] - 0s 886us/step - loss: 0.3873 - accuracy: 0.8399
Epoch 171/500
113/113 [==============================] - 0s 871us/step - loss: 0.3874 - accuracy: 0.8404
Epoch 172/500
113/113 [==============================] - 0s 838us/step - loss: 0.3875 - accuracy: 0.8385
Epoch 173/500
113/113 [==============================] - 0s 877us/step - loss: 0.3874 - accuracy: 0.8396
Epoch 174/500
113/113 [==============================] - 0s 862us/step - loss: 0.3873 - accuracy: 0.8390
Epoch 175/500
113/113 [==============================] - 0s 867us/step - loss: 0.3873 - accuracy: 0.8392
Epoch 176/500
113/113 [==============================] - 0s 872us/step - loss: 0.3871 - accuracy: 0.8385
Epoch 177/500
113/113 [==============================] - 0s 870us/step - loss: 0.3872 - accuracy: 0.8408
Epoch 178/500
113/113 [==============================] - 0s 890us/step - loss: 0.3870 - accuracy: 0.8393
Epoch 179/500
113/113 [==============================] - 0s 858us/step - loss: 0.3871 - accuracy: 0.8393
Epoch 180/500
113/113 [==============================] - 0s 835us/step - loss: 0.3869 - accuracy: 0.8404
Epoch 181/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3870 - accuracy: 0.8400
Epoch 182/500
113/113 [==============================] - 0s 848us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 183/500
113/113 [==============================] - 0s 855us/step - loss: 0.3868 - accuracy: 0.8401
Epoch 184/500
113/113 [==============================] - 0s 886us/step - loss: 0.3871 - accuracy: 0.8397
Epoch 185/500
113/113 [==============================] - 0s 833us/step - loss: 0.3869 - accuracy: 0.8385
Epoch 186/500
113/113 [==============================] - 0s 884us/step - loss: 0.3868 - accuracy: 0.8393
Epoch 187/500
113/113 [==============================] - 0s 896us/step - loss: 0.3868 - accuracy: 0.8397
Epoch 188/500
113/113 [==============================] - 0s 861us/step - loss: 0.3869 - accuracy: 0.8408
Epoch 189/500
113/113 [==============================] - 0s 881us/step - loss: 0.3868 - accuracy: 0.8393
Epoch 190/500
113/113 [==============================] - 0s 871us/step - loss: 0.3868 - accuracy: 0.8390
Epoch 191/500
113/113 [==============================] - 0s 868us/step - loss: 0.3866 - accuracy: 0.8401
Epoch 192/500
113/113 [==============================] - 0s 841us/step - loss: 0.3866 - accuracy: 0.8394
Epoch 193/500
113/113 [==============================] - 0s 847us/step - loss: 0.3865 - accuracy: 0.8382
Epoch 194/500
113/113 [==============================] - 0s 887us/step - loss: 0.3868 - accuracy: 0.8393
Epoch 195/500
113/113 [==============================] - 0s 840us/step - loss: 0.3867 - accuracy: 0.8399
Epoch 196/500
113/113 [==============================] - 0s 903us/step - loss: 0.3865 - accuracy: 0.8401
Epoch 197/500
113/113 [==============================] - 0s 932us/step - loss: 0.3867 - accuracy: 0.8397
Epoch 198/500
113/113 [==============================] - 0s 885us/step - loss: 0.3866 - accuracy: 0.8393
Epoch 199/500
113/113 [==============================] - 0s 843us/step - loss: 0.3865 - accuracy: 0.8400
Epoch 200/500
113/113 [==============================] - 0s 845us/step - loss: 0.3863 - accuracy: 0.8386
Epoch 201/500
113/113 [==============================] - 0s 870us/step - loss: 0.3865 - accuracy: 0.8390
Epoch 202/500
113/113 [==============================] - 0s 860us/step - loss: 0.3866 - accuracy: 0.8400
Epoch 203/500
113/113 [==============================] - 0s 861us/step - loss: 0.3863 - accuracy: 0.8400
Epoch 204/500
113/113 [==============================] - 0s 919us/step - loss: 0.3863 - accuracy: 0.8397
Epoch 205/500
113/113 [==============================] - 0s 843us/step - loss: 0.3864 - accuracy: 0.8397
Epoch 206/500
113/113 [==============================] - 0s 877us/step - loss: 0.3865 - accuracy: 0.8399
Epoch 207/500
113/113 [==============================] - 0s 853us/step - loss: 0.3865 - accuracy: 0.8401
Epoch 208/500
113/113 [==============================] - 0s 880us/step - loss: 0.3862 - accuracy: 0.8408
Epoch 209/500
113/113 [==============================] - 0s 876us/step - loss: 0.3864 - accuracy: 0.8393
Epoch 210/500
113/113 [==============================] - 0s 852us/step - loss: 0.3864 - accuracy: 0.8407
Epoch 211/500
113/113 [==============================] - 0s 873us/step - loss: 0.3863 - accuracy: 0.8414
Epoch 212/500
113/113 [==============================] - 0s 850us/step - loss: 0.3860 - accuracy: 0.8396
Epoch 213/500
113/113 [==============================] - 0s 898us/step - loss: 0.3864 - accuracy: 0.8400
Epoch 214/500
113/113 [==============================] - 0s 861us/step - loss: 0.3862 - accuracy: 0.8396
Epoch 215/500
113/113 [==============================] - 0s 844us/step - loss: 0.3863 - accuracy: 0.8399
Epoch 216/500
113/113 [==============================] - 0s 916us/step - loss: 0.3862 - accuracy: 0.8407
Epoch 217/500
113/113 [==============================] - 0s 835us/step - loss: 0.3862 - accuracy: 0.8406
Epoch 218/500
113/113 [==============================] - 0s 866us/step - loss: 0.3860 - accuracy: 0.8394
Epoch 219/500
113/113 [==============================] - 0s 922us/step - loss: 0.3862 - accuracy: 0.8403
Epoch 220/500
113/113 [==============================] - 0s 842us/step - loss: 0.3858 - accuracy: 0.8406
Epoch 221/500
113/113 [==============================] - 0s 868us/step - loss: 0.3857 - accuracy: 0.8393
Epoch 222/500
113/113 [==============================] - 0s 853us/step - loss: 0.3861 - accuracy: 0.8404
Epoch 223/500
113/113 [==============================] - 0s 875us/step - loss: 0.3860 - accuracy: 0.8399
Epoch 224/500
113/113 [==============================] - 0s 876us/step - loss: 0.3859 - accuracy: 0.8403
Epoch 225/500
113/113 [==============================] - 0s 840us/step - loss: 0.3859 - accuracy: 0.8419
Epoch 226/500
113/113 [==============================] - 0s 905us/step - loss: 0.3857 - accuracy: 0.8404
Epoch 227/500
113/113 [==============================] - 0s 861us/step - loss: 0.3860 - accuracy: 0.8392
Epoch 228/500
113/113 [==============================] - 0s 871us/step - loss: 0.3860 - accuracy: 0.8414
Epoch 229/500
113/113 [==============================] - 0s 865us/step - loss: 0.3859 - accuracy: 0.8417
Epoch 230/500
113/113 [==============================] - 0s 853us/step - loss: 0.3859 - accuracy: 0.8408
Epoch 231/500
113/113 [==============================] - 0s 877us/step - loss: 0.3858 - accuracy: 0.8419
Epoch 232/500
113/113 [==============================] - 0s 839us/step - loss: 0.3859 - accuracy: 0.8408
Epoch 233/500
113/113 [==============================] - 0s 878us/step - loss: 0.3858 - accuracy: 0.8408
Epoch 234/500
113/113 [==============================] - 0s 866us/step - loss: 0.3858 - accuracy: 0.8411
Epoch 235/500
113/113 [==============================] - 0s 838us/step - loss: 0.3857 - accuracy: 0.8438
Epoch 236/500
113/113 [==============================] - 0s 861us/step - loss: 0.3859 - accuracy: 0.8410
Epoch 237/500
113/113 [==============================] - 0s 924us/step - loss: 0.3857 - accuracy: 0.8408
Epoch 238/500
113/113 [==============================] - 0s 865us/step - loss: 0.3857 - accuracy: 0.8417
Epoch 239/500
113/113 [==============================] - 0s 859us/step - loss: 0.3857 - accuracy: 0.8419
Epoch 240/500
113/113 [==============================] - 0s 859us/step - loss: 0.3858 - accuracy: 0.8417
Epoch 241/500
113/113 [==============================] - 0s 874us/step - loss: 0.3857 - accuracy: 0.8414
Epoch 242/500
113/113 [==============================] - 0s 848us/step - loss: 0.3856 - accuracy: 0.8425
Epoch 243/500
113/113 [==============================] - 0s 883us/step - loss: 0.3856 - accuracy: 0.8411
Epoch 244/500
113/113 [==============================] - 0s 871us/step - loss: 0.3857 - accuracy: 0.8421
Epoch 245/500
113/113 [==============================] - 0s 839us/step - loss: 0.3856 - accuracy: 0.8408
Epoch 246/500
113/113 [==============================] - 0s 881us/step - loss: 0.3858 - accuracy: 0.8411
Epoch 247/500
113/113 [==============================] - 0s 875us/step - loss: 0.3854 - accuracy: 0.8414
Epoch 248/500
113/113 [==============================] - 0s 869us/step - loss: 0.3853 - accuracy: 0.8425
Epoch 249/500
113/113 [==============================] - 0s 861us/step - loss: 0.3853 - accuracy: 0.8424
Epoch 250/500
113/113 [==============================] - 0s 853us/step - loss: 0.3858 - accuracy: 0.8417
Epoch 251/500
113/113 [==============================] - 0s 867us/step - loss: 0.3855 - accuracy: 0.8415
Epoch 252/500
113/113 [==============================] - 0s 859us/step - loss: 0.3857 - accuracy: 0.8411
Epoch 253/500
113/113 [==============================] - 0s 870us/step - loss: 0.3854 - accuracy: 0.8407
Epoch 254/500
113/113 [==============================] - 0s 956us/step - loss: 0.3855 - accuracy: 0.8410
Epoch 255/500
113/113 [==============================] - 0s 857us/step - loss: 0.3853 - accuracy: 0.8406
Epoch 256/500
113/113 [==============================] - 0s 881us/step - loss: 0.3854 - accuracy: 0.8413
Epoch 257/500
113/113 [==============================] - 0s 943us/step - loss: 0.3855 - accuracy: 0.8401
Epoch 258/500
113/113 [==============================] - 0s 870us/step - loss: 0.3855 - accuracy: 0.8410
Epoch 259/500
113/113 [==============================] - 0s 853us/step - loss: 0.3854 - accuracy: 0.8413
Epoch 260/500
113/113 [==============================] - 0s 878us/step - loss: 0.3851 - accuracy: 0.8421
Epoch 261/500
113/113 [==============================] - 0s 856us/step - loss: 0.3852 - accuracy: 0.8413
Epoch 262/500
113/113 [==============================] - 0s 864us/step - loss: 0.3855 - accuracy: 0.8411
Epoch 263/500
113/113 [==============================] - 0s 876us/step - loss: 0.3855 - accuracy: 0.8411
Epoch 264/500
113/113 [==============================] - 0s 878us/step - loss: 0.3851 - accuracy: 0.8414
Epoch 265/500
113/113 [==============================] - 0s 871us/step - loss: 0.3854 - accuracy: 0.8417
Epoch 266/500
113/113 [==============================] - 0s 891us/step - loss: 0.3852 - accuracy: 0.8417
Epoch 267/500
113/113 [==============================] - 0s 848us/step - loss: 0.3853 - accuracy: 0.8411
Epoch 268/500
113/113 [==============================] - 0s 866us/step - loss: 0.3854 - accuracy: 0.8417
Epoch 269/500
113/113 [==============================] - 0s 930us/step - loss: 0.3853 - accuracy: 0.8413
Epoch 270/500
113/113 [==============================] - 0s 891us/step - loss: 0.3852 - accuracy: 0.8414
Epoch 271/500
113/113 [==============================] - 0s 851us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 272/500
113/113 [==============================] - 0s 842us/step - loss: 0.3854 - accuracy: 0.8413
Epoch 273/500
113/113 [==============================] - 0s 876us/step - loss: 0.3852 - accuracy: 0.8406
Epoch 274/500
113/113 [==============================] - 0s 867us/step - loss: 0.3851 - accuracy: 0.8410
Epoch 275/500
113/113 [==============================] - 0s 863us/step - loss: 0.3851 - accuracy: 0.8421
Epoch 276/500
113/113 [==============================] - 0s 854us/step - loss: 0.3854 - accuracy: 0.8413
Epoch 277/500
113/113 [==============================] - 0s 901us/step - loss: 0.3851 - accuracy: 0.8426
Epoch 278/500
113/113 [==============================] - 0s 882us/step - loss: 0.3851 - accuracy: 0.8415
Epoch 279/500
113/113 [==============================] - 0s 863us/step - loss: 0.3852 - accuracy: 0.8403
Epoch 280/500
113/113 [==============================] - 0s 884us/step - loss: 0.3851 - accuracy: 0.8422
Epoch 281/500
113/113 [==============================] - 0s 841us/step - loss: 0.3852 - accuracy: 0.8414
Epoch 282/500
113/113 [==============================] - 0s 848us/step - loss: 0.3849 - accuracy: 0.8415
Epoch 283/500
113/113 [==============================] - 0s 841us/step - loss: 0.3850 - accuracy: 0.8414
Epoch 284/500
113/113 [==============================] - 0s 853us/step - loss: 0.3853 - accuracy: 0.8419
Epoch 285/500
113/113 [==============================] - 0s 839us/step - loss: 0.3851 - accuracy: 0.8417
Epoch 286/500
113/113 [==============================] - 0s 890us/step - loss: 0.3849 - accuracy: 0.8421
Epoch 287/500
113/113 [==============================] - 0s 843us/step - loss: 0.3851 - accuracy: 0.8413
Epoch 288/500
113/113 [==============================] - 0s 854us/step - loss: 0.3851 - accuracy: 0.8421
Epoch 289/500
113/113 [==============================] - 0s 865us/step - loss: 0.3851 - accuracy: 0.8415
Epoch 290/500
113/113 [==============================] - 0s 856us/step - loss: 0.3850 - accuracy: 0.8413
Epoch 291/500
113/113 [==============================] - 0s 853us/step - loss: 0.3850 - accuracy: 0.8411
Epoch 292/500
113/113 [==============================] - 0s 852us/step - loss: 0.3850 - accuracy: 0.8425
Epoch 293/500
113/113 [==============================] - 0s 840us/step - loss: 0.3851 - accuracy: 0.8413
Epoch 294/500
113/113 [==============================] - 0s 852us/step - loss: 0.3847 - accuracy: 0.8428
Epoch 295/500
113/113 [==============================] - 0s 843us/step - loss: 0.3849 - accuracy: 0.8400
Epoch 296/500
113/113 [==============================] - 0s 934us/step - loss: 0.3849 - accuracy: 0.8431
Epoch 297/500
113/113 [==============================] - 0s 849us/step - loss: 0.3850 - accuracy: 0.8413
Epoch 298/500
113/113 [==============================] - 0s 845us/step - loss: 0.3848 - accuracy: 0.8429
Epoch 299/500
113/113 [==============================] - 0s 855us/step - loss: 0.3851 - accuracy: 0.8415
Epoch 300/500
113/113 [==============================] - 0s 850us/step - loss: 0.3849 - accuracy: 0.8403
Epoch 301/500
113/113 [==============================] - 0s 837us/step - loss: 0.3848 - accuracy: 0.8424
Epoch 302/500
113/113 [==============================] - 0s 839us/step - loss: 0.3848 - accuracy: 0.8419
Epoch 303/500
113/113 [==============================] - 0s 844us/step - loss: 0.3848 - accuracy: 0.8415
Epoch 304/500
113/113 [==============================] - 0s 837us/step - loss: 0.3849 - accuracy: 0.8401
Epoch 305/500
113/113 [==============================] - 0s 857us/step - loss: 0.3850 - accuracy: 0.8414
Epoch 306/500
113/113 [==============================] - 0s 942us/step - loss: 0.3848 - accuracy: 0.8415
Epoch 307/500
113/113 [==============================] - 0s 838us/step - loss: 0.3850 - accuracy: 0.8415
Epoch 308/500
113/113 [==============================] - 0s 846us/step - loss: 0.3847 - accuracy: 0.8410
Epoch 309/500
113/113 [==============================] - 0s 899us/step - loss: 0.3851 - accuracy: 0.8406
Epoch 310/500
113/113 [==============================] - 0s 854us/step - loss: 0.3849 - accuracy: 0.8406
Epoch 311/500
113/113 [==============================] - 0s 843us/step - loss: 0.3851 - accuracy: 0.8407
Epoch 312/500
113/113 [==============================] - 0s 851us/step - loss: 0.3849 - accuracy: 0.8407
Epoch 313/500
113/113 [==============================] - 0s 851us/step - loss: 0.3846 - accuracy: 0.8407
Epoch 314/500
113/113 [==============================] - 0s 840us/step - loss: 0.3849 - accuracy: 0.8406
Epoch 315/500
113/113 [==============================] - 0s 853us/step - loss: 0.3849 - accuracy: 0.8414
Epoch 316/500
113/113 [==============================] - 0s 847us/step - loss: 0.3848 - accuracy: 0.8404
Epoch 317/500
113/113 [==============================] - 0s 948us/step - loss: 0.3848 - accuracy: 0.8428
Epoch 318/500
113/113 [==============================] - 0s 843us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 319/500
113/113 [==============================] - 0s 838us/step - loss: 0.3849 - accuracy: 0.8408
Epoch 320/500
113/113 [==============================] - 0s 856us/step - loss: 0.3849 - accuracy: 0.8407
Epoch 321/500
113/113 [==============================] - 0s 839us/step - loss: 0.3846 - accuracy: 0.8421
Epoch 322/500
113/113 [==============================] - 0s 841us/step - loss: 0.3850 - accuracy: 0.8418
Epoch 323/500
113/113 [==============================] - 0s 846us/step - loss: 0.3847 - accuracy: 0.8406
Epoch 324/500
113/113 [==============================] - 0s 837us/step - loss: 0.3849 - accuracy: 0.8415
Epoch 325/500
113/113 [==============================] - 0s 846us/step - loss: 0.3850 - accuracy: 0.8428
Epoch 326/500
113/113 [==============================] - 0s 871us/step - loss: 0.3848 - accuracy: 0.8413
Epoch 327/500
113/113 [==============================] - 0s 854us/step - loss: 0.3845 - accuracy: 0.8411
Epoch 328/500
113/113 [==============================] - 0s 853us/step - loss: 0.3849 - accuracy: 0.8403
Epoch 329/500
113/113 [==============================] - 0s 834us/step - loss: 0.3846 - accuracy: 0.8414
Epoch 330/500
113/113 [==============================] - 0s 860us/step - loss: 0.3849 - accuracy: 0.8393
Epoch 331/500
113/113 [==============================] - 0s 841us/step - loss: 0.3847 - accuracy: 0.8421
Epoch 332/500
113/113 [==============================] - 0s 841us/step - loss: 0.3849 - accuracy: 0.8418
Epoch 333/500
113/113 [==============================] - 0s 832us/step - loss: 0.3848 - accuracy: 0.8413
Epoch 334/500
113/113 [==============================] - 0s 841us/step - loss: 0.3849 - accuracy: 0.8411
Epoch 335/500
113/113 [==============================] - 0s 860us/step - loss: 0.3847 - accuracy: 0.8399
Epoch 336/500
113/113 [==============================] - 0s 920us/step - loss: 0.3849 - accuracy: 0.8414
Epoch 337/500
113/113 [==============================] - 0s 904us/step - loss: 0.3848 - accuracy: 0.8411
Epoch 338/500
113/113 [==============================] - 0s 829us/step - loss: 0.3847 - accuracy: 0.8410
Epoch 339/500
113/113 [==============================] - 0s 845us/step - loss: 0.3846 - accuracy: 0.8417
Epoch 340/500
113/113 [==============================] - 0s 863us/step - loss: 0.3848 - accuracy: 0.8411
Epoch 341/500
113/113 [==============================] - 0s 845us/step - loss: 0.3846 - accuracy: 0.8408
Epoch 342/500
113/113 [==============================] - 0s 835us/step - loss: 0.3849 - accuracy: 0.8411
Epoch 343/500
113/113 [==============================] - 0s 840us/step - loss: 0.3848 - accuracy: 0.8417
Epoch 344/500
113/113 [==============================] - 0s 846us/step - loss: 0.3848 - accuracy: 0.8415
Epoch 345/500
113/113 [==============================] - 0s 849us/step - loss: 0.3848 - accuracy: 0.8418
Epoch 346/500
113/113 [==============================] - 0s 849us/step - loss: 0.3848 - accuracy: 0.8432
Epoch 347/500
113/113 [==============================] - 0s 938us/step - loss: 0.3847 - accuracy: 0.8417
Epoch 348/500
113/113 [==============================] - 0s 844us/step - loss: 0.3849 - accuracy: 0.8399
Epoch 349/500
113/113 [==============================] - 0s 854us/step - loss: 0.3847 - accuracy: 0.8414
Epoch 350/500
113/113 [==============================] - 0s 848us/step - loss: 0.3847 - accuracy: 0.8408
Epoch 351/500
113/113 [==============================] - 0s 847us/step - loss: 0.3848 - accuracy: 0.8413
Epoch 352/500
113/113 [==============================] - 0s 899us/step - loss: 0.3847 - accuracy: 0.8415
Epoch 353/500
113/113 [==============================] - 0s 876us/step - loss: 0.3845 - accuracy: 0.8414
Epoch 354/500
113/113 [==============================] - 0s 846us/step - loss: 0.3847 - accuracy: 0.8421
Epoch 355/500
113/113 [==============================] - 0s 898us/step - loss: 0.3844 - accuracy: 0.8417
Epoch 356/500
113/113 [==============================] - 0s 856us/step - loss: 0.3850 - accuracy: 0.8418
Epoch 357/500
113/113 [==============================] - 0s 883us/step - loss: 0.3845 - accuracy: 0.8418
Epoch 358/500
113/113 [==============================] - 0s 845us/step - loss: 0.3842 - accuracy: 0.8421
Epoch 359/500
113/113 [==============================] - 0s 853us/step - loss: 0.3847 - accuracy: 0.8424
Epoch 360/500
113/113 [==============================] - 0s 881us/step - loss: 0.3846 - accuracy: 0.8431
Epoch 361/500
113/113 [==============================] - 0s 858us/step - loss: 0.3847 - accuracy: 0.8415
Epoch 362/500
113/113 [==============================] - 0s 851us/step - loss: 0.3843 - accuracy: 0.8413
Epoch 363/500
113/113 [==============================] - 0s 837us/step - loss: 0.3847 - accuracy: 0.8419
Epoch 364/500
113/113 [==============================] - 0s 840us/step - loss: 0.3847 - accuracy: 0.8417
Epoch 365/500
113/113 [==============================] - 0s 933us/step - loss: 0.3845 - accuracy: 0.8428
Epoch 366/500
113/113 [==============================] - 0s 834us/step - loss: 0.3848 - accuracy: 0.8413
Epoch 367/500
113/113 [==============================] - 0s 841us/step - loss: 0.3845 - accuracy: 0.8413
Epoch 368/500
113/113 [==============================] - 0s 889us/step - loss: 0.3844 - accuracy: 0.8415
Epoch 369/500
113/113 [==============================] - 0s 861us/step - loss: 0.3847 - accuracy: 0.8414
Epoch 370/500
113/113 [==============================] - 0s 835us/step - loss: 0.3844 - accuracy: 0.8418
Epoch 371/500
113/113 [==============================] - 0s 849us/step - loss: 0.3845 - accuracy: 0.8413
Epoch 372/500
113/113 [==============================] - 0s 828us/step - loss: 0.3844 - accuracy: 0.8425
Epoch 373/500
113/113 [==============================] - 0s 847us/step - loss: 0.3846 - accuracy: 0.8414
Epoch 374/500
113/113 [==============================] - 0s 844us/step - loss: 0.3846 - accuracy: 0.8414
Epoch 375/500
113/113 [==============================] - 0s 845us/step - loss: 0.3845 - accuracy: 0.8414
Epoch 376/500
113/113 [==============================] - 0s 870us/step - loss: 0.3847 - accuracy: 0.8421
Epoch 377/500
113/113 [==============================] - 0s 896us/step - loss: 0.3844 - accuracy: 0.8424
Epoch 378/500
113/113 [==============================] - 0s 835us/step - loss: 0.3842 - accuracy: 0.8426
Epoch 379/500
113/113 [==============================] - 0s 849us/step - loss: 0.3844 - accuracy: 0.8421
Epoch 380/500
113/113 [==============================] - 0s 851us/step - loss: 0.3845 - accuracy: 0.8410
Epoch 381/500
113/113 [==============================] - 0s 877us/step - loss: 0.3845 - accuracy: 0.8418
Epoch 382/500
113/113 [==============================] - 0s 854us/step - loss: 0.3846 - accuracy: 0.8411
Epoch 383/500
113/113 [==============================] - 0s 844us/step - loss: 0.3844 - accuracy: 0.8414
Epoch 384/500
113/113 [==============================] - 0s 844us/step - loss: 0.3844 - accuracy: 0.8413
Epoch 385/500
113/113 [==============================] - 0s 860us/step - loss: 0.3842 - accuracy: 0.8415
Epoch 386/500
113/113 [==============================] - 0s 894us/step - loss: 0.3845 - accuracy: 0.8418
Epoch 387/500
113/113 [==============================] - 0s 831us/step - loss: 0.3843 - accuracy: 0.8419
Epoch 388/500
113/113 [==============================] - 0s 863us/step - loss: 0.3842 - accuracy: 0.8407
Epoch 389/500
113/113 [==============================] - 0s 861us/step - loss: 0.3844 - accuracy: 0.8431
Epoch 390/500
113/113 [==============================] - 0s 854us/step - loss: 0.3845 - accuracy: 0.8417
Epoch 391/500
113/113 [==============================] - 0s 894us/step - loss: 0.3844 - accuracy: 0.8422
Epoch 392/500
113/113 [==============================] - 0s 835us/step - loss: 0.3843 - accuracy: 0.8415
Epoch 393/500
113/113 [==============================] - 0s 835us/step - loss: 0.3845 - accuracy: 0.8417
Epoch 394/500
113/113 [==============================] - 0s 834us/step - loss: 0.3843 - accuracy: 0.8413
Epoch 395/500
113/113 [==============================] - 0s 846us/step - loss: 0.3843 - accuracy: 0.8426
Epoch 396/500
113/113 [==============================] - 0s 960us/step - loss: 0.3844 - accuracy: 0.8411
Epoch 397/500
113/113 [==============================] - 0s 839us/step - loss: 0.3844 - accuracy: 0.8417
Epoch 398/500
113/113 [==============================] - 0s 845us/step - loss: 0.3842 - accuracy: 0.8419
Epoch 399/500
113/113 [==============================] - 0s 866us/step - loss: 0.3843 - accuracy: 0.8407
Epoch 400/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3841 - accuracy: 0.8422
Epoch 401/500
113/113 [==============================] - 0s 856us/step - loss: 0.3841 - accuracy: 0.8421
Epoch 402/500
113/113 [==============================] - 0s 839us/step - loss: 0.3842 - accuracy: 0.8419
Epoch 403/500
113/113 [==============================] - 0s 867us/step - loss: 0.3842 - accuracy: 0.8429
Epoch 404/500
113/113 [==============================] - 0s 859us/step - loss: 0.3844 - accuracy: 0.8419
Epoch 405/500
113/113 [==============================] - 0s 878us/step - loss: 0.3843 - accuracy: 0.8421
Epoch 406/500
113/113 [==============================] - 0s 924us/step - loss: 0.3840 - accuracy: 0.8418
Epoch 407/500
113/113 [==============================] - 0s 854us/step - loss: 0.3837 - accuracy: 0.8432
Epoch 408/500
113/113 [==============================] - 0s 919us/step - loss: 0.3842 - accuracy: 0.8422
Epoch 409/500
113/113 [==============================] - 0s 908us/step - loss: 0.3842 - accuracy: 0.8411
Epoch 410/500
113/113 [==============================] - 0s 890us/step - loss: 0.3842 - accuracy: 0.8419
Epoch 411/500
113/113 [==============================] - 0s 884us/step - loss: 0.3842 - accuracy: 0.8428
Epoch 412/500
113/113 [==============================] - 0s 875us/step - loss: 0.3843 - accuracy: 0.8411
Epoch 413/500
113/113 [==============================] - 0s 848us/step - loss: 0.3842 - accuracy: 0.8408
Epoch 414/500
113/113 [==============================] - 0s 856us/step - loss: 0.3835 - accuracy: 0.8438
Epoch 415/500
113/113 [==============================] - 0s 874us/step - loss: 0.3841 - accuracy: 0.8425
Epoch 416/500
113/113 [==============================] - 0s 967us/step - loss: 0.3842 - accuracy: 0.8410
Epoch 417/500
113/113 [==============================] - 0s 878us/step - loss: 0.3842 - accuracy: 0.8414
Epoch 418/500
113/113 [==============================] - 0s 842us/step - loss: 0.3841 - accuracy: 0.8421
Epoch 419/500
113/113 [==============================] - 0s 851us/step - loss: 0.3841 - accuracy: 0.8418
Epoch 420/500
113/113 [==============================] - 0s 869us/step - loss: 0.3841 - accuracy: 0.8419
Epoch 421/500
113/113 [==============================] - 0s 867us/step - loss: 0.3842 - accuracy: 0.8408
Epoch 422/500
113/113 [==============================] - 0s 896us/step - loss: 0.3841 - accuracy: 0.8414
Epoch 423/500
113/113 [==============================] - 0s 836us/step - loss: 0.3838 - accuracy: 0.8425
Epoch 424/500
113/113 [==============================] - 0s 861us/step - loss: 0.3841 - accuracy: 0.8411
Epoch 425/500
113/113 [==============================] - 0s 878us/step - loss: 0.3840 - accuracy: 0.8431
Epoch 426/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3841 - accuracy: 0.8419
Epoch 427/500
113/113 [==============================] - 0s 878us/step - loss: 0.3841 - accuracy: 0.8415
Epoch 428/500
113/113 [==============================] - 0s 843us/step - loss: 0.3840 - accuracy: 0.8413
Epoch 429/500
113/113 [==============================] - 0s 884us/step - loss: 0.3842 - accuracy: 0.8425
Epoch 430/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3839 - accuracy: 0.8421
Epoch 431/500
113/113 [==============================] - 0s 846us/step - loss: 0.3840 - accuracy: 0.8432
Epoch 432/500
113/113 [==============================] - 0s 886us/step - loss: 0.3840 - accuracy: 0.8413
Epoch 433/500
113/113 [==============================] - 0s 860us/step - loss: 0.3840 - accuracy: 0.8424
Epoch 434/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3840 - accuracy: 0.8413
Epoch 435/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3840 - accuracy: 0.8413
Epoch 436/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3839 - accuracy: 0.8413
Epoch 437/500
113/113 [==============================] - 0s 874us/step - loss: 0.3839 - accuracy: 0.8419
Epoch 438/500
113/113 [==============================] - 0s 970us/step - loss: 0.3842 - accuracy: 0.8431
Epoch 439/500
113/113 [==============================] - 0s 873us/step - loss: 0.3840 - accuracy: 0.8429
Epoch 440/500
113/113 [==============================] - 0s 868us/step - loss: 0.3838 - accuracy: 0.8429
Epoch 441/500
113/113 [==============================] - 0s 851us/step - loss: 0.3838 - accuracy: 0.8418
Epoch 442/500
113/113 [==============================] - 0s 856us/step - loss: 0.3838 - accuracy: 0.8414
Epoch 443/500
113/113 [==============================] - 0s 872us/step - loss: 0.3840 - accuracy: 0.8421
Epoch 444/500
113/113 [==============================] - 0s 939us/step - loss: 0.3839 - accuracy: 0.8418
Epoch 445/500
113/113 [==============================] - 0s 863us/step - loss: 0.3838 - accuracy: 0.8421
Epoch 446/500
113/113 [==============================] - 0s 887us/step - loss: 0.3839 - accuracy: 0.8425
Epoch 447/500
113/113 [==============================] - 0s 861us/step - loss: 0.3839 - accuracy: 0.8424
Epoch 448/500
113/113 [==============================] - 0s 872us/step - loss: 0.3839 - accuracy: 0.8428
Epoch 449/500
113/113 [==============================] - 0s 869us/step - loss: 0.3840 - accuracy: 0.8421
Epoch 450/500
113/113 [==============================] - 0s 862us/step - loss: 0.3838 - accuracy: 0.8424
Epoch 451/500
113/113 [==============================] - 0s 858us/step - loss: 0.3840 - accuracy: 0.8422
Epoch 452/500
113/113 [==============================] - 0s 852us/step - loss: 0.3838 - accuracy: 0.8422
Epoch 453/500
113/113 [==============================] - 0s 877us/step - loss: 0.3840 - accuracy: 0.8419
Epoch 454/500
113/113 [==============================] - 0s 975us/step - loss: 0.3838 - accuracy: 0.8414
Epoch 455/500
113/113 [==============================] - 0s 881us/step - loss: 0.3837 - accuracy: 0.8425
Epoch 456/500
113/113 [==============================] - 0s 839us/step - loss: 0.3836 - accuracy: 0.8421
Epoch 457/500
113/113 [==============================] - 0s 854us/step - loss: 0.3839 - accuracy: 0.8428
Epoch 458/500
113/113 [==============================] - 0s 874us/step - loss: 0.3838 - accuracy: 0.8431
Epoch 459/500
113/113 [==============================] - 0s 856us/step - loss: 0.3839 - accuracy: 0.8426
Epoch 460/500
113/113 [==============================] - 0s 885us/step - loss: 0.3838 - accuracy: 0.8424
Epoch 461/500
113/113 [==============================] - 0s 861us/step - loss: 0.3837 - accuracy: 0.8431
Epoch 462/500
113/113 [==============================] - 0s 849us/step - loss: 0.3839 - accuracy: 0.8415
Epoch 463/500
113/113 [==============================] - 0s 883us/step - loss: 0.3836 - accuracy: 0.8422
Epoch 464/500
113/113 [==============================] - 0s 925us/step - loss: 0.3836 - accuracy: 0.8436
Epoch 465/500
113/113 [==============================] - 0s 886us/step - loss: 0.3838 - accuracy: 0.8446
Epoch 466/500
113/113 [==============================] - 0s 905us/step - loss: 0.3835 - accuracy: 0.8422
Epoch 467/500
113/113 [==============================] - 0s 885us/step - loss: 0.3838 - accuracy: 0.8424
Epoch 468/500
113/113 [==============================] - 0s 835us/step - loss: 0.3837 - accuracy: 0.8424
Epoch 469/500
113/113 [==============================] - 0s 859us/step - loss: 0.3838 - accuracy: 0.8422
Epoch 470/500
113/113 [==============================] - 0s 876us/step - loss: 0.3836 - accuracy: 0.8421
Epoch 471/500
113/113 [==============================] - 0s 863us/step - loss: 0.3838 - accuracy: 0.8424
Epoch 472/500
113/113 [==============================] - 0s 873us/step - loss: 0.3836 - accuracy: 0.8421
Epoch 473/500
113/113 [==============================] - 0s 841us/step - loss: 0.3836 - accuracy: 0.8433
Epoch 474/500
113/113 [==============================] - 0s 962us/step - loss: 0.3837 - accuracy: 0.8440
Epoch 475/500
113/113 [==============================] - 0s 868us/step - loss: 0.3835 - accuracy: 0.8426
Epoch 476/500
113/113 [==============================] - 0s 852us/step - loss: 0.3837 - accuracy: 0.8428
Epoch 477/500
113/113 [==============================] - 0s 894us/step - loss: 0.3834 - accuracy: 0.8438
Epoch 478/500
113/113 [==============================] - 0s 841us/step - loss: 0.3837 - accuracy: 0.8426
Epoch 479/500
113/113 [==============================] - 0s 853us/step - loss: 0.3836 - accuracy: 0.8419
Epoch 480/500
113/113 [==============================] - 0s 885us/step - loss: 0.3838 - accuracy: 0.8431
Epoch 481/500
113/113 [==============================] - 0s 862us/step - loss: 0.3835 - accuracy: 0.8438
Epoch 482/500
113/113 [==============================] - 0s 876us/step - loss: 0.3834 - accuracy: 0.8419
Epoch 483/500
113/113 [==============================] - 0s 962us/step - loss: 0.3833 - accuracy: 0.8433
Epoch 484/500
113/113 [==============================] - 0s 856us/step - loss: 0.3834 - accuracy: 0.8424
Epoch 485/500
113/113 [==============================] - 0s 879us/step - loss: 0.3834 - accuracy: 0.8424
Epoch 486/500
113/113 [==============================] - 0s 857us/step - loss: 0.3836 - accuracy: 0.8415
Epoch 487/500
113/113 [==============================] - 0s 894us/step - loss: 0.3835 - accuracy: 0.8419
Epoch 488/500
113/113 [==============================] - 0s 840us/step - loss: 0.3834 - accuracy: 0.8438
Epoch 489/500
113/113 [==============================] - 0s 853us/step - loss: 0.3835 - accuracy: 0.8436
Epoch 490/500
113/113 [==============================] - 0s 903us/step - loss: 0.3834 - accuracy: 0.8431
Epoch 491/500
113/113 [==============================] - 0s 841us/step - loss: 0.3834 - accuracy: 0.8418
Epoch 492/500
113/113 [==============================] - 0s 898us/step - loss: 0.3834 - accuracy: 0.8432
Epoch 493/500
113/113 [==============================] - 0s 887us/step - loss: 0.3834 - accuracy: 0.8425
Epoch 494/500
113/113 [==============================] - 0s 898us/step - loss: 0.3835 - accuracy: 0.8431
Epoch 495/500
113/113 [==============================] - 0s 881us/step - loss: 0.3833 - accuracy: 0.8419
Epoch 496/500
113/113 [==============================] - 0s 852us/step - loss: 0.3831 - accuracy: 0.8435
Epoch 497/500
113/113 [==============================] - 0s 876us/step - loss: 0.3834 - accuracy: 0.8428
Epoch 498/500
113/113 [==============================] - 0s 860us/step - loss: 0.3835 - accuracy: 0.8436
Epoch 499/500
113/113 [==============================] - 0s 889us/step - loss: 0.3835 - accuracy: 0.8417
Epoch 500/500
113/113 [==============================] - 0s 894us/step - loss: 0.3834 - accuracy: 0.8451
Epoch 1/500
113/113 [==============================] - 0s 849us/step - loss: 0.6521 - accuracy: 0.7944
Epoch 2/500
113/113 [==============================] - 0s 871us/step - loss: 0.5937 - accuracy: 0.7962
Epoch 3/500
113/113 [==============================] - 0s 836us/step - loss: 0.5598 - accuracy: 0.7962
Epoch 4/500
113/113 [==============================] - 0s 824us/step - loss: 0.5396 - accuracy: 0.7962
Epoch 5/500
113/113 [==============================] - 0s 830us/step - loss: 0.5273 - accuracy: 0.7962
Epoch 6/500
113/113 [==============================] - 0s 853us/step - loss: 0.5197 - accuracy: 0.7962
Epoch 7/500
113/113 [==============================] - 0s 815us/step - loss: 0.5148 - accuracy: 0.7962
Epoch 8/500
113/113 [==============================] - 0s 808us/step - loss: 0.5117 - accuracy: 0.7962
Epoch 9/500
113/113 [==============================] - 0s 860us/step - loss: 0.5096 - accuracy: 0.7962
Epoch 10/500
113/113 [==============================] - 0s 857us/step - loss: 0.5083 - accuracy: 0.7962
Epoch 11/500
113/113 [==============================] - 0s 925us/step - loss: 0.5074 - accuracy: 0.7962
Epoch 12/500
113/113 [==============================] - 0s 816us/step - loss: 0.5068 - accuracy: 0.7962
Epoch 13/500
113/113 [==============================] - 0s 847us/step - loss: 0.5064 - accuracy: 0.7962
Epoch 14/500
113/113 [==============================] - 0s 841us/step - loss: 0.5061 - accuracy: 0.7962
Epoch 15/500
113/113 [==============================] - 0s 823us/step - loss: 0.5060 - accuracy: 0.7962
Epoch 16/500
113/113 [==============================] - 0s 857us/step - loss: 0.5058 - accuracy: 0.7962
Epoch 17/500
113/113 [==============================] - 0s 815us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 18/500
113/113 [==============================] - 0s 799us/step - loss: 0.5057 - accuracy: 0.7962
Epoch 19/500
113/113 [==============================] - 0s 967us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 20/500
113/113 [==============================] - 0s 819us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 21/500
113/113 [==============================] - 0s 870us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 22/500
113/113 [==============================] - 0s 820us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 23/500
113/113 [==============================] - 0s 806us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 24/500
113/113 [==============================] - 0s 850us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 25/500
113/113 [==============================] - 0s 811us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 26/500
113/113 [==============================] - 0s 869us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 27/500
113/113 [==============================] - 0s 814us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 28/500
113/113 [==============================] - 0s 821us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 29/500
113/113 [==============================] - 0s 850us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 30/500
113/113 [==============================] - 0s 929us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 31/500
113/113 [==============================] - 0s 882us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 32/500
113/113 [==============================] - 0s 815us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 33/500
113/113 [==============================] - 0s 822us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 34/500
113/113 [==============================] - 0s 838us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 35/500
113/113 [==============================] - 0s 813us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 36/500
113/113 [==============================] - 0s 840us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 37/500
113/113 [==============================] - 0s 843us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 38/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 39/500
113/113 [==============================] - 0s 888us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 40/500
113/113 [==============================] - 0s 827us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 41/500
113/113 [==============================] - 0s 860us/step - loss: 0.5056 - accuracy: 0.7962
Epoch 42/500
113/113 [==============================] - 0s 862us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 43/500
113/113 [==============================] - 0s 842us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 44/500
113/113 [==============================] - 0s 856us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 45/500
113/113 [==============================] - 0s 810us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 46/500
113/113 [==============================] - 0s 816us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 47/500
113/113 [==============================] - 0s 936us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 48/500
113/113 [==============================] - 0s 856us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 49/500
113/113 [==============================] - 0s 843us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 50/500
113/113 [==============================] - 0s 904us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 51/500
113/113 [==============================] - 0s 816us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 52/500
113/113 [==============================] - 0s 886us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 53/500
113/113 [==============================] - 0s 840us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 54/500
113/113 [==============================] - 0s 857us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 55/500
113/113 [==============================] - 0s 812us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 56/500
113/113 [==============================] - 0s 807us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 57/500
113/113 [==============================] - 0s 855us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 58/500
113/113 [==============================] - 0s 812us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 59/500
113/113 [==============================] - 0s 848us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 60/500
113/113 [==============================] - 0s 822us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 61/500
113/113 [==============================] - 0s 858us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 62/500
113/113 [==============================] - 0s 886us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 63/500
113/113 [==============================] - 0s 878us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 64/500
113/113 [==============================] - 0s 859us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 65/500
113/113 [==============================] - 0s 839us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 66/500
113/113 [==============================] - 0s 833us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 67/500
113/113 [==============================] - 0s 898us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 68/500
113/113 [==============================] - 0s 824us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 69/500
113/113 [==============================] - 0s 873us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 70/500
113/113 [==============================] - 0s 848us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 71/500
113/113 [==============================] - 0s 869us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 72/500
113/113 [==============================] - 0s 880us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 73/500
113/113 [==============================] - 0s 820us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 74/500
113/113 [==============================] - 0s 867us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 75/500
113/113 [==============================] - 0s 828us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 76/500
113/113 [==============================] - 0s 826us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 77/500
113/113 [==============================] - 0s 879us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 78/500
113/113 [==============================] - 0s 826us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 79/500
113/113 [==============================] - 0s 834us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 80/500
113/113 [==============================] - 0s 906us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 81/500
113/113 [==============================] - 0s 874us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 82/500
113/113 [==============================] - 0s 905us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 83/500
113/113 [==============================] - 0s 829us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 84/500
113/113 [==============================] - 0s 832us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 85/500
113/113 [==============================] - 0s 854us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 86/500
113/113 [==============================] - 0s 817us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 87/500
113/113 [==============================] - 0s 866us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 88/500
113/113 [==============================] - 0s 823us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 89/500
113/113 [==============================] - 0s 832us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 90/500
113/113 [==============================] - 0s 997us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 91/500
113/113 [==============================] - 0s 816us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 92/500
113/113 [==============================] - 0s 871us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 93/500
113/113 [==============================] - 0s 833us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 94/500
113/113 [==============================] - 0s 823us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 95/500
113/113 [==============================] - 0s 847us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 96/500
113/113 [==============================] - 0s 824us/step - loss: 0.5055 - accuracy: 0.7962
Epoch 97/500
113/113 [==============================] - 0s 847us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 98/500
113/113 [==============================] - 0s 855us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 99/500
113/113 [==============================] - 0s 835us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 100/500
113/113 [==============================] - 0s 821us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 101/500
113/113 [==============================] - 0s 866us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 102/500
113/113 [==============================] - 0s 954us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 103/500
113/113 [==============================] - 0s 993us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 104/500
113/113 [==============================] - 0s 788us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 105/500
113/113 [==============================] - 0s 809us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 106/500
113/113 [==============================] - 0s 781us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 107/500
113/113 [==============================] - 0s 775us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 108/500
113/113 [==============================] - 0s 821us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 109/500
113/113 [==============================] - 0s 777us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 110/500
113/113 [==============================] - 0s 778us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 111/500
113/113 [==============================] - 0s 911us/step - loss: 0.5054 - accuracy: 0.7962
Epoch 112/500
113/113 [==============================] - 0s 761us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 113/500
113/113 [==============================] - 0s 821us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 114/500
113/113 [==============================] - 0s 782us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 115/500
113/113 [==============================] - 0s 779us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 116/500
113/113 [==============================] - 0s 810us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 117/500
113/113 [==============================] - 0s 781us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 118/500
113/113 [==============================] - 0s 772us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 119/500
113/113 [==============================] - 0s 818us/step - loss: 0.5053 - accuracy: 0.7962
Epoch 120/500
113/113 [==============================] - 0s 780us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 121/500
113/113 [==============================] - 0s 858us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 122/500
113/113 [==============================] - 0s 808us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 123/500
113/113 [==============================] - 0s 823us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 124/500
113/113 [==============================] - 0s 820us/step - loss: 0.5052 - accuracy: 0.7962
Epoch 125/500
113/113 [==============================] - 0s 793us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 126/500
113/113 [==============================] - 0s 776us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 127/500
113/113 [==============================] - 0s 807us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 128/500
113/113 [==============================] - 0s 778us/step - loss: 0.5051 - accuracy: 0.7962
Epoch 129/500
113/113 [==============================] - 0s 808us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 130/500
113/113 [==============================] - 0s 804us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 131/500
113/113 [==============================] - 0s 783us/step - loss: 0.5050 - accuracy: 0.7962
Epoch 132/500
113/113 [==============================] - 0s 851us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 133/500
113/113 [==============================] - 0s 779us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 134/500
113/113 [==============================] - 0s 785us/step - loss: 0.5049 - accuracy: 0.7962
Epoch 135/500
113/113 [==============================] - 0s 813us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 136/500
113/113 [==============================] - 0s 795us/step - loss: 0.5048 - accuracy: 0.7962
Epoch 137/500
113/113 [==============================] - 0s 776us/step - loss: 0.5047 - accuracy: 0.7962
Epoch 138/500
113/113 [==============================] - 0s 819us/step - loss: 0.5047 - accuracy: 0.7962
Epoch 139/500
113/113 [==============================] - 0s 784us/step - loss: 0.5046 - accuracy: 0.7962
Epoch 140/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5045 - accuracy: 0.7962
Epoch 141/500
113/113 [==============================] - 0s 768us/step - loss: 0.5045 - accuracy: 0.7962
Epoch 142/500
113/113 [==============================] - 0s 771us/step - loss: 0.5044 - accuracy: 0.7962
Epoch 143/500
113/113 [==============================] - 0s 879us/step - loss: 0.5043 - accuracy: 0.7962
Epoch 144/500
113/113 [==============================] - 0s 785us/step - loss: 0.5042 - accuracy: 0.7962
Epoch 145/500
113/113 [==============================] - 0s 809us/step - loss: 0.5041 - accuracy: 0.7962
Epoch 146/500
113/113 [==============================] - 0s 811us/step - loss: 0.5040 - accuracy: 0.7962
Epoch 147/500
113/113 [==============================] - 0s 795us/step - loss: 0.5039 - accuracy: 0.7962
Epoch 148/500
113/113 [==============================] - 0s 838us/step - loss: 0.5038 - accuracy: 0.7962
Epoch 149/500
113/113 [==============================] - 0s 773us/step - loss: 0.5037 - accuracy: 0.7962
Epoch 150/500
113/113 [==============================] - 0s 778us/step - loss: 0.5035 - accuracy: 0.7962
Epoch 151/500
113/113 [==============================] - 0s 835us/step - loss: 0.5034 - accuracy: 0.7962
Epoch 152/500
113/113 [==============================] - 0s 785us/step - loss: 0.5032 - accuracy: 0.7962
Epoch 153/500
113/113 [==============================] - 0s 928us/step - loss: 0.5030 - accuracy: 0.7962
Epoch 154/500
113/113 [==============================] - 0s 786us/step - loss: 0.5028 - accuracy: 0.7962
Epoch 155/500
113/113 [==============================] - 0s 787us/step - loss: 0.5025 - accuracy: 0.7962
Epoch 156/500
113/113 [==============================] - 0s 819us/step - loss: 0.5023 - accuracy: 0.7962
Epoch 157/500
113/113 [==============================] - 0s 782us/step - loss: 0.5020 - accuracy: 0.7962
Epoch 158/500
113/113 [==============================] - 0s 796us/step - loss: 0.5016 - accuracy: 0.7962
Epoch 159/500
113/113 [==============================] - 0s 824us/step - loss: 0.5013 - accuracy: 0.7962
Epoch 160/500
113/113 [==============================] - 0s 771us/step - loss: 0.5009 - accuracy: 0.7962
Epoch 161/500
113/113 [==============================] - 0s 806us/step - loss: 0.5004 - accuracy: 0.7962
Epoch 162/500
113/113 [==============================] - 0s 795us/step - loss: 0.4999 - accuracy: 0.7962
Epoch 163/500
113/113 [==============================] - 0s 772us/step - loss: 0.4994 - accuracy: 0.7962
Epoch 164/500
113/113 [==============================] - 0s 811us/step - loss: 0.4987 - accuracy: 0.7962
Epoch 165/500
113/113 [==============================] - 0s 776us/step - loss: 0.4980 - accuracy: 0.7962
Epoch 166/500
113/113 [==============================] - 0s 775us/step - loss: 0.4973 - accuracy: 0.7962
Epoch 167/500
113/113 [==============================] - 0s 878us/step - loss: 0.4964 - accuracy: 0.7962
Epoch 168/500
113/113 [==============================] - 0s 783us/step - loss: 0.4954 - accuracy: 0.7962
Epoch 169/500
113/113 [==============================] - 0s 813us/step - loss: 0.4942 - accuracy: 0.7962
Epoch 170/500
113/113 [==============================] - 0s 776us/step - loss: 0.4929 - accuracy: 0.7962
Epoch 171/500
113/113 [==============================] - 0s 788us/step - loss: 0.4915 - accuracy: 0.7962
Epoch 172/500
113/113 [==============================] - 0s 827us/step - loss: 0.4899 - accuracy: 0.7962
Epoch 173/500
113/113 [==============================] - 0s 786us/step - loss: 0.4880 - accuracy: 0.7962
Epoch 174/500
113/113 [==============================] - 0s 811us/step - loss: 0.4859 - accuracy: 0.7962
Epoch 175/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4836 - accuracy: 0.7962
Epoch 176/500
113/113 [==============================] - 0s 789us/step - loss: 0.4810 - accuracy: 0.7962
Epoch 177/500
113/113 [==============================] - 0s 808us/step - loss: 0.4781 - accuracy: 0.7962
Epoch 178/500
113/113 [==============================] - 0s 800us/step - loss: 0.4750 - accuracy: 0.7962
Epoch 179/500
113/113 [==============================] - 0s 783us/step - loss: 0.4715 - accuracy: 0.7962
Epoch 180/500
113/113 [==============================] - 0s 804us/step - loss: 0.4678 - accuracy: 0.7962
Epoch 181/500
113/113 [==============================] - 0s 785us/step - loss: 0.4639 - accuracy: 0.7962
Epoch 182/500
113/113 [==============================] - 0s 785us/step - loss: 0.4599 - accuracy: 0.7962
Epoch 183/500
113/113 [==============================] - 0s 809us/step - loss: 0.4560 - accuracy: 0.7962
Epoch 184/500
113/113 [==============================] - 0s 799us/step - loss: 0.4522 - accuracy: 0.7964
Epoch 185/500
113/113 [==============================] - 0s 881us/step - loss: 0.4486 - accuracy: 0.7958
Epoch 186/500
113/113 [==============================] - 0s 792us/step - loss: 0.4455 - accuracy: 0.7954
Epoch 187/500
113/113 [==============================] - 0s 796us/step - loss: 0.4428 - accuracy: 0.7937
Epoch 188/500
113/113 [==============================] - 0s 824us/step - loss: 0.4406 - accuracy: 0.7939
Epoch 189/500
113/113 [==============================] - 0s 819us/step - loss: 0.4388 - accuracy: 0.7944
Epoch 190/500
113/113 [==============================] - 0s 812us/step - loss: 0.4374 - accuracy: 0.7954
Epoch 191/500
113/113 [==============================] - 0s 829us/step - loss: 0.4363 - accuracy: 0.7956
Epoch 192/500
113/113 [==============================] - 0s 788us/step - loss: 0.4353 - accuracy: 0.7967
Epoch 193/500
113/113 [==============================] - 0s 844us/step - loss: 0.4347 - accuracy: 0.7958
Epoch 194/500
113/113 [==============================] - 0s 817us/step - loss: 0.4341 - accuracy: 0.7972
Epoch 195/500
113/113 [==============================] - 0s 800us/step - loss: 0.4336 - accuracy: 0.7979
Epoch 196/500
113/113 [==============================] - 0s 899us/step - loss: 0.4332 - accuracy: 0.7989
Epoch 197/500
113/113 [==============================] - 0s 792us/step - loss: 0.4328 - accuracy: 0.8006
Epoch 198/500
113/113 [==============================] - 0s 829us/step - loss: 0.4325 - accuracy: 0.8012
Epoch 199/500
113/113 [==============================] - 0s 792us/step - loss: 0.4322 - accuracy: 0.8021
Epoch 200/500
113/113 [==============================] - 0s 798us/step - loss: 0.4319 - accuracy: 0.8024
Epoch 201/500
113/113 [==============================] - 0s 823us/step - loss: 0.4316 - accuracy: 0.8033
Epoch 202/500
113/113 [==============================] - 0s 789us/step - loss: 0.4314 - accuracy: 0.8040
Epoch 203/500
113/113 [==============================] - 0s 793us/step - loss: 0.4311 - accuracy: 0.8037
Epoch 204/500
113/113 [==============================] - 0s 817us/step - loss: 0.4309 - accuracy: 0.8042
Epoch 205/500
113/113 [==============================] - 0s 800us/step - loss: 0.4306 - accuracy: 0.8049
Epoch 206/500
113/113 [==============================] - 0s 804us/step - loss: 0.4303 - accuracy: 0.8053
Epoch 207/500
113/113 [==============================] - 0s 831us/step - loss: 0.4301 - accuracy: 0.8065
Epoch 208/500
113/113 [==============================] - 0s 796us/step - loss: 0.4299 - accuracy: 0.8076
Epoch 209/500
113/113 [==============================] - 0s 881us/step - loss: 0.4296 - accuracy: 0.8072
Epoch 210/500
113/113 [==============================] - 0s 816us/step - loss: 0.4294 - accuracy: 0.8079
Epoch 211/500
113/113 [==============================] - 0s 797us/step - loss: 0.4291 - accuracy: 0.8081
Epoch 212/500
113/113 [==============================] - 0s 815us/step - loss: 0.4289 - accuracy: 0.8089
Epoch 213/500
113/113 [==============================] - 0s 790us/step - loss: 0.4286 - accuracy: 0.8097
Epoch 214/500
113/113 [==============================] - 0s 829us/step - loss: 0.4283 - accuracy: 0.8111
Epoch 215/500
113/113 [==============================] - 0s 793us/step - loss: 0.4280 - accuracy: 0.8107
Epoch 216/500
113/113 [==============================] - 0s 827us/step - loss: 0.4277 - accuracy: 0.8122
Epoch 217/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.8132
Epoch 218/500
113/113 [==============================] - 0s 799us/step - loss: 0.4270 - accuracy: 0.8133
Epoch 219/500
113/113 [==============================] - 0s 817us/step - loss: 0.4266 - accuracy: 0.8147
Epoch 220/500
113/113 [==============================] - 0s 833us/step - loss: 0.4262 - accuracy: 0.8161
Epoch 221/500
113/113 [==============================] - 0s 830us/step - loss: 0.4257 - accuracy: 0.8161
Epoch 222/500
113/113 [==============================] - 0s 826us/step - loss: 0.4252 - accuracy: 0.8174
Epoch 223/500
113/113 [==============================] - 0s 793us/step - loss: 0.4247 - accuracy: 0.8188
Epoch 224/500
113/113 [==============================] - 0s 794us/step - loss: 0.4242 - accuracy: 0.8200
Epoch 225/500
113/113 [==============================] - 0s 824us/step - loss: 0.4236 - accuracy: 0.8214
Epoch 226/500
113/113 [==============================] - 0s 804us/step - loss: 0.4231 - accuracy: 0.8217
Epoch 227/500
113/113 [==============================] - 0s 859us/step - loss: 0.4225 - accuracy: 0.8215
Epoch 228/500
113/113 [==============================] - 0s 784us/step - loss: 0.4219 - accuracy: 0.8232
Epoch 229/500
113/113 [==============================] - 0s 790us/step - loss: 0.4212 - accuracy: 0.8233
Epoch 230/500
113/113 [==============================] - 0s 823us/step - loss: 0.4206 - accuracy: 0.8239
Epoch 231/500
113/113 [==============================] - 0s 872us/step - loss: 0.4199 - accuracy: 0.8242
Epoch 232/500
113/113 [==============================] - 0s 789us/step - loss: 0.4192 - accuracy: 0.8246
Epoch 233/500
113/113 [==============================] - 0s 853us/step - loss: 0.4185 - accuracy: 0.8253
Epoch 234/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4177 - accuracy: 0.8265
Epoch 235/500
113/113 [==============================] - 0s 827us/step - loss: 0.4170 - accuracy: 0.8263
Epoch 236/500
113/113 [==============================] - 0s 798us/step - loss: 0.4162 - accuracy: 0.8282
Epoch 237/500
113/113 [==============================] - 0s 813us/step - loss: 0.4153 - accuracy: 0.8282
Epoch 238/500
113/113 [==============================] - 0s 838us/step - loss: 0.4145 - accuracy: 0.8289
Epoch 239/500
113/113 [==============================] - 0s 795us/step - loss: 0.4136 - accuracy: 0.8299
Epoch 240/500
113/113 [==============================] - 0s 823us/step - loss: 0.4126 - accuracy: 0.8294
Epoch 241/500
113/113 [==============================] - 0s 788us/step - loss: 0.4116 - accuracy: 0.8326
Epoch 242/500
113/113 [==============================] - 0s 793us/step - loss: 0.4106 - accuracy: 0.8314
Epoch 243/500
113/113 [==============================] - 0s 828us/step - loss: 0.4095 - accuracy: 0.8340
Epoch 244/500
113/113 [==============================] - 0s 791us/step - loss: 0.4084 - accuracy: 0.8344
Epoch 245/500
113/113 [==============================] - 0s 824us/step - loss: 0.4072 - accuracy: 0.8343
Epoch 246/500
113/113 [==============================] - 0s 793us/step - loss: 0.4059 - accuracy: 0.8354
Epoch 247/500
113/113 [==============================] - 0s 809us/step - loss: 0.4046 - accuracy: 0.8344
Epoch 248/500
113/113 [==============================] - 0s 951us/step - loss: 0.4032 - accuracy: 0.8369
Epoch 249/500
113/113 [==============================] - 0s 785us/step - loss: 0.4017 - accuracy: 0.8383
Epoch 250/500
113/113 [==============================] - 0s 799us/step - loss: 0.3999 - accuracy: 0.8397
Epoch 251/500
113/113 [==============================] - 0s 824us/step - loss: 0.3980 - accuracy: 0.8406
Epoch 252/500
113/113 [==============================] - 0s 792us/step - loss: 0.3960 - accuracy: 0.8415
Epoch 253/500
113/113 [==============================] - 0s 825us/step - loss: 0.3938 - accuracy: 0.8424
Epoch 254/500
113/113 [==============================] - 0s 790us/step - loss: 0.3916 - accuracy: 0.8442
Epoch 255/500
113/113 [==============================] - 0s 794us/step - loss: 0.3892 - accuracy: 0.8449
Epoch 256/500
113/113 [==============================] - 0s 816us/step - loss: 0.3867 - accuracy: 0.8465
Epoch 257/500
113/113 [==============================] - 0s 784us/step - loss: 0.3845 - accuracy: 0.8471
Epoch 258/500
113/113 [==============================] - 0s 819us/step - loss: 0.3822 - accuracy: 0.8494
Epoch 259/500
113/113 [==============================] - 0s 839us/step - loss: 0.3800 - accuracy: 0.8507
Epoch 260/500
113/113 [==============================] - 0s 790us/step - loss: 0.3778 - accuracy: 0.8514
Epoch 261/500
113/113 [==============================] - 0s 801us/step - loss: 0.3757 - accuracy: 0.8517
Epoch 262/500
113/113 [==============================] - 0s 787us/step - loss: 0.3737 - accuracy: 0.8528
Epoch 263/500
113/113 [==============================] - 0s 811us/step - loss: 0.3717 - accuracy: 0.8553
Epoch 264/500
113/113 [==============================] - 0s 836us/step - loss: 0.3700 - accuracy: 0.8550
Epoch 265/500
113/113 [==============================] - 0s 796us/step - loss: 0.3682 - accuracy: 0.8551
Epoch 266/500
113/113 [==============================] - 0s 794us/step - loss: 0.3666 - accuracy: 0.8561
Epoch 267/500
113/113 [==============================] - 0s 811us/step - loss: 0.3651 - accuracy: 0.8551
Epoch 268/500
113/113 [==============================] - 0s 776us/step - loss: 0.3637 - accuracy: 0.8561
Epoch 269/500
113/113 [==============================] - 0s 847us/step - loss: 0.3625 - accuracy: 0.8558
Epoch 270/500
113/113 [==============================] - 0s 860us/step - loss: 0.3613 - accuracy: 0.8553
Epoch 271/500
113/113 [==============================] - 0s 798us/step - loss: 0.3602 - accuracy: 0.8556
Epoch 272/500
113/113 [==============================] - 0s 854us/step - loss: 0.3593 - accuracy: 0.8565
Epoch 273/500
113/113 [==============================] - 0s 786us/step - loss: 0.3583 - accuracy: 0.8568
Epoch 274/500
113/113 [==============================] - 0s 815us/step - loss: 0.3576 - accuracy: 0.8557
Epoch 275/500
113/113 [==============================] - 0s 811us/step - loss: 0.3567 - accuracy: 0.8581
Epoch 276/500
113/113 [==============================] - 0s 781us/step - loss: 0.3562 - accuracy: 0.8564
Epoch 277/500
113/113 [==============================] - 0s 812us/step - loss: 0.3557 - accuracy: 0.8564
Epoch 278/500
113/113 [==============================] - 0s 791us/step - loss: 0.3552 - accuracy: 0.8568
Epoch 279/500
113/113 [==============================] - 0s 789us/step - loss: 0.3548 - accuracy: 0.8579
Epoch 280/500
113/113 [==============================] - 0s 954us/step - loss: 0.3544 - accuracy: 0.8581
Epoch 281/500
113/113 [==============================] - 0s 797us/step - loss: 0.3540 - accuracy: 0.8569
Epoch 282/500
113/113 [==============================] - 0s 789us/step - loss: 0.3534 - accuracy: 0.8569
Epoch 283/500
113/113 [==============================] - 0s 814us/step - loss: 0.3532 - accuracy: 0.8565
Epoch 284/500
113/113 [==============================] - 0s 786us/step - loss: 0.3531 - accuracy: 0.8567
Epoch 285/500
113/113 [==============================] - 0s 844us/step - loss: 0.3527 - accuracy: 0.8575
Epoch 286/500
113/113 [==============================] - 0s 789us/step - loss: 0.3525 - accuracy: 0.8565
Epoch 287/500
113/113 [==============================] - 0s 790us/step - loss: 0.3523 - accuracy: 0.8586
Epoch 288/500
113/113 [==============================] - 0s 813us/step - loss: 0.3520 - accuracy: 0.8579
Epoch 289/500
113/113 [==============================] - 0s 786us/step - loss: 0.3518 - accuracy: 0.8565
Epoch 290/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3517 - accuracy: 0.8581
Epoch 291/500
113/113 [==============================] - 0s 796us/step - loss: 0.3514 - accuracy: 0.8572
Epoch 292/500
113/113 [==============================] - 0s 788us/step - loss: 0.3513 - accuracy: 0.8576
Epoch 293/500
113/113 [==============================] - 0s 814us/step - loss: 0.3511 - accuracy: 0.8583
Epoch 294/500
113/113 [==============================] - 0s 795us/step - loss: 0.3509 - accuracy: 0.8576
Epoch 295/500
113/113 [==============================] - 0s 802us/step - loss: 0.3508 - accuracy: 0.8590
Epoch 296/500
113/113 [==============================] - 0s 820us/step - loss: 0.3506 - accuracy: 0.8589
Epoch 297/500
113/113 [==============================] - 0s 784us/step - loss: 0.3506 - accuracy: 0.8586
Epoch 298/500
113/113 [==============================] - 0s 812us/step - loss: 0.3505 - accuracy: 0.8579
Epoch 299/500
113/113 [==============================] - 0s 793us/step - loss: 0.3502 - accuracy: 0.8593
Epoch 300/500
113/113 [==============================] - 0s 795us/step - loss: 0.3500 - accuracy: 0.8579
Epoch 301/500
113/113 [==============================] - 0s 958us/step - loss: 0.3501 - accuracy: 0.8586
Epoch 302/500
113/113 [==============================] - 0s 825us/step - loss: 0.3500 - accuracy: 0.8583
Epoch 303/500
113/113 [==============================] - 0s 796us/step - loss: 0.3496 - accuracy: 0.8597
Epoch 304/500
113/113 [==============================] - 0s 827us/step - loss: 0.3498 - accuracy: 0.8593
Epoch 305/500
113/113 [==============================] - 0s 781us/step - loss: 0.3495 - accuracy: 0.8582
Epoch 306/500
113/113 [==============================] - 0s 820us/step - loss: 0.3492 - accuracy: 0.8600
Epoch 307/500
113/113 [==============================] - 0s 792us/step - loss: 0.3493 - accuracy: 0.8594
Epoch 308/500
113/113 [==============================] - 0s 882us/step - loss: 0.3490 - accuracy: 0.8599
Epoch 309/500
113/113 [==============================] - 0s 819us/step - loss: 0.3489 - accuracy: 0.8596
Epoch 310/500
113/113 [==============================] - 0s 793us/step - loss: 0.3489 - accuracy: 0.8600
Epoch 311/500
113/113 [==============================] - 0s 837us/step - loss: 0.3485 - accuracy: 0.8601
Epoch 312/500
113/113 [==============================] - 0s 939us/step - loss: 0.3486 - accuracy: 0.8590
Epoch 313/500
113/113 [==============================] - 0s 870us/step - loss: 0.3485 - accuracy: 0.8596
Epoch 314/500
113/113 [==============================] - 0s 872us/step - loss: 0.3482 - accuracy: 0.8596
Epoch 315/500
113/113 [==============================] - 0s 786us/step - loss: 0.3481 - accuracy: 0.8594
Epoch 316/500
113/113 [==============================] - 0s 838us/step - loss: 0.3479 - accuracy: 0.8601
Epoch 317/500
113/113 [==============================] - 0s 790us/step - loss: 0.3477 - accuracy: 0.8586
Epoch 318/500
113/113 [==============================] - 0s 782us/step - loss: 0.3476 - accuracy: 0.8601
Epoch 319/500
113/113 [==============================] - 0s 814us/step - loss: 0.3475 - accuracy: 0.8597
Epoch 320/500
113/113 [==============================] - 0s 800us/step - loss: 0.3474 - accuracy: 0.8603
Epoch 321/500
113/113 [==============================] - 0s 804us/step - loss: 0.3472 - accuracy: 0.8604
Epoch 322/500
113/113 [==============================] - 0s 840us/step - loss: 0.3472 - accuracy: 0.8590
Epoch 323/500
113/113 [==============================] - 0s 802us/step - loss: 0.3470 - accuracy: 0.8592
Epoch 324/500
113/113 [==============================] - 0s 874us/step - loss: 0.3468 - accuracy: 0.8603
Epoch 325/500
113/113 [==============================] - 0s 793us/step - loss: 0.3466 - accuracy: 0.8597
Epoch 326/500
113/113 [==============================] - 0s 784us/step - loss: 0.3464 - accuracy: 0.8587
Epoch 327/500
113/113 [==============================] - 0s 845us/step - loss: 0.3463 - accuracy: 0.8599
Epoch 328/500
113/113 [==============================] - 0s 781us/step - loss: 0.3461 - accuracy: 0.8596
Epoch 329/500
113/113 [==============================] - 0s 797us/step - loss: 0.3456 - accuracy: 0.8596
Epoch 330/500
113/113 [==============================] - 0s 816us/step - loss: 0.3459 - accuracy: 0.8583
Epoch 331/500
113/113 [==============================] - 0s 831us/step - loss: 0.3455 - accuracy: 0.8592
Epoch 332/500
113/113 [==============================] - 0s 847us/step - loss: 0.3456 - accuracy: 0.8608
Epoch 333/500
113/113 [==============================] - 0s 823us/step - loss: 0.3455 - accuracy: 0.8603
Epoch 334/500
113/113 [==============================] - 0s 796us/step - loss: 0.3451 - accuracy: 0.8599
Epoch 335/500
113/113 [==============================] - 0s 838us/step - loss: 0.3452 - accuracy: 0.8606
Epoch 336/500
113/113 [==============================] - 0s 799us/step - loss: 0.3449 - accuracy: 0.8587
Epoch 337/500
113/113 [==============================] - 0s 792us/step - loss: 0.3447 - accuracy: 0.8607
Epoch 338/500
113/113 [==============================] - 0s 837us/step - loss: 0.3448 - accuracy: 0.8590
Epoch 339/500
113/113 [==============================] - 0s 788us/step - loss: 0.3444 - accuracy: 0.8606
Epoch 340/500
113/113 [==============================] - 0s 835us/step - loss: 0.3442 - accuracy: 0.8596
Epoch 341/500
113/113 [==============================] - 0s 785us/step - loss: 0.3440 - accuracy: 0.8594
Epoch 342/500
113/113 [==============================] - 0s 791us/step - loss: 0.3440 - accuracy: 0.8589
Epoch 343/500
113/113 [==============================] - 0s 837us/step - loss: 0.3440 - accuracy: 0.8590
Epoch 344/500
113/113 [==============================] - 0s 819us/step - loss: 0.3437 - accuracy: 0.8608
Epoch 345/500
113/113 [==============================] - 0s 794us/step - loss: 0.3436 - accuracy: 0.8596
Epoch 346/500
113/113 [==============================] - 0s 822us/step - loss: 0.3430 - accuracy: 0.8612
Epoch 347/500
113/113 [==============================] - 0s 790us/step - loss: 0.3432 - accuracy: 0.8593
Epoch 348/500
113/113 [==============================] - 0s 815us/step - loss: 0.3432 - accuracy: 0.8583
Epoch 349/500
113/113 [==============================] - 0s 800us/step - loss: 0.3432 - accuracy: 0.8597
Epoch 350/500
113/113 [==============================] - 0s 786us/step - loss: 0.3430 - accuracy: 0.8585
Epoch 351/500
113/113 [==============================] - 0s 820us/step - loss: 0.3428 - accuracy: 0.8596
Epoch 352/500
113/113 [==============================] - 0s 794us/step - loss: 0.3430 - accuracy: 0.8606
Epoch 353/500
113/113 [==============================] - 0s 815us/step - loss: 0.3430 - accuracy: 0.8604
Epoch 354/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3424 - accuracy: 0.8600
Epoch 355/500
113/113 [==============================] - 0s 789us/step - loss: 0.3428 - accuracy: 0.8600
Epoch 356/500
113/113 [==============================] - 0s 781us/step - loss: 0.3424 - accuracy: 0.8612
Epoch 357/500
113/113 [==============================] - 0s 802us/step - loss: 0.3424 - accuracy: 0.8597
Epoch 358/500
113/113 [==============================] - 0s 793us/step - loss: 0.3422 - accuracy: 0.8600
Epoch 359/500
113/113 [==============================] - 0s 845us/step - loss: 0.3424 - accuracy: 0.8596
Epoch 360/500
113/113 [==============================] - 0s 795us/step - loss: 0.3424 - accuracy: 0.8596
Epoch 361/500
113/113 [==============================] - 0s 836us/step - loss: 0.3424 - accuracy: 0.8600
Epoch 362/500
113/113 [==============================] - 0s 866us/step - loss: 0.3422 - accuracy: 0.8610
Epoch 363/500
113/113 [==============================] - 0s 804us/step - loss: 0.3419 - accuracy: 0.8614
Epoch 364/500
113/113 [==============================] - 0s 891us/step - loss: 0.3421 - accuracy: 0.8601
Epoch 365/500
113/113 [==============================] - 0s 824us/step - loss: 0.3419 - accuracy: 0.8600
Epoch 366/500
113/113 [==============================] - 0s 811us/step - loss: 0.3415 - accuracy: 0.8607
Epoch 367/500
113/113 [==============================] - 0s 816us/step - loss: 0.3418 - accuracy: 0.8596
Epoch 368/500
113/113 [==============================] - 0s 786us/step - loss: 0.3417 - accuracy: 0.8601
Epoch 369/500
113/113 [==============================] - 0s 802us/step - loss: 0.3417 - accuracy: 0.8593
Epoch 370/500
113/113 [==============================] - 0s 843us/step - loss: 0.3418 - accuracy: 0.8604
Epoch 371/500
113/113 [==============================] - 0s 783us/step - loss: 0.3416 - accuracy: 0.8612
Epoch 372/500
113/113 [==============================] - 0s 788us/step - loss: 0.3413 - accuracy: 0.8596
Epoch 373/500
113/113 [==============================] - 0s 819us/step - loss: 0.3415 - accuracy: 0.8592
Epoch 374/500
113/113 [==============================] - 0s 827us/step - loss: 0.3412 - accuracy: 0.8599
Epoch 375/500
113/113 [==============================] - 0s 918us/step - loss: 0.3413 - accuracy: 0.8611
Epoch 376/500
113/113 [==============================] - 0s 794us/step - loss: 0.3416 - accuracy: 0.8596
Epoch 377/500
113/113 [==============================] - 0s 849us/step - loss: 0.3410 - accuracy: 0.8606
Epoch 378/500
113/113 [==============================] - 0s 822us/step - loss: 0.3416 - accuracy: 0.8608
Epoch 379/500
113/113 [==============================] - 0s 786us/step - loss: 0.3410 - accuracy: 0.8604
Epoch 380/500
113/113 [==============================] - 0s 842us/step - loss: 0.3412 - accuracy: 0.8612
Epoch 381/500
113/113 [==============================] - 0s 799us/step - loss: 0.3411 - accuracy: 0.8601
Epoch 382/500
113/113 [==============================] - 0s 790us/step - loss: 0.3412 - accuracy: 0.8603
Epoch 383/500
113/113 [==============================] - 0s 818us/step - loss: 0.3409 - accuracy: 0.8619
Epoch 384/500
113/113 [==============================] - 0s 794us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 385/500
113/113 [==============================] - 0s 871us/step - loss: 0.3408 - accuracy: 0.8610
Epoch 386/500
113/113 [==============================] - 0s 850us/step - loss: 0.3409 - accuracy: 0.8599
Epoch 387/500
113/113 [==============================] - 0s 804us/step - loss: 0.3410 - accuracy: 0.8606
Epoch 388/500
113/113 [==============================] - 0s 825us/step - loss: 0.3411 - accuracy: 0.8614
Epoch 389/500
113/113 [==============================] - 0s 795us/step - loss: 0.3411 - accuracy: 0.8617
Epoch 390/500
113/113 [==============================] - 0s 796us/step - loss: 0.3410 - accuracy: 0.8601
Epoch 391/500
113/113 [==============================] - 0s 832us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 392/500
113/113 [==============================] - 0s 794us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 393/500
113/113 [==============================] - 0s 789us/step - loss: 0.3408 - accuracy: 0.8612
Epoch 394/500
113/113 [==============================] - 0s 811us/step - loss: 0.3407 - accuracy: 0.8642
Epoch 395/500
113/113 [==============================] - 0s 834us/step - loss: 0.3408 - accuracy: 0.8593
Epoch 396/500
113/113 [==============================] - 0s 821us/step - loss: 0.3405 - accuracy: 0.8612
Epoch 397/500
113/113 [==============================] - 0s 797us/step - loss: 0.3408 - accuracy: 0.8615
Epoch 398/500
113/113 [==============================] - 0s 791us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 399/500
113/113 [==============================] - 0s 825us/step - loss: 0.3404 - accuracy: 0.8610
Epoch 400/500
113/113 [==============================] - 0s 796us/step - loss: 0.3407 - accuracy: 0.8618
Epoch 401/500
113/113 [==============================] - 0s 784us/step - loss: 0.3408 - accuracy: 0.8625
Epoch 402/500
113/113 [==============================] - 0s 823us/step - loss: 0.3407 - accuracy: 0.8617
Epoch 403/500
113/113 [==============================] - 0s 794us/step - loss: 0.3408 - accuracy: 0.8610
Epoch 404/500
113/113 [==============================] - 0s 818us/step - loss: 0.3405 - accuracy: 0.8622
Epoch 405/500
113/113 [==============================] - 0s 790us/step - loss: 0.3402 - accuracy: 0.8608
Epoch 406/500
113/113 [==============================] - 0s 785us/step - loss: 0.3407 - accuracy: 0.8615
Epoch 407/500
113/113 [==============================] - 0s 870us/step - loss: 0.3402 - accuracy: 0.8600
Epoch 408/500
113/113 [==============================] - 0s 790us/step - loss: 0.3407 - accuracy: 0.8607
Epoch 409/500
113/113 [==============================] - 0s 800us/step - loss: 0.3405 - accuracy: 0.8606
Epoch 410/500
113/113 [==============================] - 0s 814us/step - loss: 0.3405 - accuracy: 0.8608
Epoch 411/500
113/113 [==============================] - 0s 786us/step - loss: 0.3403 - accuracy: 0.8624
Epoch 412/500
113/113 [==============================] - 0s 816us/step - loss: 0.3403 - accuracy: 0.8628
Epoch 413/500
113/113 [==============================] - 0s 793us/step - loss: 0.3402 - accuracy: 0.8612
Epoch 414/500
113/113 [==============================] - 0s 793us/step - loss: 0.3403 - accuracy: 0.8621
Epoch 415/500
113/113 [==============================] - 0s 813us/step - loss: 0.3395 - accuracy: 0.8607
Epoch 416/500
113/113 [==============================] - 0s 788us/step - loss: 0.3405 - accuracy: 0.8614
Epoch 417/500
113/113 [==============================] - 0s 884us/step - loss: 0.3401 - accuracy: 0.8610
Epoch 418/500
113/113 [==============================] - 0s 829us/step - loss: 0.3404 - accuracy: 0.8621
Epoch 419/500
113/113 [==============================] - 0s 833us/step - loss: 0.3401 - accuracy: 0.8597
Epoch 420/500
113/113 [==============================] - 0s 827us/step - loss: 0.3400 - accuracy: 0.8631
Epoch 421/500
113/113 [==============================] - 0s 799us/step - loss: 0.3397 - accuracy: 0.8628
Epoch 422/500
113/113 [==============================] - 0s 788us/step - loss: 0.3403 - accuracy: 0.8608
Epoch 423/500
113/113 [==============================] - 0s 837us/step - loss: 0.3400 - accuracy: 0.8604
Epoch 424/500
113/113 [==============================] - 0s 788us/step - loss: 0.3401 - accuracy: 0.8611
Epoch 425/500
113/113 [==============================] - 0s 799us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 426/500
113/113 [==============================] - 0s 812us/step - loss: 0.3396 - accuracy: 0.8619
Epoch 427/500
113/113 [==============================] - 0s 820us/step - loss: 0.3403 - accuracy: 0.8596
Epoch 428/500
113/113 [==============================] - 0s 845us/step - loss: 0.3399 - accuracy: 0.8626
Epoch 429/500
113/113 [==============================] - 0s 817us/step - loss: 0.3397 - accuracy: 0.8619
Epoch 430/500
113/113 [==============================] - 0s 786us/step - loss: 0.3400 - accuracy: 0.8618
Epoch 431/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3400 - accuracy: 0.8618: 0s - loss: 0.3460 - accuracy: 
Epoch 432/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3397 - accuracy: 0.8625
Epoch 433/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3398 - accuracy: 0.8607
Epoch 434/500
113/113 [==============================] - 0s 857us/step - loss: 0.3398 - accuracy: 0.8626
Epoch 435/500
113/113 [==============================] - 0s 797us/step - loss: 0.3399 - accuracy: 0.8612
Epoch 436/500
113/113 [==============================] - 0s 863us/step - loss: 0.3395 - accuracy: 0.8637
Epoch 437/500
113/113 [==============================] - 0s 824us/step - loss: 0.3399 - accuracy: 0.8624
Epoch 438/500
113/113 [==============================] - 0s 795us/step - loss: 0.3399 - accuracy: 0.8619
Epoch 439/500
113/113 [==============================] - 0s 831us/step - loss: 0.3397 - accuracy: 0.8624
Epoch 440/500
113/113 [==============================] - 0s 792us/step - loss: 0.3399 - accuracy: 0.8631
Epoch 441/500
113/113 [==============================] - 0s 791us/step - loss: 0.3397 - accuracy: 0.8603
Epoch 442/500
113/113 [==============================] - 0s 809us/step - loss: 0.3398 - accuracy: 0.8615
Epoch 443/500
113/113 [==============================] - 0s 806us/step - loss: 0.3395 - accuracy: 0.8619
Epoch 444/500
113/113 [==============================] - 0s 796us/step - loss: 0.3397 - accuracy: 0.8626
Epoch 445/500
113/113 [==============================] - 0s 821us/step - loss: 0.3397 - accuracy: 0.8617
Epoch 446/500
113/113 [==============================] - 0s 793us/step - loss: 0.3396 - accuracy: 0.8622
Epoch 447/500
113/113 [==============================] - 0s 858us/step - loss: 0.3396 - accuracy: 0.8612
Epoch 448/500
113/113 [==============================] - 0s 829us/step - loss: 0.3395 - accuracy: 0.8618
Epoch 449/500
113/113 [==============================] - 0s 789us/step - loss: 0.3395 - accuracy: 0.8606
Epoch 450/500
113/113 [==============================] - 0s 826us/step - loss: 0.3392 - accuracy: 0.8619
Epoch 451/500
113/113 [==============================] - 0s 803us/step - loss: 0.3399 - accuracy: 0.8629
Epoch 452/500
113/113 [==============================] - 0s 788us/step - loss: 0.3398 - accuracy: 0.8632
Epoch 453/500
113/113 [==============================] - 0s 826us/step - loss: 0.3398 - accuracy: 0.8617
Epoch 454/500
113/113 [==============================] - 0s 795us/step - loss: 0.3395 - accuracy: 0.8604
Epoch 455/500
113/113 [==============================] - 0s 824us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 456/500
113/113 [==============================] - 0s 786us/step - loss: 0.3395 - accuracy: 0.8614
Epoch 457/500
113/113 [==============================] - 0s 855us/step - loss: 0.3396 - accuracy: 0.8614
Epoch 458/500
113/113 [==============================] - 0s 822us/step - loss: 0.3393 - accuracy: 0.8617
Epoch 459/500
113/113 [==============================] - 0s 799us/step - loss: 0.3397 - accuracy: 0.8612
Epoch 460/500
113/113 [==============================] - 0s 807us/step - loss: 0.3394 - accuracy: 0.8615
Epoch 461/500
113/113 [==============================] - 0s 825us/step - loss: 0.3392 - accuracy: 0.8624
Epoch 462/500
113/113 [==============================] - 0s 818us/step - loss: 0.3397 - accuracy: 0.8618
Epoch 463/500
113/113 [==============================] - 0s 815us/step - loss: 0.3398 - accuracy: 0.8614
Epoch 464/500
113/113 [==============================] - 0s 807us/step - loss: 0.3400 - accuracy: 0.8621
Epoch 465/500
113/113 [==============================] - 0s 789us/step - loss: 0.3395 - accuracy: 0.8612
Epoch 466/500
113/113 [==============================] - 0s 854us/step - loss: 0.3394 - accuracy: 0.8611
Epoch 467/500
113/113 [==============================] - 0s 871us/step - loss: 0.3395 - accuracy: 0.8612
Epoch 468/500
113/113 [==============================] - 0s 885us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 469/500
113/113 [==============================] - 0s 806us/step - loss: 0.3394 - accuracy: 0.8608
Epoch 470/500
113/113 [==============================] - 0s 786us/step - loss: 0.3390 - accuracy: 0.8592
Epoch 471/500
113/113 [==============================] - 0s 825us/step - loss: 0.3393 - accuracy: 0.8597
Epoch 472/500
113/113 [==============================] - 0s 784us/step - loss: 0.3389 - accuracy: 0.8594
Epoch 473/500
113/113 [==============================] - 0s 790us/step - loss: 0.3390 - accuracy: 0.8635
Epoch 474/500
113/113 [==============================] - 0s 825us/step - loss: 0.3394 - accuracy: 0.8608
Epoch 475/500
113/113 [==============================] - 0s 818us/step - loss: 0.3391 - accuracy: 0.8615
Epoch 476/500
113/113 [==============================] - 0s 809us/step - loss: 0.3390 - accuracy: 0.8621
Epoch 477/500
113/113 [==============================] - 0s 788us/step - loss: 0.3392 - accuracy: 0.8612
Epoch 478/500
113/113 [==============================] - 0s 853us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 479/500
113/113 [==============================] - 0s 829us/step - loss: 0.3390 - accuracy: 0.8604
Epoch 480/500
113/113 [==============================] - 0s 818us/step - loss: 0.3395 - accuracy: 0.8608
Epoch 481/500
113/113 [==============================] - 0s 826us/step - loss: 0.3393 - accuracy: 0.8614
Epoch 482/500
113/113 [==============================] - 0s 822us/step - loss: 0.3391 - accuracy: 0.8619
Epoch 483/500
113/113 [==============================] - 0s 786us/step - loss: 0.3392 - accuracy: 0.8606
Epoch 484/500
113/113 [==============================] - 0s 816us/step - loss: 0.3389 - accuracy: 0.8621
Epoch 485/500
113/113 [==============================] - 0s 802us/step - loss: 0.3390 - accuracy: 0.8622
Epoch 486/500
113/113 [==============================] - 0s 809us/step - loss: 0.3391 - accuracy: 0.8601
Epoch 487/500
113/113 [==============================] - 0s 828us/step - loss: 0.3392 - accuracy: 0.8629
Epoch 488/500
113/113 [==============================] - 0s 852us/step - loss: 0.3391 - accuracy: 0.8628
Epoch 489/500
113/113 [==============================] - 0s 799us/step - loss: 0.3387 - accuracy: 0.8607
Epoch 490/500
113/113 [==============================] - 0s 821us/step - loss: 0.3390 - accuracy: 0.8637
Epoch 491/500
113/113 [==============================] - 0s 805us/step - loss: 0.3392 - accuracy: 0.8603
Epoch 492/500
113/113 [==============================] - 0s 835us/step - loss: 0.3389 - accuracy: 0.8617
Epoch 493/500
113/113 [==============================] - 0s 789us/step - loss: 0.3388 - accuracy: 0.8621
Epoch 494/500
113/113 [==============================] - 0s 796us/step - loss: 0.3388 - accuracy: 0.8614
Epoch 495/500
113/113 [==============================] - 0s 821us/step - loss: 0.3385 - accuracy: 0.8612
Epoch 496/500
113/113 [==============================] - 0s 797us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 497/500
113/113 [==============================] - 0s 793us/step - loss: 0.3382 - accuracy: 0.8628
Epoch 498/500
113/113 [==============================] - 0s 815us/step - loss: 0.3386 - accuracy: 0.8612
Epoch 499/500
113/113 [==============================] - 0s 798us/step - loss: 0.3383 - accuracy: 0.8611
Epoch 500/500
113/113 [==============================] - 0s 919us/step - loss: 0.3389 - accuracy: 0.8599
Epoch 1/500
113/113 [==============================] - 0s 824us/step - loss: 0.6514 - accuracy: 0.7976
Epoch 2/500
113/113 [==============================] - 0s 855us/step - loss: 0.5920 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5575 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5369 - accuracy: 0.7986: 0s - loss: 0.5394 - accuracy: 
Epoch 5/500
113/113 [==============================] - 0s 805us/step - loss: 0.5244 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5167 - accuracy: 0.7986
Epoch 7/500
113/113 [==============================] - 0s 782us/step - loss: 0.5118 - accuracy: 0.7986
Epoch 8/500
113/113 [==============================] - 0s 783us/step - loss: 0.5086 - accuracy: 0.7986
Epoch 9/500
113/113 [==============================] - 0s 813us/step - loss: 0.5065 - accuracy: 0.7986
Epoch 10/500
113/113 [==============================] - 0s 949us/step - loss: 0.5051 - accuracy: 0.7986
Epoch 11/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5042 - accuracy: 0.7986
Epoch 12/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5036 - accuracy: 0.7986
Epoch 13/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5032 - accuracy: 0.7986
Epoch 14/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5029 - accuracy: 0.7986
Epoch 15/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5027 - accuracy: 0.7986
Epoch 16/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5026 - accuracy: 0.7986
Epoch 17/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7986
Epoch 18/500
113/113 [==============================] - 0s 973us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 19/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7986
Epoch 20/500
113/113 [==============================] - 0s 963us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 21/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7986
Epoch 22/500
113/113 [==============================] - 0s 1000us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 23/500
113/113 [==============================] - 0s 924us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/500
113/113 [==============================] - 0s 891us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/500
113/113 [==============================] - 0s 932us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/500
113/113 [==============================] - 0s 850us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/500
113/113 [==============================] - 0s 903us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/500
113/113 [==============================] - 0s 908us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/500
113/113 [==============================] - 0s 793us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/500
113/113 [==============================] - 0s 870us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/500
113/113 [==============================] - 0s 991us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/500
113/113 [==============================] - 0s 863us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/500
113/113 [==============================] - 0s 814us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/500
113/113 [==============================] - 0s 823us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/500
113/113 [==============================] - 0s 834us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/500
113/113 [==============================] - 0s 874us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/500
113/113 [==============================] - 0s 845us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/500
113/113 [==============================] - 0s 775us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/500
113/113 [==============================] - 0s 783us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/500
113/113 [==============================] - 0s 801us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 46/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 47/500
113/113 [==============================] - 0s 849us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 48/500
113/113 [==============================] - 0s 774us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 49/500
113/113 [==============================] - 0s 774us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 50/500
113/113 [==============================] - 0s 810us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 51/500
113/113 [==============================] - 0s 825us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 52/500
113/113 [==============================] - 0s 819us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 53/500
113/113 [==============================] - 0s 835us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 54/500
113/113 [==============================] - 0s 808us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 55/500
113/113 [==============================] - 0s 817us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 56/500
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 57/500
113/113 [==============================] - 0s 865us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 58/500
113/113 [==============================] - 0s 908us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 59/500
113/113 [==============================] - 0s 877us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 60/500
113/113 [==============================] - 0s 916us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 61/500
113/113 [==============================] - 0s 962us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 62/500
113/113 [==============================] - 0s 906us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 63/500
113/113 [==============================] - 0s 906us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 64/500
113/113 [==============================] - 0s 865us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 65/500
113/113 [==============================] - 0s 897us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 66/500
113/113 [==============================] - 0s 879us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 67/500
113/113 [==============================] - 0s 914us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 68/500
113/113 [==============================] - 0s 789us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 69/500
113/113 [==============================] - 0s 799us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 70/500
113/113 [==============================] - 0s 829us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 71/500
113/113 [==============================] - 0s 899us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 72/500
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 73/500
113/113 [==============================] - 0s 838us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 74/500
113/113 [==============================] - 0s 789us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 75/500
113/113 [==============================] - 0s 818us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 76/500
113/113 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 77/500
113/113 [==============================] - 0s 807us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 78/500
113/113 [==============================] - 0s 905us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 79/500
113/113 [==============================] - 0s 810us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 80/500
113/113 [==============================] - 0s 821us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 81/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 82/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7986
Epoch 83/500
113/113 [==============================] - 0s 843us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 84/500
113/113 [==============================] - 0s 800us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 85/500
113/113 [==============================] - 0s 791us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 86/500
113/113 [==============================] - 0s 790us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 87/500
113/113 [==============================] - 0s 853us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 88/500
113/113 [==============================] - 0s 803us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 89/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 90/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 91/500
113/113 [==============================] - 0s 830us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 92/500
113/113 [==============================] - 0s 792us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 93/500
113/113 [==============================] - 0s 794us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 94/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 95/500
113/113 [==============================] - 0s 793us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 96/500
113/113 [==============================] - ETA: 0s - loss: 0.5012 - accuracy: 0.79 - 0s 822us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 97/500
113/113 [==============================] - 0s 854us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 98/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 99/500
113/113 [==============================] - 0s 873us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 100/500
113/113 [==============================] - 0s 793us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 101/500
113/113 [==============================] - 0s 819us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 102/500
113/113 [==============================] - 0s 817us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 103/500
113/113 [==============================] - 0s 785us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 104/500
113/113 [==============================] - 0s 875us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 105/500
113/113 [==============================] - 0s 854us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 106/500
113/113 [==============================] - 0s 897us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 107/500
113/113 [==============================] - 0s 929us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 108/500
113/113 [==============================] - 0s 925us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 109/500
113/113 [==============================] - 0s 917us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 110/500
113/113 [==============================] - 0s 950us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 111/500
113/113 [==============================] - 0s 964us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 112/500
113/113 [==============================] - 0s 914us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 113/500
113/113 [==============================] - 0s 883us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 114/500
113/113 [==============================] - 0s 872us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 115/500
113/113 [==============================] - 0s 785us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 116/500
113/113 [==============================] - 0s 881us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 117/500
113/113 [==============================] - 0s 790us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 118/500
113/113 [==============================] - 0s 788us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 119/500
113/113 [==============================] - 0s 869us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 120/500
113/113 [==============================] - 0s 811us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 121/500
113/113 [==============================] - 0s 811us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 122/500
113/113 [==============================] - 0s 827us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 123/500
113/113 [==============================] - 0s 789us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 124/500
113/113 [==============================] - 0s 824us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 125/500
113/113 [==============================] - 0s 789us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 126/500
113/113 [==============================] - 0s 834us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 127/500
113/113 [==============================] - 0s 828us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 128/500
113/113 [==============================] - 0s 816us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 129/500
113/113 [==============================] - 0s 792us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 130/500
113/113 [==============================] - 0s 833us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 131/500
113/113 [==============================] - 0s 797us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 132/500
113/113 [==============================] - 0s 835us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 133/500
113/113 [==============================] - 0s 782us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 134/500
113/113 [==============================] - 0s 798us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 135/500
113/113 [==============================] - 0s 964us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 136/500
113/113 [==============================] - 0s 849us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 137/500
113/113 [==============================] - 0s 851us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 138/500
113/113 [==============================] - 0s 883us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 139/500
113/113 [==============================] - 0s 796us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 140/500
113/113 [==============================] - 0s 821us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 141/500
113/113 [==============================] - 0s 792us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 142/500
113/113 [==============================] - 0s 802us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 143/500
113/113 [==============================] - 0s 855us/step - loss: 0.5011 - accuracy: 0.7986
Epoch 144/500
113/113 [==============================] - 0s 790us/step - loss: 0.5010 - accuracy: 0.7986
Epoch 145/500
113/113 [==============================] - 0s 824us/step - loss: 0.5009 - accuracy: 0.7986
Epoch 146/500
113/113 [==============================] - 0s 809us/step - loss: 0.5008 - accuracy: 0.7986
Epoch 147/500
113/113 [==============================] - 0s 798us/step - loss: 0.5007 - accuracy: 0.7986
Epoch 148/500
113/113 [==============================] - 0s 838us/step - loss: 0.5006 - accuracy: 0.7986
Epoch 149/500
113/113 [==============================] - 0s 815us/step - loss: 0.5004 - accuracy: 0.7986
Epoch 150/500
113/113 [==============================] - 0s 798us/step - loss: 0.5003 - accuracy: 0.7986
Epoch 151/500
113/113 [==============================] - 0s 797us/step - loss: 0.5001 - accuracy: 0.7986
Epoch 152/500
113/113 [==============================] - 0s 789us/step - loss: 0.5000 - accuracy: 0.7986
Epoch 153/500
113/113 [==============================] - 0s 823us/step - loss: 0.4998 - accuracy: 0.7986
Epoch 154/500
113/113 [==============================] - 0s 787us/step - loss: 0.4996 - accuracy: 0.7986
Epoch 155/500
113/113 [==============================] - 0s 791us/step - loss: 0.4993 - accuracy: 0.7986
Epoch 156/500
113/113 [==============================] - 0s 865us/step - loss: 0.4991 - accuracy: 0.7986
Epoch 157/500
113/113 [==============================] - 0s 786us/step - loss: 0.4988 - accuracy: 0.7986
Epoch 158/500
113/113 [==============================] - 0s 787us/step - loss: 0.4985 - accuracy: 0.7986
Epoch 159/500
113/113 [==============================] - 0s 902us/step - loss: 0.4982 - accuracy: 0.7986
Epoch 160/500
113/113 [==============================] - 0s 801us/step - loss: 0.4978 - accuracy: 0.7986
Epoch 161/500
113/113 [==============================] - 0s 833us/step - loss: 0.4974 - accuracy: 0.7986
Epoch 162/500
113/113 [==============================] - 0s 791us/step - loss: 0.4969 - accuracy: 0.7986
Epoch 163/500
113/113 [==============================] - 0s 789us/step - loss: 0.4964 - accuracy: 0.7986
Epoch 164/500
113/113 [==============================] - 0s 837us/step - loss: 0.4958 - accuracy: 0.7986
Epoch 165/500
113/113 [==============================] - 0s 799us/step - loss: 0.4952 - accuracy: 0.7986
Epoch 166/500
113/113 [==============================] - 0s 824us/step - loss: 0.4945 - accuracy: 0.7986
Epoch 167/500
113/113 [==============================] - 0s 829us/step - loss: 0.4937 - accuracy: 0.7986
Epoch 168/500
113/113 [==============================] - 0s 797us/step - loss: 0.4928 - accuracy: 0.7986
Epoch 169/500
113/113 [==============================] - 0s 859us/step - loss: 0.4918 - accuracy: 0.7986
Epoch 170/500
113/113 [==============================] - 0s 810us/step - loss: 0.4907 - accuracy: 0.7986
Epoch 171/500
113/113 [==============================] - 0s 789us/step - loss: 0.4895 - accuracy: 0.7986
Epoch 172/500
113/113 [==============================] - 0s 859us/step - loss: 0.4881 - accuracy: 0.7986
Epoch 173/500
113/113 [==============================] - 0s 798us/step - loss: 0.4867 - accuracy: 0.7986
Epoch 174/500
113/113 [==============================] - 0s 816us/step - loss: 0.4850 - accuracy: 0.7986
Epoch 175/500
113/113 [==============================] - 0s 800us/step - loss: 0.4832 - accuracy: 0.7986
Epoch 176/500
113/113 [==============================] - 0s 796us/step - loss: 0.4813 - accuracy: 0.7986
Epoch 177/500
113/113 [==============================] - 0s 825us/step - loss: 0.4792 - accuracy: 0.7986
Epoch 178/500
113/113 [==============================] - 0s 820us/step - loss: 0.4769 - accuracy: 0.7986
Epoch 179/500
113/113 [==============================] - 0s 796us/step - loss: 0.4745 - accuracy: 0.7986
Epoch 180/500
113/113 [==============================] - 0s 822us/step - loss: 0.4719 - accuracy: 0.7986
Epoch 181/500
113/113 [==============================] - 0s 832us/step - loss: 0.4693 - accuracy: 0.7986
Epoch 182/500
113/113 [==============================] - 0s 818us/step - loss: 0.4665 - accuracy: 0.7986
Epoch 183/500
113/113 [==============================] - 0s 792us/step - loss: 0.4637 - accuracy: 0.7986
Epoch 184/500
113/113 [==============================] - 0s 793us/step - loss: 0.4609 - accuracy: 0.7986
Epoch 185/500
113/113 [==============================] - 0s 829us/step - loss: 0.4581 - accuracy: 0.7986
Epoch 186/500
113/113 [==============================] - 0s 792us/step - loss: 0.4553 - accuracy: 0.7986
Epoch 187/500
113/113 [==============================] - 0s 790us/step - loss: 0.4526 - accuracy: 0.7986
Epoch 188/500
113/113 [==============================] - 0s 827us/step - loss: 0.4500 - accuracy: 0.7986
Epoch 189/500
113/113 [==============================] - 0s 795us/step - loss: 0.4475 - accuracy: 0.7986
Epoch 190/500
113/113 [==============================] - 0s 820us/step - loss: 0.4452 - accuracy: 0.7986
Epoch 191/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4429 - accuracy: 0.7986
Epoch 192/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4408 - accuracy: 0.7986
Epoch 193/500
113/113 [==============================] - 0s 960us/step - loss: 0.4388 - accuracy: 0.7986
Epoch 194/500
113/113 [==============================] - 0s 847us/step - loss: 0.4370 - accuracy: 0.7986
Epoch 195/500
113/113 [==============================] - 0s 789us/step - loss: 0.4352 - accuracy: 0.7986
Epoch 196/500
113/113 [==============================] - 0s 799us/step - loss: 0.4336 - accuracy: 0.7986
Epoch 197/500
113/113 [==============================] - 0s 817us/step - loss: 0.4320 - accuracy: 0.7986
Epoch 198/500
113/113 [==============================] - 0s 789us/step - loss: 0.4305 - accuracy: 0.7986
Epoch 199/500
113/113 [==============================] - 0s 827us/step - loss: 0.4291 - accuracy: 0.7986
Epoch 200/500
113/113 [==============================] - 0s 850us/step - loss: 0.4278 - accuracy: 0.7986
Epoch 201/500
113/113 [==============================] - 0s 795us/step - loss: 0.4265 - accuracy: 0.7986
Epoch 202/500
113/113 [==============================] - 0s 828us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 203/500
113/113 [==============================] - 0s 835us/step - loss: 0.4241 - accuracy: 0.7986
Epoch 204/500
113/113 [==============================] - 0s 818us/step - loss: 0.4229 - accuracy: 0.7986
Epoch 205/500
113/113 [==============================] - 0s 810us/step - loss: 0.4218 - accuracy: 0.7986
Epoch 206/500
113/113 [==============================] - 0s 785us/step - loss: 0.4207 - accuracy: 0.7986
Epoch 207/500
113/113 [==============================] - 0s 832us/step - loss: 0.4196 - accuracy: 0.7986
Epoch 208/500
113/113 [==============================] - 0s 789us/step - loss: 0.4184 - accuracy: 0.7986
Epoch 209/500
113/113 [==============================] - 0s 794us/step - loss: 0.4174 - accuracy: 0.7986
Epoch 210/500
113/113 [==============================] - 0s 819us/step - loss: 0.4163 - accuracy: 0.7986
Epoch 211/500
113/113 [==============================] - 0s 954us/step - loss: 0.4152 - accuracy: 0.7986
Epoch 212/500
113/113 [==============================] - 0s 820us/step - loss: 0.4141 - accuracy: 0.7986
Epoch 213/500
113/113 [==============================] - 0s 837us/step - loss: 0.4130 - accuracy: 0.7986
Epoch 214/500
113/113 [==============================] - 0s 802us/step - loss: 0.4119 - accuracy: 0.7986
Epoch 215/500
113/113 [==============================] - 0s 825us/step - loss: 0.4108 - accuracy: 0.7986
Epoch 216/500
113/113 [==============================] - 0s 804us/step - loss: 0.4096 - accuracy: 0.7986
Epoch 217/500
113/113 [==============================] - 0s 794us/step - loss: 0.4085 - accuracy: 0.7986
Epoch 218/500
113/113 [==============================] - 0s 824us/step - loss: 0.4073 - accuracy: 0.7986
Epoch 219/500
113/113 [==============================] - 0s 788us/step - loss: 0.4061 - accuracy: 0.7986
Epoch 220/500
113/113 [==============================] - 0s 824us/step - loss: 0.4049 - accuracy: 0.7986
Epoch 221/500
113/113 [==============================] - 0s 856us/step - loss: 0.4036 - accuracy: 0.7986
Epoch 222/500
113/113 [==============================] - 0s 794us/step - loss: 0.4024 - accuracy: 0.7986
Epoch 223/500
113/113 [==============================] - 0s 886us/step - loss: 0.4012 - accuracy: 0.7986
Epoch 224/500
113/113 [==============================] - 0s 880us/step - loss: 0.3999 - accuracy: 0.7986
Epoch 225/500
113/113 [==============================] - 0s 856us/step - loss: 0.3987 - accuracy: 0.7986
Epoch 226/500
113/113 [==============================] - 0s 870us/step - loss: 0.3975 - accuracy: 0.7986
Epoch 227/500
113/113 [==============================] - 0s 820us/step - loss: 0.3963 - accuracy: 0.7986
Epoch 228/500
113/113 [==============================] - 0s 837us/step - loss: 0.3951 - accuracy: 0.7986
Epoch 229/500
113/113 [==============================] - 0s 844us/step - loss: 0.3939 - accuracy: 0.7986
Epoch 230/500
113/113 [==============================] - 0s 871us/step - loss: 0.3928 - accuracy: 0.7986
Epoch 231/500
113/113 [==============================] - 0s 845us/step - loss: 0.3917 - accuracy: 0.7986
Epoch 232/500
113/113 [==============================] - 0s 829us/step - loss: 0.3906 - accuracy: 0.7986
Epoch 233/500
113/113 [==============================] - 0s 832us/step - loss: 0.3896 - accuracy: 0.7986
Epoch 234/500
113/113 [==============================] - 0s 787us/step - loss: 0.3886 - accuracy: 0.7986
Epoch 235/500
113/113 [==============================] - 0s 805us/step - loss: 0.3875 - accuracy: 0.7986
Epoch 236/500
113/113 [==============================] - 0s 823us/step - loss: 0.3865 - accuracy: 0.7986
Epoch 237/500
113/113 [==============================] - 0s 796us/step - loss: 0.3856 - accuracy: 0.7996
Epoch 238/500
113/113 [==============================] - 0s 839us/step - loss: 0.3846 - accuracy: 0.8267
Epoch 239/500
113/113 [==============================] - 0s 813us/step - loss: 0.3837 - accuracy: 0.8354
Epoch 240/500
113/113 [==============================] - 0s 803us/step - loss: 0.3827 - accuracy: 0.8389
Epoch 241/500
113/113 [==============================] - 0s 820us/step - loss: 0.3817 - accuracy: 0.8394
Epoch 242/500
113/113 [==============================] - 0s 902us/step - loss: 0.3805 - accuracy: 0.8411
Epoch 243/500
113/113 [==============================] - 0s 825us/step - loss: 0.3795 - accuracy: 0.8436
Epoch 244/500
113/113 [==============================] - 0s 803us/step - loss: 0.3785 - accuracy: 0.8442
Epoch 245/500
113/113 [==============================] - 0s 820us/step - loss: 0.3775 - accuracy: 0.8453
Epoch 246/500
113/113 [==============================] - 0s 820us/step - loss: 0.3766 - accuracy: 0.8449
Epoch 247/500
113/113 [==============================] - 0s 798us/step - loss: 0.3756 - accuracy: 0.8464
Epoch 248/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3746 - accuracy: 0.8485
Epoch 249/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3736 - accuracy: 0.8483
Epoch 250/500
113/113 [==============================] - 0s 834us/step - loss: 0.3727 - accuracy: 0.8499
Epoch 251/500
113/113 [==============================] - 0s 911us/step - loss: 0.3717 - accuracy: 0.8515
Epoch 252/500
113/113 [==============================] - 0s 789us/step - loss: 0.3709 - accuracy: 0.8522
Epoch 253/500
113/113 [==============================] - 0s 836us/step - loss: 0.3700 - accuracy: 0.8529
Epoch 254/500
113/113 [==============================] - 0s 785us/step - loss: 0.3692 - accuracy: 0.8528
Epoch 255/500
113/113 [==============================] - 0s 845us/step - loss: 0.3684 - accuracy: 0.8533
Epoch 256/500
113/113 [==============================] - 0s 781us/step - loss: 0.3675 - accuracy: 0.8540
Epoch 257/500
113/113 [==============================] - 0s 816us/step - loss: 0.3668 - accuracy: 0.8542
Epoch 258/500
113/113 [==============================] - 0s 820us/step - loss: 0.3660 - accuracy: 0.8554
Epoch 259/500
113/113 [==============================] - 0s 788us/step - loss: 0.3654 - accuracy: 0.8565
Epoch 260/500
113/113 [==============================] - 0s 877us/step - loss: 0.3648 - accuracy: 0.8562
Epoch 261/500
113/113 [==============================] - 0s 817us/step - loss: 0.3641 - accuracy: 0.8569
Epoch 262/500
113/113 [==============================] - 0s 823us/step - loss: 0.3634 - accuracy: 0.8571
Epoch 263/500
113/113 [==============================] - 0s 818us/step - loss: 0.3629 - accuracy: 0.8569
Epoch 264/500
113/113 [==============================] - 0s 790us/step - loss: 0.3624 - accuracy: 0.8575
Epoch 265/500
113/113 [==============================] - 0s 789us/step - loss: 0.3617 - accuracy: 0.8574
Epoch 266/500
113/113 [==============================] - 0s 827us/step - loss: 0.3613 - accuracy: 0.8592
Epoch 267/500
113/113 [==============================] - 0s 803us/step - loss: 0.3608 - accuracy: 0.8572
Epoch 268/500
113/113 [==============================] - 0s 795us/step - loss: 0.3601 - accuracy: 0.8576
Epoch 269/500
113/113 [==============================] - 0s 816us/step - loss: 0.3596 - accuracy: 0.8596
Epoch 270/500
113/113 [==============================] - 0s 785us/step - loss: 0.3591 - accuracy: 0.8594
Epoch 271/500
113/113 [==============================] - 0s 814us/step - loss: 0.3587 - accuracy: 0.8599
Epoch 272/500
113/113 [==============================] - 0s 847us/step - loss: 0.3581 - accuracy: 0.8596
Epoch 273/500
113/113 [==============================] - 0s 812us/step - loss: 0.3577 - accuracy: 0.8607
Epoch 274/500
113/113 [==============================] - 0s 870us/step - loss: 0.3571 - accuracy: 0.8593
Epoch 275/500
113/113 [==============================] - 0s 795us/step - loss: 0.3568 - accuracy: 0.8614
Epoch 276/500
113/113 [==============================] - 0s 792us/step - loss: 0.3561 - accuracy: 0.8618
Epoch 277/500
113/113 [==============================] - 0s 823us/step - loss: 0.3556 - accuracy: 0.8614
Epoch 278/500
113/113 [==============================] - 0s 811us/step - loss: 0.3553 - accuracy: 0.8614
Epoch 279/500
113/113 [==============================] - 0s 828us/step - loss: 0.3547 - accuracy: 0.8622
Epoch 280/500
113/113 [==============================] - 0s 787us/step - loss: 0.3543 - accuracy: 0.8618
Epoch 281/500
113/113 [==============================] - 0s 793us/step - loss: 0.3537 - accuracy: 0.8622
Epoch 282/500
113/113 [==============================] - 0s 979us/step - loss: 0.3532 - accuracy: 0.8621
Epoch 283/500
113/113 [==============================] - 0s 942us/step - loss: 0.3528 - accuracy: 0.8621
Epoch 284/500
113/113 [==============================] - 0s 835us/step - loss: 0.3523 - accuracy: 0.8631
Epoch 285/500
113/113 [==============================] - 0s 797us/step - loss: 0.3519 - accuracy: 0.8629
Epoch 286/500
113/113 [==============================] - 0s 803us/step - loss: 0.3515 - accuracy: 0.8628
Epoch 287/500
113/113 [==============================] - 0s 830us/step - loss: 0.3510 - accuracy: 0.8636
Epoch 288/500
113/113 [==============================] - 0s 797us/step - loss: 0.3505 - accuracy: 0.8643
Epoch 289/500
113/113 [==============================] - 0s 840us/step - loss: 0.3501 - accuracy: 0.8637
Epoch 290/500
113/113 [==============================] - 0s 786us/step - loss: 0.3498 - accuracy: 0.8633
Epoch 291/500
113/113 [==============================] - 0s 792us/step - loss: 0.3493 - accuracy: 0.8653
Epoch 292/500
113/113 [==============================] - 0s 860us/step - loss: 0.3489 - accuracy: 0.8642
Epoch 293/500
113/113 [==============================] - 0s 843us/step - loss: 0.3485 - accuracy: 0.8643
Epoch 294/500
113/113 [==============================] - 0s 816us/step - loss: 0.3481 - accuracy: 0.8639
Epoch 295/500
113/113 [==============================] - 0s 829us/step - loss: 0.3478 - accuracy: 0.8647
Epoch 296/500
113/113 [==============================] - 0s 794us/step - loss: 0.3475 - accuracy: 0.8650
Epoch 297/500
113/113 [==============================] - 0s 817us/step - loss: 0.3471 - accuracy: 0.8640
Epoch 298/500
113/113 [==============================] - 0s 796us/step - loss: 0.3469 - accuracy: 0.8636
Epoch 299/500
113/113 [==============================] - 0s 798us/step - loss: 0.3463 - accuracy: 0.8637
Epoch 300/500
113/113 [==============================] - 0s 817us/step - loss: 0.3461 - accuracy: 0.8624
Epoch 301/500
113/113 [==============================] - 0s 796us/step - loss: 0.3459 - accuracy: 0.8629
Epoch 302/500
113/113 [==============================] - 0s 790us/step - loss: 0.3456 - accuracy: 0.8632
Epoch 303/500
113/113 [==============================] - 0s 923us/step - loss: 0.3453 - accuracy: 0.8647
Epoch 304/500
113/113 [==============================] - 0s 798us/step - loss: 0.3450 - accuracy: 0.8640
Epoch 305/500
113/113 [==============================] - 0s 856us/step - loss: 0.3448 - accuracy: 0.8642
Epoch 306/500
113/113 [==============================] - 0s 791us/step - loss: 0.3444 - accuracy: 0.8636
Epoch 307/500
113/113 [==============================] - 0s 795us/step - loss: 0.3442 - accuracy: 0.8644
Epoch 308/500
113/113 [==============================] - 0s 816us/step - loss: 0.3440 - accuracy: 0.8637
Epoch 309/500
113/113 [==============================] - 0s 784us/step - loss: 0.3438 - accuracy: 0.8639
Epoch 310/500
113/113 [==============================] - 0s 796us/step - loss: 0.3436 - accuracy: 0.8649
Epoch 311/500
113/113 [==============================] - 0s 808us/step - loss: 0.3433 - accuracy: 0.8644
Epoch 312/500
113/113 [==============================] - 0s 784us/step - loss: 0.3431 - accuracy: 0.8646
Epoch 313/500
113/113 [==============================] - 0s 807us/step - loss: 0.3429 - accuracy: 0.8635
Epoch 314/500
113/113 [==============================] - 0s 866us/step - loss: 0.3427 - accuracy: 0.8660
Epoch 315/500
113/113 [==============================] - 0s 801us/step - loss: 0.3423 - accuracy: 0.8637
Epoch 316/500
113/113 [==============================] - 0s 854us/step - loss: 0.3423 - accuracy: 0.8661
Epoch 317/500
113/113 [==============================] - 0s 816us/step - loss: 0.3419 - accuracy: 0.8642
Epoch 318/500
113/113 [==============================] - 0s 794us/step - loss: 0.3419 - accuracy: 0.8643
Epoch 319/500
113/113 [==============================] - 0s 822us/step - loss: 0.3418 - accuracy: 0.8653
Epoch 320/500
113/113 [==============================] - 0s 794us/step - loss: 0.3415 - accuracy: 0.8651
Epoch 321/500
113/113 [==============================] - 0s 825us/step - loss: 0.3412 - accuracy: 0.8644
Epoch 322/500
113/113 [==============================] - 0s 792us/step - loss: 0.3412 - accuracy: 0.8639
Epoch 323/500
113/113 [==============================] - 0s 800us/step - loss: 0.3411 - accuracy: 0.8654
Epoch 324/500
113/113 [==============================] - 0s 834us/step - loss: 0.3407 - accuracy: 0.8644
Epoch 325/500
113/113 [==============================] - 0s 797us/step - loss: 0.3406 - accuracy: 0.8657
Epoch 326/500
113/113 [==============================] - 0s 813us/step - loss: 0.3405 - accuracy: 0.8668
Epoch 327/500
113/113 [==============================] - 0s 793us/step - loss: 0.3403 - accuracy: 0.8656
Epoch 328/500
113/113 [==============================] - 0s 830us/step - loss: 0.3402 - accuracy: 0.8646
Epoch 329/500
113/113 [==============================] - 0s 851us/step - loss: 0.3401 - accuracy: 0.8658
Epoch 330/500
113/113 [==============================] - 0s 979us/step - loss: 0.3400 - accuracy: 0.8658
Epoch 331/500
113/113 [==============================] - 0s 818us/step - loss: 0.3399 - accuracy: 0.8643
Epoch 332/500
113/113 [==============================] - 0s 795us/step - loss: 0.3396 - accuracy: 0.8665
Epoch 333/500
113/113 [==============================] - 0s 803us/step - loss: 0.3396 - accuracy: 0.8660
Epoch 334/500
113/113 [==============================] - 0s 799us/step - loss: 0.3394 - accuracy: 0.8672
Epoch 335/500
113/113 [==============================] - 0s 917us/step - loss: 0.3392 - accuracy: 0.8656
Epoch 336/500
113/113 [==============================] - 0s 804us/step - loss: 0.3391 - accuracy: 0.8650
Epoch 337/500
113/113 [==============================] - 0s 826us/step - loss: 0.3390 - accuracy: 0.8651
Epoch 338/500
113/113 [==============================] - 0s 853us/step - loss: 0.3387 - accuracy: 0.8629
Epoch 339/500
113/113 [==============================] - 0s 838us/step - loss: 0.3387 - accuracy: 0.8654
Epoch 340/500
113/113 [==============================] - 0s 819us/step - loss: 0.3386 - accuracy: 0.8661
Epoch 341/500
113/113 [==============================] - 0s 813us/step - loss: 0.3385 - accuracy: 0.8672
Epoch 342/500
113/113 [==============================] - 0s 826us/step - loss: 0.3384 - accuracy: 0.8654
Epoch 343/500
113/113 [==============================] - 0s 824us/step - loss: 0.3380 - accuracy: 0.8653
Epoch 344/500
113/113 [==============================] - 0s 796us/step - loss: 0.3379 - accuracy: 0.8664
Epoch 345/500
113/113 [==============================] - 0s 884us/step - loss: 0.3383 - accuracy: 0.8651
Epoch 346/500
113/113 [==============================] - 0s 824us/step - loss: 0.3381 - accuracy: 0.8647
Epoch 347/500
113/113 [==============================] - 0s 809us/step - loss: 0.3378 - accuracy: 0.8651
Epoch 348/500
113/113 [==============================] - 0s 843us/step - loss: 0.3377 - accuracy: 0.8656
Epoch 349/500
113/113 [==============================] - 0s 841us/step - loss: 0.3378 - accuracy: 0.8647
Epoch 350/500
113/113 [==============================] - 0s 821us/step - loss: 0.3376 - accuracy: 0.8651
Epoch 351/500
113/113 [==============================] - 0s 823us/step - loss: 0.3373 - accuracy: 0.8657
Epoch 352/500
113/113 [==============================] - 0s 803us/step - loss: 0.3373 - accuracy: 0.8654
Epoch 353/500
113/113 [==============================] - 0s 800us/step - loss: 0.3371 - accuracy: 0.8657
Epoch 354/500
113/113 [==============================] - 0s 821us/step - loss: 0.3371 - accuracy: 0.8662
Epoch 355/500
113/113 [==============================] - 0s 868us/step - loss: 0.3367 - accuracy: 0.8657
Epoch 356/500
113/113 [==============================] - 0s 835us/step - loss: 0.3369 - accuracy: 0.8656
Epoch 357/500
113/113 [==============================] - 0s 794us/step - loss: 0.3368 - accuracy: 0.8667
Epoch 358/500
113/113 [==============================] - 0s 811us/step - loss: 0.3366 - accuracy: 0.8662
Epoch 359/500
113/113 [==============================] - 0s 818us/step - loss: 0.3367 - accuracy: 0.8668
Epoch 360/500
113/113 [==============================] - 0s 792us/step - loss: 0.3365 - accuracy: 0.8658
Epoch 361/500
113/113 [==============================] - 0s 792us/step - loss: 0.3364 - accuracy: 0.8657
Epoch 362/500
113/113 [==============================] - 0s 825us/step - loss: 0.3362 - accuracy: 0.8667
Epoch 363/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3362 - accuracy: 0.8651
Epoch 364/500
113/113 [==============================] - 0s 855us/step - loss: 0.3361 - accuracy: 0.8646
Epoch 365/500
113/113 [==============================] - 0s 795us/step - loss: 0.3359 - accuracy: 0.8650
Epoch 366/500
113/113 [==============================] - 0s 824us/step - loss: 0.3360 - accuracy: 0.8647
Epoch 367/500
113/113 [==============================] - 0s 836us/step - loss: 0.3361 - accuracy: 0.8665
Epoch 368/500
113/113 [==============================] - 0s 815us/step - loss: 0.3358 - accuracy: 0.8654
Epoch 369/500
113/113 [==============================] - 0s 824us/step - loss: 0.3355 - accuracy: 0.8662
Epoch 370/500
113/113 [==============================] - 0s 794us/step - loss: 0.3357 - accuracy: 0.8664
Epoch 371/500
113/113 [==============================] - 0s 788us/step - loss: 0.3356 - accuracy: 0.8658
Epoch 372/500
113/113 [==============================] - 0s 821us/step - loss: 0.3357 - accuracy: 0.8644
Epoch 373/500
113/113 [==============================] - 0s 816us/step - loss: 0.3355 - accuracy: 0.8657
Epoch 374/500
113/113 [==============================] - 0s 784us/step - loss: 0.3353 - accuracy: 0.8662
Epoch 375/500
113/113 [==============================] - 0s 816us/step - loss: 0.3354 - accuracy: 0.8656
Epoch 376/500
113/113 [==============================] - 0s 787us/step - loss: 0.3354 - accuracy: 0.8656
Epoch 377/500
113/113 [==============================] - 0s 924us/step - loss: 0.3349 - accuracy: 0.8675
Epoch 378/500
113/113 [==============================] - 0s 810us/step - loss: 0.3352 - accuracy: 0.8647
Epoch 379/500
113/113 [==============================] - 0s 833us/step - loss: 0.3350 - accuracy: 0.8672
Epoch 380/500
113/113 [==============================] - 0s 827us/step - loss: 0.3352 - accuracy: 0.8685
Epoch 381/500
113/113 [==============================] - 0s 788us/step - loss: 0.3351 - accuracy: 0.8654
Epoch 382/500
113/113 [==============================] - 0s 823us/step - loss: 0.3348 - accuracy: 0.8675
Epoch 383/500
113/113 [==============================] - 0s 791us/step - loss: 0.3346 - accuracy: 0.8654
Epoch 384/500
113/113 [==============================] - 0s 807us/step - loss: 0.3349 - accuracy: 0.8658
Epoch 385/500
113/113 [==============================] - 0s 811us/step - loss: 0.3346 - accuracy: 0.8658
Epoch 386/500
113/113 [==============================] - 0s 792us/step - loss: 0.3349 - accuracy: 0.8662
Epoch 387/500
113/113 [==============================] - 0s 871us/step - loss: 0.3346 - accuracy: 0.8665
Epoch 388/500
113/113 [==============================] - 0s 817us/step - loss: 0.3346 - accuracy: 0.8668
Epoch 389/500
113/113 [==============================] - 0s 799us/step - loss: 0.3345 - accuracy: 0.8674
Epoch 390/500
113/113 [==============================] - 0s 818us/step - loss: 0.3346 - accuracy: 0.8653
Epoch 391/500
113/113 [==============================] - 0s 799us/step - loss: 0.3342 - accuracy: 0.8640
Epoch 392/500
113/113 [==============================] - 0s 794us/step - loss: 0.3345 - accuracy: 0.8649
Epoch 393/500
113/113 [==============================] - 0s 821us/step - loss: 0.3342 - accuracy: 0.8674
Epoch 394/500
113/113 [==============================] - 0s 799us/step - loss: 0.3343 - accuracy: 0.8658
Epoch 395/500
113/113 [==============================] - 0s 826us/step - loss: 0.3341 - accuracy: 0.8654
Epoch 396/500
113/113 [==============================] - 0s 811us/step - loss: 0.3342 - accuracy: 0.8671
Epoch 397/500
113/113 [==============================] - 0s 882us/step - loss: 0.3341 - accuracy: 0.8674
Epoch 398/500
113/113 [==============================] - 0s 832us/step - loss: 0.3341 - accuracy: 0.8671
Epoch 399/500
113/113 [==============================] - 0s 794us/step - loss: 0.3339 - accuracy: 0.8678
Epoch 400/500
113/113 [==============================] - 0s 802us/step - loss: 0.3338 - accuracy: 0.8661
Epoch 401/500
113/113 [==============================] - 0s 822us/step - loss: 0.3336 - accuracy: 0.8669
Epoch 402/500
113/113 [==============================] - 0s 787us/step - loss: 0.3337 - accuracy: 0.8665
Epoch 403/500
113/113 [==============================] - 0s 783us/step - loss: 0.3338 - accuracy: 0.8667
Epoch 404/500
113/113 [==============================] - 0s 820us/step - loss: 0.3336 - accuracy: 0.8660
Epoch 405/500
113/113 [==============================] - 0s 811us/step - loss: 0.3336 - accuracy: 0.8674
Epoch 406/500
113/113 [==============================] - 0s 822us/step - loss: 0.3333 - accuracy: 0.8679
Epoch 407/500
113/113 [==============================] - 0s 793us/step - loss: 0.3336 - accuracy: 0.8665
Epoch 408/500
113/113 [==============================] - 0s 879us/step - loss: 0.3333 - accuracy: 0.8668
Epoch 409/500
113/113 [==============================] - 0s 862us/step - loss: 0.3332 - accuracy: 0.8668
Epoch 410/500
113/113 [==============================] - 0s 802us/step - loss: 0.3333 - accuracy: 0.8668
Epoch 411/500
113/113 [==============================] - 0s 834us/step - loss: 0.3334 - accuracy: 0.8664
Epoch 412/500
113/113 [==============================] - 0s 786us/step - loss: 0.3332 - accuracy: 0.8665
Epoch 413/500
113/113 [==============================] - 0s 803us/step - loss: 0.3330 - accuracy: 0.8668
Epoch 414/500
113/113 [==============================] - 0s 813us/step - loss: 0.3331 - accuracy: 0.8662
Epoch 415/500
113/113 [==============================] - 0s 833us/step - loss: 0.3332 - accuracy: 0.8674
Epoch 416/500
113/113 [==============================] - 0s 818us/step - loss: 0.3330 - accuracy: 0.8661
Epoch 417/500
113/113 [==============================] - 0s 813us/step - loss: 0.3329 - accuracy: 0.8656
Epoch 418/500
113/113 [==============================] - 0s 789us/step - loss: 0.3332 - accuracy: 0.8668
Epoch 419/500
113/113 [==============================] - 0s 809us/step - loss: 0.3329 - accuracy: 0.8676
Epoch 420/500
113/113 [==============================] - 0s 787us/step - loss: 0.3327 - accuracy: 0.8679
Epoch 421/500
113/113 [==============================] - 0s 844us/step - loss: 0.3328 - accuracy: 0.8667
Epoch 422/500
113/113 [==============================] - 0s 828us/step - loss: 0.3325 - accuracy: 0.8661
Epoch 423/500
113/113 [==============================] - 0s 788us/step - loss: 0.3328 - accuracy: 0.8679
Epoch 424/500
113/113 [==============================] - 0s 786us/step - loss: 0.3328 - accuracy: 0.8671
Epoch 425/500
113/113 [==============================] - 0s 820us/step - loss: 0.3327 - accuracy: 0.8672
Epoch 426/500
113/113 [==============================] - 0s 797us/step - loss: 0.3326 - accuracy: 0.8672
Epoch 427/500
113/113 [==============================] - 0s 813us/step - loss: 0.3325 - accuracy: 0.8675
Epoch 428/500
113/113 [==============================] - 0s 787us/step - loss: 0.3325 - accuracy: 0.8671
Epoch 429/500
113/113 [==============================] - 0s 795us/step - loss: 0.3322 - accuracy: 0.8658
Epoch 430/500
113/113 [==============================] - 0s 821us/step - loss: 0.3324 - accuracy: 0.8661
Epoch 431/500
113/113 [==============================] - 0s 906us/step - loss: 0.3323 - accuracy: 0.8658
Epoch 432/500
113/113 [==============================] - 0s 804us/step - loss: 0.3321 - accuracy: 0.8678
Epoch 433/500
113/113 [==============================] - 0s 849us/step - loss: 0.3321 - accuracy: 0.8661
Epoch 434/500
113/113 [==============================] - 0s 792us/step - loss: 0.3319 - accuracy: 0.8669
Epoch 435/500
113/113 [==============================] - 0s 821us/step - loss: 0.3319 - accuracy: 0.8661
Epoch 436/500
113/113 [==============================] - 0s 792us/step - loss: 0.3323 - accuracy: 0.8674
Epoch 437/500
113/113 [==============================] - 0s 788us/step - loss: 0.3314 - accuracy: 0.8668
Epoch 438/500
113/113 [==============================] - 0s 840us/step - loss: 0.3320 - accuracy: 0.8687
Epoch 439/500
113/113 [==============================] - 0s 914us/step - loss: 0.3318 - accuracy: 0.8657
Epoch 440/500
113/113 [==============================] - 0s 789us/step - loss: 0.3317 - accuracy: 0.8669
Epoch 441/500
113/113 [==============================] - 0s 837us/step - loss: 0.3315 - accuracy: 0.8679
Epoch 442/500
113/113 [==============================] - 0s 797us/step - loss: 0.3313 - accuracy: 0.8679
Epoch 443/500
113/113 [==============================] - 0s 827us/step - loss: 0.3316 - accuracy: 0.8667
Epoch 444/500
113/113 [==============================] - 0s 795us/step - loss: 0.3313 - accuracy: 0.8654
Epoch 445/500
113/113 [==============================] - 0s 804us/step - loss: 0.3312 - accuracy: 0.8674
Epoch 446/500
113/113 [==============================] - 0s 815us/step - loss: 0.3311 - accuracy: 0.8662
Epoch 447/500
113/113 [==============================] - 0s 797us/step - loss: 0.3317 - accuracy: 0.8668
Epoch 448/500
113/113 [==============================] - 0s 805us/step - loss: 0.3313 - accuracy: 0.8661
Epoch 449/500
113/113 [==============================] - 0s 843us/step - loss: 0.3314 - accuracy: 0.8662
Epoch 450/500
113/113 [==============================] - 0s 798us/step - loss: 0.3313 - accuracy: 0.8669
Epoch 451/500
113/113 [==============================] - 0s 864us/step - loss: 0.3314 - accuracy: 0.8662
Epoch 452/500
113/113 [==============================] - 0s 797us/step - loss: 0.3311 - accuracy: 0.8679
Epoch 453/500
113/113 [==============================] - 0s 785us/step - loss: 0.3313 - accuracy: 0.8658
Epoch 454/500
113/113 [==============================] - 0s 842us/step - loss: 0.3310 - accuracy: 0.8656
Epoch 455/500
113/113 [==============================] - 0s 794us/step - loss: 0.3312 - accuracy: 0.8674
Epoch 456/500
113/113 [==============================] - 0s 790us/step - loss: 0.3310 - accuracy: 0.8681
Epoch 457/500
113/113 [==============================] - 0s 822us/step - loss: 0.3308 - accuracy: 0.8674
Epoch 458/500
113/113 [==============================] - 0s 804us/step - loss: 0.3308 - accuracy: 0.8656
Epoch 459/500
113/113 [==============================] - 0s 832us/step - loss: 0.3307 - accuracy: 0.8671
Epoch 460/500
113/113 [==============================] - 0s 819us/step - loss: 0.3311 - accuracy: 0.8671
Epoch 461/500
113/113 [==============================] - 0s 794us/step - loss: 0.3308 - accuracy: 0.8665
Epoch 462/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3311 - accuracy: 0.8686
Epoch 463/500
113/113 [==============================] - 0s 800us/step - loss: 0.3307 - accuracy: 0.8671
Epoch 464/500
113/113 [==============================] - 0s 821us/step - loss: 0.3309 - accuracy: 0.8682
Epoch 465/500
113/113 [==============================] - 0s 788us/step - loss: 0.3308 - accuracy: 0.8658
Epoch 466/500
113/113 [==============================] - 0s 794us/step - loss: 0.3309 - accuracy: 0.8679
Epoch 467/500
113/113 [==============================] - 0s 817us/step - loss: 0.3307 - accuracy: 0.8674
Epoch 468/500
113/113 [==============================] - 0s 801us/step - loss: 0.3309 - accuracy: 0.8672
Epoch 469/500
113/113 [==============================] - 0s 800us/step - loss: 0.3308 - accuracy: 0.8667
Epoch 470/500
113/113 [==============================] - 0s 839us/step - loss: 0.3308 - accuracy: 0.8672
Epoch 471/500
113/113 [==============================] - 0s 791us/step - loss: 0.3307 - accuracy: 0.8658
Epoch 472/500
113/113 [==============================] - 0s 866us/step - loss: 0.3306 - accuracy: 0.8674
Epoch 473/500
113/113 [==============================] - 0s 790us/step - loss: 0.3305 - accuracy: 0.8665
Epoch 474/500
113/113 [==============================] - 0s 795us/step - loss: 0.3304 - accuracy: 0.8665
Epoch 475/500
113/113 [==============================] - 0s 839us/step - loss: 0.3305 - accuracy: 0.8679
Epoch 476/500
113/113 [==============================] - 0s 790us/step - loss: 0.3303 - accuracy: 0.8678
Epoch 477/500
113/113 [==============================] - 0s 786us/step - loss: 0.3308 - accuracy: 0.8664
Epoch 478/500
113/113 [==============================] - 0s 816us/step - loss: 0.3304 - accuracy: 0.8676
Epoch 479/500
113/113 [==============================] - 0s 787us/step - loss: 0.3305 - accuracy: 0.8683
Epoch 480/500
113/113 [==============================] - 0s 842us/step - loss: 0.3302 - accuracy: 0.8681
Epoch 481/500
113/113 [==============================] - 0s 787us/step - loss: 0.3305 - accuracy: 0.8675
Epoch 482/500
113/113 [==============================] - 0s 861us/step - loss: 0.3304 - accuracy: 0.8676
Epoch 483/500
113/113 [==============================] - 0s 819us/step - loss: 0.3305 - accuracy: 0.8665
Epoch 484/500
113/113 [==============================] - 0s 806us/step - loss: 0.3303 - accuracy: 0.8685
Epoch 485/500
113/113 [==============================] - 0s 805us/step - loss: 0.3303 - accuracy: 0.8685
Epoch 486/500
113/113 [==============================] - 0s 841us/step - loss: 0.3302 - accuracy: 0.8671
Epoch 487/500
113/113 [==============================] - 0s 794us/step - loss: 0.3300 - accuracy: 0.8668
Epoch 488/500
113/113 [==============================] - 0s 816us/step - loss: 0.3299 - accuracy: 0.8643
Epoch 489/500
113/113 [==============================] - 0s 791us/step - loss: 0.3304 - accuracy: 0.8669
Epoch 490/500
113/113 [==============================] - 0s 789us/step - loss: 0.3300 - accuracy: 0.8664
Epoch 491/500
113/113 [==============================] - 0s 829us/step - loss: 0.3300 - accuracy: 0.8657
Epoch 492/500
113/113 [==============================] - 0s 794us/step - loss: 0.3304 - accuracy: 0.8667
Epoch 493/500
113/113 [==============================] - 0s 864us/step - loss: 0.3301 - accuracy: 0.8657
Epoch 494/500
113/113 [==============================] - 0s 808us/step - loss: 0.3296 - accuracy: 0.8662
Epoch 495/500
113/113 [==============================] - 0s 783us/step - loss: 0.3303 - accuracy: 0.8656
Epoch 496/500
113/113 [==============================] - 0s 825us/step - loss: 0.3300 - accuracy: 0.8678
Epoch 497/500
113/113 [==============================] - 0s 794us/step - loss: 0.3299 - accuracy: 0.8667
Epoch 498/500
113/113 [==============================] - 0s 789us/step - loss: 0.3299 - accuracy: 0.8679
Epoch 499/500
113/113 [==============================] - 0s 816us/step - loss: 0.3301 - accuracy: 0.8662
Epoch 500/500
113/113 [==============================] - 0s 789us/step - loss: 0.3298 - accuracy: 0.8661
Epoch 1/500
113/113 [==============================] - 0s 829us/step - loss: 0.6517 - accuracy: 0.7949
Epoch 2/500
113/113 [==============================] - 0s 824us/step - loss: 0.5925 - accuracy: 0.7978
Epoch 3/500
113/113 [==============================] - 0s 902us/step - loss: 0.5583 - accuracy: 0.7978
Epoch 4/500
113/113 [==============================] - 0s 844us/step - loss: 0.5378 - accuracy: 0.7978
Epoch 5/500
113/113 [==============================] - 0s 864us/step - loss: 0.5255 - accuracy: 0.7978
Epoch 6/500
113/113 [==============================] - 0s 841us/step - loss: 0.5178 - accuracy: 0.7978
Epoch 7/500
113/113 [==============================] - 0s 857us/step - loss: 0.5128 - accuracy: 0.7978
Epoch 8/500
113/113 [==============================] - 0s 898us/step - loss: 0.5097 - accuracy: 0.7978
Epoch 9/500
113/113 [==============================] - 0s 844us/step - loss: 0.5076 - accuracy: 0.7978
Epoch 10/500
113/113 [==============================] - 0s 988us/step - loss: 0.5062 - accuracy: 0.7978
Epoch 11/500
113/113 [==============================] - 0s 846us/step - loss: 0.5053 - accuracy: 0.7978
Epoch 12/500
113/113 [==============================] - 0s 845us/step - loss: 0.5047 - accuracy: 0.7978
Epoch 13/500
113/113 [==============================] - 0s 910us/step - loss: 0.5043 - accuracy: 0.7978
Epoch 14/500
113/113 [==============================] - 0s 847us/step - loss: 0.5041 - accuracy: 0.7978
Epoch 15/500
113/113 [==============================] - 0s 873us/step - loss: 0.5039 - accuracy: 0.7978
Epoch 16/500
113/113 [==============================] - 0s 864us/step - loss: 0.5038 - accuracy: 0.7978
Epoch 17/500
113/113 [==============================] - 0s 858us/step - loss: 0.5037 - accuracy: 0.7978
Epoch 18/500
113/113 [==============================] - 0s 916us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 19/500
113/113 [==============================] - 0s 974us/step - loss: 0.5036 - accuracy: 0.7978
Epoch 20/500
113/113 [==============================] - 0s 901us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 21/500
113/113 [==============================] - 0s 870us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 22/500
113/113 [==============================] - 0s 880us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 23/500
113/113 [==============================] - 0s 855us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 24/500
113/113 [==============================] - 0s 854us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 25/500
113/113 [==============================] - 0s 885us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 26/500
113/113 [==============================] - 0s 845us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 27/500
113/113 [==============================] - 0s 900us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 28/500
113/113 [==============================] - 0s 863us/step - loss: 0.5035 - accuracy: 0.79780s - loss: 0.5079 - accuracy: 0.79
Epoch 29/500
113/113 [==============================] - 0s 882us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 30/500
113/113 [==============================] - 0s 877us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 31/500
113/113 [==============================] - 0s 850us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 32/500
113/113 [==============================] - 0s 898us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 33/500
113/113 [==============================] - 0s 868us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 34/500
113/113 [==============================] - 0s 849us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 35/500
113/113 [==============================] - 0s 895us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 36/500
113/113 [==============================] - 0s 846us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 37/500
113/113 [==============================] - 0s 898us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 38/500
113/113 [==============================] - 0s 850us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 39/500
113/113 [==============================] - 0s 919us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 40/500
113/113 [==============================] - 0s 867us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 41/500
113/113 [==============================] - 0s 875us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 42/500
113/113 [==============================] - 0s 897us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 43/500
113/113 [==============================] - 0s 862us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 44/500
113/113 [==============================] - 0s 843us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 45/500
113/113 [==============================] - 0s 901us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 46/500
113/113 [==============================] - 0s 852us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 47/500
113/113 [==============================] - 0s 881us/step - loss: 0.5035 - accuracy: 0.7978
Epoch 48/500
113/113 [==============================] - 0s 850us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 49/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5034 - accuracy: 0.7978
Epoch 50/500
113/113 [==============================] - 0s 972us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 51/500
113/113 [==============================] - 0s 825us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 52/500
113/113 [==============================] - 0s 807us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 53/500
113/113 [==============================] - 0s 830us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 54/500
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 55/500
113/113 [==============================] - 0s 800us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 56/500
113/113 [==============================] - 0s 810us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 57/500
113/113 [==============================] - 0s 823us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 58/500
113/113 [==============================] - 0s 851us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 59/500
113/113 [==============================] - 0s 835us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 60/500
113/113 [==============================] - 0s 841us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 61/500
113/113 [==============================] - 0s 802us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 62/500
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 63/500
113/113 [==============================] - 0s 849us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 64/500
113/113 [==============================] - 0s 799us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 65/500
113/113 [==============================] - 0s 836us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 66/500
113/113 [==============================] - 0s 820us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 67/500
113/113 [==============================] - 0s 832us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 68/500
113/113 [==============================] - 0s 816us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 69/500
113/113 [==============================] - 0s 854us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 70/500
113/113 [==============================] - 0s 834us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 71/500
113/113 [==============================] - 0s 803us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 72/500
113/113 [==============================] - 0s 837us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 73/500
113/113 [==============================] - 0s 806us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 74/500
113/113 [==============================] - 0s 827us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 75/500
113/113 [==============================] - 0s 830us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 76/500
113/113 [==============================] - 0s 801us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 77/500
113/113 [==============================] - 0s 800us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 78/500
113/113 [==============================] - 0s 823us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 79/500
113/113 [==============================] - 0s 935us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 80/500
113/113 [==============================] - 0s 829us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 81/500
113/113 [==============================] - 0s 844us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 82/500
113/113 [==============================] - 0s 817us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 83/500
113/113 [==============================] - 0s 831us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 84/500
113/113 [==============================] - 0s 823us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 85/500
113/113 [==============================] - 0s 833us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 86/500
113/113 [==============================] - 0s 803us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 87/500
113/113 [==============================] - 0s 800us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 88/500
113/113 [==============================] - 0s 822us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 89/500
113/113 [==============================] - 0s 911us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 90/500
113/113 [==============================] - 0s 813us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 91/500
113/113 [==============================] - 0s 813us/step - loss: 0.5034 - accuracy: 0.7978
Epoch 92/500
113/113 [==============================] - 0s 808us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 93/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5033 - accuracy: 0.7978
Epoch 94/500
113/113 [==============================] - 0s 786us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 95/500
113/113 [==============================] - 0s 810us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 96/500
113/113 [==============================] - 0s 832us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 97/500
113/113 [==============================] - 0s 808us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 98/500
113/113 [==============================] - 0s 804us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 99/500
113/113 [==============================] - 0s 824us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 100/500
113/113 [==============================] - 0s 953us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 101/500
113/113 [==============================] - 0s 844us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 102/500
113/113 [==============================] - 0s 783us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 103/500
113/113 [==============================] - 0s 792us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 104/500
113/113 [==============================] - 0s 821us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 105/500
113/113 [==============================] - 0s 796us/step - loss: 0.5033 - accuracy: 0.7978
Epoch 106/500
113/113 [==============================] - 0s 783us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 107/500
113/113 [==============================] - 0s 835us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 108/500
113/113 [==============================] - 0s 808us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 109/500
113/113 [==============================] - 0s 822us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 110/500
113/113 [==============================] - 0s 841us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 111/500
113/113 [==============================] - 0s 793us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 112/500
113/113 [==============================] - 0s 824us/step - loss: 0.5032 - accuracy: 0.7978
Epoch 113/500
113/113 [==============================] - 0s 800us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 114/500
113/113 [==============================] - 0s 818us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 115/500
113/113 [==============================] - 0s 804us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 116/500
113/113 [==============================] - 0s 806us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 117/500
113/113 [==============================] - 0s 822us/step - loss: 0.5031 - accuracy: 0.7978
Epoch 118/500
113/113 [==============================] - 0s 799us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 119/500
113/113 [==============================] - 0s 791us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 120/500
113/113 [==============================] - 0s 824us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 121/500
113/113 [==============================] - 0s 863us/step - loss: 0.5030 - accuracy: 0.7978
Epoch 122/500
113/113 [==============================] - 0s 831us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 123/500
113/113 [==============================] - 0s 814us/step - loss: 0.5029 - accuracy: 0.7978
Epoch 124/500
113/113 [==============================] - 0s 810us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 125/500
113/113 [==============================] - 0s 815us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 126/500
113/113 [==============================] - 0s 812us/step - loss: 0.5028 - accuracy: 0.7978
Epoch 127/500
113/113 [==============================] - 0s 804us/step - loss: 0.5027 - accuracy: 0.7978
Epoch 128/500
113/113 [==============================] - 0s 818us/step - loss: 0.5027 - accuracy: 0.7978
Epoch 129/500
113/113 [==============================] - 0s 798us/step - loss: 0.5026 - accuracy: 0.7978
Epoch 130/500
113/113 [==============================] - 0s 844us/step - loss: 0.5026 - accuracy: 0.7978
Epoch 131/500
113/113 [==============================] - 0s 794us/step - loss: 0.5025 - accuracy: 0.7978
Epoch 132/500
113/113 [==============================] - 0s 944us/step - loss: 0.5025 - accuracy: 0.7978
Epoch 133/500
113/113 [==============================] - 0s 838us/step - loss: 0.5024 - accuracy: 0.7978
Epoch 134/500
113/113 [==============================] - 0s 797us/step - loss: 0.5023 - accuracy: 0.7978
Epoch 135/500
113/113 [==============================] - 0s 796us/step - loss: 0.5022 - accuracy: 0.7978
Epoch 136/500
113/113 [==============================] - 0s 803us/step - loss: 0.5022 - accuracy: 0.7978
Epoch 137/500
113/113 [==============================] - 0s 837us/step - loss: 0.5021 - accuracy: 0.7978
Epoch 138/500
113/113 [==============================] - 0s 817us/step - loss: 0.5020 - accuracy: 0.7978
Epoch 139/500
113/113 [==============================] - 0s 805us/step - loss: 0.5019 - accuracy: 0.7978
Epoch 140/500
113/113 [==============================] - 0s 792us/step - loss: 0.5017 - accuracy: 0.7978
Epoch 141/500
113/113 [==============================] - 0s 817us/step - loss: 0.5016 - accuracy: 0.7978
Epoch 142/500
113/113 [==============================] - 0s 925us/step - loss: 0.5015 - accuracy: 0.7978
Epoch 143/500
113/113 [==============================] - 0s 809us/step - loss: 0.5013 - accuracy: 0.7978
Epoch 144/500
113/113 [==============================] - 0s 802us/step - loss: 0.5012 - accuracy: 0.7978
Epoch 145/500
113/113 [==============================] - 0s 816us/step - loss: 0.5010 - accuracy: 0.7978
Epoch 146/500
113/113 [==============================] - 0s 878us/step - loss: 0.5008 - accuracy: 0.7978
Epoch 147/500
113/113 [==============================] - 0s 811us/step - loss: 0.5006 - accuracy: 0.7978
Epoch 148/500
113/113 [==============================] - 0s 815us/step - loss: 0.5004 - accuracy: 0.7978
Epoch 149/500
113/113 [==============================] - 0s 836us/step - loss: 0.5001 - accuracy: 0.7978
Epoch 150/500
113/113 [==============================] - 0s 806us/step - loss: 0.4999 - accuracy: 0.7978
Epoch 151/500
113/113 [==============================] - 0s 829us/step - loss: 0.4996 - accuracy: 0.7978
Epoch 152/500
113/113 [==============================] - 0s 845us/step - loss: 0.4992 - accuracy: 0.7978
Epoch 153/500
113/113 [==============================] - 0s 828us/step - loss: 0.4989 - accuracy: 0.7978
Epoch 154/500
113/113 [==============================] - 0s 832us/step - loss: 0.4985 - accuracy: 0.7978
Epoch 155/500
113/113 [==============================] - 0s 798us/step - loss: 0.4980 - accuracy: 0.7978
Epoch 156/500
113/113 [==============================] - 0s 828us/step - loss: 0.4975 - accuracy: 0.7978
Epoch 157/500
113/113 [==============================] - 0s 793us/step - loss: 0.4970 - accuracy: 0.7978
Epoch 158/500
113/113 [==============================] - 0s 806us/step - loss: 0.4964 - accuracy: 0.7978
Epoch 159/500
113/113 [==============================] - 0s 820us/step - loss: 0.4957 - accuracy: 0.7978
Epoch 160/500
113/113 [==============================] - 0s 795us/step - loss: 0.4950 - accuracy: 0.7978
Epoch 161/500
113/113 [==============================] - 0s 795us/step - loss: 0.4942 - accuracy: 0.7978
Epoch 162/500
113/113 [==============================] - 0s 823us/step - loss: 0.4933 - accuracy: 0.7978
Epoch 163/500
113/113 [==============================] - 0s 868us/step - loss: 0.4923 - accuracy: 0.7978
Epoch 164/500
113/113 [==============================] - 0s 811us/step - loss: 0.4913 - accuracy: 0.7978
Epoch 165/500
113/113 [==============================] - 0s 807us/step - loss: 0.4900 - accuracy: 0.7978
Epoch 166/500
113/113 [==============================] - 0s 794us/step - loss: 0.4887 - accuracy: 0.7978
Epoch 167/500
113/113 [==============================] - 0s 818us/step - loss: 0.4873 - accuracy: 0.7978
Epoch 168/500
113/113 [==============================] - 0s 797us/step - loss: 0.4857 - accuracy: 0.7978
Epoch 169/500
113/113 [==============================] - 0s 821us/step - loss: 0.4840 - accuracy: 0.7978
Epoch 170/500
113/113 [==============================] - 0s 814us/step - loss: 0.4821 - accuracy: 0.7978
Epoch 171/500
113/113 [==============================] - 0s 795us/step - loss: 0.4800 - accuracy: 0.7978
Epoch 172/500
113/113 [==============================] - 0s 829us/step - loss: 0.4778 - accuracy: 0.7978
Epoch 173/500
113/113 [==============================] - 0s 885us/step - loss: 0.4754 - accuracy: 0.7978
Epoch 174/500
113/113 [==============================] - 0s 832us/step - loss: 0.4729 - accuracy: 0.7978
Epoch 175/500
113/113 [==============================] - 0s 834us/step - loss: 0.4703 - accuracy: 0.7978
Epoch 176/500
113/113 [==============================] - 0s 801us/step - loss: 0.4675 - accuracy: 0.7978
Epoch 177/500
113/113 [==============================] - 0s 810us/step - loss: 0.4646 - accuracy: 0.7978
Epoch 178/500
113/113 [==============================] - 0s 834us/step - loss: 0.4617 - accuracy: 0.7978
Epoch 179/500
113/113 [==============================] - 0s 807us/step - loss: 0.4587 - accuracy: 0.7978
Epoch 180/500
113/113 [==============================] - 0s 825us/step - loss: 0.4558 - accuracy: 0.7978
Epoch 181/500
113/113 [==============================] - 0s 800us/step - loss: 0.4528 - accuracy: 0.7978
Epoch 182/500
113/113 [==============================] - 0s 795us/step - loss: 0.4499 - accuracy: 0.7978
Epoch 183/500
113/113 [==============================] - 0s 822us/step - loss: 0.4472 - accuracy: 0.7978
Epoch 184/500
113/113 [==============================] - 0s 879us/step - loss: 0.4445 - accuracy: 0.7978
Epoch 185/500
113/113 [==============================] - 0s 834us/step - loss: 0.4421 - accuracy: 0.7978
Epoch 186/500
113/113 [==============================] - 0s 853us/step - loss: 0.4398 - accuracy: 0.7978
Epoch 187/500
113/113 [==============================] - 0s 801us/step - loss: 0.4378 - accuracy: 0.7978
Epoch 188/500
113/113 [==============================] - 0s 820us/step - loss: 0.4360 - accuracy: 0.7978
Epoch 189/500
113/113 [==============================] - 0s 798us/step - loss: 0.4344 - accuracy: 0.7978
Epoch 190/500
113/113 [==============================] - 0s 806us/step - loss: 0.4331 - accuracy: 0.7978
Epoch 191/500
113/113 [==============================] - 0s 834us/step - loss: 0.4320 - accuracy: 0.7978
Epoch 192/500
113/113 [==============================] - 0s 793us/step - loss: 0.4311 - accuracy: 0.7976
Epoch 193/500
113/113 [==============================] - 0s 818us/step - loss: 0.4303 - accuracy: 0.7972
Epoch 194/500
113/113 [==============================] - 0s 811us/step - loss: 0.4297 - accuracy: 0.7967
Epoch 195/500
113/113 [==============================] - 0s 863us/step - loss: 0.4292 - accuracy: 0.7960
Epoch 196/500
113/113 [==============================] - 0s 838us/step - loss: 0.4288 - accuracy: 0.7949
Epoch 197/500
113/113 [==============================] - 0s 797us/step - loss: 0.4285 - accuracy: 0.7939
Epoch 198/500
113/113 [==============================] - 0s 801us/step - loss: 0.4282 - accuracy: 0.7932
Epoch 199/500
113/113 [==============================] - 0s 817us/step - loss: 0.4280 - accuracy: 0.7926
Epoch 200/500
113/113 [==============================] - 0s 802us/step - loss: 0.4279 - accuracy: 0.7917
Epoch 201/500
113/113 [==============================] - 0s 808us/step - loss: 0.4277 - accuracy: 0.7918
Epoch 202/500
113/113 [==============================] - 0s 803us/step - loss: 0.4276 - accuracy: 0.7922
Epoch 203/500
113/113 [==============================] - 0s 787us/step - loss: 0.4275 - accuracy: 0.7921
Epoch 204/500
113/113 [==============================] - 0s 788us/step - loss: 0.4274 - accuracy: 0.7911
Epoch 205/500
113/113 [==============================] - 0s 822us/step - loss: 0.4273 - accuracy: 0.7917
Epoch 206/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7925
Epoch 207/500
113/113 [==============================] - 0s 867us/step - loss: 0.4271 - accuracy: 0.7924
Epoch 208/500
113/113 [==============================] - 0s 800us/step - loss: 0.4271 - accuracy: 0.7921
Epoch 209/500
113/113 [==============================] - 0s 789us/step - loss: 0.4270 - accuracy: 0.7926
Epoch 210/500
113/113 [==============================] - 0s 802us/step - loss: 0.4270 - accuracy: 0.7922
Epoch 211/500
113/113 [==============================] - 0s 820us/step - loss: 0.4269 - accuracy: 0.7924
Epoch 212/500
113/113 [==============================] - 0s 825us/step - loss: 0.4269 - accuracy: 0.7926
Epoch 213/500
113/113 [==============================] - 0s 826us/step - loss: 0.4268 - accuracy: 0.7921
Epoch 214/500
113/113 [==============================] - 0s 798us/step - loss: 0.4268 - accuracy: 0.7924
Epoch 215/500
113/113 [==============================] - 0s 963us/step - loss: 0.4267 - accuracy: 0.7926
Epoch 216/500
113/113 [==============================] - 0s 856us/step - loss: 0.4267 - accuracy: 0.7932
Epoch 217/500
113/113 [==============================] - 0s 801us/step - loss: 0.4266 - accuracy: 0.7926
Epoch 218/500
113/113 [==============================] - 0s 817us/step - loss: 0.4266 - accuracy: 0.7933
Epoch 219/500
113/113 [==============================] - 0s 858us/step - loss: 0.4265 - accuracy: 0.7931
Epoch 220/500
113/113 [==============================] - 0s 813us/step - loss: 0.4265 - accuracy: 0.7929
Epoch 221/500
113/113 [==============================] - 0s 802us/step - loss: 0.4264 - accuracy: 0.7933
Epoch 222/500
113/113 [==============================] - 0s 925us/step - loss: 0.4264 - accuracy: 0.7942
Epoch 223/500
113/113 [==============================] - 0s 819us/step - loss: 0.4263 - accuracy: 0.7944
Epoch 224/500
113/113 [==============================] - 0s 811us/step - loss: 0.4262 - accuracy: 0.7940
Epoch 225/500
113/113 [==============================] - 0s 807us/step - loss: 0.4262 - accuracy: 0.7949
Epoch 226/500
113/113 [==============================] - 0s 815us/step - loss: 0.4261 - accuracy: 0.7961
Epoch 227/500
113/113 [==============================] - 0s 842us/step - loss: 0.4261 - accuracy: 0.7950
Epoch 228/500
113/113 [==============================] - 0s 845us/step - loss: 0.4260 - accuracy: 0.7950
Epoch 229/500
113/113 [==============================] - 0s 828us/step - loss: 0.4259 - accuracy: 0.7958
Epoch 230/500
113/113 [==============================] - 0s 809us/step - loss: 0.4259 - accuracy: 0.7957
Epoch 231/500
113/113 [==============================] - 0s 803us/step - loss: 0.4258 - accuracy: 0.7958
Epoch 232/500
113/113 [==============================] - 0s 821us/step - loss: 0.4257 - accuracy: 0.7957
Epoch 233/500
113/113 [==============================] - 0s 799us/step - loss: 0.4257 - accuracy: 0.7956
Epoch 234/500
113/113 [==============================] - 0s 790us/step - loss: 0.4256 - accuracy: 0.7962
Epoch 235/500
113/113 [==============================] - 0s 818us/step - loss: 0.4255 - accuracy: 0.7962
Epoch 236/500
113/113 [==============================] - 0s 791us/step - loss: 0.4254 - accuracy: 0.7958
Epoch 237/500
113/113 [==============================] - 0s 824us/step - loss: 0.4253 - accuracy: 0.7962
Epoch 238/500
113/113 [==============================] - 0s 909us/step - loss: 0.4252 - accuracy: 0.7964
Epoch 239/500
113/113 [==============================] - 0s 794us/step - loss: 0.4251 - accuracy: 0.7978
Epoch 240/500
113/113 [==============================] - 0s 815us/step - loss: 0.4250 - accuracy: 0.7971
Epoch 241/500
113/113 [==============================] - 0s 806us/step - loss: 0.4249 - accuracy: 0.7974
Epoch 242/500
113/113 [==============================] - 0s 803us/step - loss: 0.4247 - accuracy: 0.7975
Epoch 243/500
113/113 [==============================] - 0s 816us/step - loss: 0.4245 - accuracy: 0.7972
Epoch 244/500
113/113 [==============================] - 0s 809us/step - loss: 0.4244 - accuracy: 0.7985
Epoch 245/500
113/113 [==============================] - 0s 880us/step - loss: 0.4242 - accuracy: 0.7986
Epoch 246/500
113/113 [==============================] - 0s 815us/step - loss: 0.4240 - accuracy: 0.7993
Epoch 247/500
113/113 [==============================] - 0s 806us/step - loss: 0.4237 - accuracy: 0.7990
Epoch 248/500
113/113 [==============================] - 0s 831us/step - loss: 0.4235 - accuracy: 0.7986
Epoch 249/500
113/113 [==============================] - 0s 814us/step - loss: 0.4232 - accuracy: 0.8004
Epoch 250/500
113/113 [==============================] - 0s 808us/step - loss: 0.4230 - accuracy: 0.7992
Epoch 251/500
113/113 [==============================] - 0s 808us/step - loss: 0.4227 - accuracy: 0.8003
Epoch 252/500
113/113 [==============================] - 0s 837us/step - loss: 0.4223 - accuracy: 0.8007
Epoch 253/500
113/113 [==============================] - 0s 835us/step - loss: 0.4219 - accuracy: 0.8011
Epoch 254/500
113/113 [==============================] - 0s 815us/step - loss: 0.4216 - accuracy: 0.8011
Epoch 255/500
113/113 [==============================] - 0s 795us/step - loss: 0.4212 - accuracy: 0.8014
Epoch 256/500
113/113 [==============================] - 0s 808us/step - loss: 0.4207 - accuracy: 0.8026
Epoch 257/500
113/113 [==============================] - 0s 906us/step - loss: 0.4202 - accuracy: 0.8024
Epoch 258/500
113/113 [==============================] - 0s 808us/step - loss: 0.4196 - accuracy: 0.8028
Epoch 259/500
113/113 [==============================] - 0s 840us/step - loss: 0.4190 - accuracy: 0.8039
Epoch 260/500
113/113 [==============================] - 0s 791us/step - loss: 0.4184 - accuracy: 0.8042
Epoch 261/500
113/113 [==============================] - 0s 801us/step - loss: 0.4177 - accuracy: 0.8050
Epoch 262/500
113/113 [==============================] - 0s 822us/step - loss: 0.4170 - accuracy: 0.8054
Epoch 263/500
113/113 [==============================] - 0s 794us/step - loss: 0.4162 - accuracy: 0.8074
Epoch 264/500
113/113 [==============================] - 0s 809us/step - loss: 0.4154 - accuracy: 0.8075
Epoch 265/500
113/113 [==============================] - 0s 837us/step - loss: 0.4145 - accuracy: 0.8083
Epoch 266/500
113/113 [==============================] - 0s 816us/step - loss: 0.4135 - accuracy: 0.8099
Epoch 267/500
113/113 [==============================] - 0s 889us/step - loss: 0.4125 - accuracy: 0.8108
Epoch 268/500
113/113 [==============================] - 0s 805us/step - loss: 0.4115 - accuracy: 0.8099
Epoch 269/500
113/113 [==============================] - 0s 798us/step - loss: 0.4103 - accuracy: 0.8110
Epoch 270/500
113/113 [==============================] - 0s 834us/step - loss: 0.4092 - accuracy: 0.8129
Epoch 271/500
113/113 [==============================] - 0s 802us/step - loss: 0.4080 - accuracy: 0.8139
Epoch 272/500
113/113 [==============================] - 0s 803us/step - loss: 0.4067 - accuracy: 0.8157
Epoch 273/500
113/113 [==============================] - 0s 806us/step - loss: 0.4053 - accuracy: 0.8163
Epoch 274/500
113/113 [==============================] - 0s 797us/step - loss: 0.4038 - accuracy: 0.8186
Epoch 275/500
113/113 [==============================] - 0s 854us/step - loss: 0.4022 - accuracy: 0.8200
Epoch 276/500
113/113 [==============================] - 0s 797us/step - loss: 0.4006 - accuracy: 0.8217
Epoch 277/500
113/113 [==============================] - 0s 795us/step - loss: 0.3988 - accuracy: 0.8240
Epoch 278/500
113/113 [==============================] - 0s 947us/step - loss: 0.3971 - accuracy: 0.8260
Epoch 279/500
113/113 [==============================] - 0s 817us/step - loss: 0.3952 - accuracy: 0.8267
Epoch 280/500
113/113 [==============================] - 0s 825us/step - loss: 0.3933 - accuracy: 0.8289
Epoch 281/500
113/113 [==============================] - 0s 986us/step - loss: 0.3913 - accuracy: 0.8321
Epoch 282/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3893 - accuracy: 0.8332
Epoch 283/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3872 - accuracy: 0.8372
Epoch 284/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3850 - accuracy: 0.8397
Epoch 285/500
113/113 [==============================] - 0s 844us/step - loss: 0.3827 - accuracy: 0.8411
Epoch 286/500
113/113 [==============================] - 0s 884us/step - loss: 0.3805 - accuracy: 0.8428
Epoch 287/500
113/113 [==============================] - 0s 956us/step - loss: 0.3785 - accuracy: 0.8471
Epoch 288/500
113/113 [==============================] - 0s 877us/step - loss: 0.3766 - accuracy: 0.8486
Epoch 289/500
113/113 [==============================] - 0s 926us/step - loss: 0.3747 - accuracy: 0.8485
Epoch 290/500
113/113 [==============================] - 0s 932us/step - loss: 0.3729 - accuracy: 0.8496
Epoch 291/500
113/113 [==============================] - 0s 848us/step - loss: 0.3712 - accuracy: 0.8499
Epoch 292/500
113/113 [==============================] - 0s 848us/step - loss: 0.3694 - accuracy: 0.8510
Epoch 293/500
113/113 [==============================] - 0s 857us/step - loss: 0.3678 - accuracy: 0.8521
Epoch 294/500
113/113 [==============================] - 0s 960us/step - loss: 0.3662 - accuracy: 0.8526
Epoch 295/500
113/113 [==============================] - 0s 876us/step - loss: 0.3647 - accuracy: 0.8525
Epoch 296/500
113/113 [==============================] - 0s 853us/step - loss: 0.3633 - accuracy: 0.8529
Epoch 297/500
113/113 [==============================] - 0s 942us/step - loss: 0.3622 - accuracy: 0.8551
Epoch 298/500
113/113 [==============================] - 0s 878us/step - loss: 0.3611 - accuracy: 0.8539
Epoch 299/500
113/113 [==============================] - 0s 872us/step - loss: 0.3600 - accuracy: 0.8536
Epoch 300/500
113/113 [==============================] - 0s 884us/step - loss: 0.3591 - accuracy: 0.8544
Epoch 301/500
113/113 [==============================] - 0s 895us/step - loss: 0.3582 - accuracy: 0.8550
Epoch 302/500
113/113 [==============================] - 0s 859us/step - loss: 0.3574 - accuracy: 0.8560
Epoch 303/500
113/113 [==============================] - 0s 824us/step - loss: 0.3566 - accuracy: 0.8556
Epoch 304/500
113/113 [==============================] - 0s 825us/step - loss: 0.3558 - accuracy: 0.8571
Epoch 305/500
113/113 [==============================] - 0s 803us/step - loss: 0.3549 - accuracy: 0.8561
Epoch 306/500
113/113 [==============================] - 0s 956us/step - loss: 0.3543 - accuracy: 0.8569
Epoch 307/500
113/113 [==============================] - 0s 799us/step - loss: 0.3538 - accuracy: 0.8585
Epoch 308/500
113/113 [==============================] - 0s 809us/step - loss: 0.3531 - accuracy: 0.8579
Epoch 309/500
113/113 [==============================] - 0s 861us/step - loss: 0.3525 - accuracy: 0.8578
Epoch 310/500
113/113 [==============================] - 0s 811us/step - loss: 0.3519 - accuracy: 0.8576
Epoch 311/500
113/113 [==============================] - 0s 799us/step - loss: 0.3514 - accuracy: 0.8571
Epoch 312/500
113/113 [==============================] - 0s 810us/step - loss: 0.3508 - accuracy: 0.8579
Epoch 313/500
113/113 [==============================] - 0s 802us/step - loss: 0.3505 - accuracy: 0.8565
Epoch 314/500
113/113 [==============================] - 0s 814us/step - loss: 0.3500 - accuracy: 0.8571
Epoch 315/500
113/113 [==============================] - 0s 797us/step - loss: 0.3493 - accuracy: 0.8571
Epoch 316/500
113/113 [==============================] - 0s 803us/step - loss: 0.3491 - accuracy: 0.8579
Epoch 317/500
113/113 [==============================] - 0s 873us/step - loss: 0.3488 - accuracy: 0.8578
Epoch 318/500
113/113 [==============================] - 0s 819us/step - loss: 0.3482 - accuracy: 0.8579
Epoch 319/500
113/113 [==============================] - 0s 788us/step - loss: 0.3481 - accuracy: 0.8569
Epoch 320/500
113/113 [==============================] - 0s 904us/step - loss: 0.3478 - accuracy: 0.8572
Epoch 321/500
113/113 [==============================] - 0s 974us/step - loss: 0.3475 - accuracy: 0.8589
Epoch 322/500
113/113 [==============================] - 0s 807us/step - loss: 0.3473 - accuracy: 0.8587
Epoch 323/500
113/113 [==============================] - 0s 821us/step - loss: 0.3469 - accuracy: 0.8582
Epoch 324/500
113/113 [==============================] - 0s 804us/step - loss: 0.3464 - accuracy: 0.8593
Epoch 325/500
113/113 [==============================] - 0s 813us/step - loss: 0.3464 - accuracy: 0.8592
Epoch 326/500
113/113 [==============================] - 0s 845us/step - loss: 0.3462 - accuracy: 0.8582
Epoch 327/500
113/113 [==============================] - 0s 896us/step - loss: 0.3459 - accuracy: 0.8585
Epoch 328/500
113/113 [==============================] - 0s 821us/step - loss: 0.3456 - accuracy: 0.8581
Epoch 329/500
113/113 [==============================] - 0s 865us/step - loss: 0.3454 - accuracy: 0.8592
Epoch 330/500
113/113 [==============================] - 0s 865us/step - loss: 0.3452 - accuracy: 0.8596
Epoch 331/500
113/113 [==============================] - 0s 864us/step - loss: 0.3449 - accuracy: 0.8587
Epoch 332/500
113/113 [==============================] - 0s 816us/step - loss: 0.3451 - accuracy: 0.8599
Epoch 333/500
113/113 [==============================] - 0s 797us/step - loss: 0.3449 - accuracy: 0.8578
Epoch 334/500
113/113 [==============================] - 0s 876us/step - loss: 0.3446 - accuracy: 0.8600
Epoch 335/500
113/113 [==============================] - 0s 837us/step - loss: 0.3444 - accuracy: 0.8608
Epoch 336/500
113/113 [==============================] - 0s 882us/step - loss: 0.3443 - accuracy: 0.8593
Epoch 337/500
113/113 [==============================] - 0s 855us/step - loss: 0.3443 - accuracy: 0.8596
Epoch 338/500
113/113 [==============================] - 0s 843us/step - loss: 0.3438 - accuracy: 0.8587
Epoch 339/500
113/113 [==============================] - 0s 836us/step - loss: 0.3439 - accuracy: 0.8594
Epoch 340/500
113/113 [==============================] - 0s 811us/step - loss: 0.3440 - accuracy: 0.8590
Epoch 341/500
113/113 [==============================] - 0s 823us/step - loss: 0.3436 - accuracy: 0.8596
Epoch 342/500
113/113 [==============================] - 0s 807us/step - loss: 0.3437 - accuracy: 0.8601
Epoch 343/500
113/113 [==============================] - 0s 798us/step - loss: 0.3435 - accuracy: 0.8596
Epoch 344/500
113/113 [==============================] - 0s 834us/step - loss: 0.3436 - accuracy: 0.8596
Epoch 345/500
113/113 [==============================] - 0s 828us/step - loss: 0.3432 - accuracy: 0.8594
Epoch 346/500
113/113 [==============================] - 0s 800us/step - loss: 0.3431 - accuracy: 0.8604
Epoch 347/500
113/113 [==============================] - 0s 821us/step - loss: 0.3427 - accuracy: 0.8608
Epoch 348/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3429 - accuracy: 0.8601
Epoch 349/500
113/113 [==============================] - 0s 926us/step - loss: 0.3429 - accuracy: 0.8586
Epoch 350/500
113/113 [==============================] - 0s 834us/step - loss: 0.3429 - accuracy: 0.8592
Epoch 351/500
113/113 [==============================] - 0s 849us/step - loss: 0.3427 - accuracy: 0.8596
Epoch 352/500
113/113 [==============================] - 0s 809us/step - loss: 0.3425 - accuracy: 0.8597
Epoch 353/500
113/113 [==============================] - 0s 796us/step - loss: 0.3426 - accuracy: 0.8597
Epoch 354/500
113/113 [==============================] - 0s 853us/step - loss: 0.3427 - accuracy: 0.8606
Epoch 355/500
113/113 [==============================] - 0s 813us/step - loss: 0.3424 - accuracy: 0.8593
Epoch 356/500
113/113 [==============================] - 0s 810us/step - loss: 0.3426 - accuracy: 0.8593
Epoch 357/500
113/113 [==============================] - 0s 934us/step - loss: 0.3423 - accuracy: 0.8583
Epoch 358/500
113/113 [==============================] - 0s 835us/step - loss: 0.3421 - accuracy: 0.8590
Epoch 359/500
113/113 [==============================] - 0s 827us/step - loss: 0.3422 - accuracy: 0.8600
Epoch 360/500
113/113 [==============================] - 0s 800us/step - loss: 0.3423 - accuracy: 0.8597
Epoch 361/500
113/113 [==============================] - 0s 862us/step - loss: 0.3421 - accuracy: 0.8599
Epoch 362/500
113/113 [==============================] - 0s 830us/step - loss: 0.3419 - accuracy: 0.8594
Epoch 363/500
113/113 [==============================] - 0s 799us/step - loss: 0.3417 - accuracy: 0.8601
Epoch 364/500
113/113 [==============================] - 0s 867us/step - loss: 0.3418 - accuracy: 0.8600
Epoch 365/500
113/113 [==============================] - 0s 802us/step - loss: 0.3417 - accuracy: 0.8603
Epoch 366/500
113/113 [==============================] - 0s 825us/step - loss: 0.3415 - accuracy: 0.8601
Epoch 367/500
113/113 [==============================] - 0s 819us/step - loss: 0.3418 - accuracy: 0.8592
Epoch 368/500
113/113 [==============================] - 0s 872us/step - loss: 0.3415 - accuracy: 0.8592
Epoch 369/500
113/113 [==============================] - 0s 823us/step - loss: 0.3415 - accuracy: 0.8600
Epoch 370/500
113/113 [==============================] - 0s 804us/step - loss: 0.3415 - accuracy: 0.8608
Epoch 371/500
113/113 [==============================] - 0s 821us/step - loss: 0.3414 - accuracy: 0.8606
Epoch 372/500
113/113 [==============================] - 0s 872us/step - loss: 0.3412 - accuracy: 0.8594
Epoch 373/500
113/113 [==============================] - 0s 816us/step - loss: 0.3413 - accuracy: 0.8594
Epoch 374/500
113/113 [==============================] - 0s 805us/step - loss: 0.3410 - accuracy: 0.8597
Epoch 375/500
113/113 [==============================] - 0s 827us/step - loss: 0.3410 - accuracy: 0.8589
Epoch 376/500
113/113 [==============================] - 0s 807us/step - loss: 0.3406 - accuracy: 0.8590
Epoch 377/500
113/113 [==============================] - 0s 845us/step - loss: 0.3409 - accuracy: 0.8593
Epoch 378/500
113/113 [==============================] - 0s 821us/step - loss: 0.3407 - accuracy: 0.8600
Epoch 379/500
113/113 [==============================] - 0s 827us/step - loss: 0.3409 - accuracy: 0.8610
Epoch 380/500
113/113 [==============================] - 0s 807us/step - loss: 0.3409 - accuracy: 0.8610
Epoch 381/500
113/113 [==============================] - 0s 798us/step - loss: 0.3405 - accuracy: 0.8604
Epoch 382/500
113/113 [==============================] - 0s 853us/step - loss: 0.3408 - accuracy: 0.8601
Epoch 383/500
113/113 [==============================] - 0s 837us/step - loss: 0.3403 - accuracy: 0.8604
Epoch 384/500
113/113 [==============================] - 0s 803us/step - loss: 0.3406 - accuracy: 0.8611
Epoch 385/500
113/113 [==============================] - 0s 844us/step - loss: 0.3404 - accuracy: 0.8596
Epoch 386/500
113/113 [==============================] - 0s 803us/step - loss: 0.3404 - accuracy: 0.8603
Epoch 387/500
113/113 [==============================] - 0s 824us/step - loss: 0.3404 - accuracy: 0.8592
Epoch 388/500
113/113 [==============================] - 0s 928us/step - loss: 0.3405 - accuracy: 0.8611
Epoch 389/500
113/113 [==============================] - 0s 800us/step - loss: 0.3403 - accuracy: 0.8604
Epoch 390/500
113/113 [==============================] - 0s 875us/step - loss: 0.3403 - accuracy: 0.8622
Epoch 391/500
113/113 [==============================] - 0s 852us/step - loss: 0.3402 - accuracy: 0.8608
Epoch 392/500
113/113 [==============================] - 0s 819us/step - loss: 0.3400 - accuracy: 0.8600
Epoch 393/500
113/113 [==============================] - 0s 831us/step - loss: 0.3401 - accuracy: 0.8587
Epoch 394/500
113/113 [==============================] - 0s 808us/step - loss: 0.3400 - accuracy: 0.8604
Epoch 395/500
113/113 [==============================] - 0s 808us/step - loss: 0.3401 - accuracy: 0.8594
Epoch 396/500
113/113 [==============================] - 0s 818us/step - loss: 0.3400 - accuracy: 0.8607
Epoch 397/500
113/113 [==============================] - 0s 810us/step - loss: 0.3399 - accuracy: 0.8610
Epoch 398/500
113/113 [==============================] - 0s 839us/step - loss: 0.3400 - accuracy: 0.8608
Epoch 399/500
113/113 [==============================] - 0s 799us/step - loss: 0.3399 - accuracy: 0.8597
Epoch 400/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3397 - accuracy: 0.8600
Epoch 401/500
113/113 [==============================] - 0s 800us/step - loss: 0.3397 - accuracy: 0.8599
Epoch 402/500
113/113 [==============================] - 0s 820us/step - loss: 0.3395 - accuracy: 0.8604
Epoch 403/500
113/113 [==============================] - 0s 882us/step - loss: 0.3396 - accuracy: 0.8611
Epoch 404/500
113/113 [==============================] - 0s 799us/step - loss: 0.3396 - accuracy: 0.8607
Epoch 405/500
113/113 [==============================] - 0s 799us/step - loss: 0.3394 - accuracy: 0.8611
Epoch 406/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3397 - accuracy: 0.8589
Epoch 407/500
113/113 [==============================] - 0s 804us/step - loss: 0.3393 - accuracy: 0.8601
Epoch 408/500
113/113 [==============================] - 0s 849us/step - loss: 0.3394 - accuracy: 0.8619
Epoch 409/500
113/113 [==============================] - 0s 855us/step - loss: 0.3395 - accuracy: 0.8604
Epoch 410/500
113/113 [==============================] - 0s 871us/step - loss: 0.3393 - accuracy: 0.8607
Epoch 411/500
113/113 [==============================] - 0s 853us/step - loss: 0.3391 - accuracy: 0.8600
Epoch 412/500
113/113 [==============================] - 0s 816us/step - loss: 0.3391 - accuracy: 0.8618
Epoch 413/500
113/113 [==============================] - 0s 836us/step - loss: 0.3393 - accuracy: 0.8619
Epoch 414/500
113/113 [==============================] - 0s 833us/step - loss: 0.3388 - accuracy: 0.8608
Epoch 415/500
113/113 [==============================] - 0s 805us/step - loss: 0.3388 - accuracy: 0.8596
Epoch 416/500
113/113 [==============================] - 0s 875us/step - loss: 0.3390 - accuracy: 0.8597
Epoch 417/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3389 - accuracy: 0.8604
Epoch 418/500
113/113 [==============================] - 0s 847us/step - loss: 0.3386 - accuracy: 0.8607
Epoch 419/500
113/113 [==============================] - 0s 866us/step - loss: 0.3383 - accuracy: 0.8610
Epoch 420/500
113/113 [==============================] - 0s 847us/step - loss: 0.3385 - accuracy: 0.8594
Epoch 421/500
113/113 [==============================] - 0s 803us/step - loss: 0.3383 - accuracy: 0.8608
Epoch 422/500
113/113 [==============================] - 0s 816us/step - loss: 0.3381 - accuracy: 0.8622
Epoch 423/500
113/113 [==============================] - 0s 852us/step - loss: 0.3382 - accuracy: 0.8604
Epoch 424/500
113/113 [==============================] - 0s 792us/step - loss: 0.3382 - accuracy: 0.8599
Epoch 425/500
113/113 [==============================] - 0s 796us/step - loss: 0.3380 - accuracy: 0.8599
Epoch 426/500
113/113 [==============================] - 0s 845us/step - loss: 0.3378 - accuracy: 0.8592
Epoch 427/500
113/113 [==============================] - 0s 805us/step - loss: 0.3378 - accuracy: 0.8614
Epoch 428/500
113/113 [==============================] - 0s 976us/step - loss: 0.3377 - accuracy: 0.8607
Epoch 429/500
113/113 [==============================] - 0s 824us/step - loss: 0.3375 - accuracy: 0.8606
Epoch 430/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3375 - accuracy: 0.8614
Epoch 431/500
113/113 [==============================] - 0s 999us/step - loss: 0.3373 - accuracy: 0.8619
Epoch 432/500
113/113 [==============================] - 0s 973us/step - loss: 0.3373 - accuracy: 0.8596
Epoch 433/500
113/113 [==============================] - 0s 810us/step - loss: 0.3370 - accuracy: 0.8614
Epoch 434/500
113/113 [==============================] - 0s 804us/step - loss: 0.3372 - accuracy: 0.8600
Epoch 435/500
113/113 [==============================] - 0s 826us/step - loss: 0.3370 - accuracy: 0.8612
Epoch 436/500
113/113 [==============================] - 0s 859us/step - loss: 0.3365 - accuracy: 0.8619
Epoch 437/500
113/113 [==============================] - 0s 853us/step - loss: 0.3364 - accuracy: 0.8601
Epoch 438/500
113/113 [==============================] - 0s 813us/step - loss: 0.3366 - accuracy: 0.8617
Epoch 439/500
113/113 [==============================] - 0s 978us/step - loss: 0.3363 - accuracy: 0.8612
Epoch 440/500
113/113 [==============================] - 0s 862us/step - loss: 0.3360 - accuracy: 0.8614
Epoch 441/500
113/113 [==============================] - 0s 818us/step - loss: 0.3359 - accuracy: 0.8625
Epoch 442/500
113/113 [==============================] - 0s 845us/step - loss: 0.3355 - accuracy: 0.8612
Epoch 443/500
113/113 [==============================] - 0s 824us/step - loss: 0.3353 - accuracy: 0.8643
Epoch 444/500
113/113 [==============================] - 0s 803us/step - loss: 0.3354 - accuracy: 0.8612
Epoch 445/500
113/113 [==============================] - 0s 873us/step - loss: 0.3352 - accuracy: 0.8631
Epoch 446/500
113/113 [==============================] - 0s 800us/step - loss: 0.3352 - accuracy: 0.8632
Epoch 447/500
113/113 [==============================] - 0s 821us/step - loss: 0.3350 - accuracy: 0.8624
Epoch 448/500
113/113 [==============================] - 0s 884us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 449/500
113/113 [==============================] - 0s 818us/step - loss: 0.3344 - accuracy: 0.8617
Epoch 450/500
113/113 [==============================] - 0s 850us/step - loss: 0.3343 - accuracy: 0.8631
Epoch 451/500
113/113 [==============================] - 0s 807us/step - loss: 0.3343 - accuracy: 0.8626
Epoch 452/500
113/113 [==============================] - 0s 889us/step - loss: 0.3341 - accuracy: 0.8625
Epoch 453/500
113/113 [==============================] - 0s 933us/step - loss: 0.3337 - accuracy: 0.8649
Epoch 454/500
113/113 [==============================] - 0s 786us/step - loss: 0.3336 - accuracy: 0.8637
Epoch 455/500
113/113 [==============================] - 0s 849us/step - loss: 0.3333 - accuracy: 0.8629
Epoch 456/500
113/113 [==============================] - 0s 820us/step - loss: 0.3333 - accuracy: 0.8637
Epoch 457/500
113/113 [==============================] - 0s 822us/step - loss: 0.3329 - accuracy: 0.8629
Epoch 458/500
113/113 [==============================] - 0s 888us/step - loss: 0.3329 - accuracy: 0.8635
Epoch 459/500
113/113 [==============================] - 0s 817us/step - loss: 0.3330 - accuracy: 0.8631
Epoch 460/500
113/113 [==============================] - 0s 828us/step - loss: 0.3324 - accuracy: 0.8640
Epoch 461/500
113/113 [==============================] - 0s 837us/step - loss: 0.3327 - accuracy: 0.8650
Epoch 462/500
113/113 [==============================] - 0s 839us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 463/500
113/113 [==============================] - 0s 840us/step - loss: 0.3316 - accuracy: 0.8628
Epoch 464/500
113/113 [==============================] - 0s 795us/step - loss: 0.3320 - accuracy: 0.8642
Epoch 465/500
113/113 [==============================] - 0s 814us/step - loss: 0.3320 - accuracy: 0.8646
Epoch 466/500
113/113 [==============================] - 0s 854us/step - loss: 0.3317 - accuracy: 0.8647
Epoch 467/500
113/113 [==============================] - 0s 808us/step - loss: 0.3316 - accuracy: 0.8660
Epoch 468/500
113/113 [==============================] - 0s 833us/step - loss: 0.3317 - accuracy: 0.8650
Epoch 469/500
113/113 [==============================] - 0s 873us/step - loss: 0.3317 - accuracy: 0.8632
Epoch 470/500
113/113 [==============================] - 0s 809us/step - loss: 0.3317 - accuracy: 0.8664
Epoch 471/500
113/113 [==============================] - 0s 839us/step - loss: 0.3316 - accuracy: 0.8656
Epoch 472/500
113/113 [==============================] - 0s 810us/step - loss: 0.3315 - accuracy: 0.8639
Epoch 473/500
113/113 [==============================] - 0s 852us/step - loss: 0.3312 - accuracy: 0.8642
Epoch 474/500
113/113 [==============================] - 0s 813us/step - loss: 0.3311 - accuracy: 0.8646
Epoch 475/500
113/113 [==============================] - 0s 793us/step - loss: 0.3313 - accuracy: 0.8647
Epoch 476/500
113/113 [==============================] - 0s 838us/step - loss: 0.3309 - accuracy: 0.8660
Epoch 477/500
113/113 [==============================] - 0s 803us/step - loss: 0.3310 - accuracy: 0.8650
Epoch 478/500
113/113 [==============================] - 0s 820us/step - loss: 0.3310 - accuracy: 0.8656
Epoch 479/500
113/113 [==============================] - 0s 941us/step - loss: 0.3310 - accuracy: 0.8642
Epoch 480/500
113/113 [==============================] - 0s 842us/step - loss: 0.3306 - accuracy: 0.8646
Epoch 481/500
113/113 [==============================] - 0s 868us/step - loss: 0.3309 - accuracy: 0.8626
Epoch 482/500
113/113 [==============================] - 0s 855us/step - loss: 0.3307 - accuracy: 0.8651
Epoch 483/500
113/113 [==============================] - 0s 842us/step - loss: 0.3303 - accuracy: 0.8640
Epoch 484/500
113/113 [==============================] - 0s 842us/step - loss: 0.3305 - accuracy: 0.8635
Epoch 485/500
113/113 [==============================] - 0s 826us/step - loss: 0.3306 - accuracy: 0.8665
Epoch 486/500
113/113 [==============================] - 0s 858us/step - loss: 0.3308 - accuracy: 0.8649
Epoch 487/500
113/113 [==============================] - 0s 798us/step - loss: 0.3307 - accuracy: 0.8657
Epoch 488/500
113/113 [==============================] - 0s 808us/step - loss: 0.3305 - accuracy: 0.8644
Epoch 489/500
113/113 [==============================] - 0s 873us/step - loss: 0.3305 - accuracy: 0.8642
Epoch 490/500
113/113 [==============================] - 0s 865us/step - loss: 0.3303 - accuracy: 0.8639
Epoch 491/500
113/113 [==============================] - 0s 851us/step - loss: 0.3299 - accuracy: 0.8624
Epoch 492/500
113/113 [==============================] - 0s 927us/step - loss: 0.3305 - accuracy: 0.8643
Epoch 493/500
113/113 [==============================] - 0s 802us/step - loss: 0.3301 - accuracy: 0.8644
Epoch 494/500
113/113 [==============================] - 0s 842us/step - loss: 0.3302 - accuracy: 0.8646
Epoch 495/500
113/113 [==============================] - 0s 824us/step - loss: 0.3301 - accuracy: 0.8651
Epoch 496/500
113/113 [==============================] - 0s 826us/step - loss: 0.3303 - accuracy: 0.8650
Epoch 497/500
113/113 [==============================] - 0s 816us/step - loss: 0.3304 - accuracy: 0.8653
Epoch 498/500
113/113 [==============================] - 0s 797us/step - loss: 0.3299 - accuracy: 0.8660
Epoch 499/500
113/113 [==============================] - 0s 828us/step - loss: 0.3304 - accuracy: 0.8636
Epoch 500/500
113/113 [==============================] - 0s 844us/step - loss: 0.3300 - accuracy: 0.8657
Epoch 1/500
113/113 [==============================] - 0s 819us/step - loss: 0.6528 - accuracy: 0.7901
Epoch 2/500
113/113 [==============================] - 0s 840us/step - loss: 0.5952 - accuracy: 0.7940
Epoch 3/500
113/113 [==============================] - 0s 869us/step - loss: 0.5619 - accuracy: 0.7940
Epoch 4/500
113/113 [==============================] - 0s 857us/step - loss: 0.5421 - accuracy: 0.7940
Epoch 5/500
113/113 [==============================] - 0s 859us/step - loss: 0.5300 - accuracy: 0.7940
Epoch 6/500
113/113 [==============================] - 0s 884us/step - loss: 0.5225 - accuracy: 0.7940
Epoch 7/500
113/113 [==============================] - 0s 870us/step - loss: 0.5177 - accuracy: 0.7940
Epoch 8/500
113/113 [==============================] - 0s 873us/step - loss: 0.5146 - accuracy: 0.7940
Epoch 9/500
113/113 [==============================] - 0s 833us/step - loss: 0.5126 - accuracy: 0.7940
Epoch 10/500
113/113 [==============================] - 0s 875us/step - loss: 0.5113 - accuracy: 0.7940
Epoch 11/500
113/113 [==============================] - 0s 876us/step - loss: 0.5104 - accuracy: 0.7940
Epoch 12/500
113/113 [==============================] - 0s 869us/step - loss: 0.5098 - accuracy: 0.7940
Epoch 13/500
113/113 [==============================] - 0s 885us/step - loss: 0.5094 - accuracy: 0.7940
Epoch 14/500
113/113 [==============================] - 0s 858us/step - loss: 0.5092 - accuracy: 0.7940
Epoch 15/500
113/113 [==============================] - 0s 896us/step - loss: 0.5090 - accuracy: 0.7940
Epoch 16/500
113/113 [==============================] - 0s 907us/step - loss: 0.5088 - accuracy: 0.7940
Epoch 17/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5088 - accuracy: 0.7940
Epoch 18/500
113/113 [==============================] - 0s 978us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 19/500
113/113 [==============================] - 0s 832us/step - loss: 0.5087 - accuracy: 0.7940
Epoch 20/500
113/113 [==============================] - 0s 846us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 21/500
113/113 [==============================] - 0s 843us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 22/500
113/113 [==============================] - 0s 907us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 23/500
113/113 [==============================] - 0s 852us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 24/500
113/113 [==============================] - 0s 826us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 25/500
113/113 [==============================] - 0s 834us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 26/500
113/113 [==============================] - 0s 902us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 27/500
113/113 [==============================] - 0s 859us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 28/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7940
Epoch 29/500
113/113 [==============================] - 0s 828us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 30/500
113/113 [==============================] - 0s 819us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 31/500
113/113 [==============================] - 0s 851us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 32/500
113/113 [==============================] - 0s 865us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 33/500
113/113 [==============================] - 0s 838us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 34/500
113/113 [==============================] - 0s 873us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 35/500
113/113 [==============================] - 0s 829us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 36/500
113/113 [==============================] - 0s 869us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 37/500
113/113 [==============================] - 0s 910us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 38/500
113/113 [==============================] - 0s 951us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 39/500
113/113 [==============================] - 0s 973us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 40/500
113/113 [==============================] - 0s 970us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 41/500
113/113 [==============================] - 0s 995us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 42/500
113/113 [==============================] - 0s 898us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 43/500
113/113 [==============================] - 0s 829us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 44/500
113/113 [==============================] - 0s 825us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 45/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 46/500
113/113 [==============================] - 0s 842us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 47/500
113/113 [==============================] - 0s 787us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 48/500
113/113 [==============================] - 0s 828us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 49/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 50/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 51/500
113/113 [==============================] - 0s 833us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 52/500
113/113 [==============================] - 0s 793us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 53/500
113/113 [==============================] - 0s 810us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 54/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7940
Epoch 55/500
113/113 [==============================] - 0s 837us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 56/500
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 57/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 58/500
113/113 [==============================] - 0s 818us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 59/500
113/113 [==============================] - 0s 801us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 60/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 61/500
113/113 [==============================] - 0s 878us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 62/500
113/113 [==============================] - 0s 794us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 63/500
113/113 [==============================] - 0s 802us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 64/500
113/113 [==============================] - 0s 831us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 65/500
113/113 [==============================] - 0s 836us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 66/500
113/113 [==============================] - 0s 837us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 67/500
113/113 [==============================] - 0s 806us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 68/500
113/113 [==============================] - 0s 952us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 69/500
113/113 [==============================] - 0s 969us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 70/500
113/113 [==============================] - 0s 871us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 71/500
113/113 [==============================] - 0s 942us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 72/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7940
Epoch 73/500
113/113 [==============================] - 0s 919us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 74/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 75/500
113/113 [==============================] - 0s 869us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 76/500
113/113 [==============================] - 0s 943us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 77/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 78/500
113/113 [==============================] - 0s 828us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 79/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 80/500
113/113 [==============================] - 0s 789us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 81/500
113/113 [==============================] - 0s 847us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 82/500
113/113 [==============================] - 0s 796us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 83/500
113/113 [==============================] - 0s 791us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 84/500
113/113 [==============================] - 0s 822us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 85/500
113/113 [==============================] - 0s 855us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 86/500
113/113 [==============================] - 0s 836us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 87/500
113/113 [==============================] - 0s 833us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 88/500
113/113 [==============================] - 0s 826us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 89/500
113/113 [==============================] - 0s 829us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 90/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 91/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 92/500
113/113 [==============================] - 0s 834us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 93/500
113/113 [==============================] - 0s 801us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 94/500
113/113 [==============================] - 0s 838us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 95/500
113/113 [==============================] - 0s 790us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 96/500
113/113 [==============================] - 0s 860us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 97/500
113/113 [==============================] - 0s 837us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 98/500
113/113 [==============================] - 0s 799us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 99/500
113/113 [==============================] - 0s 822us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 100/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 101/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 102/500
113/113 [==============================] - 0s 826us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 103/500
113/113 [==============================] - 0s 821us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 104/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 105/500
113/113 [==============================] - 0s 829us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 106/500
113/113 [==============================] - 0s 872us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 107/500
113/113 [==============================] - 0s 823us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 108/500
113/113 [==============================] - 0s 809us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 109/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 110/500
113/113 [==============================] - 0s 830us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 111/500
113/113 [==============================] - 0s 797us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 112/500
113/113 [==============================] - 0s 798us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 113/500
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 114/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 115/500
113/113 [==============================] - 0s 822us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 116/500
113/113 [==============================] - 0s 795us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 117/500
113/113 [==============================] - 0s 891us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 118/500
113/113 [==============================] - 0s 827us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 119/500
113/113 [==============================] - 0s 816us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 120/500
113/113 [==============================] - 0s 810us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 121/500
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 122/500
113/113 [==============================] - 0s 800us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 123/500
113/113 [==============================] - 0s 822us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 124/500
113/113 [==============================] - 0s 802us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 125/500
113/113 [==============================] - 0s 790us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 126/500
113/113 [==============================] - 0s 824us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 127/500
113/113 [==============================] - 0s 789us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 128/500
113/113 [==============================] - 0s 833us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 129/500
113/113 [==============================] - 0s 820us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 130/500
113/113 [==============================] - 0s 840us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 131/500
113/113 [==============================] - 0s 838us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 132/500
113/113 [==============================] - 0s 798us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 133/500
113/113 [==============================] - 0s 797us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 134/500
113/113 [==============================] - 0s 827us/step - loss: 0.5086 - accuracy: 0.7940
Epoch 135/500
113/113 [==============================] - 0s 805us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 136/500
113/113 [==============================] - 0s 830us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 137/500
113/113 [==============================] - 0s 858us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 138/500
113/113 [==============================] - 0s 788us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 139/500
113/113 [==============================] - 0s 829us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 140/500
113/113 [==============================] - 0s 831us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 141/500
113/113 [==============================] - 0s 814us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 142/500
113/113 [==============================] - 0s 834us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 143/500
113/113 [==============================] - 0s 796us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 144/500
113/113 [==============================] - 0s 824us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 145/500
113/113 [==============================] - 0s 815us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 146/500
113/113 [==============================] - 0s 796us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 147/500
113/113 [==============================] - 0s 820us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 148/500
113/113 [==============================] - 0s 878us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 149/500
113/113 [==============================] - 0s 801us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 150/500
113/113 [==============================] - 0s 848us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 151/500
113/113 [==============================] - 0s 805us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 152/500
113/113 [==============================] - 0s 828us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 153/500
113/113 [==============================] - 0s 794us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 154/500
113/113 [==============================] - 0s 808us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 155/500
113/113 [==============================] - 0s 826us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 156/500
113/113 [==============================] - 0s 797us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 157/500
113/113 [==============================] - 0s 795us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 158/500
113/113 [==============================] - 0s 812us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 159/500
113/113 [==============================] - 0s 914us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 160/500
113/113 [==============================] - 0s 837us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 161/500
113/113 [==============================] - 0s 843us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 162/500
113/113 [==============================] - 0s 857us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 163/500
113/113 [==============================] - 0s 833us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 164/500
113/113 [==============================] - 0s 795us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 165/500
113/113 [==============================] - 0s 822us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 166/500
113/113 [==============================] - 0s 815us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 167/500
113/113 [==============================] - 0s 822us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 168/500
113/113 [==============================] - 0s 824us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 169/500
113/113 [==============================] - 0s 824us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 170/500
113/113 [==============================] - 0s 837us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 171/500
113/113 [==============================] - 0s 804us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 172/500
113/113 [==============================] - 0s 828us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 173/500
113/113 [==============================] - 0s 862us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 174/500
113/113 [==============================] - 0s 852us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 175/500
113/113 [==============================] - 0s 795us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 176/500
113/113 [==============================] - 0s 833us/step - loss: 0.5085 - accuracy: 0.7940
Epoch 177/500
113/113 [==============================] - 0s 819us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 178/500
113/113 [==============================] - 0s 827us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 179/500
113/113 [==============================] - 0s 800us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 180/500
113/113 [==============================] - 0s 845us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 181/500
113/113 [==============================] - 0s 834us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 182/500
113/113 [==============================] - 0s 807us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 183/500
113/113 [==============================] - 0s 799us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 184/500
113/113 [==============================] - 0s 849us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 185/500
113/113 [==============================] - 0s 794us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 186/500
113/113 [==============================] - 0s 819us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 187/500
113/113 [==============================] - 0s 807us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 188/500
113/113 [==============================] - 0s 821us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 189/500
113/113 [==============================] - 0s 817us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 190/500
113/113 [==============================] - 0s 883us/step - loss: 0.5084 - accuracy: 0.7940
Epoch 191/500
113/113 [==============================] - 0s 827us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 192/500
113/113 [==============================] - 0s 807us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 193/500
113/113 [==============================] - 0s 859us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 194/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 195/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 196/500
113/113 [==============================] - 0s 914us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 197/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5083 - accuracy: 0.7940
Epoch 198/500
113/113 [==============================] - 0s 803us/step - loss: 0.5083 - accuracy: 0.7940
Epoch 199/500
113/113 [==============================] - 0s 916us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 200/500
113/113 [==============================] - 0s 907us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 201/500
113/113 [==============================] - 0s 868us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 202/500
113/113 [==============================] - 0s 833us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 203/500
113/113 [==============================] - 0s 812us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 204/500
113/113 [==============================] - 0s 792us/step - loss: 0.5082 - accuracy: 0.7940
Epoch 205/500
113/113 [==============================] - 0s 825us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 206/500
113/113 [==============================] - 0s 806us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 207/500
113/113 [==============================] - 0s 818us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 208/500
113/113 [==============================] - 0s 824us/step - loss: 0.5081 - accuracy: 0.7940
Epoch 209/500
113/113 [==============================] - 0s 833us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 210/500
113/113 [==============================] - 0s 819us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 211/500
113/113 [==============================] - 0s 796us/step - loss: 0.5080 - accuracy: 0.7940
Epoch 212/500
113/113 [==============================] - 0s 829us/step - loss: 0.5079 - accuracy: 0.7940
Epoch 213/500
113/113 [==============================] - 0s 824us/step - loss: 0.5079 - accuracy: 0.7940
Epoch 214/500
113/113 [==============================] - 0s 795us/step - loss: 0.5079 - accuracy: 0.7940
Epoch 215/500
113/113 [==============================] - 0s 801us/step - loss: 0.5078 - accuracy: 0.7940
Epoch 216/500
113/113 [==============================] - 0s 833us/step - loss: 0.5078 - accuracy: 0.7940
Epoch 217/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5077 - accuracy: 0.7940
Epoch 218/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5077 - accuracy: 0.7940
Epoch 219/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5076 - accuracy: 0.7940
Epoch 220/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5076 - accuracy: 0.7940
Epoch 221/500
113/113 [==============================] - 0s 845us/step - loss: 0.5075 - accuracy: 0.7940
Epoch 222/500
113/113 [==============================] - 0s 809us/step - loss: 0.5074 - accuracy: 0.7940
Epoch 223/500
113/113 [==============================] - 0s 832us/step - loss: 0.5074 - accuracy: 0.7940
Epoch 224/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5073 - accuracy: 0.7940
Epoch 225/500
113/113 [==============================] - 0s 808us/step - loss: 0.5072 - accuracy: 0.7940
Epoch 226/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5071 - accuracy: 0.7940
Epoch 227/500
113/113 [==============================] - 0s 829us/step - loss: 0.5070 - accuracy: 0.7940
Epoch 228/500
113/113 [==============================] - 0s 930us/step - loss: 0.5069 - accuracy: 0.7940
Epoch 229/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7940
Epoch 230/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5066 - accuracy: 0.7940
Epoch 231/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5065 - accuracy: 0.7940
Epoch 232/500
113/113 [==============================] - 0s 915us/step - loss: 0.5063 - accuracy: 0.7940
Epoch 233/500
113/113 [==============================] - 0s 898us/step - loss: 0.5062 - accuracy: 0.7940
Epoch 234/500
113/113 [==============================] - 0s 867us/step - loss: 0.5060 - accuracy: 0.7940
Epoch 235/500
113/113 [==============================] - 0s 994us/step - loss: 0.5058 - accuracy: 0.7940
Epoch 236/500
113/113 [==============================] - 0s 923us/step - loss: 0.5055 - accuracy: 0.7940
Epoch 237/500
113/113 [==============================] - 0s 863us/step - loss: 0.5053 - accuracy: 0.7940
Epoch 238/500
113/113 [==============================] - 0s 984us/step - loss: 0.5050 - accuracy: 0.7940
Epoch 239/500
113/113 [==============================] - 0s 920us/step - loss: 0.5047 - accuracy: 0.7940
Epoch 240/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5044 - accuracy: 0.7940
Epoch 241/500
113/113 [==============================] - 0s 886us/step - loss: 0.5040 - accuracy: 0.7940
Epoch 242/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5036 - accuracy: 0.7940
Epoch 243/500
113/113 [==============================] - 0s 870us/step - loss: 0.5032 - accuracy: 0.7940
Epoch 244/500
113/113 [==============================] - 0s 821us/step - loss: 0.5027 - accuracy: 0.7940
Epoch 245/500
113/113 [==============================] - 0s 943us/step - loss: 0.5021 - accuracy: 0.7940
Epoch 246/500
113/113 [==============================] - 0s 821us/step - loss: 0.5015 - accuracy: 0.7940
Epoch 247/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5008 - accuracy: 0.7940
Epoch 248/500
113/113 [==============================] - 0s 933us/step - loss: 0.5001 - accuracy: 0.7940
Epoch 249/500
113/113 [==============================] - 0s 899us/step - loss: 0.4993 - accuracy: 0.7940
Epoch 250/500
113/113 [==============================] - 0s 982us/step - loss: 0.4983 - accuracy: 0.7940
Epoch 251/500
113/113 [==============================] - 0s 869us/step - loss: 0.4973 - accuracy: 0.7940
Epoch 252/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4962 - accuracy: 0.7940
Epoch 253/500
113/113 [==============================] - 0s 802us/step - loss: 0.4949 - accuracy: 0.7940
Epoch 254/500
113/113 [==============================] - 0s 813us/step - loss: 0.4935 - accuracy: 0.7940
Epoch 255/500
113/113 [==============================] - 0s 798us/step - loss: 0.4920 - accuracy: 0.7940
Epoch 256/500
113/113 [==============================] - 0s 911us/step - loss: 0.4903 - accuracy: 0.7940
Epoch 257/500
113/113 [==============================] - 0s 997us/step - loss: 0.4885 - accuracy: 0.7940
Epoch 258/500
113/113 [==============================] - 0s 815us/step - loss: 0.4865 - accuracy: 0.7940
Epoch 259/500
113/113 [==============================] - 0s 928us/step - loss: 0.4844 - accuracy: 0.7940
Epoch 260/500
113/113 [==============================] - 0s 830us/step - loss: 0.4821 - accuracy: 0.7940
Epoch 261/500
113/113 [==============================] - 0s 829us/step - loss: 0.4798 - accuracy: 0.7940
Epoch 262/500
113/113 [==============================] - 0s 792us/step - loss: 0.4773 - accuracy: 0.7940
Epoch 263/500
113/113 [==============================] - 0s 793us/step - loss: 0.4747 - accuracy: 0.7940
Epoch 264/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4720 - accuracy: 0.7940
Epoch 265/500
113/113 [==============================] - 0s 827us/step - loss: 0.4693 - accuracy: 0.7940
Epoch 266/500
113/113 [==============================] - 0s 821us/step - loss: 0.4667 - accuracy: 0.7940
Epoch 267/500
113/113 [==============================] - 0s 807us/step - loss: 0.4640 - accuracy: 0.7940
Epoch 268/500
113/113 [==============================] - 0s 803us/step - loss: 0.4615 - accuracy: 0.7940
Epoch 269/500
113/113 [==============================] - 0s 787us/step - loss: 0.4590 - accuracy: 0.7940
Epoch 270/500
113/113 [==============================] - 0s 820us/step - loss: 0.4566 - accuracy: 0.7940
Epoch 271/500
113/113 [==============================] - 0s 798us/step - loss: 0.4544 - accuracy: 0.7940
Epoch 272/500
113/113 [==============================] - 0s 858us/step - loss: 0.4523 - accuracy: 0.7940
Epoch 273/500
113/113 [==============================] - 0s 820us/step - loss: 0.4503 - accuracy: 0.7940
Epoch 274/500
113/113 [==============================] - 0s 953us/step - loss: 0.4485 - accuracy: 0.7940
Epoch 275/500
113/113 [==============================] - 0s 984us/step - loss: 0.4468 - accuracy: 0.7940
Epoch 276/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4452 - accuracy: 0.7940
Epoch 277/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4438 - accuracy: 0.7940
Epoch 278/500
113/113 [==============================] - 0s 983us/step - loss: 0.4425 - accuracy: 0.7940
Epoch 279/500
113/113 [==============================] - 0s 878us/step - loss: 0.4412 - accuracy: 0.7940
Epoch 280/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7940
Epoch 281/500
113/113 [==============================] - 0s 872us/step - loss: 0.4391 - accuracy: 0.7940
Epoch 282/500
113/113 [==============================] - 0s 905us/step - loss: 0.4381 - accuracy: 0.7940
Epoch 283/500
113/113 [==============================] - 0s 878us/step - loss: 0.4371 - accuracy: 0.7940
Epoch 284/500
113/113 [==============================] - 0s 950us/step - loss: 0.4363 - accuracy: 0.7940
Epoch 285/500
113/113 [==============================] - 0s 886us/step - loss: 0.4355 - accuracy: 0.7940
Epoch 286/500
113/113 [==============================] - 0s 887us/step - loss: 0.4348 - accuracy: 0.7940
Epoch 287/500
113/113 [==============================] - 0s 837us/step - loss: 0.4341 - accuracy: 0.7940
Epoch 288/500
113/113 [==============================] - 0s 810us/step - loss: 0.4335 - accuracy: 0.7940
Epoch 289/500
113/113 [==============================] - 0s 841us/step - loss: 0.4329 - accuracy: 0.7940
Epoch 290/500
113/113 [==============================] - 0s 824us/step - loss: 0.4323 - accuracy: 0.7940
Epoch 291/500
113/113 [==============================] - 0s 800us/step - loss: 0.4318 - accuracy: 0.7940
Epoch 292/500
113/113 [==============================] - 0s 828us/step - loss: 0.4313 - accuracy: 0.7940
Epoch 293/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4308 - accuracy: 0.7940
Epoch 294/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4303 - accuracy: 0.7940
Epoch 295/500
113/113 [==============================] - 0s 917us/step - loss: 0.4298 - accuracy: 0.7940
Epoch 296/500
113/113 [==============================] - 0s 832us/step - loss: 0.4293 - accuracy: 0.7940
Epoch 297/500
113/113 [==============================] - 0s 796us/step - loss: 0.4288 - accuracy: 0.7940
Epoch 298/500
113/113 [==============================] - 0s 803us/step - loss: 0.4283 - accuracy: 0.7940
Epoch 299/500
113/113 [==============================] - 0s 821us/step - loss: 0.4278 - accuracy: 0.7940
Epoch 300/500
113/113 [==============================] - 0s 883us/step - loss: 0.4272 - accuracy: 0.7940
Epoch 301/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4266 - accuracy: 0.7940
Epoch 302/500
113/113 [==============================] - 0s 952us/step - loss: 0.4261 - accuracy: 0.7940
Epoch 303/500
113/113 [==============================] - 0s 788us/step - loss: 0.4255 - accuracy: 0.7940
Epoch 304/500
113/113 [==============================] - 0s 793us/step - loss: 0.4249 - accuracy: 0.7940
Epoch 305/500
113/113 [==============================] - 0s 817us/step - loss: 0.4242 - accuracy: 0.7940
Epoch 306/500
113/113 [==============================] - 0s 809us/step - loss: 0.4235 - accuracy: 0.7940
Epoch 307/500
113/113 [==============================] - 0s 803us/step - loss: 0.4228 - accuracy: 0.7940
Epoch 308/500
113/113 [==============================] - 0s 933us/step - loss: 0.4221 - accuracy: 0.7940
Epoch 309/500
113/113 [==============================] - 0s 901us/step - loss: 0.4214 - accuracy: 0.7940
Epoch 310/500
113/113 [==============================] - 0s 833us/step - loss: 0.4206 - accuracy: 0.7940
Epoch 311/500
113/113 [==============================] - 0s 790us/step - loss: 0.4198 - accuracy: 0.7940
Epoch 312/500
113/113 [==============================] - 0s 797us/step - loss: 0.4190 - accuracy: 0.7940
Epoch 313/500
113/113 [==============================] - 0s 824us/step - loss: 0.4182 - accuracy: 0.7940
Epoch 314/500
113/113 [==============================] - 0s 796us/step - loss: 0.4173 - accuracy: 0.7940
Epoch 315/500
113/113 [==============================] - 0s 853us/step - loss: 0.4163 - accuracy: 0.7940
Epoch 316/500
113/113 [==============================] - 0s 794us/step - loss: 0.4154 - accuracy: 0.7940
Epoch 317/500
113/113 [==============================] - 0s 790us/step - loss: 0.4145 - accuracy: 0.7940
Epoch 318/500
113/113 [==============================] - 0s 826us/step - loss: 0.4135 - accuracy: 0.7940
Epoch 319/500
113/113 [==============================] - 0s 796us/step - loss: 0.4125 - accuracy: 0.7940
Epoch 320/500
113/113 [==============================] - 0s 800us/step - loss: 0.4114 - accuracy: 0.7940
Epoch 321/500
113/113 [==============================] - 0s 874us/step - loss: 0.4103 - accuracy: 0.7940
Epoch 322/500
113/113 [==============================] - 0s 842us/step - loss: 0.4093 - accuracy: 0.7940
Epoch 323/500
113/113 [==============================] - 0s 967us/step - loss: 0.4082 - accuracy: 0.7940
Epoch 324/500
113/113 [==============================] - 0s 862us/step - loss: 0.4070 - accuracy: 0.7940
Epoch 325/500
113/113 [==============================] - 0s 921us/step - loss: 0.4060 - accuracy: 0.7942
Epoch 326/500
113/113 [==============================] - 0s 939us/step - loss: 0.4048 - accuracy: 0.7939
Epoch 327/500
113/113 [==============================] - 0s 871us/step - loss: 0.4037 - accuracy: 0.7936
Epoch 328/500
113/113 [==============================] - 0s 993us/step - loss: 0.4026 - accuracy: 0.7936
Epoch 329/500
113/113 [==============================] - 0s 875us/step - loss: 0.4015 - accuracy: 0.7968
Epoch 330/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4003 - accuracy: 0.8096
Epoch 331/500
113/113 [==============================] - 0s 867us/step - loss: 0.3992 - accuracy: 0.8186
Epoch 332/500
113/113 [==============================] - 0s 881us/step - loss: 0.3979 - accuracy: 0.8217
Epoch 333/500
113/113 [==============================] - 0s 825us/step - loss: 0.3967 - accuracy: 0.8224
Epoch 334/500
113/113 [==============================] - 0s 795us/step - loss: 0.3956 - accuracy: 0.8229
Epoch 335/500
113/113 [==============================] - 0s 848us/step - loss: 0.3943 - accuracy: 0.8243
Epoch 336/500
113/113 [==============================] - 0s 798us/step - loss: 0.3931 - accuracy: 0.8267
Epoch 337/500
113/113 [==============================] - 0s 895us/step - loss: 0.3919 - accuracy: 0.8269
Epoch 338/500
113/113 [==============================] - 0s 848us/step - loss: 0.3907 - accuracy: 0.8281
Epoch 339/500
113/113 [==============================] - 0s 805us/step - loss: 0.3895 - accuracy: 0.8313
Epoch 340/500
113/113 [==============================] - 0s 801us/step - loss: 0.3884 - accuracy: 0.8307
Epoch 341/500
113/113 [==============================] - 0s 801us/step - loss: 0.3872 - accuracy: 0.8321
Epoch 342/500
113/113 [==============================] - 0s 800us/step - loss: 0.3861 - accuracy: 0.8326
Epoch 343/500
113/113 [==============================] - 0s 839us/step - loss: 0.3847 - accuracy: 0.8361
Epoch 344/500
113/113 [==============================] - 0s 805us/step - loss: 0.3832 - accuracy: 0.8392
Epoch 345/500
113/113 [==============================] - 0s 817us/step - loss: 0.3817 - accuracy: 0.8421
Epoch 346/500
113/113 [==============================] - 0s 822us/step - loss: 0.3804 - accuracy: 0.8449
Epoch 347/500
113/113 [==============================] - 0s 837us/step - loss: 0.3792 - accuracy: 0.8450
Epoch 348/500
113/113 [==============================] - 0s 828us/step - loss: 0.3781 - accuracy: 0.8460
Epoch 349/500
113/113 [==============================] - 0s 836us/step - loss: 0.3769 - accuracy: 0.8456
Epoch 350/500
113/113 [==============================] - 0s 797us/step - loss: 0.3757 - accuracy: 0.8465
Epoch 351/500
113/113 [==============================] - 0s 868us/step - loss: 0.3747 - accuracy: 0.8468
Epoch 352/500
113/113 [==============================] - 0s 793us/step - loss: 0.3735 - accuracy: 0.8469
Epoch 353/500
113/113 [==============================] - 0s 790us/step - loss: 0.3723 - accuracy: 0.8485
Epoch 354/500
113/113 [==============================] - 0s 849us/step - loss: 0.3711 - accuracy: 0.8490
Epoch 355/500
113/113 [==============================] - 0s 796us/step - loss: 0.3700 - accuracy: 0.8506
Epoch 356/500
113/113 [==============================] - 0s 822us/step - loss: 0.3690 - accuracy: 0.8508
Epoch 357/500
113/113 [==============================] - 0s 809us/step - loss: 0.3679 - accuracy: 0.8524
Epoch 358/500
113/113 [==============================] - 0s 792us/step - loss: 0.3669 - accuracy: 0.8514
Epoch 359/500
113/113 [==============================] - 0s 895us/step - loss: 0.3659 - accuracy: 0.8529
Epoch 360/500
113/113 [==============================] - 0s 833us/step - loss: 0.3649 - accuracy: 0.8533
Epoch 361/500
113/113 [==============================] - 0s 808us/step - loss: 0.3639 - accuracy: 0.8544
Epoch 362/500
113/113 [==============================] - 0s 832us/step - loss: 0.3630 - accuracy: 0.8546
Epoch 363/500
113/113 [==============================] - 0s 798us/step - loss: 0.3620 - accuracy: 0.8556
Epoch 364/500
113/113 [==============================] - 0s 841us/step - loss: 0.3612 - accuracy: 0.8564
Epoch 365/500
113/113 [==============================] - 0s 807us/step - loss: 0.3604 - accuracy: 0.8558
Epoch 366/500
113/113 [==============================] - 0s 793us/step - loss: 0.3596 - accuracy: 0.8571
Epoch 367/500
113/113 [==============================] - 0s 849us/step - loss: 0.3587 - accuracy: 0.8562
Epoch 368/500
113/113 [==============================] - 0s 796us/step - loss: 0.3579 - accuracy: 0.8589
Epoch 369/500
113/113 [==============================] - 0s 825us/step - loss: 0.3571 - accuracy: 0.8581
Epoch 370/500
113/113 [==============================] - 0s 832us/step - loss: 0.3564 - accuracy: 0.8587
Epoch 371/500
113/113 [==============================] - 0s 798us/step - loss: 0.3556 - accuracy: 0.8590
Epoch 372/500
113/113 [==============================] - 0s 825us/step - loss: 0.3549 - accuracy: 0.8593
Epoch 373/500
113/113 [==============================] - 0s 805us/step - loss: 0.3542 - accuracy: 0.8596
Epoch 374/500
113/113 [==============================] - 0s 797us/step - loss: 0.3534 - accuracy: 0.8586
Epoch 375/500
113/113 [==============================] - 0s 838us/step - loss: 0.3528 - accuracy: 0.8600
Epoch 376/500
113/113 [==============================] - 0s 806us/step - loss: 0.3522 - accuracy: 0.8589
Epoch 377/500
113/113 [==============================] - 0s 827us/step - loss: 0.3515 - accuracy: 0.8599
Epoch 378/500
113/113 [==============================] - 0s 804us/step - loss: 0.3510 - accuracy: 0.8589
Epoch 379/500
113/113 [==============================] - 0s 792us/step - loss: 0.3502 - accuracy: 0.8593
Epoch 380/500
113/113 [==============================] - 0s 880us/step - loss: 0.3498 - accuracy: 0.8589
Epoch 381/500
113/113 [==============================] - 0s 819us/step - loss: 0.3493 - accuracy: 0.8601
Epoch 382/500
113/113 [==============================] - 0s 800us/step - loss: 0.3488 - accuracy: 0.8581
Epoch 383/500
113/113 [==============================] - 0s 859us/step - loss: 0.3481 - accuracy: 0.8610
Epoch 384/500
113/113 [==============================] - 0s 800us/step - loss: 0.3478 - accuracy: 0.8597
Epoch 385/500
113/113 [==============================] - 0s 854us/step - loss: 0.3473 - accuracy: 0.8604
Epoch 386/500
113/113 [==============================] - 0s 805us/step - loss: 0.3470 - accuracy: 0.8612
Epoch 387/500
113/113 [==============================] - 0s 797us/step - loss: 0.3463 - accuracy: 0.8594
Epoch 388/500
113/113 [==============================] - 0s 824us/step - loss: 0.3463 - accuracy: 0.8600
Epoch 389/500
113/113 [==============================] - 0s 792us/step - loss: 0.3458 - accuracy: 0.8604
Epoch 390/500
113/113 [==============================] - 0s 790us/step - loss: 0.3454 - accuracy: 0.8606
Epoch 391/500
113/113 [==============================] - 0s 909us/step - loss: 0.3452 - accuracy: 0.8614
Epoch 392/500
113/113 [==============================] - 0s 794us/step - loss: 0.3449 - accuracy: 0.8601
Epoch 393/500
113/113 [==============================] - 0s 822us/step - loss: 0.3446 - accuracy: 0.8603
Epoch 394/500
113/113 [==============================] - 0s 803us/step - loss: 0.3444 - accuracy: 0.8621
Epoch 395/500
113/113 [==============================] - 0s 806us/step - loss: 0.3440 - accuracy: 0.8610
Epoch 396/500
113/113 [==============================] - 0s 844us/step - loss: 0.3437 - accuracy: 0.8617
Epoch 397/500
113/113 [==============================] - 0s 795us/step - loss: 0.3437 - accuracy: 0.8615
Epoch 398/500
113/113 [==============================] - 0s 826us/step - loss: 0.3434 - accuracy: 0.8608
Epoch 399/500
113/113 [==============================] - 0s 799us/step - loss: 0.3433 - accuracy: 0.8625
Epoch 400/500
113/113 [==============================] - 0s 790us/step - loss: 0.3429 - accuracy: 0.8608
Epoch 401/500
113/113 [==============================] - 0s 917us/step - loss: 0.3428 - accuracy: 0.8622
Epoch 402/500
113/113 [==============================] - 0s 798us/step - loss: 0.3427 - accuracy: 0.8617
Epoch 403/500
113/113 [==============================] - 0s 799us/step - loss: 0.3426 - accuracy: 0.8618
Epoch 404/500
113/113 [==============================] - 0s 824us/step - loss: 0.3423 - accuracy: 0.8633
Epoch 405/500
113/113 [==============================] - 0s 789us/step - loss: 0.3421 - accuracy: 0.8619
Epoch 406/500
113/113 [==============================] - 0s 831us/step - loss: 0.3418 - accuracy: 0.8612
Epoch 407/500
113/113 [==============================] - 0s 815us/step - loss: 0.3418 - accuracy: 0.8624
Epoch 408/500
113/113 [==============================] - 0s 794us/step - loss: 0.3415 - accuracy: 0.8629
Epoch 409/500
113/113 [==============================] - 0s 844us/step - loss: 0.3416 - accuracy: 0.8622
Epoch 410/500
113/113 [==============================] - 0s 788us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 411/500
113/113 [==============================] - 0s 794us/step - loss: 0.3415 - accuracy: 0.8597
Epoch 412/500
113/113 [==============================] - 0s 960us/step - loss: 0.3414 - accuracy: 0.8624
Epoch 413/500
113/113 [==============================] - 0s 799us/step - loss: 0.3412 - accuracy: 0.8621
Epoch 414/500
113/113 [==============================] - 0s 826us/step - loss: 0.3408 - accuracy: 0.8636
Epoch 415/500
113/113 [==============================] - 0s 792us/step - loss: 0.3408 - accuracy: 0.8612
Epoch 416/500
113/113 [==============================] - 0s 799us/step - loss: 0.3409 - accuracy: 0.8611
Epoch 417/500
113/113 [==============================] - 0s 837us/step - loss: 0.3407 - accuracy: 0.8626
Epoch 418/500
113/113 [==============================] - 0s 789us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 419/500
113/113 [==============================] - 0s 797us/step - loss: 0.3407 - accuracy: 0.8629
Epoch 420/500
113/113 [==============================] - 0s 821us/step - loss: 0.3404 - accuracy: 0.8622
Epoch 421/500
113/113 [==============================] - 0s 791us/step - loss: 0.3401 - accuracy: 0.8614
Epoch 422/500
113/113 [==============================] - 0s 865us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 423/500
113/113 [==============================] - 0s 822us/step - loss: 0.3402 - accuracy: 0.8614
Epoch 424/500
113/113 [==============================] - 0s 797us/step - loss: 0.3400 - accuracy: 0.8628
Epoch 425/500
113/113 [==============================] - 0s 871us/step - loss: 0.3400 - accuracy: 0.8619
Epoch 426/500
113/113 [==============================] - 0s 799us/step - loss: 0.3400 - accuracy: 0.8626
Epoch 427/500
113/113 [==============================] - 0s 820us/step - loss: 0.3398 - accuracy: 0.8619
Epoch 428/500
113/113 [==============================] - 0s 813us/step - loss: 0.3400 - accuracy: 0.8612
Epoch 429/500
113/113 [==============================] - 0s 898us/step - loss: 0.3397 - accuracy: 0.8617
Epoch 430/500
113/113 [==============================] - 0s 843us/step - loss: 0.3396 - accuracy: 0.8622
Epoch 431/500
113/113 [==============================] - 0s 785us/step - loss: 0.3395 - accuracy: 0.8624
Epoch 432/500
113/113 [==============================] - 0s 787us/step - loss: 0.3395 - accuracy: 0.8632
Epoch 433/500
113/113 [==============================] - 0s 949us/step - loss: 0.3395 - accuracy: 0.8626
Epoch 434/500
113/113 [==============================] - 0s 808us/step - loss: 0.3394 - accuracy: 0.8626
Epoch 435/500
113/113 [==============================] - 0s 822us/step - loss: 0.3394 - accuracy: 0.8622
Epoch 436/500
113/113 [==============================] - 0s 796us/step - loss: 0.3390 - accuracy: 0.8614
Epoch 437/500
113/113 [==============================] - 0s 801us/step - loss: 0.3389 - accuracy: 0.8622
Epoch 438/500
113/113 [==============================] - 0s 832us/step - loss: 0.3387 - accuracy: 0.8632
Epoch 439/500
113/113 [==============================] - 0s 802us/step - loss: 0.3391 - accuracy: 0.8640
Epoch 440/500
113/113 [==============================] - 0s 792us/step - loss: 0.3391 - accuracy: 0.8612
Epoch 441/500
113/113 [==============================] - 0s 813us/step - loss: 0.3390 - accuracy: 0.8633
Epoch 442/500
113/113 [==============================] - 0s 804us/step - loss: 0.3387 - accuracy: 0.8633
Epoch 443/500
113/113 [==============================] - 0s 818us/step - loss: 0.3387 - accuracy: 0.8624
Epoch 444/500
113/113 [==============================] - 0s 901us/step - loss: 0.3388 - accuracy: 0.8614
Epoch 445/500
113/113 [==============================] - 0s 833us/step - loss: 0.3388 - accuracy: 0.8622
Epoch 446/500
113/113 [==============================] - 0s 824us/step - loss: 0.3386 - accuracy: 0.8622
Epoch 447/500
113/113 [==============================] - 0s 792us/step - loss: 0.3384 - accuracy: 0.8612
Epoch 448/500
113/113 [==============================] - 0s 830us/step - loss: 0.3384 - accuracy: 0.8619
Epoch 449/500
113/113 [==============================] - 0s 812us/step - loss: 0.3386 - accuracy: 0.8622
Epoch 450/500
113/113 [==============================] - 0s 858us/step - loss: 0.3384 - accuracy: 0.8607
Epoch 451/500
113/113 [==============================] - 0s 858us/step - loss: 0.3381 - accuracy: 0.8626
Epoch 452/500
113/113 [==============================] - 0s 820us/step - loss: 0.3383 - accuracy: 0.8610
Epoch 453/500
113/113 [==============================] - 0s 905us/step - loss: 0.3383 - accuracy: 0.8611
Epoch 454/500
113/113 [==============================] - 0s 813us/step - loss: 0.3383 - accuracy: 0.8628
Epoch 455/500
113/113 [==============================] - 0s 799us/step - loss: 0.3380 - accuracy: 0.8629
Epoch 456/500
113/113 [==============================] - 0s 860us/step - loss: 0.3379 - accuracy: 0.8622
Epoch 457/500
113/113 [==============================] - 0s 790us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 458/500
113/113 [==============================] - 0s 803us/step - loss: 0.3379 - accuracy: 0.8621
Epoch 459/500
113/113 [==============================] - 0s 814us/step - loss: 0.3379 - accuracy: 0.8617
Epoch 460/500
113/113 [==============================] - 0s 819us/step - loss: 0.3376 - accuracy: 0.8625
Epoch 461/500
113/113 [==============================] - 0s 843us/step - loss: 0.3378 - accuracy: 0.8626
Epoch 462/500
113/113 [==============================] - 0s 800us/step - loss: 0.3376 - accuracy: 0.8614
Epoch 463/500
113/113 [==============================] - 0s 795us/step - loss: 0.3373 - accuracy: 0.8621
Epoch 464/500
113/113 [==============================] - 0s 829us/step - loss: 0.3377 - accuracy: 0.8611
Epoch 465/500
113/113 [==============================] - 0s 862us/step - loss: 0.3375 - accuracy: 0.8619
Epoch 466/500
113/113 [==============================] - 0s 805us/step - loss: 0.3374 - accuracy: 0.8631
Epoch 467/500
113/113 [==============================] - 0s 822us/step - loss: 0.3373 - accuracy: 0.8610
Epoch 468/500
113/113 [==============================] - 0s 823us/step - loss: 0.3375 - accuracy: 0.8611
Epoch 469/500
113/113 [==============================] - 0s 831us/step - loss: 0.3372 - accuracy: 0.8624
Epoch 470/500
113/113 [==============================] - 0s 840us/step - loss: 0.3374 - accuracy: 0.8614
Epoch 471/500
113/113 [==============================] - 0s 813us/step - loss: 0.3373 - accuracy: 0.8621
Epoch 472/500
113/113 [==============================] - 0s 883us/step - loss: 0.3371 - accuracy: 0.8615
Epoch 473/500
113/113 [==============================] - 0s 827us/step - loss: 0.3371 - accuracy: 0.8625
Epoch 474/500
113/113 [==============================] - 0s 934us/step - loss: 0.3371 - accuracy: 0.8626
Epoch 475/500
113/113 [==============================] - 0s 963us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 476/500
113/113 [==============================] - 0s 808us/step - loss: 0.3368 - accuracy: 0.8617
Epoch 477/500
113/113 [==============================] - 0s 832us/step - loss: 0.3371 - accuracy: 0.8611
Epoch 478/500
113/113 [==============================] - 0s 858us/step - loss: 0.3367 - accuracy: 0.8619
Epoch 479/500
113/113 [==============================] - 0s 841us/step - loss: 0.3368 - accuracy: 0.8644
Epoch 480/500
113/113 [==============================] - 0s 823us/step - loss: 0.3364 - accuracy: 0.8625
Epoch 481/500
113/113 [==============================] - 0s 793us/step - loss: 0.3368 - accuracy: 0.8610
Epoch 482/500
113/113 [==============================] - 0s 812us/step - loss: 0.3365 - accuracy: 0.8618
Epoch 483/500
113/113 [==============================] - 0s 800us/step - loss: 0.3364 - accuracy: 0.8629
Epoch 484/500
113/113 [==============================] - 0s 789us/step - loss: 0.3367 - accuracy: 0.8621
Epoch 485/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3366 - accuracy: 0.8610
Epoch 486/500
113/113 [==============================] - 0s 821us/step - loss: 0.3363 - accuracy: 0.8614
Epoch 487/500
113/113 [==============================] - 0s 865us/step - loss: 0.3362 - accuracy: 0.8612
Epoch 488/500
113/113 [==============================] - 0s 799us/step - loss: 0.3364 - accuracy: 0.8626
Epoch 489/500
113/113 [==============================] - 0s 790us/step - loss: 0.3365 - accuracy: 0.8621
Epoch 490/500
113/113 [==============================] - 0s 839us/step - loss: 0.3363 - accuracy: 0.8646
Epoch 491/500
113/113 [==============================] - 0s 823us/step - loss: 0.3361 - accuracy: 0.8615
Epoch 492/500
113/113 [==============================] - 0s 851us/step - loss: 0.3362 - accuracy: 0.8617
Epoch 493/500
113/113 [==============================] - 0s 802us/step - loss: 0.3363 - accuracy: 0.8612
Epoch 494/500
113/113 [==============================] - 0s 795us/step - loss: 0.3363 - accuracy: 0.8628
Epoch 495/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8621
Epoch 496/500
113/113 [==============================] - 0s 822us/step - loss: 0.3361 - accuracy: 0.8629
Epoch 497/500
113/113 [==============================] - 0s 822us/step - loss: 0.3361 - accuracy: 0.8608
Epoch 498/500
113/113 [==============================] - 0s 811us/step - loss: 0.3361 - accuracy: 0.8631
Epoch 499/500
113/113 [==============================] - 0s 808us/step - loss: 0.3359 - accuracy: 0.8617
Epoch 500/500
113/113 [==============================] - 0s 843us/step - loss: 0.3364 - accuracy: 0.8619
Epoch 1/500
113/113 [==============================] - 0s 1ms/step - loss: 0.6522 - accuracy: 0.7960
Epoch 2/500
113/113 [==============================] - 0s 842us/step - loss: 0.5938 - accuracy: 0.7960
Epoch 3/500
113/113 [==============================] - 0s 876us/step - loss: 0.5599 - accuracy: 0.7960
Epoch 4/500
113/113 [==============================] - 0s 859us/step - loss: 0.5398 - accuracy: 0.7960
Epoch 5/500
113/113 [==============================] - 0s 811us/step - loss: 0.5276 - accuracy: 0.7960
Epoch 6/500
113/113 [==============================] - 0s 964us/step - loss: 0.5199 - accuracy: 0.7960
Epoch 7/500
113/113 [==============================] - 0s 848us/step - loss: 0.5151 - accuracy: 0.7960
Epoch 8/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5120 - accuracy: 0.7960
Epoch 9/500
113/113 [==============================] - 0s 846us/step - loss: 0.5100 - accuracy: 0.7960
Epoch 10/500
113/113 [==============================] - 0s 812us/step - loss: 0.5086 - accuracy: 0.7960
Epoch 11/500
113/113 [==============================] - 0s 814us/step - loss: 0.5077 - accuracy: 0.7960
Epoch 12/500
113/113 [==============================] - 0s 815us/step - loss: 0.5072 - accuracy: 0.7960
Epoch 13/500
113/113 [==============================] - 0s 791us/step - loss: 0.5068 - accuracy: 0.7960
Epoch 14/500
113/113 [==============================] - 0s 839us/step - loss: 0.5065 - accuracy: 0.7960
Epoch 15/500
113/113 [==============================] - 0s 784us/step - loss: 0.5063 - accuracy: 0.7960
Epoch 16/500
113/113 [==============================] - 0s 787us/step - loss: 0.5062 - accuracy: 0.7960
Epoch 17/500
113/113 [==============================] - 0s 830us/step - loss: 0.5061 - accuracy: 0.7960
Epoch 18/500
113/113 [==============================] - 0s 810us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 19/500
113/113 [==============================] - 0s 827us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 20/500
113/113 [==============================] - 0s 787us/step - loss: 0.5060 - accuracy: 0.7960
Epoch 21/500
113/113 [==============================] - 0s 790us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 22/500
113/113 [==============================] - 0s 913us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 23/500
113/113 [==============================] - 0s 815us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 24/500
113/113 [==============================] - 0s 869us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 25/500
113/113 [==============================] - 0s 815us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 26/500
113/113 [==============================] - 0s 788us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 27/500
113/113 [==============================] - 0s 814us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 28/500
113/113 [==============================] - 0s 829us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 29/500
113/113 [==============================] - 0s 796us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 30/500
113/113 [==============================] - 0s 827us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 31/500
113/113 [==============================] - 0s 877us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 32/500
113/113 [==============================] - 0s 836us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 33/500
113/113 [==============================] - 0s 827us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 34/500
113/113 [==============================] - 0s 810us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 35/500
113/113 [==============================] - 0s 852us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 36/500
113/113 [==============================] - 0s 802us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 37/500
113/113 [==============================] - 0s 835us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 38/500
113/113 [==============================] - 0s 805us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 39/500
113/113 [==============================] - 0s 818us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 40/500
113/113 [==============================] - 0s 836us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 41/500
113/113 [==============================] - 0s 798us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 42/500
113/113 [==============================] - 0s 839us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 43/500
113/113 [==============================] - 0s 859us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 44/500
113/113 [==============================] - 0s 836us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 45/500
113/113 [==============================] - 0s 829us/step - loss: 0.5059 - accuracy: 0.7960
Epoch 46/500
113/113 [==============================] - 0s 882us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 47/500
113/113 [==============================] - 0s 835us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 48/500
113/113 [==============================] - 0s 840us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 49/500
113/113 [==============================] - 0s 828us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 50/500
113/113 [==============================] - 0s 832us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 51/500
113/113 [==============================] - 0s 810us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 52/500
113/113 [==============================] - 0s 873us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 53/500
113/113 [==============================] - 0s 822us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 54/500
113/113 [==============================] - 0s 808us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 55/500
113/113 [==============================] - 0s 852us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 56/500
113/113 [==============================] - 0s 831us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 57/500
113/113 [==============================] - 0s 819us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 58/500
113/113 [==============================] - 0s 829us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 59/500
113/113 [==============================] - 0s 803us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 60/500
113/113 [==============================] - 0s 828us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 61/500
113/113 [==============================] - 0s 830us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 62/500
113/113 [==============================] - 0s 804us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 63/500
113/113 [==============================] - 0s 926us/step - loss: 0.5058 - accuracy: 0.7960
Epoch 64/500
113/113 [==============================] - 0s 820us/step - loss: 0.5058 - accuracy: 0.79600s - loss: 0.5107 - accuracy: 0.79
Epoch 65/500
113/113 [==============================] - 0s 820us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 66/500
113/113 [==============================] - 0s 842us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 67/500
113/113 [==============================] - 0s 805us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 68/500
113/113 [==============================] - 0s 812us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 69/500
113/113 [==============================] - 0s 830us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 70/500
113/113 [==============================] - 0s 820us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 71/500
113/113 [==============================] - 0s 869us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 72/500
113/113 [==============================] - 0s 808us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 73/500
113/113 [==============================] - 0s 839us/step - loss: 0.5057 - accuracy: 0.7960
Epoch 74/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 75/500
113/113 [==============================] - 0s 826us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 76/500
113/113 [==============================] - 0s 847us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 77/500
113/113 [==============================] - 0s 814us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 78/500
113/113 [==============================] - 0s 814us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 79/500
113/113 [==============================] - 0s 835us/step - loss: 0.5056 - accuracy: 0.7960
Epoch 80/500
113/113 [==============================] - 0s 811us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 81/500
113/113 [==============================] - 0s 812us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 82/500
113/113 [==============================] - 0s 950us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 83/500
113/113 [==============================] - 0s 978us/step - loss: 0.5055 - accuracy: 0.7960
Epoch 84/500
113/113 [==============================] - 0s 839us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 85/500
113/113 [==============================] - 0s 812us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 86/500
113/113 [==============================] - 0s 830us/step - loss: 0.5054 - accuracy: 0.7960
Epoch 87/500
113/113 [==============================] - 0s 887us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 88/500
113/113 [==============================] - 0s 844us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 89/500
113/113 [==============================] - 0s 877us/step - loss: 0.5053 - accuracy: 0.7960
Epoch 90/500
113/113 [==============================] - 0s 822us/step - loss: 0.5052 - accuracy: 0.7960
Epoch 91/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7960
Epoch 92/500
113/113 [==============================] - 0s 816us/step - loss: 0.5051 - accuracy: 0.7960
Epoch 93/500
113/113 [==============================] - 0s 870us/step - loss: 0.5051 - accuracy: 0.7960
Epoch 94/500
113/113 [==============================] - 0s 867us/step - loss: 0.5050 - accuracy: 0.7960
Epoch 95/500
113/113 [==============================] - 0s 806us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 96/500
113/113 [==============================] - 0s 886us/step - loss: 0.5049 - accuracy: 0.7960
Epoch 97/500
113/113 [==============================] - 0s 804us/step - loss: 0.5048 - accuracy: 0.7960
Epoch 98/500
113/113 [==============================] - 0s 809us/step - loss: 0.5047 - accuracy: 0.7960
Epoch 99/500
113/113 [==============================] - 0s 849us/step - loss: 0.5046 - accuracy: 0.7960
Epoch 100/500
113/113 [==============================] - 0s 814us/step - loss: 0.5045 - accuracy: 0.7960
Epoch 101/500
113/113 [==============================] - 0s 819us/step - loss: 0.5044 - accuracy: 0.7960
Epoch 102/500
113/113 [==============================] - 0s 839us/step - loss: 0.5043 - accuracy: 0.7960
Epoch 103/500
113/113 [==============================] - 0s 935us/step - loss: 0.5041 - accuracy: 0.7960
Epoch 104/500
113/113 [==============================] - 0s 862us/step - loss: 0.5040 - accuracy: 0.7960
Epoch 105/500
113/113 [==============================] - 0s 822us/step - loss: 0.5038 - accuracy: 0.7960
Epoch 106/500
113/113 [==============================] - 0s 828us/step - loss: 0.5036 - accuracy: 0.7960
Epoch 107/500
113/113 [==============================] - 0s 834us/step - loss: 0.5034 - accuracy: 0.7960
Epoch 108/500
113/113 [==============================] - 0s 809us/step - loss: 0.5032 - accuracy: 0.7960
Epoch 109/500
113/113 [==============================] - 0s 845us/step - loss: 0.5030 - accuracy: 0.7960
Epoch 110/500
113/113 [==============================] - 0s 809us/step - loss: 0.5027 - accuracy: 0.7960
Epoch 111/500
113/113 [==============================] - 0s 838us/step - loss: 0.5024 - accuracy: 0.7960
Epoch 112/500
113/113 [==============================] - 0s 845us/step - loss: 0.5020 - accuracy: 0.7960
Epoch 113/500
113/113 [==============================] - 0s 869us/step - loss: 0.5016 - accuracy: 0.7960
Epoch 114/500
113/113 [==============================] - 0s 922us/step - loss: 0.5012 - accuracy: 0.7960
Epoch 115/500
113/113 [==============================] - 0s 823us/step - loss: 0.5007 - accuracy: 0.7960
Epoch 116/500
113/113 [==============================] - 0s 819us/step - loss: 0.5002 - accuracy: 0.7960
Epoch 117/500
113/113 [==============================] - 0s 912us/step - loss: 0.4996 - accuracy: 0.7960
Epoch 118/500
113/113 [==============================] - 0s 851us/step - loss: 0.4989 - accuracy: 0.7960
Epoch 119/500
113/113 [==============================] - 0s 840us/step - loss: 0.4981 - accuracy: 0.7960
Epoch 120/500
113/113 [==============================] - 0s 851us/step - loss: 0.4973 - accuracy: 0.7960
Epoch 121/500
113/113 [==============================] - 0s 832us/step - loss: 0.4963 - accuracy: 0.7960
Epoch 122/500
113/113 [==============================] - 0s 839us/step - loss: 0.4952 - accuracy: 0.7960
Epoch 123/500
113/113 [==============================] - 0s 810us/step - loss: 0.4939 - accuracy: 0.7960
Epoch 124/500
113/113 [==============================] - 0s 841us/step - loss: 0.4925 - accuracy: 0.7960
Epoch 125/500
113/113 [==============================] - 0s 806us/step - loss: 0.4910 - accuracy: 0.7960
Epoch 126/500
113/113 [==============================] - 0s 865us/step - loss: 0.4893 - accuracy: 0.7960
Epoch 127/500
113/113 [==============================] - 0s 857us/step - loss: 0.4874 - accuracy: 0.7960
Epoch 128/500
113/113 [==============================] - 0s 817us/step - loss: 0.4853 - accuracy: 0.7960
Epoch 129/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4830 - accuracy: 0.7960
Epoch 130/500
113/113 [==============================] - 0s 883us/step - loss: 0.4805 - accuracy: 0.7960
Epoch 131/500
113/113 [==============================] - 0s 821us/step - loss: 0.4779 - accuracy: 0.7960
Epoch 132/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4752 - accuracy: 0.7960
Epoch 133/500
113/113 [==============================] - 0s 841us/step - loss: 0.4723 - accuracy: 0.7960
Epoch 134/500
113/113 [==============================] - 0s 844us/step - loss: 0.4694 - accuracy: 0.7960
Epoch 135/500
113/113 [==============================] - 0s 842us/step - loss: 0.4665 - accuracy: 0.7960
Epoch 136/500
113/113 [==============================] - 0s 813us/step - loss: 0.4636 - accuracy: 0.7960
Epoch 137/500
113/113 [==============================] - 0s 868us/step - loss: 0.4608 - accuracy: 0.7960
Epoch 138/500
113/113 [==============================] - 0s 801us/step - loss: 0.4580 - accuracy: 0.7960
Epoch 139/500
113/113 [==============================] - 0s 828us/step - loss: 0.4555 - accuracy: 0.7960
Epoch 140/500
113/113 [==============================] - 0s 886us/step - loss: 0.4530 - accuracy: 0.7960
Epoch 141/500
113/113 [==============================] - 0s 813us/step - loss: 0.4507 - accuracy: 0.7960
Epoch 142/500
113/113 [==============================] - 0s 882us/step - loss: 0.4487 - accuracy: 0.7960
Epoch 143/500
113/113 [==============================] - 0s 844us/step - loss: 0.4467 - accuracy: 0.7960
Epoch 144/500
113/113 [==============================] - 0s 875us/step - loss: 0.4450 - accuracy: 0.7960
Epoch 145/500
113/113 [==============================] - 0s 843us/step - loss: 0.4434 - accuracy: 0.7960
Epoch 146/500
113/113 [==============================] - 0s 823us/step - loss: 0.4419 - accuracy: 0.7960
Epoch 147/500
113/113 [==============================] - 0s 878us/step - loss: 0.4406 - accuracy: 0.7960
Epoch 148/500
113/113 [==============================] - 0s 820us/step - loss: 0.4395 - accuracy: 0.7960
Epoch 149/500
113/113 [==============================] - 0s 852us/step - loss: 0.4384 - accuracy: 0.7960
Epoch 150/500
113/113 [==============================] - 0s 814us/step - loss: 0.4375 - accuracy: 0.7960
Epoch 151/500
113/113 [==============================] - 0s 803us/step - loss: 0.4366 - accuracy: 0.7960
Epoch 152/500
113/113 [==============================] - 0s 868us/step - loss: 0.4358 - accuracy: 0.7960
Epoch 153/500
113/113 [==============================] - 0s 811us/step - loss: 0.4351 - accuracy: 0.7960
Epoch 154/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4345 - accuracy: 0.7960
Epoch 155/500
113/113 [==============================] - 0s 803us/step - loss: 0.4339 - accuracy: 0.7960
Epoch 156/500
113/113 [==============================] - 0s 817us/step - loss: 0.4334 - accuracy: 0.7960
Epoch 157/500
113/113 [==============================] - 0s 842us/step - loss: 0.4329 - accuracy: 0.7960
Epoch 158/500
113/113 [==============================] - 0s 799us/step - loss: 0.4324 - accuracy: 0.7960
Epoch 159/500
113/113 [==============================] - 0s 846us/step - loss: 0.4320 - accuracy: 0.7960
Epoch 160/500
113/113 [==============================] - 0s 854us/step - loss: 0.4316 - accuracy: 0.7960
Epoch 161/500
113/113 [==============================] - 0s 842us/step - loss: 0.4313 - accuracy: 0.7960
Epoch 162/500
113/113 [==============================] - 0s 890us/step - loss: 0.4310 - accuracy: 0.7960
Epoch 163/500
113/113 [==============================] - 0s 816us/step - loss: 0.4307 - accuracy: 0.7960
Epoch 164/500
113/113 [==============================] - 0s 877us/step - loss: 0.4304 - accuracy: 0.7960
Epoch 165/500
113/113 [==============================] - 0s 855us/step - loss: 0.4301 - accuracy: 0.7960
Epoch 166/500
113/113 [==============================] - 0s 820us/step - loss: 0.4298 - accuracy: 0.7960
Epoch 167/500
113/113 [==============================] - 0s 844us/step - loss: 0.4296 - accuracy: 0.7960
Epoch 168/500
113/113 [==============================] - 0s 807us/step - loss: 0.4294 - accuracy: 0.7960
Epoch 169/500
113/113 [==============================] - 0s 808us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 170/500
113/113 [==============================] - 0s 842us/step - loss: 0.4289 - accuracy: 0.7960
Epoch 171/500
113/113 [==============================] - 0s 819us/step - loss: 0.4287 - accuracy: 0.7960
Epoch 172/500
113/113 [==============================] - 0s 845us/step - loss: 0.4285 - accuracy: 0.7960
Epoch 173/500
113/113 [==============================] - 0s 832us/step - loss: 0.4283 - accuracy: 0.7960
Epoch 174/500
113/113 [==============================] - 0s 829us/step - loss: 0.4280 - accuracy: 0.7960
Epoch 175/500
113/113 [==============================] - 0s 837us/step - loss: 0.4278 - accuracy: 0.7960
Epoch 176/500
113/113 [==============================] - 0s 806us/step - loss: 0.4276 - accuracy: 0.7960
Epoch 177/500
113/113 [==============================] - 0s 827us/step - loss: 0.4273 - accuracy: 0.7960
Epoch 178/500
113/113 [==============================] - 0s 859us/step - loss: 0.4271 - accuracy: 0.7960
Epoch 179/500
113/113 [==============================] - 0s 815us/step - loss: 0.4269 - accuracy: 0.7960
Epoch 180/500
113/113 [==============================] - 0s 837us/step - loss: 0.4266 - accuracy: 0.7960
Epoch 181/500
113/113 [==============================] - 0s 813us/step - loss: 0.4263 - accuracy: 0.7960
Epoch 182/500
113/113 [==============================] - 0s 819us/step - loss: 0.4260 - accuracy: 0.7960
Epoch 183/500
113/113 [==============================] - 0s 859us/step - loss: 0.4258 - accuracy: 0.7960
Epoch 184/500
113/113 [==============================] - 0s 811us/step - loss: 0.4255 - accuracy: 0.7960
Epoch 185/500
113/113 [==============================] - 0s 933us/step - loss: 0.4251 - accuracy: 0.7960
Epoch 186/500
113/113 [==============================] - 0s 816us/step - loss: 0.4248 - accuracy: 0.7960
Epoch 187/500
113/113 [==============================] - 0s 878us/step - loss: 0.4244 - accuracy: 0.7960
Epoch 188/500
113/113 [==============================] - 0s 851us/step - loss: 0.4240 - accuracy: 0.7960
Epoch 189/500
113/113 [==============================] - 0s 824us/step - loss: 0.4236 - accuracy: 0.7960
Epoch 190/500
113/113 [==============================] - 0s 831us/step - loss: 0.4231 - accuracy: 0.7960
Epoch 191/500
113/113 [==============================] - 0s 800us/step - loss: 0.4226 - accuracy: 0.7960
Epoch 192/500
113/113 [==============================] - 0s 805us/step - loss: 0.4221 - accuracy: 0.7960
Epoch 193/500
113/113 [==============================] - 0s 897us/step - loss: 0.4214 - accuracy: 0.7960
Epoch 194/500
113/113 [==============================] - 0s 821us/step - loss: 0.4207 - accuracy: 0.7960
Epoch 195/500
113/113 [==============================] - 0s 875us/step - loss: 0.4200 - accuracy: 0.7960
Epoch 196/500
113/113 [==============================] - 0s 799us/step - loss: 0.4192 - accuracy: 0.7960
Epoch 197/500
113/113 [==============================] - 0s 813us/step - loss: 0.4184 - accuracy: 0.7960
Epoch 198/500
113/113 [==============================] - 0s 844us/step - loss: 0.4176 - accuracy: 0.7960
Epoch 199/500
113/113 [==============================] - 0s 850us/step - loss: 0.4167 - accuracy: 0.7960
Epoch 200/500
113/113 [==============================] - 0s 821us/step - loss: 0.4158 - accuracy: 0.7960
Epoch 201/500
113/113 [==============================] - 0s 853us/step - loss: 0.4149 - accuracy: 0.7960
Epoch 202/500
113/113 [==============================] - 0s 828us/step - loss: 0.4139 - accuracy: 0.7960
Epoch 203/500
113/113 [==============================] - 0s 834us/step - loss: 0.4129 - accuracy: 0.7960
Epoch 204/500
113/113 [==============================] - 0s 811us/step - loss: 0.4120 - accuracy: 0.7960
Epoch 205/500
113/113 [==============================] - 0s 834us/step - loss: 0.4110 - accuracy: 0.7960
Epoch 206/500
113/113 [==============================] - 0s 843us/step - loss: 0.4100 - accuracy: 0.7960
Epoch 207/500
113/113 [==============================] - 0s 816us/step - loss: 0.4089 - accuracy: 0.7960
Epoch 208/500
113/113 [==============================] - 0s 814us/step - loss: 0.4079 - accuracy: 0.7960
Epoch 209/500
113/113 [==============================] - 0s 813us/step - loss: 0.4069 - accuracy: 0.7960
Epoch 210/500
113/113 [==============================] - 0s 817us/step - loss: 0.4058 - accuracy: 0.7960
Epoch 211/500
113/113 [==============================] - 0s 831us/step - loss: 0.4046 - accuracy: 0.7960
Epoch 212/500
113/113 [==============================] - 0s 820us/step - loss: 0.4035 - accuracy: 0.7960
Epoch 213/500
113/113 [==============================] - 0s 798us/step - loss: 0.4023 - accuracy: 0.7960
Epoch 214/500
113/113 [==============================] - 0s 847us/step - loss: 0.4011 - accuracy: 0.8153
Epoch 215/500
113/113 [==============================] - 0s 808us/step - loss: 0.3999 - accuracy: 0.8186
Epoch 216/500
113/113 [==============================] - 0s 936us/step - loss: 0.3987 - accuracy: 0.8211
Epoch 217/500
113/113 [==============================] - 0s 802us/step - loss: 0.3975 - accuracy: 0.8215
Epoch 218/500
113/113 [==============================] - 0s 821us/step - loss: 0.3964 - accuracy: 0.8235
Epoch 219/500
113/113 [==============================] - 0s 860us/step - loss: 0.3951 - accuracy: 0.8242
Epoch 220/500
113/113 [==============================] - 0s 830us/step - loss: 0.3939 - accuracy: 0.8265
Epoch 221/500
113/113 [==============================] - 0s 834us/step - loss: 0.3926 - accuracy: 0.8278
Epoch 222/500
113/113 [==============================] - 0s 805us/step - loss: 0.3912 - accuracy: 0.8297
Epoch 223/500
113/113 [==============================] - 0s 823us/step - loss: 0.3899 - accuracy: 0.8315
Epoch 224/500
113/113 [==============================] - 0s 830us/step - loss: 0.3887 - accuracy: 0.8318
Epoch 225/500
113/113 [==============================] - 0s 868us/step - loss: 0.3876 - accuracy: 0.8331
Epoch 226/500
113/113 [==============================] - 0s 828us/step - loss: 0.3866 - accuracy: 0.8333
Epoch 227/500
113/113 [==============================] - 0s 854us/step - loss: 0.3856 - accuracy: 0.8346
Epoch 228/500
113/113 [==============================] - 0s 834us/step - loss: 0.3847 - accuracy: 0.8356
Epoch 229/500
113/113 [==============================] - 0s 832us/step - loss: 0.3839 - accuracy: 0.8361
Epoch 230/500
113/113 [==============================] - 0s 830us/step - loss: 0.3830 - accuracy: 0.8364
Epoch 231/500
113/113 [==============================] - 0s 828us/step - loss: 0.3822 - accuracy: 0.8368
Epoch 232/500
113/113 [==============================] - 0s 841us/step - loss: 0.3815 - accuracy: 0.8374
Epoch 233/500
113/113 [==============================] - 0s 807us/step - loss: 0.3807 - accuracy: 0.8379
Epoch 234/500
113/113 [==============================] - 0s 843us/step - loss: 0.3800 - accuracy: 0.8396
Epoch 235/500
113/113 [==============================] - 0s 851us/step - loss: 0.3791 - accuracy: 0.8414
Epoch 236/500
113/113 [==============================] - 0s 848us/step - loss: 0.3781 - accuracy: 0.8418
Epoch 237/500
113/113 [==============================] - 0s 832us/step - loss: 0.3772 - accuracy: 0.8442
Epoch 238/500
113/113 [==============================] - 0s 809us/step - loss: 0.3762 - accuracy: 0.8465
Epoch 239/500
113/113 [==============================] - 0s 804us/step - loss: 0.3753 - accuracy: 0.8482
Epoch 240/500
113/113 [==============================] - 0s 824us/step - loss: 0.3744 - accuracy: 0.8501
Epoch 241/500
113/113 [==============================] - 0s 808us/step - loss: 0.3736 - accuracy: 0.8512
Epoch 242/500
113/113 [==============================] - 0s 886us/step - loss: 0.3727 - accuracy: 0.8517
Epoch 243/500
113/113 [==============================] - 0s 996us/step - loss: 0.3719 - accuracy: 0.8529
Epoch 244/500
113/113 [==============================] - 0s 807us/step - loss: 0.3712 - accuracy: 0.8543
Epoch 245/500
113/113 [==============================] - 0s 811us/step - loss: 0.3705 - accuracy: 0.8550
Epoch 246/500
113/113 [==============================] - 0s 898us/step - loss: 0.3697 - accuracy: 0.8550
Epoch 247/500
113/113 [==============================] - 0s 841us/step - loss: 0.3691 - accuracy: 0.8562
Epoch 248/500
113/113 [==============================] - 0s 842us/step - loss: 0.3685 - accuracy: 0.8556
Epoch 249/500
113/113 [==============================] - 0s 803us/step - loss: 0.3678 - accuracy: 0.8568
Epoch 250/500
113/113 [==============================] - 0s 832us/step - loss: 0.3672 - accuracy: 0.8569
Epoch 251/500
113/113 [==============================] - 0s 853us/step - loss: 0.3667 - accuracy: 0.8571
Epoch 252/500
113/113 [==============================] - 0s 836us/step - loss: 0.3661 - accuracy: 0.8586
Epoch 253/500
113/113 [==============================] - 0s 847us/step - loss: 0.3655 - accuracy: 0.8583
Epoch 254/500
113/113 [==============================] - 0s 819us/step - loss: 0.3651 - accuracy: 0.8586
Epoch 255/500
113/113 [==============================] - 0s 805us/step - loss: 0.3645 - accuracy: 0.8589
Epoch 256/500
113/113 [==============================] - 0s 934us/step - loss: 0.3640 - accuracy: 0.8581
Epoch 257/500
113/113 [==============================] - 0s 810us/step - loss: 0.3636 - accuracy: 0.8592
Epoch 258/500
113/113 [==============================] - 0s 838us/step - loss: 0.3631 - accuracy: 0.8604
Epoch 259/500
113/113 [==============================] - 0s 855us/step - loss: 0.3627 - accuracy: 0.8589
Epoch 260/500
113/113 [==============================] - 0s 816us/step - loss: 0.3620 - accuracy: 0.8607
Epoch 261/500
113/113 [==============================] - 0s 838us/step - loss: 0.3617 - accuracy: 0.8593
Epoch 262/500
113/113 [==============================] - 0s 815us/step - loss: 0.3612 - accuracy: 0.8599
Epoch 263/500
113/113 [==============================] - 0s 851us/step - loss: 0.3610 - accuracy: 0.8603
Epoch 264/500
113/113 [==============================] - 0s 817us/step - loss: 0.3604 - accuracy: 0.8608
Epoch 265/500
113/113 [==============================] - 0s 812us/step - loss: 0.3600 - accuracy: 0.8612
Epoch 266/500
113/113 [==============================] - 0s 845us/step - loss: 0.3597 - accuracy: 0.8604
Epoch 267/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3593 - accuracy: 0.8606
Epoch 268/500
113/113 [==============================] - 0s 830us/step - loss: 0.3589 - accuracy: 0.8604
Epoch 269/500
113/113 [==============================] - 0s 818us/step - loss: 0.3586 - accuracy: 0.8604
Epoch 270/500
113/113 [==============================] - 0s 870us/step - loss: 0.3583 - accuracy: 0.8604
Epoch 271/500
113/113 [==============================] - 0s 879us/step - loss: 0.3579 - accuracy: 0.8614
Epoch 272/500
113/113 [==============================] - 0s 859us/step - loss: 0.3577 - accuracy: 0.8596
Epoch 273/500
113/113 [==============================] - 0s 872us/step - loss: 0.3573 - accuracy: 0.8603
Epoch 274/500
113/113 [==============================] - 0s 824us/step - loss: 0.3572 - accuracy: 0.8606
Epoch 275/500
113/113 [==============================] - 0s 809us/step - loss: 0.3568 - accuracy: 0.8614
Epoch 276/500
113/113 [==============================] - 0s 857us/step - loss: 0.3565 - accuracy: 0.8604
Epoch 277/500
113/113 [==============================] - 0s 886us/step - loss: 0.3563 - accuracy: 0.8612
Epoch 278/500
113/113 [==============================] - 0s 819us/step - loss: 0.3559 - accuracy: 0.8617
Epoch 279/500
113/113 [==============================] - 0s 822us/step - loss: 0.3556 - accuracy: 0.8606
Epoch 280/500
113/113 [==============================] - 0s 807us/step - loss: 0.3554 - accuracy: 0.8606
Epoch 281/500
113/113 [==============================] - 0s 840us/step - loss: 0.3552 - accuracy: 0.8606
Epoch 282/500
113/113 [==============================] - 0s 825us/step - loss: 0.3549 - accuracy: 0.8604
Epoch 283/500
113/113 [==============================] - 0s 833us/step - loss: 0.3547 - accuracy: 0.8610
Epoch 284/500
113/113 [==============================] - 0s 845us/step - loss: 0.3544 - accuracy: 0.8606
Epoch 285/500
113/113 [==============================] - 0s 830us/step - loss: 0.3544 - accuracy: 0.8607
Epoch 286/500
113/113 [==============================] - 0s 838us/step - loss: 0.3542 - accuracy: 0.8611
Epoch 287/500
113/113 [==============================] - 0s 859us/step - loss: 0.3540 - accuracy: 0.8610
Epoch 288/500
113/113 [==============================] - 0s 810us/step - loss: 0.3539 - accuracy: 0.8611
Epoch 289/500
113/113 [==============================] - 0s 853us/step - loss: 0.3536 - accuracy: 0.8612
Epoch 290/500
113/113 [==============================] - 0s 900us/step - loss: 0.3533 - accuracy: 0.8612
Epoch 291/500
113/113 [==============================] - 0s 856us/step - loss: 0.3533 - accuracy: 0.8611
Epoch 292/500
113/113 [==============================] - 0s 845us/step - loss: 0.3531 - accuracy: 0.8606
Epoch 293/500
113/113 [==============================] - 0s 817us/step - loss: 0.3530 - accuracy: 0.8612
Epoch 294/500
113/113 [==============================] - 0s 831us/step - loss: 0.3528 - accuracy: 0.8614
Epoch 295/500
113/113 [==============================] - 0s 811us/step - loss: 0.3527 - accuracy: 0.8610
Epoch 296/500
113/113 [==============================] - 0s 848us/step - loss: 0.3524 - accuracy: 0.8606
Epoch 297/500
113/113 [==============================] - 0s 984us/step - loss: 0.3524 - accuracy: 0.8592
Epoch 298/500
113/113 [==============================] - 0s 791us/step - loss: 0.3522 - accuracy: 0.8624
Epoch 299/500
113/113 [==============================] - 0s 836us/step - loss: 0.3520 - accuracy: 0.8597
Epoch 300/500
113/113 [==============================] - 0s 820us/step - loss: 0.3518 - accuracy: 0.8596
Epoch 301/500
113/113 [==============================] - 0s 809us/step - loss: 0.3519 - accuracy: 0.8597
Epoch 302/500
113/113 [==============================] - 0s 854us/step - loss: 0.3518 - accuracy: 0.8615
Epoch 303/500
113/113 [==============================] - 0s 792us/step - loss: 0.3515 - accuracy: 0.8610
Epoch 304/500
113/113 [==============================] - 0s 843us/step - loss: 0.3513 - accuracy: 0.8614
Epoch 305/500
113/113 [==============================] - 0s 801us/step - loss: 0.3514 - accuracy: 0.8603
Epoch 306/500
113/113 [==============================] - 0s 800us/step - loss: 0.3513 - accuracy: 0.8603
Epoch 307/500
113/113 [==============================] - 0s 835us/step - loss: 0.3511 - accuracy: 0.8603
Epoch 308/500
113/113 [==============================] - 0s 885us/step - loss: 0.3511 - accuracy: 0.8607
Epoch 309/500
113/113 [==============================] - 0s 847us/step - loss: 0.3509 - accuracy: 0.8600
Epoch 310/500
113/113 [==============================] - 0s 811us/step - loss: 0.3508 - accuracy: 0.8597
Epoch 311/500
113/113 [==============================] - 0s 806us/step - loss: 0.3507 - accuracy: 0.8604
Epoch 312/500
113/113 [==============================] - 0s 824us/step - loss: 0.3504 - accuracy: 0.8608
Epoch 313/500
113/113 [==============================] - 0s 843us/step - loss: 0.3504 - accuracy: 0.8590
Epoch 314/500
113/113 [==============================] - 0s 803us/step - loss: 0.3504 - accuracy: 0.8607
Epoch 315/500
113/113 [==============================] - 0s 843us/step - loss: 0.3504 - accuracy: 0.8610
Epoch 316/500
113/113 [==============================] - 0s 810us/step - loss: 0.3501 - accuracy: 0.8607
Epoch 317/500
113/113 [==============================] - 0s 845us/step - loss: 0.3502 - accuracy: 0.8617
Epoch 318/500
113/113 [==============================] - 0s 889us/step - loss: 0.3500 - accuracy: 0.8596
Epoch 319/500
113/113 [==============================] - 0s 815us/step - loss: 0.3500 - accuracy: 0.8608
Epoch 320/500
113/113 [==============================] - 0s 861us/step - loss: 0.3498 - accuracy: 0.8601
Epoch 321/500
113/113 [==============================] - 0s 802us/step - loss: 0.3498 - accuracy: 0.8614
Epoch 322/500
113/113 [==============================] - 0s 837us/step - loss: 0.3497 - accuracy: 0.8603
Epoch 323/500
113/113 [==============================] - 0s 827us/step - loss: 0.3496 - accuracy: 0.8610
Epoch 324/500
113/113 [==============================] - 0s 818us/step - loss: 0.3496 - accuracy: 0.8604
Epoch 325/500
113/113 [==============================] - 0s 853us/step - loss: 0.3494 - accuracy: 0.8614
Epoch 326/500
113/113 [==============================] - 0s 801us/step - loss: 0.3494 - accuracy: 0.8593
Epoch 327/500
113/113 [==============================] - 0s 805us/step - loss: 0.3493 - accuracy: 0.8615
Epoch 328/500
113/113 [==============================] - 0s 924us/step - loss: 0.3492 - accuracy: 0.8606
Epoch 329/500
113/113 [==============================] - 0s 848us/step - loss: 0.3492 - accuracy: 0.8607
Epoch 330/500
113/113 [==============================] - 0s 839us/step - loss: 0.3491 - accuracy: 0.8603
Epoch 331/500
113/113 [==============================] - 0s 860us/step - loss: 0.3489 - accuracy: 0.8618
Epoch 332/500
113/113 [==============================] - 0s 844us/step - loss: 0.3489 - accuracy: 0.8601
Epoch 333/500
113/113 [==============================] - 0s 860us/step - loss: 0.3488 - accuracy: 0.8593
Epoch 334/500
113/113 [==============================] - 0s 824us/step - loss: 0.3488 - accuracy: 0.8604
Epoch 335/500
113/113 [==============================] - 0s 832us/step - loss: 0.3485 - accuracy: 0.8597
Epoch 336/500
113/113 [==============================] - 0s 819us/step - loss: 0.3487 - accuracy: 0.8618
Epoch 337/500
113/113 [==============================] - 0s 796us/step - loss: 0.3485 - accuracy: 0.8606
Epoch 338/500
113/113 [==============================] - 0s 827us/step - loss: 0.3486 - accuracy: 0.8608
Epoch 339/500
113/113 [==============================] - 0s 934us/step - loss: 0.3483 - accuracy: 0.8612
Epoch 340/500
113/113 [==============================] - 0s 829us/step - loss: 0.3482 - accuracy: 0.8607
Epoch 341/500
113/113 [==============================] - 0s 831us/step - loss: 0.3484 - accuracy: 0.8610
Epoch 342/500
113/113 [==============================] - 0s 798us/step - loss: 0.3483 - accuracy: 0.8600
Epoch 343/500
113/113 [==============================] - 0s 832us/step - loss: 0.3483 - accuracy: 0.8610
Epoch 344/500
113/113 [==============================] - 0s 849us/step - loss: 0.3482 - accuracy: 0.8610
Epoch 345/500
113/113 [==============================] - 0s 799us/step - loss: 0.3483 - accuracy: 0.8608
Epoch 346/500
113/113 [==============================] - 0s 836us/step - loss: 0.3480 - accuracy: 0.8594
Epoch 347/500
113/113 [==============================] - 0s 801us/step - loss: 0.3480 - accuracy: 0.8601
Epoch 348/500
113/113 [==============================] - 0s 816us/step - loss: 0.3480 - accuracy: 0.8612
Epoch 349/500
113/113 [==============================] - 0s 852us/step - loss: 0.3478 - accuracy: 0.8604
Epoch 350/500
113/113 [==============================] - 0s 835us/step - loss: 0.3479 - accuracy: 0.8615
Epoch 351/500
113/113 [==============================] - 0s 839us/step - loss: 0.3479 - accuracy: 0.8614
Epoch 352/500
113/113 [==============================] - 0s 808us/step - loss: 0.3479 - accuracy: 0.8604
Epoch 353/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3478 - accuracy: 0.8617
Epoch 354/500
113/113 [==============================] - 0s 809us/step - loss: 0.3476 - accuracy: 0.8612
Epoch 355/500
113/113 [==============================] - 0s 828us/step - loss: 0.3477 - accuracy: 0.8603
Epoch 356/500
113/113 [==============================] - 0s 876us/step - loss: 0.3474 - accuracy: 0.8601
Epoch 357/500
113/113 [==============================] - 0s 826us/step - loss: 0.3474 - accuracy: 0.8611
Epoch 358/500
113/113 [==============================] - 0s 828us/step - loss: 0.3474 - accuracy: 0.8599
Epoch 359/500
113/113 [==============================] - 0s 826us/step - loss: 0.3475 - accuracy: 0.8594
Epoch 360/500
113/113 [==============================] - 0s 839us/step - loss: 0.3474 - accuracy: 0.8608
Epoch 361/500
113/113 [==============================] - 0s 830us/step - loss: 0.3472 - accuracy: 0.8612
Epoch 362/500
113/113 [==============================] - 0s 796us/step - loss: 0.3472 - accuracy: 0.8610
Epoch 363/500
113/113 [==============================] - 0s 791us/step - loss: 0.3472 - accuracy: 0.8604
Epoch 364/500
113/113 [==============================] - 0s 849us/step - loss: 0.3473 - accuracy: 0.8619
Epoch 365/500
113/113 [==============================] - 0s 888us/step - loss: 0.3471 - accuracy: 0.8611
Epoch 366/500
113/113 [==============================] - 0s 883us/step - loss: 0.3471 - accuracy: 0.8590
Epoch 367/500
113/113 [==============================] - 0s 801us/step - loss: 0.3468 - accuracy: 0.8608
Epoch 368/500
113/113 [==============================] - 0s 802us/step - loss: 0.3469 - accuracy: 0.8597
Epoch 369/500
113/113 [==============================] - 0s 994us/step - loss: 0.3469 - accuracy: 0.8603
Epoch 370/500
113/113 [==============================] - 0s 841us/step - loss: 0.3471 - accuracy: 0.8608
Epoch 371/500
113/113 [==============================] - 0s 837us/step - loss: 0.3469 - accuracy: 0.8586
Epoch 372/500
113/113 [==============================] - 0s 814us/step - loss: 0.3469 - accuracy: 0.8621
Epoch 373/500
113/113 [==============================] - 0s 826us/step - loss: 0.3466 - accuracy: 0.8593
Epoch 374/500
113/113 [==============================] - 0s 822us/step - loss: 0.3469 - accuracy: 0.8611
Epoch 375/500
113/113 [==============================] - 0s 840us/step - loss: 0.3466 - accuracy: 0.8599
Epoch 376/500
113/113 [==============================] - 0s 851us/step - loss: 0.3466 - accuracy: 0.8596
Epoch 377/500
113/113 [==============================] - 0s 802us/step - loss: 0.3466 - accuracy: 0.8606
Epoch 378/500
113/113 [==============================] - 0s 813us/step - loss: 0.3465 - accuracy: 0.8610
Epoch 379/500
113/113 [==============================] - 0s 821us/step - loss: 0.3464 - accuracy: 0.8587
Epoch 380/500
113/113 [==============================] - 0s 867us/step - loss: 0.3464 - accuracy: 0.8606
Epoch 381/500
113/113 [==============================] - 0s 874us/step - loss: 0.3466 - accuracy: 0.8607
Epoch 382/500
113/113 [==============================] - 0s 815us/step - loss: 0.3462 - accuracy: 0.8618
Epoch 383/500
113/113 [==============================] - 0s 805us/step - loss: 0.3464 - accuracy: 0.8601
Epoch 384/500
113/113 [==============================] - 0s 829us/step - loss: 0.3463 - accuracy: 0.8596
Epoch 385/500
113/113 [==============================] - 0s 818us/step - loss: 0.3464 - accuracy: 0.8600
Epoch 386/500
113/113 [==============================] - 0s 810us/step - loss: 0.3463 - accuracy: 0.8592
Epoch 387/500
113/113 [==============================] - 0s 862us/step - loss: 0.3460 - accuracy: 0.8603
Epoch 388/500
113/113 [==============================] - 0s 814us/step - loss: 0.3463 - accuracy: 0.8606
Epoch 389/500
113/113 [==============================] - 0s 823us/step - loss: 0.3462 - accuracy: 0.8599
Epoch 390/500
113/113 [==============================] - 0s 890us/step - loss: 0.3461 - accuracy: 0.8601
Epoch 391/500
113/113 [==============================] - 0s 836us/step - loss: 0.3461 - accuracy: 0.8600
Epoch 392/500
113/113 [==============================] - 0s 853us/step - loss: 0.3461 - accuracy: 0.8601
Epoch 393/500
113/113 [==============================] - 0s 864us/step - loss: 0.3459 - accuracy: 0.8582
Epoch 394/500
113/113 [==============================] - 0s 880us/step - loss: 0.3459 - accuracy: 0.8599
Epoch 395/500
113/113 [==============================] - 0s 801us/step - loss: 0.3461 - accuracy: 0.8607
Epoch 396/500
113/113 [==============================] - 0s 847us/step - loss: 0.3459 - accuracy: 0.8607
Epoch 397/500
113/113 [==============================] - 0s 844us/step - loss: 0.3459 - accuracy: 0.8601
Epoch 398/500
113/113 [==============================] - 0s 821us/step - loss: 0.3459 - accuracy: 0.8606
Epoch 399/500
113/113 [==============================] - 0s 842us/step - loss: 0.3458 - accuracy: 0.8597
Epoch 400/500
113/113 [==============================] - 0s 885us/step - loss: 0.3458 - accuracy: 0.8606
Epoch 401/500
113/113 [==============================] - 0s 856us/step - loss: 0.3456 - accuracy: 0.8603
Epoch 402/500
113/113 [==============================] - 0s 848us/step - loss: 0.3459 - accuracy: 0.8596
Epoch 403/500
113/113 [==============================] - 0s 805us/step - loss: 0.3455 - accuracy: 0.8599
Epoch 404/500
113/113 [==============================] - 0s 811us/step - loss: 0.3457 - accuracy: 0.8590
Epoch 405/500
113/113 [==============================] - 0s 835us/step - loss: 0.3456 - accuracy: 0.8611
Epoch 406/500
113/113 [==============================] - 0s 818us/step - loss: 0.3457 - accuracy: 0.8594
Epoch 407/500
113/113 [==============================] - 0s 868us/step - loss: 0.3453 - accuracy: 0.8596
Epoch 408/500
113/113 [==============================] - 0s 797us/step - loss: 0.3456 - accuracy: 0.8594
Epoch 409/500
113/113 [==============================] - 0s 807us/step - loss: 0.3455 - accuracy: 0.8604
Epoch 410/500
113/113 [==============================] - 0s 822us/step - loss: 0.3456 - accuracy: 0.8597
Epoch 411/500
113/113 [==============================] - 0s 888us/step - loss: 0.3452 - accuracy: 0.8608
Epoch 412/500
113/113 [==============================] - 0s 875us/step - loss: 0.3454 - accuracy: 0.8608
Epoch 413/500
113/113 [==============================] - 0s 826us/step - loss: 0.3453 - accuracy: 0.8593
Epoch 414/500
113/113 [==============================] - 0s 837us/step - loss: 0.3453 - accuracy: 0.8603
Epoch 415/500
113/113 [==============================] - 0s 828us/step - loss: 0.3452 - accuracy: 0.8604
Epoch 416/500
113/113 [==============================] - 0s 813us/step - loss: 0.3452 - accuracy: 0.8594
Epoch 417/500
113/113 [==============================] - 0s 855us/step - loss: 0.3452 - accuracy: 0.8607
Epoch 418/500
113/113 [==============================] - 0s 804us/step - loss: 0.3453 - accuracy: 0.8606
Epoch 419/500
113/113 [==============================] - 0s 805us/step - loss: 0.3452 - accuracy: 0.8603
Epoch 420/500
113/113 [==============================] - 0s 841us/step - loss: 0.3452 - accuracy: 0.8601
Epoch 421/500
113/113 [==============================] - 0s 880us/step - loss: 0.3449 - accuracy: 0.8606
Epoch 422/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3451 - accuracy: 0.8590
Epoch 423/500
113/113 [==============================] - 0s 846us/step - loss: 0.3450 - accuracy: 0.8589
Epoch 424/500
113/113 [==============================] - 0s 825us/step - loss: 0.3450 - accuracy: 0.8604
Epoch 425/500
113/113 [==============================] - 0s 883us/step - loss: 0.3450 - accuracy: 0.8614
Epoch 426/500
113/113 [==============================] - 0s 846us/step - loss: 0.3449 - accuracy: 0.8600
Epoch 427/500
113/113 [==============================] - 0s 944us/step - loss: 0.3450 - accuracy: 0.8594
Epoch 428/500
113/113 [==============================] - 0s 819us/step - loss: 0.3449 - accuracy: 0.8621
Epoch 429/500
113/113 [==============================] - 0s 867us/step - loss: 0.3448 - accuracy: 0.8601
Epoch 430/500
113/113 [==============================] - 0s 888us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 431/500
113/113 [==============================] - 0s 818us/step - loss: 0.3449 - accuracy: 0.8601
Epoch 432/500
113/113 [==============================] - 0s 916us/step - loss: 0.3449 - accuracy: 0.8608
Epoch 433/500
113/113 [==============================] - 0s 927us/step - loss: 0.3447 - accuracy: 0.8592
Epoch 434/500
113/113 [==============================] - 0s 854us/step - loss: 0.3447 - accuracy: 0.8599
Epoch 435/500
113/113 [==============================] - 0s 884us/step - loss: 0.3447 - accuracy: 0.8597
Epoch 436/500
113/113 [==============================] - 0s 823us/step - loss: 0.3447 - accuracy: 0.8604
Epoch 437/500
113/113 [==============================] - 0s 957us/step - loss: 0.3445 - accuracy: 0.8600
Epoch 438/500
113/113 [==============================] - 0s 823us/step - loss: 0.3445 - accuracy: 0.8610
Epoch 439/500
113/113 [==============================] - 0s 822us/step - loss: 0.3444 - accuracy: 0.8606
Epoch 440/500
113/113 [==============================] - 0s 950us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 441/500
113/113 [==============================] - 0s 857us/step - loss: 0.3444 - accuracy: 0.8606
Epoch 442/500
113/113 [==============================] - 0s 919us/step - loss: 0.3444 - accuracy: 0.8601
Epoch 443/500
113/113 [==============================] - 0s 937us/step - loss: 0.3444 - accuracy: 0.8610
Epoch 444/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3443 - accuracy: 0.8612
Epoch 445/500
113/113 [==============================] - 0s 874us/step - loss: 0.3441 - accuracy: 0.8608
Epoch 446/500
113/113 [==============================] - 0s 802us/step - loss: 0.3442 - accuracy: 0.8614
Epoch 447/500
113/113 [==============================] - 0s 853us/step - loss: 0.3442 - accuracy: 0.8604
Epoch 448/500
113/113 [==============================] - 0s 782us/step - loss: 0.3439 - accuracy: 0.8606
Epoch 449/500
113/113 [==============================] - 0s 876us/step - loss: 0.3439 - accuracy: 0.8603
Epoch 450/500
113/113 [==============================] - 0s 838us/step - loss: 0.3439 - accuracy: 0.8610
Epoch 451/500
113/113 [==============================] - 0s 810us/step - loss: 0.3439 - accuracy: 0.8615
Epoch 452/500
113/113 [==============================] - 0s 843us/step - loss: 0.3438 - accuracy: 0.8600
Epoch 453/500
113/113 [==============================] - 0s 797us/step - loss: 0.3435 - accuracy: 0.8603
Epoch 454/500
113/113 [==============================] - 0s 834us/step - loss: 0.3436 - accuracy: 0.8625
Epoch 455/500
113/113 [==============================] - 0s 801us/step - loss: 0.3437 - accuracy: 0.8618
Epoch 456/500
113/113 [==============================] - 0s 883us/step - loss: 0.3435 - accuracy: 0.8617
Epoch 457/500
113/113 [==============================] - 0s 875us/step - loss: 0.3435 - accuracy: 0.8606
Epoch 458/500
113/113 [==============================] - 0s 812us/step - loss: 0.3432 - accuracy: 0.8622
Epoch 459/500
113/113 [==============================] - 0s 809us/step - loss: 0.3432 - accuracy: 0.8612
Epoch 460/500
113/113 [==============================] - 0s 949us/step - loss: 0.3432 - accuracy: 0.8621
Epoch 461/500
113/113 [==============================] - 0s 808us/step - loss: 0.3430 - accuracy: 0.8617
Epoch 462/500
113/113 [==============================] - 0s 875us/step - loss: 0.3428 - accuracy: 0.8612
Epoch 463/500
113/113 [==============================] - 0s 800us/step - loss: 0.3426 - accuracy: 0.8624
Epoch 464/500
113/113 [==============================] - 0s 793us/step - loss: 0.3426 - accuracy: 0.8618
Epoch 465/500
113/113 [==============================] - 0s 840us/step - loss: 0.3425 - accuracy: 0.8618
Epoch 466/500
113/113 [==============================] - 0s 807us/step - loss: 0.3425 - accuracy: 0.8600
Epoch 467/500
113/113 [==============================] - 0s 843us/step - loss: 0.3423 - accuracy: 0.8624
Epoch 468/500
113/113 [==============================] - 0s 820us/step - loss: 0.3423 - accuracy: 0.8631
Epoch 469/500
113/113 [==============================] - 0s 806us/step - loss: 0.3420 - accuracy: 0.8617
Epoch 470/500
113/113 [==============================] - 0s 902us/step - loss: 0.3422 - accuracy: 0.8624
Epoch 471/500
113/113 [==============================] - 0s 811us/step - loss: 0.3421 - accuracy: 0.8618
Epoch 472/500
113/113 [==============================] - 0s 871us/step - loss: 0.3419 - accuracy: 0.8618
Epoch 473/500
113/113 [==============================] - 0s 844us/step - loss: 0.3419 - accuracy: 0.8622
Epoch 474/500
113/113 [==============================] - 0s 815us/step - loss: 0.3418 - accuracy: 0.8631
Epoch 475/500
113/113 [==============================] - 0s 838us/step - loss: 0.3417 - accuracy: 0.8618
Epoch 476/500
113/113 [==============================] - 0s 800us/step - loss: 0.3416 - accuracy: 0.8643
Epoch 477/500
113/113 [==============================] - 0s 809us/step - loss: 0.3414 - accuracy: 0.8610
Epoch 478/500
113/113 [==============================] - 0s 887us/step - loss: 0.3415 - accuracy: 0.8633
Epoch 479/500
113/113 [==============================] - 0s 828us/step - loss: 0.3413 - accuracy: 0.8622
Epoch 480/500
113/113 [==============================] - 0s 851us/step - loss: 0.3411 - accuracy: 0.8629
Epoch 481/500
113/113 [==============================] - 0s 853us/step - loss: 0.3414 - accuracy: 0.8618
Epoch 482/500
113/113 [==============================] - 0s 849us/step - loss: 0.3411 - accuracy: 0.8636
Epoch 483/500
113/113 [==============================] - 0s 858us/step - loss: 0.3411 - accuracy: 0.8626
Epoch 484/500
113/113 [==============================] - 0s 816us/step - loss: 0.3410 - accuracy: 0.8617
Epoch 485/500
113/113 [==============================] - 0s 825us/step - loss: 0.3408 - accuracy: 0.8610
Epoch 486/500
113/113 [==============================] - 0s 834us/step - loss: 0.3408 - accuracy: 0.8622
Epoch 487/500
113/113 [==============================] - 0s 793us/step - loss: 0.3408 - accuracy: 0.8649
Epoch 488/500
113/113 [==============================] - 0s 834us/step - loss: 0.3406 - accuracy: 0.8635
Epoch 489/500
113/113 [==============================] - 0s 809us/step - loss: 0.3407 - accuracy: 0.8612
Epoch 490/500
113/113 [==============================] - 0s 809us/step - loss: 0.3404 - accuracy: 0.8632
Epoch 491/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3404 - accuracy: 0.8632
Epoch 492/500
113/113 [==============================] - 0s 793us/step - loss: 0.3403 - accuracy: 0.8633
Epoch 493/500
113/113 [==============================] - 0s 900us/step - loss: 0.3401 - accuracy: 0.8635
Epoch 494/500
113/113 [==============================] - 0s 820us/step - loss: 0.3401 - accuracy: 0.8621
Epoch 495/500
113/113 [==============================] - 0s 836us/step - loss: 0.3398 - accuracy: 0.8625
Epoch 496/500
113/113 [==============================] - 0s 800us/step - loss: 0.3401 - accuracy: 0.8629
Epoch 497/500
113/113 [==============================] - 0s 795us/step - loss: 0.3401 - accuracy: 0.8639
Epoch 498/500
113/113 [==============================] - 0s 817us/step - loss: 0.3397 - accuracy: 0.8636
Epoch 499/500
113/113 [==============================] - 0s 812us/step - loss: 0.3398 - accuracy: 0.8647
Epoch 500/500
113/113 [==============================] - 0s 800us/step - loss: 0.3396 - accuracy: 0.8639
Epoch 1/500
113/113 [==============================] - 0s 811us/step - loss: 0.6525 - accuracy: 0.7904
Epoch 2/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5945 - accuracy: 0.7953
Epoch 3/500
113/113 [==============================] - 0s 828us/step - loss: 0.5608 - accuracy: 0.7953
Epoch 4/500
113/113 [==============================] - 0s 880us/step - loss: 0.5407 - accuracy: 0.7953
Epoch 5/500
113/113 [==============================] - 0s 982us/step - loss: 0.5286 - accuracy: 0.7953
Epoch 6/500
113/113 [==============================] - 0s 865us/step - loss: 0.5209 - accuracy: 0.7953
Epoch 7/500
113/113 [==============================] - 0s 942us/step - loss: 0.5161 - accuracy: 0.7953
Epoch 8/500
113/113 [==============================] - 0s 837us/step - loss: 0.5130 - accuracy: 0.7953
Epoch 9/500
113/113 [==============================] - 0s 841us/step - loss: 0.5110 - accuracy: 0.7953
Epoch 10/500
113/113 [==============================] - 0s 922us/step - loss: 0.5096 - accuracy: 0.7953
Epoch 11/500
113/113 [==============================] - 0s 826us/step - loss: 0.5087 - accuracy: 0.7953
Epoch 12/500
113/113 [==============================] - 0s 868us/step - loss: 0.5081 - accuracy: 0.7953
Epoch 13/500
113/113 [==============================] - 0s 850us/step - loss: 0.5077 - accuracy: 0.7953
Epoch 14/500
113/113 [==============================] - 0s 856us/step - loss: 0.5075 - accuracy: 0.7953
Epoch 15/500
113/113 [==============================] - 0s 866us/step - loss: 0.5073 - accuracy: 0.7953
Epoch 16/500
113/113 [==============================] - 0s 851us/step - loss: 0.5072 - accuracy: 0.7953
Epoch 17/500
113/113 [==============================] - 0s 965us/step - loss: 0.5071 - accuracy: 0.7953
Epoch 18/500
113/113 [==============================] - 0s 791us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 19/500
113/113 [==============================] - 0s 787us/step - loss: 0.5070 - accuracy: 0.7953
Epoch 20/500
113/113 [==============================] - 0s 840us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 21/500
113/113 [==============================] - 0s 790us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 22/500
113/113 [==============================] - 0s 820us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 23/500
113/113 [==============================] - 0s 797us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 24/500
113/113 [==============================] - 0s 793us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 25/500
113/113 [==============================] - 0s 830us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 26/500
113/113 [==============================] - 0s 864us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 27/500
113/113 [==============================] - 0s 808us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 28/500
113/113 [==============================] - 0s 822us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 29/500
113/113 [==============================] - 0s 795us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 30/500
113/113 [==============================] - 0s 848us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 31/500
113/113 [==============================] - 0s 803us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 32/500
113/113 [==============================] - 0s 800us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 33/500
113/113 [==============================] - 0s 819us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 34/500
113/113 [==============================] - 0s 785us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 35/500
113/113 [==============================] - 0s 794us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 36/500
113/113 [==============================] - 0s 862us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 37/500
113/113 [==============================] - 0s 790us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 38/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 39/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 40/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5069 - accuracy: 0.7953
Epoch 41/500
113/113 [==============================] - 0s 865us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 42/500
113/113 [==============================] - 0s 820us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 43/500
113/113 [==============================] - 0s 796us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 44/500
113/113 [==============================] - 0s 798us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 45/500
113/113 [==============================] - 0s 835us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 46/500
113/113 [==============================] - 0s 803us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 47/500
113/113 [==============================] - 0s 807us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 48/500
113/113 [==============================] - 0s 940us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 49/500
113/113 [==============================] - 0s 848us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 50/500
113/113 [==============================] - 0s 840us/step - loss: 0.5069 - accuracy: 0.79530s - loss: 0.5080 - accuracy: 0.79
Epoch 51/500
113/113 [==============================] - 0s 825us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 52/500
113/113 [==============================] - 0s 797us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 53/500
113/113 [==============================] - 0s 820us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 54/500
113/113 [==============================] - 0s 784us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 55/500
113/113 [==============================] - 0s 838us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 56/500
113/113 [==============================] - 0s 866us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 57/500
113/113 [==============================] - 0s 788us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 58/500
113/113 [==============================] - 0s 838us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 59/500
113/113 [==============================] - 0s 791us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 60/500
113/113 [==============================] - 0s 794us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 61/500
113/113 [==============================] - 0s 827us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 62/500
113/113 [==============================] - 0s 810us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 63/500
113/113 [==============================] - 0s 827us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 64/500
113/113 [==============================] - 0s 788us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 65/500
113/113 [==============================] - 0s 793us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 66/500
113/113 [==============================] - 0s 821us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 67/500
113/113 [==============================] - 0s 807us/step - loss: 0.5069 - accuracy: 0.7953
Epoch 68/500
113/113 [==============================] - 0s 829us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 69/500
113/113 [==============================] - 0s 858us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 70/500
113/113 [==============================] - 0s 796us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 71/500
113/113 [==============================] - 0s 832us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 72/500
113/113 [==============================] - 0s 810us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 73/500
113/113 [==============================] - 0s 793us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 74/500
113/113 [==============================] - 0s 822us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 75/500
113/113 [==============================] - 0s 790us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 76/500
113/113 [==============================] - 0s 819us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 77/500
113/113 [==============================] - 0s 835us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 78/500
113/113 [==============================] - 0s 796us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 79/500
113/113 [==============================] - 0s 977us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 80/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7953
Epoch 81/500
113/113 [==============================] - 0s 998us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 82/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7953
Epoch 83/500
113/113 [==============================] - 0s 805us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 84/500
113/113 [==============================] - 0s 820us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 85/500
113/113 [==============================] - 0s 805us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 86/500
113/113 [==============================] - 0s 818us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 87/500
113/113 [==============================] - 0s 794us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 88/500
113/113 [==============================] - 0s 792us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 89/500
113/113 [==============================] - 0s 868us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 90/500
113/113 [==============================] - 0s 791us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 91/500
113/113 [==============================] - 0s 912us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 92/500
113/113 [==============================] - 0s 798us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 93/500
113/113 [==============================] - 0s 823us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 94/500
113/113 [==============================] - 0s 832us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 95/500
113/113 [==============================] - 0s 794us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 96/500
113/113 [==============================] - 0s 786us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 97/500
113/113 [==============================] - 0s 820us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 98/500
113/113 [==============================] - 0s 809us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 99/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7953
Epoch 100/500
113/113 [==============================] - 0s 854us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 101/500
113/113 [==============================] - 0s 798us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 102/500
113/113 [==============================] - 0s 814us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 103/500
113/113 [==============================] - 0s 816us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 104/500
113/113 [==============================] - 0s 844us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 105/500
113/113 [==============================] - 0s 801us/step - loss: 0.5068 - accuracy: 0.7953
Epoch 106/500
113/113 [==============================] - 0s 787us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 107/500
113/113 [==============================] - 0s 794us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 108/500
113/113 [==============================] - 0s 800us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 109/500
113/113 [==============================] - 0s 800us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 110/500
113/113 [==============================] - 0s 809us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 111/500
113/113 [==============================] - 0s 784us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 112/500
113/113 [==============================] - 0s 802us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 113/500
113/113 [==============================] - 0s 795us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 114/500
113/113 [==============================] - 0s 808us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 115/500
113/113 [==============================] - 0s 798us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 116/500
113/113 [==============================] - 0s 794us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 117/500
113/113 [==============================] - 0s 784us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 118/500
113/113 [==============================] - 0s 797us/step - loss: 0.5067 - accuracy: 0.7953
Epoch 119/500
113/113 [==============================] - 0s 798us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 120/500
113/113 [==============================] - 0s 813us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 121/500
113/113 [==============================] - 0s 800us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 122/500
113/113 [==============================] - 0s 792us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 123/500
113/113 [==============================] - 0s 800us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 124/500
113/113 [==============================] - 0s 798us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 125/500
113/113 [==============================] - 0s 809us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 126/500
113/113 [==============================] - 0s 796us/step - loss: 0.5066 - accuracy: 0.7953
Epoch 127/500
113/113 [==============================] - 0s 797us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 128/500
113/113 [==============================] - 0s 789us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 129/500
113/113 [==============================] - 0s 788us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 130/500
113/113 [==============================] - 0s 806us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 131/500
113/113 [==============================] - 0s 796us/step - loss: 0.5065 - accuracy: 0.7953
Epoch 132/500
113/113 [==============================] - 0s 794us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 133/500
113/113 [==============================] - 0s 795us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 134/500
113/113 [==============================] - 0s 843us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 135/500
113/113 [==============================] - 0s 870us/step - loss: 0.5064 - accuracy: 0.7953
Epoch 136/500
113/113 [==============================] - 0s 857us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 137/500
113/113 [==============================] - 0s 834us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 138/500
113/113 [==============================] - 0s 826us/step - loss: 0.5063 - accuracy: 0.7953
Epoch 139/500
113/113 [==============================] - 0s 816us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 140/500
113/113 [==============================] - 0s 805us/step - loss: 0.5062 - accuracy: 0.7953
Epoch 141/500
113/113 [==============================] - 0s 843us/step - loss: 0.5061 - accuracy: 0.7953
Epoch 142/500
113/113 [==============================] - 0s 881us/step - loss: 0.5061 - accuracy: 0.7953
Epoch 143/500
113/113 [==============================] - 0s 815us/step - loss: 0.5060 - accuracy: 0.7953
Epoch 144/500
113/113 [==============================] - 0s 799us/step - loss: 0.5060 - accuracy: 0.7953
Epoch 145/500
113/113 [==============================] - 0s 832us/step - loss: 0.5059 - accuracy: 0.7953
Epoch 146/500
113/113 [==============================] - 0s 819us/step - loss: 0.5059 - accuracy: 0.7953
Epoch 147/500
113/113 [==============================] - 0s 809us/step - loss: 0.5058 - accuracy: 0.7953
Epoch 148/500
113/113 [==============================] - 0s 802us/step - loss: 0.5057 - accuracy: 0.7953
Epoch 149/500
113/113 [==============================] - 0s 798us/step - loss: 0.5056 - accuracy: 0.7953
Epoch 150/500
113/113 [==============================] - 0s 793us/step - loss: 0.5055 - accuracy: 0.7953
Epoch 151/500
113/113 [==============================] - 0s 812us/step - loss: 0.5054 - accuracy: 0.7953
Epoch 152/500
113/113 [==============================] - 0s 834us/step - loss: 0.5053 - accuracy: 0.7953
Epoch 153/500
113/113 [==============================] - 0s 787us/step - loss: 0.5052 - accuracy: 0.7953
Epoch 154/500
113/113 [==============================] - 0s 807us/step - loss: 0.5051 - accuracy: 0.7953
Epoch 155/500
113/113 [==============================] - 0s 819us/step - loss: 0.5049 - accuracy: 0.7953
Epoch 156/500
113/113 [==============================] - 0s 954us/step - loss: 0.5048 - accuracy: 0.7953
Epoch 157/500
113/113 [==============================] - 0s 799us/step - loss: 0.5046 - accuracy: 0.7953
Epoch 158/500
113/113 [==============================] - 0s 950us/step - loss: 0.5044 - accuracy: 0.7953
Epoch 159/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5042 - accuracy: 0.7953
Epoch 160/500
113/113 [==============================] - 0s 803us/step - loss: 0.5039 - accuracy: 0.7953
Epoch 161/500
113/113 [==============================] - 0s 816us/step - loss: 0.5037 - accuracy: 0.7953
Epoch 162/500
113/113 [==============================] - 0s 855us/step - loss: 0.5034 - accuracy: 0.7953
Epoch 163/500
113/113 [==============================] - 0s 841us/step - loss: 0.5030 - accuracy: 0.7953
Epoch 164/500
113/113 [==============================] - 0s 797us/step - loss: 0.5027 - accuracy: 0.7953
Epoch 165/500
113/113 [==============================] - 0s 828us/step - loss: 0.5022 - accuracy: 0.7953
Epoch 166/500
113/113 [==============================] - 0s 818us/step - loss: 0.5017 - accuracy: 0.7953
Epoch 167/500
113/113 [==============================] - 0s 799us/step - loss: 0.5012 - accuracy: 0.7953
Epoch 168/500
113/113 [==============================] - 0s 796us/step - loss: 0.5006 - accuracy: 0.7953
Epoch 169/500
113/113 [==============================] - 0s 805us/step - loss: 0.4999 - accuracy: 0.7953
Epoch 170/500
113/113 [==============================] - 0s 816us/step - loss: 0.4991 - accuracy: 0.7953
Epoch 171/500
113/113 [==============================] - 0s 786us/step - loss: 0.4982 - accuracy: 0.7953
Epoch 172/500
113/113 [==============================] - 0s 875us/step - loss: 0.4972 - accuracy: 0.7953
Epoch 173/500
113/113 [==============================] - 0s 804us/step - loss: 0.4961 - accuracy: 0.7953
Epoch 174/500
113/113 [==============================] - 0s 804us/step - loss: 0.4948 - accuracy: 0.7953
Epoch 175/500
113/113 [==============================] - 0s 800us/step - loss: 0.4933 - accuracy: 0.7953
Epoch 176/500
113/113 [==============================] - 0s 797us/step - loss: 0.4916 - accuracy: 0.7953
Epoch 177/500
113/113 [==============================] - 0s 823us/step - loss: 0.4897 - accuracy: 0.7953
Epoch 178/500
113/113 [==============================] - 0s 807us/step - loss: 0.4875 - accuracy: 0.7953
Epoch 179/500
113/113 [==============================] - 0s 806us/step - loss: 0.4851 - accuracy: 0.7953
Epoch 180/500
113/113 [==============================] - 0s 872us/step - loss: 0.4823 - accuracy: 0.7953
Epoch 181/500
113/113 [==============================] - 0s 791us/step - loss: 0.4792 - accuracy: 0.7953
Epoch 182/500
113/113 [==============================] - 0s 804us/step - loss: 0.4758 - accuracy: 0.7953
Epoch 183/500
113/113 [==============================] - 0s 802us/step - loss: 0.4721 - accuracy: 0.7953
Epoch 184/500
113/113 [==============================] - 0s 808us/step - loss: 0.4681 - accuracy: 0.7953
Epoch 185/500
113/113 [==============================] - 0s 817us/step - loss: 0.4639 - accuracy: 0.7953
Epoch 186/500
113/113 [==============================] - 0s 806us/step - loss: 0.4596 - accuracy: 0.7953
Epoch 187/500
113/113 [==============================] - 0s 803us/step - loss: 0.4553 - accuracy: 0.7953
Epoch 188/500
113/113 [==============================] - 0s 803us/step - loss: 0.4512 - accuracy: 0.7953
Epoch 189/500
113/113 [==============================] - 0s 787us/step - loss: 0.4474 - accuracy: 0.7954
Epoch 190/500
113/113 [==============================] - 0s 802us/step - loss: 0.4441 - accuracy: 0.7947
Epoch 191/500
113/113 [==============================] - 0s 809us/step - loss: 0.4412 - accuracy: 0.7954
Epoch 192/500
113/113 [==============================] - 0s 797us/step - loss: 0.4388 - accuracy: 0.7944
Epoch 193/500
113/113 [==============================] - 0s 817us/step - loss: 0.4369 - accuracy: 0.7947
Epoch 194/500
113/113 [==============================] - 0s 805us/step - loss: 0.4354 - accuracy: 0.7971
Epoch 195/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4342 - accuracy: 0.7974
Epoch 196/500
113/113 [==============================] - 0s 889us/step - loss: 0.4333 - accuracy: 0.7994
Epoch 197/500
113/113 [==============================] - 0s 807us/step - loss: 0.4325 - accuracy: 0.8001
Epoch 198/500
113/113 [==============================] - 0s 843us/step - loss: 0.4318 - accuracy: 0.8007
Epoch 199/500
113/113 [==============================] - 0s 796us/step - loss: 0.4313 - accuracy: 0.8015
Epoch 200/500
113/113 [==============================] - 0s 809us/step - loss: 0.4308 - accuracy: 0.8029
Epoch 201/500
113/113 [==============================] - 0s 806us/step - loss: 0.4304 - accuracy: 0.8042
Epoch 202/500
113/113 [==============================] - 0s 804us/step - loss: 0.4300 - accuracy: 0.8057
Epoch 203/500
113/113 [==============================] - 0s 885us/step - loss: 0.4296 - accuracy: 0.8069
Epoch 204/500
113/113 [==============================] - 0s 830us/step - loss: 0.4292 - accuracy: 0.8064
Epoch 205/500
113/113 [==============================] - 0s 808us/step - loss: 0.4288 - accuracy: 0.8086
Epoch 206/500
113/113 [==============================] - 0s 798us/step - loss: 0.4285 - accuracy: 0.8100
Epoch 207/500
113/113 [==============================] - 0s 810us/step - loss: 0.4281 - accuracy: 0.8110
Epoch 208/500
113/113 [==============================] - 0s 802us/step - loss: 0.4277 - accuracy: 0.8119
Epoch 209/500
113/113 [==============================] - 0s 802us/step - loss: 0.4273 - accuracy: 0.8138
Epoch 210/500
113/113 [==============================] - 0s 811us/step - loss: 0.4268 - accuracy: 0.8143
Epoch 211/500
113/113 [==============================] - 0s 810us/step - loss: 0.4264 - accuracy: 0.8146
Epoch 212/500
113/113 [==============================] - 0s 821us/step - loss: 0.4259 - accuracy: 0.8171
Epoch 213/500
113/113 [==============================] - 0s 787us/step - loss: 0.4254 - accuracy: 0.8181
Epoch 214/500
113/113 [==============================] - 0s 805us/step - loss: 0.4249 - accuracy: 0.8189
Epoch 215/500
113/113 [==============================] - 0s 897us/step - loss: 0.4243 - accuracy: 0.8190
Epoch 216/500
113/113 [==============================] - 0s 802us/step - loss: 0.4239 - accuracy: 0.8203
Epoch 217/500
113/113 [==============================] - 0s 798us/step - loss: 0.4234 - accuracy: 0.8213
Epoch 218/500
113/113 [==============================] - 0s 813us/step - loss: 0.4229 - accuracy: 0.8219
Epoch 219/500
113/113 [==============================] - 0s 801us/step - loss: 0.4223 - accuracy: 0.8231
Epoch 220/500
113/113 [==============================] - 0s 818us/step - loss: 0.4218 - accuracy: 0.8243
Epoch 221/500
113/113 [==============================] - 0s 795us/step - loss: 0.4213 - accuracy: 0.8253
Epoch 222/500
113/113 [==============================] - 0s 791us/step - loss: 0.4209 - accuracy: 0.8258
Epoch 223/500
113/113 [==============================] - 0s 810us/step - loss: 0.4204 - accuracy: 0.8263
Epoch 224/500
113/113 [==============================] - 0s 793us/step - loss: 0.4199 - accuracy: 0.8267
Epoch 225/500
113/113 [==============================] - 0s 849us/step - loss: 0.4195 - accuracy: 0.8268
Epoch 226/500
113/113 [==============================] - 0s 813us/step - loss: 0.4190 - accuracy: 0.8272
Epoch 227/500
113/113 [==============================] - 0s 816us/step - loss: 0.4186 - accuracy: 0.8288
Epoch 228/500
113/113 [==============================] - 0s 801us/step - loss: 0.4181 - accuracy: 0.8292
Epoch 229/500
113/113 [==============================] - 0s 791us/step - loss: 0.4176 - accuracy: 0.8290
Epoch 230/500
113/113 [==============================] - 0s 914us/step - loss: 0.4171 - accuracy: 0.8301
Epoch 231/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4166 - accuracy: 0.8304
Epoch 232/500
113/113 [==============================] - 0s 872us/step - loss: 0.4161 - accuracy: 0.8308
Epoch 233/500
113/113 [==============================] - 0s 810us/step - loss: 0.4156 - accuracy: 0.8308
Epoch 234/500
113/113 [==============================] - 0s 840us/step - loss: 0.4151 - accuracy: 0.8325
Epoch 235/500
113/113 [==============================] - 0s 816us/step - loss: 0.4146 - accuracy: 0.8318
Epoch 236/500
113/113 [==============================] - 0s 803us/step - loss: 0.4140 - accuracy: 0.8322
Epoch 237/500
113/113 [==============================] - 0s 814us/step - loss: 0.4133 - accuracy: 0.8326
Epoch 238/500
113/113 [==============================] - 0s 876us/step - loss: 0.4128 - accuracy: 0.8333
Epoch 239/500
113/113 [==============================] - 0s 835us/step - loss: 0.4120 - accuracy: 0.8325
Epoch 240/500
113/113 [==============================] - 0s 828us/step - loss: 0.4113 - accuracy: 0.8343
Epoch 241/500
113/113 [==============================] - 0s 792us/step - loss: 0.4105 - accuracy: 0.8344
Epoch 242/500
113/113 [==============================] - 0s 819us/step - loss: 0.4096 - accuracy: 0.8346
Epoch 243/500
113/113 [==============================] - 0s 793us/step - loss: 0.4087 - accuracy: 0.8347
Epoch 244/500
113/113 [==============================] - 0s 846us/step - loss: 0.4078 - accuracy: 0.8349
Epoch 245/500
113/113 [==============================] - 0s 792us/step - loss: 0.4067 - accuracy: 0.8361
Epoch 246/500
113/113 [==============================] - 0s 821us/step - loss: 0.4056 - accuracy: 0.8361
Epoch 247/500
113/113 [==============================] - 0s 819us/step - loss: 0.4044 - accuracy: 0.8360
Epoch 248/500
113/113 [==============================] - 0s 849us/step - loss: 0.4031 - accuracy: 0.8353
Epoch 249/500
113/113 [==============================] - 0s 806us/step - loss: 0.4018 - accuracy: 0.8365
Epoch 250/500
113/113 [==============================] - 0s 833us/step - loss: 0.4004 - accuracy: 0.8371
Epoch 251/500
113/113 [==============================] - 0s 803us/step - loss: 0.3989 - accuracy: 0.8378
Epoch 252/500
113/113 [==============================] - 0s 844us/step - loss: 0.3973 - accuracy: 0.8389
Epoch 253/500
113/113 [==============================] - 0s 793us/step - loss: 0.3957 - accuracy: 0.8396
Epoch 254/500
113/113 [==============================] - 0s 801us/step - loss: 0.3941 - accuracy: 0.8404
Epoch 255/500
113/113 [==============================] - 0s 852us/step - loss: 0.3923 - accuracy: 0.8401
Epoch 256/500
113/113 [==============================] - 0s 803us/step - loss: 0.3906 - accuracy: 0.8407
Epoch 257/500
113/113 [==============================] - 0s 878us/step - loss: 0.3889 - accuracy: 0.8428
Epoch 258/500
113/113 [==============================] - 0s 783us/step - loss: 0.3870 - accuracy: 0.8418
Epoch 259/500
113/113 [==============================] - 0s 811us/step - loss: 0.3852 - accuracy: 0.8410
Epoch 260/500
113/113 [==============================] - 0s 851us/step - loss: 0.3834 - accuracy: 0.8440
Epoch 261/500
113/113 [==============================] - 0s 783us/step - loss: 0.3815 - accuracy: 0.8436
Epoch 262/500
113/113 [==============================] - 0s 818us/step - loss: 0.3798 - accuracy: 0.8451
Epoch 263/500
113/113 [==============================] - 0s 830us/step - loss: 0.3780 - accuracy: 0.8457
Epoch 264/500
113/113 [==============================] - 0s 804us/step - loss: 0.3763 - accuracy: 0.8465
Epoch 265/500
113/113 [==============================] - 0s 822us/step - loss: 0.3747 - accuracy: 0.8483
Epoch 266/500
113/113 [==============================] - 0s 790us/step - loss: 0.3730 - accuracy: 0.8483
Epoch 267/500
113/113 [==============================] - 0s 891us/step - loss: 0.3714 - accuracy: 0.8507
Epoch 268/500
113/113 [==============================] - 0s 818us/step - loss: 0.3699 - accuracy: 0.8514
Epoch 269/500
113/113 [==============================] - 0s 822us/step - loss: 0.3684 - accuracy: 0.8511
Epoch 270/500
113/113 [==============================] - 0s 785us/step - loss: 0.3670 - accuracy: 0.8543
Epoch 271/500
113/113 [==============================] - 0s 816us/step - loss: 0.3656 - accuracy: 0.8539
Epoch 272/500
113/113 [==============================] - 0s 814us/step - loss: 0.3643 - accuracy: 0.8533
Epoch 273/500
113/113 [==============================] - 0s 822us/step - loss: 0.3632 - accuracy: 0.8537
Epoch 274/500
113/113 [==============================] - 0s 798us/step - loss: 0.3620 - accuracy: 0.8533
Epoch 275/500
113/113 [==============================] - 0s 791us/step - loss: 0.3610 - accuracy: 0.8540
Epoch 276/500
113/113 [==============================] - 0s 843us/step - loss: 0.3600 - accuracy: 0.8549
Epoch 277/500
113/113 [==============================] - 0s 868us/step - loss: 0.3590 - accuracy: 0.8554
Epoch 278/500
113/113 [==============================] - 0s 819us/step - loss: 0.3583 - accuracy: 0.8561
Epoch 279/500
113/113 [==============================] - 0s 867us/step - loss: 0.3573 - accuracy: 0.8546
Epoch 280/500
113/113 [==============================] - 0s 813us/step - loss: 0.3567 - accuracy: 0.8558
Epoch 281/500
113/113 [==============================] - 0s 814us/step - loss: 0.3561 - accuracy: 0.8556
Epoch 282/500
113/113 [==============================] - 0s 793us/step - loss: 0.3553 - accuracy: 0.8571
Epoch 283/500
113/113 [==============================] - 0s 815us/step - loss: 0.3547 - accuracy: 0.8572
Epoch 284/500
113/113 [==============================] - 0s 826us/step - loss: 0.3541 - accuracy: 0.8557
Epoch 285/500
113/113 [==============================] - 0s 849us/step - loss: 0.3537 - accuracy: 0.8574
Epoch 286/500
113/113 [==============================] - 0s 867us/step - loss: 0.3531 - accuracy: 0.8583
Epoch 287/500
113/113 [==============================] - 0s 801us/step - loss: 0.3527 - accuracy: 0.8572
Epoch 288/500
113/113 [==============================] - 0s 933us/step - loss: 0.3523 - accuracy: 0.8579
Epoch 289/500
113/113 [==============================] - 0s 837us/step - loss: 0.3518 - accuracy: 0.8582
Epoch 290/500
113/113 [==============================] - 0s 792us/step - loss: 0.3516 - accuracy: 0.8576
Epoch 291/500
113/113 [==============================] - 0s 792us/step - loss: 0.3513 - accuracy: 0.8594
Epoch 292/500
113/113 [==============================] - 0s 860us/step - loss: 0.3509 - accuracy: 0.8576
Epoch 293/500
113/113 [==============================] - 0s 827us/step - loss: 0.3506 - accuracy: 0.8596
Epoch 294/500
113/113 [==============================] - 0s 840us/step - loss: 0.3504 - accuracy: 0.8579
Epoch 295/500
113/113 [==============================] - 0s 799us/step - loss: 0.3501 - accuracy: 0.8576
Epoch 296/500
113/113 [==============================] - 0s 791us/step - loss: 0.3498 - accuracy: 0.8587
Epoch 297/500
113/113 [==============================] - 0s 850us/step - loss: 0.3496 - accuracy: 0.8587
Epoch 298/500
113/113 [==============================] - 0s 864us/step - loss: 0.3494 - accuracy: 0.8596
Epoch 299/500
113/113 [==============================] - 0s 855us/step - loss: 0.3494 - accuracy: 0.8575
Epoch 300/500
113/113 [==============================] - 0s 859us/step - loss: 0.3491 - accuracy: 0.8592
Epoch 301/500
113/113 [==============================] - 0s 874us/step - loss: 0.3490 - accuracy: 0.8596
Epoch 302/500
113/113 [==============================] - 0s 849us/step - loss: 0.3488 - accuracy: 0.8582
Epoch 303/500
113/113 [==============================] - 0s 800us/step - loss: 0.3486 - accuracy: 0.8596
Epoch 304/500
113/113 [==============================] - 0s 842us/step - loss: 0.3485 - accuracy: 0.8586
Epoch 305/500
113/113 [==============================] - 0s 811us/step - loss: 0.3482 - accuracy: 0.8586
Epoch 306/500
113/113 [==============================] - 0s 796us/step - loss: 0.3485 - accuracy: 0.8575
Epoch 307/500
113/113 [==============================] - 0s 823us/step - loss: 0.3482 - accuracy: 0.8582
Epoch 308/500
113/113 [==============================] - 0s 904us/step - loss: 0.3481 - accuracy: 0.8599
Epoch 309/500
113/113 [==============================] - 0s 855us/step - loss: 0.3480 - accuracy: 0.8585
Epoch 310/500
113/113 [==============================] - 0s 854us/step - loss: 0.3480 - accuracy: 0.8574
Epoch 311/500
113/113 [==============================] - 0s 800us/step - loss: 0.3480 - accuracy: 0.8585
Epoch 312/500
113/113 [==============================] - 0s 815us/step - loss: 0.3480 - accuracy: 0.8589
Epoch 313/500
113/113 [==============================] - 0s 795us/step - loss: 0.3475 - accuracy: 0.8592
Epoch 314/500
113/113 [==============================] - 0s 821us/step - loss: 0.3479 - accuracy: 0.8593
Epoch 315/500
113/113 [==============================] - 0s 827us/step - loss: 0.3477 - accuracy: 0.8582
Epoch 316/500
113/113 [==============================] - 0s 796us/step - loss: 0.3478 - accuracy: 0.8579
Epoch 317/500
113/113 [==============================] - 0s 812us/step - loss: 0.3478 - accuracy: 0.8572
Epoch 318/500
113/113 [==============================] - 0s 813us/step - loss: 0.3476 - accuracy: 0.8608
Epoch 319/500
113/113 [==============================] - 0s 820us/step - loss: 0.3475 - accuracy: 0.8581
Epoch 320/500
113/113 [==============================] - 0s 844us/step - loss: 0.3473 - accuracy: 0.8590
Epoch 321/500
113/113 [==============================] - 0s 811us/step - loss: 0.3477 - accuracy: 0.8574
Epoch 322/500
113/113 [==============================] - 0s 801us/step - loss: 0.3471 - accuracy: 0.8600
Epoch 323/500
113/113 [==============================] - 0s 821us/step - loss: 0.3473 - accuracy: 0.8590
Epoch 324/500
113/113 [==============================] - 0s 793us/step - loss: 0.3475 - accuracy: 0.8593
Epoch 325/500
113/113 [==============================] - 0s 934us/step - loss: 0.3473 - accuracy: 0.8583
Epoch 326/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3472 - accuracy: 0.8585
Epoch 327/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3470 - accuracy: 0.8601
Epoch 328/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3470 - accuracy: 0.8587
Epoch 329/500
113/113 [==============================] - 0s 997us/step - loss: 0.3468 - accuracy: 0.8587
Epoch 330/500
113/113 [==============================] - 0s 806us/step - loss: 0.3469 - accuracy: 0.8575
Epoch 331/500
113/113 [==============================] - 0s 793us/step - loss: 0.3469 - accuracy: 0.8579
Epoch 332/500
113/113 [==============================] - 0s 833us/step - loss: 0.3468 - accuracy: 0.8579
Epoch 333/500
113/113 [==============================] - 0s 795us/step - loss: 0.3466 - accuracy: 0.8585
Epoch 334/500
113/113 [==============================] - 0s 855us/step - loss: 0.3464 - accuracy: 0.8583
Epoch 335/500
113/113 [==============================] - 0s 969us/step - loss: 0.3460 - accuracy: 0.8592
Epoch 336/500
113/113 [==============================] - 0s 824us/step - loss: 0.3462 - accuracy: 0.8600
Epoch 337/500
113/113 [==============================] - 0s 812us/step - loss: 0.3459 - accuracy: 0.8592
Epoch 338/500
113/113 [==============================] - 0s 825us/step - loss: 0.3456 - accuracy: 0.8578
Epoch 339/500
113/113 [==============================] - 0s 852us/step - loss: 0.3457 - accuracy: 0.8579
Epoch 340/500
113/113 [==============================] - 0s 846us/step - loss: 0.3453 - accuracy: 0.8608
Epoch 341/500
113/113 [==============================] - 0s 814us/step - loss: 0.3455 - accuracy: 0.8603
Epoch 342/500
113/113 [==============================] - 0s 817us/step - loss: 0.3451 - accuracy: 0.8599
Epoch 343/500
113/113 [==============================] - 0s 790us/step - loss: 0.3447 - accuracy: 0.8607
Epoch 344/500
113/113 [==============================] - 0s 796us/step - loss: 0.3450 - accuracy: 0.8590
Epoch 345/500
113/113 [==============================] - 0s 827us/step - loss: 0.3449 - accuracy: 0.8599
Epoch 346/500
113/113 [==============================] - 0s 790us/step - loss: 0.3447 - accuracy: 0.8592
Epoch 347/500
113/113 [==============================] - 0s 817us/step - loss: 0.3446 - accuracy: 0.8589
Epoch 348/500
113/113 [==============================] - 0s 801us/step - loss: 0.3448 - accuracy: 0.8589
Epoch 349/500
113/113 [==============================] - 0s 836us/step - loss: 0.3444 - accuracy: 0.8590
Epoch 350/500
113/113 [==============================] - 0s 840us/step - loss: 0.3445 - accuracy: 0.8583
Epoch 351/500
113/113 [==============================] - 0s 796us/step - loss: 0.3441 - accuracy: 0.8590
Epoch 352/500
113/113 [==============================] - 0s 793us/step - loss: 0.3444 - accuracy: 0.8596
Epoch 353/500
113/113 [==============================] - 0s 814us/step - loss: 0.3440 - accuracy: 0.8601
Epoch 354/500
113/113 [==============================] - 0s 793us/step - loss: 0.3439 - accuracy: 0.8604
Epoch 355/500
113/113 [==============================] - 0s 833us/step - loss: 0.3435 - accuracy: 0.8603
Epoch 356/500
113/113 [==============================] - 0s 790us/step - loss: 0.3438 - accuracy: 0.8578
Epoch 357/500
113/113 [==============================] - 0s 784us/step - loss: 0.3435 - accuracy: 0.8603
Epoch 358/500
113/113 [==============================] - 0s 814us/step - loss: 0.3431 - accuracy: 0.8603
Epoch 359/500
113/113 [==============================] - 0s 865us/step - loss: 0.3428 - accuracy: 0.8568
Epoch 360/500
113/113 [==============================] - 0s 783us/step - loss: 0.3431 - accuracy: 0.8604
Epoch 361/500
113/113 [==============================] - 0s 833us/step - loss: 0.3427 - accuracy: 0.8604
Epoch 362/500
113/113 [==============================] - 0s 780us/step - loss: 0.3425 - accuracy: 0.8604
Epoch 363/500
113/113 [==============================] - 0s 818us/step - loss: 0.3425 - accuracy: 0.8614
Epoch 364/500
113/113 [==============================] - 0s 803us/step - loss: 0.3423 - accuracy: 0.8604
Epoch 365/500
113/113 [==============================] - 0s 795us/step - loss: 0.3422 - accuracy: 0.8600
Epoch 366/500
113/113 [==============================] - 0s 834us/step - loss: 0.3418 - accuracy: 0.8608
Epoch 367/500
113/113 [==============================] - 0s 786us/step - loss: 0.3419 - accuracy: 0.8611
Epoch 368/500
113/113 [==============================] - 0s 782us/step - loss: 0.3420 - accuracy: 0.8612
Epoch 369/500
113/113 [==============================] - 0s 817us/step - loss: 0.3419 - accuracy: 0.8604
Epoch 370/500
113/113 [==============================] - 0s 830us/step - loss: 0.3418 - accuracy: 0.8601
Epoch 371/500
113/113 [==============================] - 0s 821us/step - loss: 0.3412 - accuracy: 0.8599
Epoch 372/500
113/113 [==============================] - 0s 788us/step - loss: 0.3415 - accuracy: 0.8587
Epoch 373/500
113/113 [==============================] - 0s 787us/step - loss: 0.3415 - accuracy: 0.8614
Epoch 374/500
113/113 [==============================] - 0s 814us/step - loss: 0.3413 - accuracy: 0.8604
Epoch 375/500
113/113 [==============================] - 0s 785us/step - loss: 0.3412 - accuracy: 0.8604
Epoch 376/500
113/113 [==============================] - 0s 796us/step - loss: 0.3416 - accuracy: 0.8604
Epoch 377/500
113/113 [==============================] - 0s 841us/step - loss: 0.3412 - accuracy: 0.8607
Epoch 378/500
113/113 [==============================] - 0s 792us/step - loss: 0.3414 - accuracy: 0.8599
Epoch 379/500
113/113 [==============================] - 0s 818us/step - loss: 0.3412 - accuracy: 0.8604
Epoch 380/500
113/113 [==============================] - 0s 795us/step - loss: 0.3411 - accuracy: 0.8603
Epoch 381/500
113/113 [==============================] - 0s 841us/step - loss: 0.3412 - accuracy: 0.8618
Epoch 382/500
113/113 [==============================] - 0s 824us/step - loss: 0.3411 - accuracy: 0.8596
Epoch 383/500
113/113 [==============================] - 0s 810us/step - loss: 0.3409 - accuracy: 0.8600
Epoch 384/500
113/113 [==============================] - 0s 799us/step - loss: 0.3410 - accuracy: 0.8594
Epoch 385/500
113/113 [==============================] - 0s 835us/step - loss: 0.3408 - accuracy: 0.8608
Epoch 386/500
113/113 [==============================] - 0s 785us/step - loss: 0.3409 - accuracy: 0.8610
Epoch 387/500
113/113 [==============================] - 0s 816us/step - loss: 0.3407 - accuracy: 0.8603
Epoch 388/500
113/113 [==============================] - 0s 828us/step - loss: 0.3407 - accuracy: 0.8594
Epoch 389/500
113/113 [==============================] - 0s 786us/step - loss: 0.3407 - accuracy: 0.8600
Epoch 390/500
113/113 [==============================] - 0s 831us/step - loss: 0.3405 - accuracy: 0.8604
Epoch 391/500
113/113 [==============================] - 0s 832us/step - loss: 0.3407 - accuracy: 0.8594
Epoch 392/500
113/113 [==============================] - 0s 783us/step - loss: 0.3407 - accuracy: 0.8587
Epoch 393/500
113/113 [==============================] - 0s 837us/step - loss: 0.3405 - accuracy: 0.8596
Epoch 394/500
113/113 [==============================] - 0s 788us/step - loss: 0.3406 - accuracy: 0.8586
Epoch 395/500
113/113 [==============================] - 0s 819us/step - loss: 0.3406 - accuracy: 0.8608
Epoch 396/500
113/113 [==============================] - 0s 793us/step - loss: 0.3405 - accuracy: 0.8612
Epoch 397/500
113/113 [==============================] - 0s 785us/step - loss: 0.3408 - accuracy: 0.8606
Epoch 398/500
113/113 [==============================] - 0s 838us/step - loss: 0.3405 - accuracy: 0.8589
Epoch 399/500
113/113 [==============================] - 0s 792us/step - loss: 0.3403 - accuracy: 0.8600
Epoch 400/500
113/113 [==============================] - 0s 786us/step - loss: 0.3404 - accuracy: 0.8601
Epoch 401/500
113/113 [==============================] - 0s 808us/step - loss: 0.3403 - accuracy: 0.8593
Epoch 402/500
113/113 [==============================] - 0s 882us/step - loss: 0.3402 - accuracy: 0.8603
Epoch 403/500
113/113 [==============================] - 0s 809us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 404/500
113/113 [==============================] - 0s 876us/step - loss: 0.3404 - accuracy: 0.8599
Epoch 405/500
113/113 [==============================] - 0s 790us/step - loss: 0.3403 - accuracy: 0.8585
Epoch 406/500
113/113 [==============================] - 0s 817us/step - loss: 0.3403 - accuracy: 0.8592
Epoch 407/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3401 - accuracy: 0.8606
Epoch 408/500
113/113 [==============================] - 0s 933us/step - loss: 0.3402 - accuracy: 0.8601
Epoch 409/500
113/113 [==============================] - 0s 883us/step - loss: 0.3401 - accuracy: 0.8596
Epoch 410/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3399 - accuracy: 0.8599
Epoch 411/500
113/113 [==============================] - 0s 883us/step - loss: 0.3400 - accuracy: 0.8596
Epoch 412/500
113/113 [==============================] - 0s 834us/step - loss: 0.3401 - accuracy: 0.8604
Epoch 413/500
113/113 [==============================] - 0s 786us/step - loss: 0.3400 - accuracy: 0.8578
Epoch 414/500
113/113 [==============================] - 0s 822us/step - loss: 0.3402 - accuracy: 0.8590
Epoch 415/500
113/113 [==============================] - 0s 789us/step - loss: 0.3400 - accuracy: 0.8611
Epoch 416/500
113/113 [==============================] - 0s 791us/step - loss: 0.3399 - accuracy: 0.8587
Epoch 417/500
113/113 [==============================] - 0s 811us/step - loss: 0.3400 - accuracy: 0.8611
Epoch 418/500
113/113 [==============================] - 0s 808us/step - loss: 0.3397 - accuracy: 0.8608
Epoch 419/500
113/113 [==============================] - 0s 791us/step - loss: 0.3397 - accuracy: 0.8590
Epoch 420/500
113/113 [==============================] - 0s 837us/step - loss: 0.3401 - accuracy: 0.8603
Epoch 421/500
113/113 [==============================] - 0s 789us/step - loss: 0.3395 - accuracy: 0.8614
Epoch 422/500
113/113 [==============================] - 0s 794us/step - loss: 0.3400 - accuracy: 0.8599
Epoch 423/500
113/113 [==============================] - 0s 818us/step - loss: 0.3395 - accuracy: 0.8606
Epoch 424/500
113/113 [==============================] - 0s 786us/step - loss: 0.3399 - accuracy: 0.8601
Epoch 425/500
113/113 [==============================] - 0s 814us/step - loss: 0.3398 - accuracy: 0.8618
Epoch 426/500
113/113 [==============================] - 0s 789us/step - loss: 0.3393 - accuracy: 0.8601
Epoch 427/500
113/113 [==============================] - 0s 790us/step - loss: 0.3397 - accuracy: 0.8594
Epoch 428/500
113/113 [==============================] - 0s 859us/step - loss: 0.3398 - accuracy: 0.8611
Epoch 429/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3397 - accuracy: 0.8601
Epoch 430/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3392 - accuracy: 0.8594
Epoch 431/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3398 - accuracy: 0.8600
Epoch 432/500
113/113 [==============================] - 0s 859us/step - loss: 0.3399 - accuracy: 0.8612
Epoch 433/500
113/113 [==============================] - 0s 773us/step - loss: 0.3398 - accuracy: 0.8607
Epoch 434/500
113/113 [==============================] - 0s 774us/step - loss: 0.3397 - accuracy: 0.8603
Epoch 435/500
113/113 [==============================] - 0s 807us/step - loss: 0.3395 - accuracy: 0.8596
Epoch 436/500
113/113 [==============================] - 0s 791us/step - loss: 0.3397 - accuracy: 0.8597
Epoch 437/500
113/113 [==============================] - 0s 725us/step - loss: 0.3398 - accuracy: 0.8590
Epoch 438/500
113/113 [==============================] - 0s 999us/step - loss: 0.3392 - accuracy: 0.8596
Epoch 439/500
113/113 [==============================] - 0s 749us/step - loss: 0.3397 - accuracy: 0.8603
Epoch 440/500
113/113 [==============================] - 0s 761us/step - loss: 0.3395 - accuracy: 0.8606
Epoch 441/500
113/113 [==============================] - 0s 916us/step - loss: 0.3396 - accuracy: 0.8585
Epoch 442/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3395 - accuracy: 0.8607
Epoch 443/500
113/113 [==============================] - ETA: 0s - loss: 0.3357 - accuracy: 0.86 - 0s 1ms/step - loss: 0.3394 - accuracy: 0.8608
Epoch 444/500
113/113 [==============================] - 0s 873us/step - loss: 0.3395 - accuracy: 0.8611
Epoch 445/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3396 - accuracy: 0.8601
Epoch 446/500
113/113 [==============================] - 0s 866us/step - loss: 0.3395 - accuracy: 0.8621
Epoch 447/500
113/113 [==============================] - 0s 886us/step - loss: 0.3394 - accuracy: 0.8603
Epoch 448/500
113/113 [==============================] - 0s 928us/step - loss: 0.3395 - accuracy: 0.8594
Epoch 449/500
113/113 [==============================] - 0s 976us/step - loss: 0.3394 - accuracy: 0.8592
Epoch 450/500
113/113 [==============================] - 0s 947us/step - loss: 0.3394 - accuracy: 0.8601
Epoch 451/500
113/113 [==============================] - 0s 932us/step - loss: 0.3396 - accuracy: 0.8590
Epoch 452/500
113/113 [==============================] - 0s 951us/step - loss: 0.3396 - accuracy: 0.8601
Epoch 453/500
113/113 [==============================] - 0s 989us/step - loss: 0.3394 - accuracy: 0.8610
Epoch 454/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3397 - accuracy: 0.8596
Epoch 455/500
113/113 [==============================] - 0s 950us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 456/500
113/113 [==============================] - 0s 952us/step - loss: 0.3393 - accuracy: 0.8593
Epoch 457/500
113/113 [==============================] - 0s 981us/step - loss: 0.3391 - accuracy: 0.8607
Epoch 458/500
113/113 [==============================] - 0s 916us/step - loss: 0.3396 - accuracy: 0.8607
Epoch 459/500
113/113 [==============================] - 0s 880us/step - loss: 0.3395 - accuracy: 0.8611
Epoch 460/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3391 - accuracy: 0.8597
Epoch 461/500
113/113 [==============================] - 0s 904us/step - loss: 0.3396 - accuracy: 0.8617
Epoch 462/500
113/113 [==============================] - 0s 841us/step - loss: 0.3392 - accuracy: 0.8604
Epoch 463/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3393 - accuracy: 0.8600
Epoch 464/500
113/113 [==============================] - 0s 964us/step - loss: 0.3391 - accuracy: 0.8619
Epoch 465/500
113/113 [==============================] - 0s 836us/step - loss: 0.3393 - accuracy: 0.8607
Epoch 466/500
113/113 [==============================] - 0s 817us/step - loss: 0.3392 - accuracy: 0.8603
Epoch 467/500
113/113 [==============================] - 0s 784us/step - loss: 0.3390 - accuracy: 0.8606
Epoch 468/500
113/113 [==============================] - 0s 907us/step - loss: 0.3386 - accuracy: 0.8606
Epoch 469/500
113/113 [==============================] - 0s 948us/step - loss: 0.3391 - accuracy: 0.8612
Epoch 470/500
113/113 [==============================] - 0s 851us/step - loss: 0.3389 - accuracy: 0.8615
Epoch 471/500
113/113 [==============================] - 0s 827us/step - loss: 0.3389 - accuracy: 0.8600
Epoch 472/500
113/113 [==============================] - 0s 790us/step - loss: 0.3387 - accuracy: 0.8601
Epoch 473/500
113/113 [==============================] - 0s 889us/step - loss: 0.3385 - accuracy: 0.8606
Epoch 474/500
113/113 [==============================] - 0s 814us/step - loss: 0.3385 - accuracy: 0.8596
Epoch 475/500
113/113 [==============================] - 0s 786us/step - loss: 0.3381 - accuracy: 0.8611
Epoch 476/500
113/113 [==============================] - 0s 838us/step - loss: 0.3387 - accuracy: 0.8612
Epoch 477/500
113/113 [==============================] - 0s 858us/step - loss: 0.3385 - accuracy: 0.8586
Epoch 478/500
113/113 [==============================] - 0s 870us/step - loss: 0.3385 - accuracy: 0.8610
Epoch 479/500
113/113 [==============================] - 0s 797us/step - loss: 0.3384 - accuracy: 0.8600
Epoch 480/500
113/113 [==============================] - 0s 774us/step - loss: 0.3383 - accuracy: 0.8607
Epoch 481/500
113/113 [==============================] - 0s 823us/step - loss: 0.3380 - accuracy: 0.8608
Epoch 482/500
113/113 [==============================] - 0s 794us/step - loss: 0.3379 - accuracy: 0.8611
Epoch 483/500
113/113 [==============================] - 0s 792us/step - loss: 0.3380 - accuracy: 0.8614
Epoch 484/500
113/113 [==============================] - 0s 839us/step - loss: 0.3379 - accuracy: 0.8617
Epoch 485/500
113/113 [==============================] - 0s 779us/step - loss: 0.3378 - accuracy: 0.8621
Epoch 486/500
113/113 [==============================] - 0s 814us/step - loss: 0.3377 - accuracy: 0.8614
Epoch 487/500
113/113 [==============================] - 0s 781us/step - loss: 0.3375 - accuracy: 0.8612
Epoch 488/500
113/113 [==============================] - 0s 903us/step - loss: 0.3375 - accuracy: 0.8607
Epoch 489/500
113/113 [==============================] - 0s 944us/step - loss: 0.3373 - accuracy: 0.8610
Epoch 490/500
113/113 [==============================] - 0s 897us/step - loss: 0.3373 - accuracy: 0.8614
Epoch 491/500
113/113 [==============================] - 0s 933us/step - loss: 0.3370 - accuracy: 0.8622
Epoch 492/500
113/113 [==============================] - 0s 862us/step - loss: 0.3369 - accuracy: 0.8617
Epoch 493/500
113/113 [==============================] - 0s 869us/step - loss: 0.3365 - accuracy: 0.8628
Epoch 494/500
113/113 [==============================] - 0s 909us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 495/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3364 - accuracy: 0.8633
Epoch 496/500
113/113 [==============================] - 0s 886us/step - loss: 0.3365 - accuracy: 0.8619
Epoch 497/500
113/113 [==============================] - 0s 861us/step - loss: 0.3361 - accuracy: 0.8640
Epoch 498/500
113/113 [==============================] - 0s 881us/step - loss: 0.3363 - accuracy: 0.8639
Epoch 499/500
113/113 [==============================] - 0s 888us/step - loss: 0.3358 - accuracy: 0.8632
Epoch 500/500
113/113 [==============================] - 0s 856us/step - loss: 0.3362 - accuracy: 0.8625
Epoch 1/500
113/113 [==============================] - 0s 838us/step - loss: 0.6519 - accuracy: 0.7932
Epoch 2/500
113/113 [==============================] - 0s 900us/step - loss: 0.5932 - accuracy: 0.7974
Epoch 3/500
113/113 [==============================] - 0s 804us/step - loss: 0.5590 - accuracy: 0.7974
Epoch 4/500
113/113 [==============================] - 0s 858us/step - loss: 0.5386 - accuracy: 0.7974
Epoch 5/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5262 - accuracy: 0.7974
Epoch 6/500
113/113 [==============================] - 0s 831us/step - loss: 0.5185 - accuracy: 0.7974
Epoch 7/500
113/113 [==============================] - 0s 797us/step - loss: 0.5135 - accuracy: 0.7974
Epoch 8/500
113/113 [==============================] - 0s 826us/step - loss: 0.5103 - accuracy: 0.7974
Epoch 9/500
113/113 [==============================] - 0s 823us/step - loss: 0.5083 - accuracy: 0.7974
Epoch 10/500
113/113 [==============================] - 0s 817us/step - loss: 0.5069 - accuracy: 0.7974
Epoch 11/500
113/113 [==============================] - 0s 863us/step - loss: 0.5060 - accuracy: 0.7974
Epoch 12/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5054 - accuracy: 0.7974
Epoch 13/500
113/113 [==============================] - 0s 977us/step - loss: 0.5049 - accuracy: 0.7974
Epoch 14/500
113/113 [==============================] - 0s 820us/step - loss: 0.5047 - accuracy: 0.7974
Epoch 15/500
113/113 [==============================] - 0s 828us/step - loss: 0.5045 - accuracy: 0.7974
Epoch 16/500
113/113 [==============================] - 0s 800us/step - loss: 0.5043 - accuracy: 0.7974
Epoch 17/500
113/113 [==============================] - 0s 832us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 18/500
113/113 [==============================] - 0s 811us/step - loss: 0.5042 - accuracy: 0.7974
Epoch 19/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 20/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5041 - accuracy: 0.7974
Epoch 21/500
113/113 [==============================] - 0s 930us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 22/500
113/113 [==============================] - 0s 847us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 23/500
113/113 [==============================] - 0s 792us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 24/500
113/113 [==============================] - 0s 829us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 25/500
113/113 [==============================] - 0s 793us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 26/500
113/113 [==============================] - 0s 843us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 27/500
113/113 [==============================] - 0s 816us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 28/500
113/113 [==============================] - 0s 798us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 29/500
113/113 [==============================] - 0s 814us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 30/500
113/113 [==============================] - 0s 791us/step - loss: 0.5041 - accuracy: 0.7974
Epoch 31/500
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 32/500
113/113 [==============================] - 0s 973us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 33/500
113/113 [==============================] - 0s 849us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 34/500
113/113 [==============================] - 0s 906us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 35/500
113/113 [==============================] - 0s 836us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 36/500
113/113 [==============================] - 0s 861us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 37/500
113/113 [==============================] - 0s 916us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 38/500
113/113 [==============================] - 0s 898us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 39/500
113/113 [==============================] - 0s 948us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 40/500
113/113 [==============================] - 0s 934us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 41/500
113/113 [==============================] - 0s 902us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 42/500
113/113 [==============================] - 0s 855us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 43/500
113/113 [==============================] - 0s 851us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 44/500
113/113 [==============================] - 0s 858us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 45/500
113/113 [==============================] - 0s 805us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 46/500
113/113 [==============================] - 0s 870us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 47/500
113/113 [==============================] - 0s 834us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 48/500
113/113 [==============================] - 0s 859us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 49/500
113/113 [==============================] - 0s 843us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 50/500
113/113 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 51/500
113/113 [==============================] - 0s 814us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 52/500
113/113 [==============================] - 0s 805us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 53/500
113/113 [==============================] - 0s 811us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 54/500
113/113 [==============================] - 0s 829us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 55/500
113/113 [==============================] - 0s 792us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 56/500
113/113 [==============================] - 0s 807us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 57/500
113/113 [==============================] - 0s 841us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 58/500
113/113 [==============================] - 0s 808us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 59/500
113/113 [==============================] - 0s 884us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 60/500
113/113 [==============================] - 0s 770us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 61/500
113/113 [==============================] - 0s 787us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 62/500
113/113 [==============================] - 0s 827us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 63/500
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 64/500
113/113 [==============================] - 0s 799us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 65/500
113/113 [==============================] - 0s 823us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 66/500
113/113 [==============================] - 0s 794us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 67/500
113/113 [==============================] - 0s 837us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 68/500
113/113 [==============================] - 0s 796us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 69/500
113/113 [==============================] - 0s 831us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 70/500
113/113 [==============================] - 0s 864us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 71/500
113/113 [==============================] - 0s 790us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 72/500
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 73/500
113/113 [==============================] - 0s 827us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 74/500
113/113 [==============================] - 0s 817us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 75/500
113/113 [==============================] - 0s 819us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 76/500
113/113 [==============================] - 0s 799us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 77/500
113/113 [==============================] - 0s 811us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 78/500
113/113 [==============================] - 0s 825us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 79/500
113/113 [==============================] - 0s 796us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 80/500
113/113 [==============================] - 0s 807us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 81/500
113/113 [==============================] - 0s 912us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 82/500
113/113 [==============================] - 0s 797us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 83/500
113/113 [==============================] - 0s 839us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 84/500
113/113 [==============================] - 0s 796us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 85/500
113/113 [==============================] - 0s 810us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 86/500
113/113 [==============================] - 0s 816us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 87/500
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 88/500
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 89/500
113/113 [==============================] - 0s 821us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 90/500
113/113 [==============================] - 0s 802us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 91/500
113/113 [==============================] - 0s 909us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 92/500
113/113 [==============================] - 0s 795us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 93/500
113/113 [==============================] - 0s 820us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 94/500
113/113 [==============================] - 0s 868us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 95/500
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 96/500
113/113 [==============================] - 0s 823us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 97/500
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 98/500
113/113 [==============================] - 0s 798us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 99/500
113/113 [==============================] - 0s 828us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 100/500
113/113 [==============================] - 0s 788us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 101/500
113/113 [==============================] - 0s 822us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 102/500
113/113 [==============================] - 0s 866us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 103/500
113/113 [==============================] - 0s 795us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 104/500
113/113 [==============================] - 0s 818us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 105/500
113/113 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 106/500
113/113 [==============================] - 0s 802us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 107/500
113/113 [==============================] - 0s 821us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 108/500
113/113 [==============================] - 0s 792us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 109/500
113/113 [==============================] - 0s 803us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 110/500
113/113 [==============================] - 0s 834us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 111/500
113/113 [==============================] - 0s 799us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 112/500
113/113 [==============================] - 0s 954us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 113/500
113/113 [==============================] - 0s 794us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 114/500
113/113 [==============================] - 0s 790us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 115/500
113/113 [==============================] - 0s 811us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 116/500
113/113 [==============================] - 0s 774us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 117/500
113/113 [==============================] - 0s 795us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 118/500
113/113 [==============================] - 0s 817us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 119/500
113/113 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 120/500
113/113 [==============================] - 0s 821us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 121/500
113/113 [==============================] - 0s 797us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 122/500
113/113 [==============================] - 0s 856us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 123/500
113/113 [==============================] - 0s 823us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 124/500
113/113 [==============================] - 0s 800us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 125/500
113/113 [==============================] - 0s 795us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 126/500
113/113 [==============================] - 0s 813us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 127/500
113/113 [==============================] - 0s 796us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 128/500
113/113 [==============================] - 0s 840us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 129/500
113/113 [==============================] - 0s 793us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 130/500
113/113 [==============================] - 0s 800us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 131/500
113/113 [==============================] - 0s 825us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 132/500
113/113 [==============================] - 0s 789us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 133/500
113/113 [==============================] - 0s 904us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 134/500
113/113 [==============================] - 0s 827us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 135/500
113/113 [==============================] - 0s 807us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 136/500
113/113 [==============================] - 0s 871us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 137/500
113/113 [==============================] - 0s 795us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 138/500
113/113 [==============================] - 0s 817us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 139/500
113/113 [==============================] - 0s 831us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 140/500
113/113 [==============================] - 0s 791us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 141/500
113/113 [==============================] - 0s 822us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 142/500
113/113 [==============================] - 0s 789us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 143/500
113/113 [==============================] - 0s 872us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 144/500
113/113 [==============================] - 0s 832us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 145/500
113/113 [==============================] - 0s 788us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 146/500
113/113 [==============================] - 0s 780us/step - loss: 0.5040 - accuracy: 0.7974
Epoch 147/500
113/113 [==============================] - 0s 824us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 148/500
113/113 [==============================] - 0s 795us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 149/500
113/113 [==============================] - 0s 827us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 150/500
113/113 [==============================] - 0s 789us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 151/500
113/113 [==============================] - 0s 788us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 152/500
113/113 [==============================] - 0s 819us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 153/500
113/113 [==============================] - 0s 787us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 154/500
113/113 [==============================] - 0s 803us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 155/500
113/113 [==============================] - 0s 882us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 156/500
113/113 [==============================] - 0s 816us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 157/500
113/113 [==============================] - 0s 813us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 158/500
113/113 [==============================] - 0s 791us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 159/500
113/113 [==============================] - 0s 791us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 160/500
113/113 [==============================] - 0s 844us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 161/500
113/113 [==============================] - 0s 794us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 162/500
113/113 [==============================] - 0s 807us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 163/500
113/113 [==============================] - 0s 846us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 164/500
113/113 [==============================] - 0s 789us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 165/500
113/113 [==============================] - 0s 910us/step - loss: 0.5039 - accuracy: 0.7974
Epoch 166/500
113/113 [==============================] - 0s 791us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 167/500
113/113 [==============================] - 0s 787us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 168/500
113/113 [==============================] - 0s 815us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 169/500
113/113 [==============================] - 0s 796us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 170/500
113/113 [==============================] - 0s 791us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 171/500
113/113 [==============================] - 0s 850us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 172/500
113/113 [==============================] - 0s 792us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 173/500
113/113 [==============================] - 0s 832us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 174/500
113/113 [==============================] - 0s 795us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 175/500
113/113 [==============================] - 0s 886us/step - loss: 0.5038 - accuracy: 0.7974
Epoch 176/500
113/113 [==============================] - 0s 808us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 177/500
113/113 [==============================] - 0s 787us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 178/500
113/113 [==============================] - 0s 818us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 179/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5037 - accuracy: 0.7974
Epoch 180/500
113/113 [==============================] - 0s 794us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 181/500
113/113 [==============================] - 0s 842us/step - loss: 0.5037 - accuracy: 0.7974
Epoch 182/500
113/113 [==============================] - 0s 787us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 183/500
113/113 [==============================] - 0s 794us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 184/500
113/113 [==============================] - 0s 815us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 185/500
113/113 [==============================] - 0s 797us/step - loss: 0.5036 - accuracy: 0.7974
Epoch 186/500
113/113 [==============================] - 0s 923us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 187/500
113/113 [==============================] - 0s 860us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 188/500
113/113 [==============================] - 0s 799us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 189/500
113/113 [==============================] - 0s 827us/step - loss: 0.5035 - accuracy: 0.7974
Epoch 190/500
113/113 [==============================] - 0s 785us/step - loss: 0.5034 - accuracy: 0.7974
Epoch 191/500
113/113 [==============================] - 0s 792us/step - loss: 0.5034 - accuracy: 0.7974
Epoch 192/500
113/113 [==============================] - 0s 836us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 193/500
113/113 [==============================] - 0s 800us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 194/500
113/113 [==============================] - 0s 798us/step - loss: 0.5033 - accuracy: 0.7974
Epoch 195/500
113/113 [==============================] - 0s 826us/step - loss: 0.5032 - accuracy: 0.7974
Epoch 196/500
113/113 [==============================] - 0s 792us/step - loss: 0.5031 - accuracy: 0.7974
Epoch 197/500
113/113 [==============================] - 0s 876us/step - loss: 0.5031 - accuracy: 0.7974
Epoch 198/500
113/113 [==============================] - 0s 834us/step - loss: 0.5030 - accuracy: 0.7974
Epoch 199/500
113/113 [==============================] - 0s 793us/step - loss: 0.5029 - accuracy: 0.7974
Epoch 200/500
113/113 [==============================] - 0s 828us/step - loss: 0.5029 - accuracy: 0.7974
Epoch 201/500
113/113 [==============================] - 0s 793us/step - loss: 0.5028 - accuracy: 0.7974
Epoch 202/500
113/113 [==============================] - 0s 816us/step - loss: 0.5027 - accuracy: 0.7974
Epoch 203/500
113/113 [==============================] - 0s 882us/step - loss: 0.5026 - accuracy: 0.7974
Epoch 204/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5025 - accuracy: 0.7974
Epoch 205/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5023 - accuracy: 0.7974
Epoch 206/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5022 - accuracy: 0.7974
Epoch 207/500
113/113 [==============================] - 0s 796us/step - loss: 0.5020 - accuracy: 0.7974
Epoch 208/500
113/113 [==============================] - 0s 822us/step - loss: 0.5019 - accuracy: 0.7974
Epoch 209/500
113/113 [==============================] - 0s 787us/step - loss: 0.5017 - accuracy: 0.7974
Epoch 210/500
113/113 [==============================] - 0s 800us/step - loss: 0.5014 - accuracy: 0.7974
Epoch 211/500
113/113 [==============================] - 0s 827us/step - loss: 0.5012 - accuracy: 0.7974
Epoch 212/500
113/113 [==============================] - 0s 805us/step - loss: 0.5009 - accuracy: 0.7974
Epoch 213/500
113/113 [==============================] - 0s 852us/step - loss: 0.5006 - accuracy: 0.7974
Epoch 214/500
113/113 [==============================] - 0s 816us/step - loss: 0.5003 - accuracy: 0.7974
Epoch 215/500
113/113 [==============================] - 0s 828us/step - loss: 0.4999 - accuracy: 0.7974
Epoch 216/500
113/113 [==============================] - 0s 853us/step - loss: 0.4994 - accuracy: 0.7974
Epoch 217/500
113/113 [==============================] - 0s 800us/step - loss: 0.4989 - accuracy: 0.7974
Epoch 218/500
113/113 [==============================] - 0s 801us/step - loss: 0.4983 - accuracy: 0.7974
Epoch 219/500
113/113 [==============================] - 0s 815us/step - loss: 0.4977 - accuracy: 0.7974
Epoch 220/500
113/113 [==============================] - 0s 799us/step - loss: 0.4969 - accuracy: 0.7974
Epoch 221/500
113/113 [==============================] - 0s 839us/step - loss: 0.4960 - accuracy: 0.7974
Epoch 222/500
113/113 [==============================] - 0s 791us/step - loss: 0.4950 - accuracy: 0.7974
Epoch 223/500
113/113 [==============================] - 0s 802us/step - loss: 0.4938 - accuracy: 0.7974
Epoch 224/500
113/113 [==============================] - 0s 825us/step - loss: 0.4925 - accuracy: 0.7974
Epoch 225/500
113/113 [==============================] - 0s 797us/step - loss: 0.4909 - accuracy: 0.7974
Epoch 226/500
113/113 [==============================] - 0s 857us/step - loss: 0.4890 - accuracy: 0.7974
Epoch 227/500
113/113 [==============================] - 0s 840us/step - loss: 0.4869 - accuracy: 0.7974
Epoch 228/500
113/113 [==============================] - 0s 805us/step - loss: 0.4845 - accuracy: 0.7974
Epoch 229/500
113/113 [==============================] - 0s 818us/step - loss: 0.4816 - accuracy: 0.7974
Epoch 230/500
113/113 [==============================] - 0s 786us/step - loss: 0.4784 - accuracy: 0.7974
Epoch 231/500
113/113 [==============================] - 0s 788us/step - loss: 0.4748 - accuracy: 0.7974
Epoch 232/500
113/113 [==============================] - 0s 850us/step - loss: 0.4708 - accuracy: 0.7974
Epoch 233/500
113/113 [==============================] - 0s 805us/step - loss: 0.4665 - accuracy: 0.7974
Epoch 234/500
113/113 [==============================] - 0s 800us/step - loss: 0.4619 - accuracy: 0.7974
Epoch 235/500
113/113 [==============================] - 0s 819us/step - loss: 0.4573 - accuracy: 0.7975
Epoch 236/500
113/113 [==============================] - 0s 832us/step - loss: 0.4528 - accuracy: 0.7974
Epoch 237/500
113/113 [==============================] - 0s 829us/step - loss: 0.4486 - accuracy: 0.7972
Epoch 238/500
113/113 [==============================] - 0s 796us/step - loss: 0.4447 - accuracy: 0.7978
Epoch 239/500
113/113 [==============================] - 0s 834us/step - loss: 0.4413 - accuracy: 0.7990
Epoch 240/500
113/113 [==============================] - 0s 826us/step - loss: 0.4384 - accuracy: 0.8012
Epoch 241/500
113/113 [==============================] - 0s 795us/step - loss: 0.4359 - accuracy: 0.8022
Epoch 242/500
113/113 [==============================] - 0s 788us/step - loss: 0.4338 - accuracy: 0.8037
Epoch 243/500
113/113 [==============================] - 0s 837us/step - loss: 0.4320 - accuracy: 0.8074
Epoch 244/500
113/113 [==============================] - 0s 806us/step - loss: 0.4303 - accuracy: 0.8093
Epoch 245/500
113/113 [==============================] - 0s 821us/step - loss: 0.4289 - accuracy: 0.8108
Epoch 246/500
113/113 [==============================] - 0s 788us/step - loss: 0.4276 - accuracy: 0.8122
Epoch 247/500
113/113 [==============================] - 0s 858us/step - loss: 0.4264 - accuracy: 0.8129
Epoch 248/500
113/113 [==============================] - 0s 875us/step - loss: 0.4253 - accuracy: 0.8138
Epoch 249/500
113/113 [==============================] - 0s 789us/step - loss: 0.4242 - accuracy: 0.8158
Epoch 250/500
113/113 [==============================] - 0s 801us/step - loss: 0.4230 - accuracy: 0.8168
Epoch 251/500
113/113 [==============================] - 0s 859us/step - loss: 0.4219 - accuracy: 0.8172
Epoch 252/500
113/113 [==============================] - 0s 818us/step - loss: 0.4208 - accuracy: 0.8182
Epoch 253/500
113/113 [==============================] - 0s 842us/step - loss: 0.4195 - accuracy: 0.8190
Epoch 254/500
113/113 [==============================] - 0s 799us/step - loss: 0.4181 - accuracy: 0.8192
Epoch 255/500
113/113 [==============================] - 0s 804us/step - loss: 0.4166 - accuracy: 0.8200
Epoch 256/500
113/113 [==============================] - 0s 822us/step - loss: 0.4150 - accuracy: 0.8211
Epoch 257/500
113/113 [==============================] - 0s 869us/step - loss: 0.4132 - accuracy: 0.8217
Epoch 258/500
113/113 [==============================] - 0s 823us/step - loss: 0.4112 - accuracy: 0.8228
Epoch 259/500
113/113 [==============================] - 0s 837us/step - loss: 0.4092 - accuracy: 0.8229
Epoch 260/500
113/113 [==============================] - 0s 798us/step - loss: 0.4070 - accuracy: 0.8239
Epoch 261/500
113/113 [==============================] - 0s 905us/step - loss: 0.4047 - accuracy: 0.8250
Epoch 262/500
113/113 [==============================] - 0s 807us/step - loss: 0.4022 - accuracy: 0.8260
Epoch 263/500
113/113 [==============================] - 0s 802us/step - loss: 0.3995 - accuracy: 0.8265
Epoch 264/500
113/113 [==============================] - 0s 834us/step - loss: 0.3969 - accuracy: 0.8303
Epoch 265/500
113/113 [==============================] - 0s 871us/step - loss: 0.3941 - accuracy: 0.8343
Epoch 266/500
113/113 [==============================] - 0s 857us/step - loss: 0.3913 - accuracy: 0.8354
Epoch 267/500
113/113 [==============================] - 0s 787us/step - loss: 0.3885 - accuracy: 0.8379
Epoch 268/500
113/113 [==============================] - 0s 846us/step - loss: 0.3858 - accuracy: 0.8392
Epoch 269/500
113/113 [==============================] - 0s 842us/step - loss: 0.3832 - accuracy: 0.8417
Epoch 270/500
113/113 [==============================] - 0s 782us/step - loss: 0.3807 - accuracy: 0.8429
Epoch 271/500
113/113 [==============================] - 0s 807us/step - loss: 0.3784 - accuracy: 0.8458
Epoch 272/500
113/113 [==============================] - 0s 784us/step - loss: 0.3763 - accuracy: 0.8479
Epoch 273/500
113/113 [==============================] - 0s 794us/step - loss: 0.3743 - accuracy: 0.8485
Epoch 274/500
113/113 [==============================] - 0s 822us/step - loss: 0.3723 - accuracy: 0.8501
Epoch 275/500
113/113 [==============================] - 0s 796us/step - loss: 0.3707 - accuracy: 0.8497
Epoch 276/500
113/113 [==============================] - 0s 792us/step - loss: 0.3690 - accuracy: 0.8500
Epoch 277/500
113/113 [==============================] - 0s 825us/step - loss: 0.3674 - accuracy: 0.8518
Epoch 278/500
113/113 [==============================] - 0s 864us/step - loss: 0.3659 - accuracy: 0.8519
Epoch 279/500
113/113 [==============================] - 0s 829us/step - loss: 0.3645 - accuracy: 0.8531
Epoch 280/500
113/113 [==============================] - 0s 797us/step - loss: 0.3631 - accuracy: 0.8550
Epoch 281/500
113/113 [==============================] - 0s 796us/step - loss: 0.3620 - accuracy: 0.8556
Epoch 282/500
113/113 [==============================] - 0s 822us/step - loss: 0.3608 - accuracy: 0.8571
Epoch 283/500
113/113 [==============================] - 0s 791us/step - loss: 0.3596 - accuracy: 0.8568
Epoch 284/500
113/113 [==============================] - 0s 797us/step - loss: 0.3585 - accuracy: 0.8571
Epoch 285/500
113/113 [==============================] - 0s 849us/step - loss: 0.3574 - accuracy: 0.8587
Epoch 286/500
113/113 [==============================] - 0s 798us/step - loss: 0.3566 - accuracy: 0.8596
Epoch 287/500
113/113 [==============================] - 0s 812us/step - loss: 0.3557 - accuracy: 0.8592
Epoch 288/500
113/113 [==============================] - 0s 787us/step - loss: 0.3547 - accuracy: 0.8599
Epoch 289/500
113/113 [==============================] - 0s 833us/step - loss: 0.3538 - accuracy: 0.8596
Epoch 290/500
113/113 [==============================] - 0s 900us/step - loss: 0.3531 - accuracy: 0.8594
Epoch 291/500
113/113 [==============================] - 0s 812us/step - loss: 0.3523 - accuracy: 0.8601
Epoch 292/500
113/113 [==============================] - 0s 801us/step - loss: 0.3515 - accuracy: 0.8607
Epoch 293/500
113/113 [==============================] - 0s 825us/step - loss: 0.3511 - accuracy: 0.8606
Epoch 294/500
113/113 [==============================] - 0s 786us/step - loss: 0.3505 - accuracy: 0.8597
Epoch 295/500
113/113 [==============================] - 0s 824us/step - loss: 0.3500 - accuracy: 0.8606
Epoch 296/500
113/113 [==============================] - 0s 806us/step - loss: 0.3495 - accuracy: 0.8607
Epoch 297/500
113/113 [==============================] - 0s 792us/step - loss: 0.3490 - accuracy: 0.8614
Epoch 298/500
113/113 [==============================] - 0s 820us/step - loss: 0.3485 - accuracy: 0.8608
Epoch 299/500
113/113 [==============================] - 0s 794us/step - loss: 0.3481 - accuracy: 0.8604
Epoch 300/500
113/113 [==============================] - 0s 852us/step - loss: 0.3478 - accuracy: 0.8614
Epoch 301/500
113/113 [==============================] - 0s 821us/step - loss: 0.3474 - accuracy: 0.8607
Epoch 302/500
113/113 [==============================] - 0s 827us/step - loss: 0.3472 - accuracy: 0.8610
Epoch 303/500
113/113 [==============================] - 0s 827us/step - loss: 0.3469 - accuracy: 0.8601
Epoch 304/500
113/113 [==============================] - 0s 788us/step - loss: 0.3466 - accuracy: 0.8610
Epoch 305/500
113/113 [==============================] - 0s 794us/step - loss: 0.3462 - accuracy: 0.8611
Epoch 306/500
113/113 [==============================] - 0s 831us/step - loss: 0.3462 - accuracy: 0.8610
Epoch 307/500
113/113 [==============================] - 0s 808us/step - loss: 0.3459 - accuracy: 0.8610
Epoch 308/500
113/113 [==============================] - 0s 849us/step - loss: 0.3457 - accuracy: 0.8608
Epoch 309/500
113/113 [==============================] - 0s 792us/step - loss: 0.3455 - accuracy: 0.8612
Epoch 310/500
113/113 [==============================] - 0s 874us/step - loss: 0.3453 - accuracy: 0.8606
Epoch 311/500
113/113 [==============================] - 0s 820us/step - loss: 0.3451 - accuracy: 0.8608
Epoch 312/500
113/113 [==============================] - 0s 799us/step - loss: 0.3448 - accuracy: 0.8612
Epoch 313/500
113/113 [==============================] - 0s 782us/step - loss: 0.3448 - accuracy: 0.8603
Epoch 314/500
113/113 [==============================] - 0s 818us/step - loss: 0.3446 - accuracy: 0.8604
Epoch 315/500
113/113 [==============================] - 0s 806us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 316/500
113/113 [==============================] - 0s 833us/step - loss: 0.3442 - accuracy: 0.8608
Epoch 317/500
113/113 [==============================] - 0s 801us/step - loss: 0.3442 - accuracy: 0.8604
Epoch 318/500
113/113 [==============================] - 0s 797us/step - loss: 0.3439 - accuracy: 0.8608
Epoch 319/500
113/113 [==============================] - 0s 815us/step - loss: 0.3440 - accuracy: 0.8594
Epoch 320/500
113/113 [==============================] - 0s 779us/step - loss: 0.3436 - accuracy: 0.8608
Epoch 321/500
113/113 [==============================] - 0s 862us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 322/500
113/113 [==============================] - 0s 829us/step - loss: 0.3436 - accuracy: 0.8607
Epoch 323/500
113/113 [==============================] - 0s 808us/step - loss: 0.3434 - accuracy: 0.8603
Epoch 324/500
113/113 [==============================] - 0s 810us/step - loss: 0.3429 - accuracy: 0.8612
Epoch 325/500
113/113 [==============================] - 0s 799us/step - loss: 0.3433 - accuracy: 0.8601
Epoch 326/500
113/113 [==============================] - 0s 793us/step - loss: 0.3431 - accuracy: 0.8608
Epoch 327/500
113/113 [==============================] - 0s 819us/step - loss: 0.3428 - accuracy: 0.8611
Epoch 328/500
113/113 [==============================] - 0s 813us/step - loss: 0.3429 - accuracy: 0.8614
Epoch 329/500
113/113 [==============================] - 0s 790us/step - loss: 0.3427 - accuracy: 0.8612
Epoch 330/500
113/113 [==============================] - 0s 815us/step - loss: 0.3428 - accuracy: 0.8604
Epoch 331/500
113/113 [==============================] - 0s 847us/step - loss: 0.3424 - accuracy: 0.8607
Epoch 332/500
113/113 [==============================] - 0s 906us/step - loss: 0.3423 - accuracy: 0.8614
Epoch 333/500
113/113 [==============================] - 0s 817us/step - loss: 0.3423 - accuracy: 0.8608
Epoch 334/500
113/113 [==============================] - 0s 796us/step - loss: 0.3421 - accuracy: 0.8612
Epoch 335/500
113/113 [==============================] - 0s 817us/step - loss: 0.3420 - accuracy: 0.8610
Epoch 336/500
113/113 [==============================] - 0s 793us/step - loss: 0.3418 - accuracy: 0.8610
Epoch 337/500
113/113 [==============================] - 0s 816us/step - loss: 0.3417 - accuracy: 0.8619
Epoch 338/500
113/113 [==============================] - 0s 869us/step - loss: 0.3414 - accuracy: 0.8614
Epoch 339/500
113/113 [==============================] - 0s 803us/step - loss: 0.3414 - accuracy: 0.8604
Epoch 340/500
113/113 [==============================] - 0s 816us/step - loss: 0.3411 - accuracy: 0.8617
Epoch 341/500
113/113 [==============================] - 0s 791us/step - loss: 0.3411 - accuracy: 0.8626
Epoch 342/500
113/113 [==============================] - 0s 796us/step - loss: 0.3410 - accuracy: 0.8612
Epoch 343/500
113/113 [==============================] - 0s 818us/step - loss: 0.3407 - accuracy: 0.8610
Epoch 344/500
113/113 [==============================] - 0s 852us/step - loss: 0.3405 - accuracy: 0.8621
Epoch 345/500
113/113 [==============================] - 0s 813us/step - loss: 0.3402 - accuracy: 0.8617
Epoch 346/500
113/113 [==============================] - 0s 798us/step - loss: 0.3401 - accuracy: 0.8606
Epoch 347/500
113/113 [==============================] - 0s 796us/step - loss: 0.3400 - accuracy: 0.8611
Epoch 348/500
113/113 [==============================] - 0s 823us/step - loss: 0.3397 - accuracy: 0.8603
Epoch 349/500
113/113 [==============================] - 0s 819us/step - loss: 0.3395 - accuracy: 0.8624
Epoch 350/500
113/113 [==============================] - 0s 802us/step - loss: 0.3394 - accuracy: 0.8612
Epoch 351/500
113/113 [==============================] - 0s 849us/step - loss: 0.3391 - accuracy: 0.8615
Epoch 352/500
113/113 [==============================] - 0s 796us/step - loss: 0.3390 - accuracy: 0.8624
Epoch 353/500
113/113 [==============================] - 0s 824us/step - loss: 0.3388 - accuracy: 0.8603
Epoch 354/500
113/113 [==============================] - 0s 842us/step - loss: 0.3386 - accuracy: 0.8635
Epoch 355/500
113/113 [==============================] - 0s 808us/step - loss: 0.3385 - accuracy: 0.8617
Epoch 356/500
113/113 [==============================] - 0s 824us/step - loss: 0.3384 - accuracy: 0.8628
Epoch 357/500
113/113 [==============================] - 0s 796us/step - loss: 0.3382 - accuracy: 0.8626
Epoch 358/500
113/113 [==============================] - 0s 792us/step - loss: 0.3380 - accuracy: 0.8614
Epoch 359/500
113/113 [==============================] - 0s 822us/step - loss: 0.3380 - accuracy: 0.8626
Epoch 360/500
113/113 [==============================] - 0s 797us/step - loss: 0.3377 - accuracy: 0.8640
Epoch 361/500
113/113 [==============================] - 0s 857us/step - loss: 0.3377 - accuracy: 0.8629
Epoch 362/500
113/113 [==============================] - 0s 833us/step - loss: 0.3373 - accuracy: 0.8624
Epoch 363/500
113/113 [==============================] - 0s 793us/step - loss: 0.3375 - accuracy: 0.8619
Epoch 364/500
113/113 [==============================] - 0s 845us/step - loss: 0.3373 - accuracy: 0.8625
Epoch 365/500
113/113 [==============================] - 0s 805us/step - loss: 0.3371 - accuracy: 0.8624
Epoch 366/500
113/113 [==============================] - 0s 792us/step - loss: 0.3370 - accuracy: 0.8621
Epoch 367/500
113/113 [==============================] - 0s 819us/step - loss: 0.3368 - accuracy: 0.8632
Epoch 368/500
113/113 [==============================] - 0s 790us/step - loss: 0.3365 - accuracy: 0.8637
Epoch 369/500
113/113 [==============================] - 0s 819us/step - loss: 0.3366 - accuracy: 0.8628
Epoch 370/500
113/113 [==============================] - 0s 791us/step - loss: 0.3365 - accuracy: 0.8625
Epoch 371/500
113/113 [==============================] - 0s 800us/step - loss: 0.3363 - accuracy: 0.8625
Epoch 372/500
113/113 [==============================] - 0s 826us/step - loss: 0.3363 - accuracy: 0.8631
Epoch 373/500
113/113 [==============================] - 0s 973us/step - loss: 0.3361 - accuracy: 0.8637
Epoch 374/500
113/113 [==============================] - 0s 859us/step - loss: 0.3359 - accuracy: 0.8629
Epoch 375/500
113/113 [==============================] - 0s 794us/step - loss: 0.3359 - accuracy: 0.8640
Epoch 376/500
113/113 [==============================] - 0s 800us/step - loss: 0.3357 - accuracy: 0.8628
Epoch 377/500
113/113 [==============================] - 0s 814us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 378/500
113/113 [==============================] - 0s 795us/step - loss: 0.3356 - accuracy: 0.8637
Epoch 379/500
113/113 [==============================] - 0s 808us/step - loss: 0.3357 - accuracy: 0.8636
Epoch 380/500
113/113 [==============================] - 0s 823us/step - loss: 0.3353 - accuracy: 0.8647
Epoch 381/500
113/113 [==============================] - 0s 803us/step - loss: 0.3356 - accuracy: 0.8635
Epoch 382/500
113/113 [==============================] - 0s 809us/step - loss: 0.3352 - accuracy: 0.8629
Epoch 383/500
113/113 [==============================] - 0s 782us/step - loss: 0.3351 - accuracy: 0.8622
Epoch 384/500
113/113 [==============================] - 0s 833us/step - loss: 0.3355 - accuracy: 0.8635
Epoch 385/500
113/113 [==============================] - 0s 814us/step - loss: 0.3350 - accuracy: 0.8629
Epoch 386/500
113/113 [==============================] - 0s 794us/step - loss: 0.3349 - accuracy: 0.8637
Epoch 387/500
113/113 [==============================] - 0s 809us/step - loss: 0.3349 - accuracy: 0.8628
Epoch 388/500
113/113 [==============================] - 0s 811us/step - loss: 0.3349 - accuracy: 0.8642
Epoch 389/500
113/113 [==============================] - 0s 800us/step - loss: 0.3351 - accuracy: 0.8640
Epoch 390/500
113/113 [==============================] - 0s 812us/step - loss: 0.3345 - accuracy: 0.8640
Epoch 391/500
113/113 [==============================] - 0s 797us/step - loss: 0.3347 - accuracy: 0.8642
Epoch 392/500
113/113 [==============================] - 0s 851us/step - loss: 0.3346 - accuracy: 0.8642
Epoch 393/500
113/113 [==============================] - 0s 836us/step - loss: 0.3343 - accuracy: 0.8640
Epoch 394/500
113/113 [==============================] - 0s 873us/step - loss: 0.3345 - accuracy: 0.8649
Epoch 395/500
113/113 [==============================] - 0s 806us/step - loss: 0.3342 - accuracy: 0.8639
Epoch 396/500
113/113 [==============================] - 0s 821us/step - loss: 0.3343 - accuracy: 0.8637
Epoch 397/500
113/113 [==============================] - 0s 802us/step - loss: 0.3341 - accuracy: 0.8647
Epoch 398/500
113/113 [==============================] - 0s 825us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 399/500
113/113 [==============================] - 0s 782us/step - loss: 0.3341 - accuracy: 0.8651
Epoch 400/500
113/113 [==============================] - 0s 791us/step - loss: 0.3334 - accuracy: 0.8632
Epoch 401/500
113/113 [==============================] - 0s 818us/step - loss: 0.3338 - accuracy: 0.8657
Epoch 402/500
113/113 [==============================] - 0s 796us/step - loss: 0.3335 - accuracy: 0.8643
Epoch 403/500
113/113 [==============================] - 0s 807us/step - loss: 0.3336 - accuracy: 0.8639
Epoch 404/500
113/113 [==============================] - 0s 816us/step - loss: 0.3336 - accuracy: 0.8637
Epoch 405/500
113/113 [==============================] - 0s 884us/step - loss: 0.3335 - accuracy: 0.8661
Epoch 406/500
113/113 [==============================] - 0s 828us/step - loss: 0.3334 - accuracy: 0.8632
Epoch 407/500
113/113 [==============================] - 0s 807us/step - loss: 0.3332 - accuracy: 0.8651
Epoch 408/500
113/113 [==============================] - 0s 834us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 409/500
113/113 [==============================] - 0s 817us/step - loss: 0.3331 - accuracy: 0.8636
Epoch 410/500
113/113 [==============================] - 0s 791us/step - loss: 0.3329 - accuracy: 0.8643
Epoch 411/500
113/113 [==============================] - 0s 800us/step - loss: 0.3330 - accuracy: 0.8646
Epoch 412/500
113/113 [==============================] - 0s 814us/step - loss: 0.3328 - accuracy: 0.8646
Epoch 413/500
113/113 [==============================] - 0s 806us/step - loss: 0.3330 - accuracy: 0.8639
Epoch 414/500
113/113 [==============================] - 0s 826us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 415/500
113/113 [==============================] - 0s 870us/step - loss: 0.3325 - accuracy: 0.8640
Epoch 416/500
113/113 [==============================] - 0s 796us/step - loss: 0.3327 - accuracy: 0.8644
Epoch 417/500
113/113 [==============================] - 0s 818us/step - loss: 0.3327 - accuracy: 0.8651
Epoch 418/500
113/113 [==============================] - 0s 790us/step - loss: 0.3324 - accuracy: 0.8650
Epoch 419/500
113/113 [==============================] - 0s 806us/step - loss: 0.3323 - accuracy: 0.8653
Epoch 420/500
113/113 [==============================] - 0s 823us/step - loss: 0.3321 - accuracy: 0.8654
Epoch 421/500
113/113 [==============================] - 0s 797us/step - loss: 0.3324 - accuracy: 0.8651
Epoch 422/500
113/113 [==============================] - 0s 817us/step - loss: 0.3323 - accuracy: 0.8646
Epoch 423/500
113/113 [==============================] - 0s 791us/step - loss: 0.3324 - accuracy: 0.8643
Epoch 424/500
113/113 [==============================] - 0s 799us/step - loss: 0.3319 - accuracy: 0.8642
Epoch 425/500
113/113 [==============================] - 0s 811us/step - loss: 0.3319 - accuracy: 0.8657
Epoch 426/500
113/113 [==============================] - 0s 796us/step - loss: 0.3321 - accuracy: 0.8636
Epoch 427/500
113/113 [==============================] - 0s 897us/step - loss: 0.3319 - accuracy: 0.8656
Epoch 428/500
113/113 [==============================] - 0s 795us/step - loss: 0.3320 - accuracy: 0.8660
Epoch 429/500
113/113 [==============================] - 0s 808us/step - loss: 0.3318 - accuracy: 0.8651
Epoch 430/500
113/113 [==============================] - 0s 822us/step - loss: 0.3319 - accuracy: 0.8646
Epoch 431/500
113/113 [==============================] - 0s 792us/step - loss: 0.3319 - accuracy: 0.8653
Epoch 432/500
113/113 [==============================] - 0s 797us/step - loss: 0.3317 - accuracy: 0.8660
Epoch 433/500
113/113 [==============================] - 0s 788us/step - loss: 0.3319 - accuracy: 0.8653
Epoch 434/500
113/113 [==============================] - 0s 789us/step - loss: 0.3316 - accuracy: 0.8643
Epoch 435/500
113/113 [==============================] - 0s 801us/step - loss: 0.3317 - accuracy: 0.8649
Epoch 436/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3316 - accuracy: 0.8639
Epoch 437/500
113/113 [==============================] - 0s 794us/step - loss: 0.3314 - accuracy: 0.8646
Epoch 438/500
113/113 [==============================] - 0s 790us/step - loss: 0.3318 - accuracy: 0.8653
Epoch 439/500
113/113 [==============================] - 0s 825us/step - loss: 0.3314 - accuracy: 0.8647
Epoch 440/500
113/113 [==============================] - 0s 803us/step - loss: 0.3317 - accuracy: 0.8658
Epoch 441/500
113/113 [==============================] - 0s 816us/step - loss: 0.3316 - accuracy: 0.8646
Epoch 442/500
113/113 [==============================] - 0s 800us/step - loss: 0.3311 - accuracy: 0.8657
Epoch 443/500
113/113 [==============================] - 0s 791us/step - loss: 0.3315 - accuracy: 0.8643
Epoch 444/500
113/113 [==============================] - 0s 851us/step - loss: 0.3314 - accuracy: 0.8660
Epoch 445/500
113/113 [==============================] - 0s 807us/step - loss: 0.3311 - accuracy: 0.8647
Epoch 446/500
113/113 [==============================] - 0s 797us/step - loss: 0.3311 - accuracy: 0.8639
Epoch 447/500
113/113 [==============================] - 0s 808us/step - loss: 0.3314 - accuracy: 0.8661
Epoch 448/500
113/113 [==============================] - 0s 819us/step - loss: 0.3316 - accuracy: 0.8651
Epoch 449/500
113/113 [==============================] - 0s 831us/step - loss: 0.3316 - accuracy: 0.8646
Epoch 450/500
113/113 [==============================] - 0s 838us/step - loss: 0.3315 - accuracy: 0.8647
Epoch 451/500
113/113 [==============================] - 0s 794us/step - loss: 0.3311 - accuracy: 0.8662
Epoch 452/500
113/113 [==============================] - 0s 819us/step - loss: 0.3314 - accuracy: 0.8649
Epoch 453/500
113/113 [==============================] - 0s 816us/step - loss: 0.3314 - accuracy: 0.8640
Epoch 454/500
113/113 [==============================] - 0s 841us/step - loss: 0.3310 - accuracy: 0.8649
Epoch 455/500
113/113 [==============================] - 0s 795us/step - loss: 0.3311 - accuracy: 0.8649
Epoch 456/500
113/113 [==============================] - 0s 816us/step - loss: 0.3315 - accuracy: 0.8640
Epoch 457/500
113/113 [==============================] - 0s 819us/step - loss: 0.3309 - accuracy: 0.8647
Epoch 458/500
113/113 [==============================] - 0s 872us/step - loss: 0.3312 - accuracy: 0.8649
Epoch 459/500
113/113 [==============================] - 0s 788us/step - loss: 0.3312 - accuracy: 0.8660
Epoch 460/500
113/113 [==============================] - 0s 826us/step - loss: 0.3312 - accuracy: 0.8643
Epoch 461/500
113/113 [==============================] - 0s 808us/step - loss: 0.3313 - accuracy: 0.8651
Epoch 462/500
113/113 [==============================] - 0s 815us/step - loss: 0.3312 - accuracy: 0.8646
Epoch 463/500
113/113 [==============================] - 0s 791us/step - loss: 0.3309 - accuracy: 0.8660
Epoch 464/500
113/113 [==============================] - 0s 779us/step - loss: 0.3312 - accuracy: 0.8637
Epoch 465/500
113/113 [==============================] - 0s 820us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 466/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3314 - accuracy: 0.8628
Epoch 467/500
113/113 [==============================] - 0s 827us/step - loss: 0.3312 - accuracy: 0.8640
Epoch 468/500
113/113 [==============================] - 0s 975us/step - loss: 0.3312 - accuracy: 0.8656
Epoch 469/500
113/113 [==============================] - 0s 815us/step - loss: 0.3311 - accuracy: 0.8647
Epoch 470/500
113/113 [==============================] - 0s 821us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 471/500
113/113 [==============================] - 0s 808us/step - loss: 0.3303 - accuracy: 0.8644
Epoch 472/500
113/113 [==============================] - 0s 824us/step - loss: 0.3312 - accuracy: 0.8646
Epoch 473/500
113/113 [==============================] - 0s 835us/step - loss: 0.3311 - accuracy: 0.8643
Epoch 474/500
113/113 [==============================] - 0s 794us/step - loss: 0.3308 - accuracy: 0.8665
Epoch 475/500
113/113 [==============================] - 0s 828us/step - loss: 0.3312 - accuracy: 0.8653
Epoch 476/500
113/113 [==============================] - 0s 799us/step - loss: 0.3311 - accuracy: 0.8653
Epoch 477/500
113/113 [==============================] - 0s 800us/step - loss: 0.3313 - accuracy: 0.8640
Epoch 478/500
113/113 [==============================] - 0s 846us/step - loss: 0.3308 - accuracy: 0.8643
Epoch 479/500
113/113 [==============================] - 0s 857us/step - loss: 0.3310 - accuracy: 0.8646
Epoch 480/500
113/113 [==============================] - 0s 940us/step - loss: 0.3310 - accuracy: 0.8658
Epoch 481/500
113/113 [==============================] - 0s 800us/step - loss: 0.3312 - accuracy: 0.8653
Epoch 482/500
113/113 [==============================] - 0s 830us/step - loss: 0.3306 - accuracy: 0.8654
Epoch 483/500
113/113 [==============================] - 0s 819us/step - loss: 0.3311 - accuracy: 0.8658
Epoch 484/500
113/113 [==============================] - 0s 808us/step - loss: 0.3309 - accuracy: 0.8658
Epoch 485/500
113/113 [==============================] - 0s 828us/step - loss: 0.3309 - accuracy: 0.8650
Epoch 486/500
113/113 [==============================] - 0s 805us/step - loss: 0.3311 - accuracy: 0.8657
Epoch 487/500
113/113 [==============================] - 0s 833us/step - loss: 0.3310 - accuracy: 0.8653
Epoch 488/500
113/113 [==============================] - 0s 832us/step - loss: 0.3309 - accuracy: 0.8649
Epoch 489/500
113/113 [==============================] - 0s 961us/step - loss: 0.3309 - accuracy: 0.8653
Epoch 490/500
113/113 [==============================] - 0s 818us/step - loss: 0.3311 - accuracy: 0.8654
Epoch 491/500
113/113 [==============================] - 0s 822us/step - loss: 0.3310 - accuracy: 0.8636
Epoch 492/500
113/113 [==============================] - 0s 815us/step - loss: 0.3310 - accuracy: 0.8642
Epoch 493/500
113/113 [==============================] - 0s 840us/step - loss: 0.3311 - accuracy: 0.8643
Epoch 494/500
113/113 [==============================] - 0s 800us/step - loss: 0.3308 - accuracy: 0.8647
Epoch 495/500
113/113 [==============================] - 0s 804us/step - loss: 0.3307 - accuracy: 0.8654
Epoch 496/500
113/113 [==============================] - 0s 849us/step - loss: 0.3309 - accuracy: 0.8664
Epoch 497/500
113/113 [==============================] - 0s 800us/step - loss: 0.3309 - accuracy: 0.8647
Epoch 498/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3308 - accuracy: 0.8667
Epoch 499/500
113/113 [==============================] - 0s 800us/step - loss: 0.3308 - accuracy: 0.8640
Epoch 500/500
113/113 [==============================] - 0s 800us/step - loss: 0.3305 - accuracy: 0.8657
Epoch 1/500
113/113 [==============================] - 0s 848us/step - loss: 0.6513 - accuracy: 0.7981
Epoch 2/500
113/113 [==============================] - 0s 860us/step - loss: 0.5919 - accuracy: 0.7986
Epoch 3/500
113/113 [==============================] - 0s 856us/step - loss: 0.5574 - accuracy: 0.7986
Epoch 4/500
113/113 [==============================] - 0s 873us/step - loss: 0.5368 - accuracy: 0.7986
Epoch 5/500
113/113 [==============================] - 0s 998us/step - loss: 0.5244 - accuracy: 0.7986
Epoch 6/500
113/113 [==============================] - 0s 850us/step - loss: 0.5166 - accuracy: 0.7986
Epoch 7/500
113/113 [==============================] - 0s 991us/step - loss: 0.5117 - accuracy: 0.7986
Epoch 8/500
113/113 [==============================] - 0s 856us/step - loss: 0.5085 - accuracy: 0.7986
Epoch 9/500
113/113 [==============================] - 0s 900us/step - loss: 0.5065 - accuracy: 0.7986
Epoch 10/500
113/113 [==============================] - 0s 829us/step - loss: 0.5051 - accuracy: 0.7986
Epoch 11/500
113/113 [==============================] - 0s 845us/step - loss: 0.5042 - accuracy: 0.7986
Epoch 12/500
113/113 [==============================] - 0s 905us/step - loss: 0.5036 - accuracy: 0.7986
Epoch 13/500
113/113 [==============================] - 0s 848us/step - loss: 0.5032 - accuracy: 0.7986
Epoch 14/500
113/113 [==============================] - 0s 980us/step - loss: 0.5029 - accuracy: 0.7986
Epoch 15/500
113/113 [==============================] - 0s 845us/step - loss: 0.5027 - accuracy: 0.7986
Epoch 16/500
113/113 [==============================] - 0s 853us/step - loss: 0.5026 - accuracy: 0.7986
Epoch 17/500
113/113 [==============================] - 0s 881us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 18/500
113/113 [==============================] - 0s 863us/step - loss: 0.5025 - accuracy: 0.7986
Epoch 19/500
113/113 [==============================] - 0s 940us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 20/500
113/113 [==============================] - 0s 848us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 21/500
113/113 [==============================] - 0s 907us/step - loss: 0.5024 - accuracy: 0.7986
Epoch 22/500
113/113 [==============================] - 0s 847us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 23/500
113/113 [==============================] - 0s 850us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 24/500
113/113 [==============================] - 0s 942us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 25/500
113/113 [==============================] - 0s 973us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 26/500
113/113 [==============================] - 0s 866us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 27/500
113/113 [==============================] - 0s 859us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 28/500
113/113 [==============================] - 0s 888us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 29/500
113/113 [==============================] - 0s 867us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 30/500
113/113 [==============================] - 0s 850us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 31/500
113/113 [==============================] - 0s 889us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 32/500
113/113 [==============================] - 0s 867us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 33/500
113/113 [==============================] - 0s 924us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 34/500
113/113 [==============================] - 0s 822us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 35/500
113/113 [==============================] - 0s 847us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 36/500
113/113 [==============================] - 0s 929us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 37/500
113/113 [==============================] - 0s 843us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 38/500
113/113 [==============================] - 0s 939us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 39/500
113/113 [==============================] - 0s 841us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 40/500
113/113 [==============================] - 0s 854us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 41/500
113/113 [==============================] - 0s 908us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 42/500
113/113 [==============================] - 0s 849us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 43/500
113/113 [==============================] - 0s 950us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 44/500
113/113 [==============================] - 0s 956us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 45/500
113/113 [==============================] - 0s 843us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 46/500
113/113 [==============================] - 0s 957us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 47/500
113/113 [==============================] - 0s 858us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 48/500
113/113 [==============================] - 0s 896us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 49/500
113/113 [==============================] - 0s 850us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 50/500
113/113 [==============================] - 0s 930us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 51/500
113/113 [==============================] - 0s 864us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 52/500
113/113 [==============================] - 0s 841us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 53/500
113/113 [==============================] - 0s 961us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 54/500
113/113 [==============================] - 0s 922us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 55/500
113/113 [==============================] - 0s 894us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 56/500
113/113 [==============================] - 0s 846us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 57/500
113/113 [==============================] - 0s 851us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 58/500
113/113 [==============================] - 0s 945us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 59/500
113/113 [==============================] - 0s 867us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 60/500
113/113 [==============================] - 0s 878us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 61/500
113/113 [==============================] - 0s 932us/step - loss: 0.5023 - accuracy: 0.7986
Epoch 62/500
113/113 [==============================] - 0s 2ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 63/500
113/113 [==============================] - 0s 868us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 64/500
113/113 [==============================] - 0s 834us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 65/500
113/113 [==============================] - 0s 798us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 66/500
113/113 [==============================] - 0s 912us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 67/500
113/113 [==============================] - 0s 869us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 68/500
113/113 [==============================] - 0s 807us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 69/500
113/113 [==============================] - 0s 855us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 70/500
113/113 [==============================] - 0s 784us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 71/500
113/113 [==============================] - 0s 795us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 72/500
113/113 [==============================] - 0s 868us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 73/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7986
Epoch 74/500
113/113 [==============================] - 0s 837us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 75/500
113/113 [==============================] - 0s 799us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 76/500
113/113 [==============================] - 0s 820us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 77/500
113/113 [==============================] - 0s 847us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 78/500
113/113 [==============================] - 0s 816us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 79/500
113/113 [==============================] - 0s 814us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 80/500
113/113 [==============================] - 0s 838us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 81/500
113/113 [==============================] - 0s 816us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 82/500
113/113 [==============================] - 0s 951us/step - loss: 0.5022 - accuracy: 0.7986
Epoch 83/500
113/113 [==============================] - 0s 802us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 84/500
113/113 [==============================] - 0s 804us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 85/500
113/113 [==============================] - 0s 847us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 86/500
113/113 [==============================] - 0s 798us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 87/500
113/113 [==============================] - 0s 847us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 88/500
113/113 [==============================] - 0s 813us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 89/500
113/113 [==============================] - 0s 796us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 90/500
113/113 [==============================] - 0s 844us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 91/500
113/113 [==============================] - 0s 795us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 92/500
113/113 [==============================] - 0s 798us/step - loss: 0.5021 - accuracy: 0.7986
Epoch 93/500
113/113 [==============================] - 0s 991us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 94/500
113/113 [==============================] - 0s 815us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 95/500
113/113 [==============================] - 0s 873us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 96/500
113/113 [==============================] - 0s 801us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 97/500
113/113 [==============================] - 0s 783us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 98/500
113/113 [==============================] - 0s 857us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 99/500
113/113 [==============================] - 0s 799us/step - loss: 0.5020 - accuracy: 0.7986
Epoch 100/500
113/113 [==============================] - 0s 818us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 101/500
113/113 [==============================] - 0s 806us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 102/500
113/113 [==============================] - 0s 816us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 103/500
113/113 [==============================] - 0s 879us/step - loss: 0.5019 - accuracy: 0.7986
Epoch 104/500
113/113 [==============================] - 0s 805us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 105/500
113/113 [==============================] - 0s 803us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 106/500
113/113 [==============================] - 0s 949us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 107/500
113/113 [==============================] - 0s 784us/step - loss: 0.5018 - accuracy: 0.7986
Epoch 108/500
113/113 [==============================] - 0s 845us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 109/500
113/113 [==============================] - 0s 824us/step - loss: 0.5017 - accuracy: 0.7986
Epoch 110/500
113/113 [==============================] - 0s 814us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 111/500
113/113 [==============================] - 0s 857us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 112/500
113/113 [==============================] - 0s 792us/step - loss: 0.5016 - accuracy: 0.7986
Epoch 113/500
113/113 [==============================] - 0s 880us/step - loss: 0.5015 - accuracy: 0.7986
Epoch 114/500
113/113 [==============================] - 0s 865us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 115/500
113/113 [==============================] - 0s 802us/step - loss: 0.5014 - accuracy: 0.7986
Epoch 116/500
113/113 [==============================] - 0s 827us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 117/500
113/113 [==============================] - 0s 796us/step - loss: 0.5013 - accuracy: 0.7986
Epoch 118/500
113/113 [==============================] - 0s 814us/step - loss: 0.5012 - accuracy: 0.7986
Epoch 119/500
113/113 [==============================] - 0s 858us/step - loss: 0.5011 - accuracy: 0.7986
Epoch 120/500
113/113 [==============================] - 0s 810us/step - loss: 0.5010 - accuracy: 0.7986
Epoch 121/500
113/113 [==============================] - 0s 837us/step - loss: 0.5009 - accuracy: 0.7986
Epoch 122/500
113/113 [==============================] - 0s 800us/step - loss: 0.5008 - accuracy: 0.7986
Epoch 123/500
113/113 [==============================] - 0s 802us/step - loss: 0.5006 - accuracy: 0.7986
Epoch 124/500
113/113 [==============================] - 0s 965us/step - loss: 0.5005 - accuracy: 0.7986
Epoch 125/500
113/113 [==============================] - 0s 827us/step - loss: 0.5003 - accuracy: 0.7986
Epoch 126/500
113/113 [==============================] - 0s 819us/step - loss: 0.5002 - accuracy: 0.7986
Epoch 127/500
113/113 [==============================] - 0s 824us/step - loss: 0.5000 - accuracy: 0.7986
Epoch 128/500
113/113 [==============================] - 0s 801us/step - loss: 0.4997 - accuracy: 0.7986
Epoch 129/500
113/113 [==============================] - 0s 822us/step - loss: 0.4995 - accuracy: 0.7986
Epoch 130/500
113/113 [==============================] - 0s 809us/step - loss: 0.4992 - accuracy: 0.7986
Epoch 131/500
113/113 [==============================] - 0s 822us/step - loss: 0.4989 - accuracy: 0.7986
Epoch 132/500
113/113 [==============================] - 0s 849us/step - loss: 0.4985 - accuracy: 0.7986
Epoch 133/500
113/113 [==============================] - 0s 803us/step - loss: 0.4982 - accuracy: 0.7986
Epoch 134/500
113/113 [==============================] - 0s 917us/step - loss: 0.4977 - accuracy: 0.7986
Epoch 135/500
113/113 [==============================] - 0s 952us/step - loss: 0.4972 - accuracy: 0.7986
Epoch 136/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4967 - accuracy: 0.7986
Epoch 137/500
113/113 [==============================] - 0s 830us/step - loss: 0.4961 - accuracy: 0.7986
Epoch 138/500
113/113 [==============================] - 0s 834us/step - loss: 0.4954 - accuracy: 0.7986
Epoch 139/500
113/113 [==============================] - 0s 867us/step - loss: 0.4945 - accuracy: 0.7986
Epoch 140/500
113/113 [==============================] - 0s 863us/step - loss: 0.4936 - accuracy: 0.7986
Epoch 141/500
113/113 [==============================] - 0s 935us/step - loss: 0.4926 - accuracy: 0.7986
Epoch 142/500
113/113 [==============================] - 0s 859us/step - loss: 0.4914 - accuracy: 0.7986
Epoch 143/500
113/113 [==============================] - 0s 871us/step - loss: 0.4900 - accuracy: 0.7986
Epoch 144/500
113/113 [==============================] - 0s 873us/step - loss: 0.4885 - accuracy: 0.7986
Epoch 145/500
113/113 [==============================] - 0s 841us/step - loss: 0.4867 - accuracy: 0.7986
Epoch 146/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4847 - accuracy: 0.7986
Epoch 147/500
113/113 [==============================] - 0s 818us/step - loss: 0.4824 - accuracy: 0.7986
Epoch 148/500
113/113 [==============================] - 0s 815us/step - loss: 0.4798 - accuracy: 0.7986
Epoch 149/500
113/113 [==============================] - 0s 845us/step - loss: 0.4768 - accuracy: 0.7986
Epoch 150/500
113/113 [==============================] - 0s 845us/step - loss: 0.4736 - accuracy: 0.7986
Epoch 151/500
113/113 [==============================] - 0s 843us/step - loss: 0.4700 - accuracy: 0.7986
Epoch 152/500
113/113 [==============================] - 0s 813us/step - loss: 0.4661 - accuracy: 0.7986
Epoch 153/500
113/113 [==============================] - 0s 846us/step - loss: 0.4619 - accuracy: 0.7986
Epoch 154/500
113/113 [==============================] - 0s 834us/step - loss: 0.4575 - accuracy: 0.7986
Epoch 155/500
113/113 [==============================] - 0s 848us/step - loss: 0.4531 - accuracy: 0.7986
Epoch 156/500
113/113 [==============================] - 0s 869us/step - loss: 0.4488 - accuracy: 0.7986
Epoch 157/500
113/113 [==============================] - 0s 948us/step - loss: 0.4447 - accuracy: 0.7986
Epoch 158/500
113/113 [==============================] - 0s 956us/step - loss: 0.4410 - accuracy: 0.7987
Epoch 159/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7983
Epoch 160/500
113/113 [==============================] - 0s 999us/step - loss: 0.4349 - accuracy: 0.7985
Epoch 161/500
113/113 [==============================] - 0s 879us/step - loss: 0.4326 - accuracy: 0.7978
Epoch 162/500
113/113 [==============================] - 0s 855us/step - loss: 0.4308 - accuracy: 0.7975
Epoch 163/500
113/113 [==============================] - 0s 811us/step - loss: 0.4294 - accuracy: 0.7983
Epoch 164/500
113/113 [==============================] - 0s 851us/step - loss: 0.4283 - accuracy: 0.7996
Epoch 165/500
113/113 [==============================] - 0s 816us/step - loss: 0.4274 - accuracy: 0.8004
Epoch 166/500
113/113 [==============================] - 0s 831us/step - loss: 0.4266 - accuracy: 0.8019
Epoch 167/500
113/113 [==============================] - 0s 807us/step - loss: 0.4260 - accuracy: 0.8024
Epoch 168/500
113/113 [==============================] - 0s 790us/step - loss: 0.4254 - accuracy: 0.8043
Epoch 169/500
113/113 [==============================] - 0s 819us/step - loss: 0.4249 - accuracy: 0.8054
Epoch 170/500
113/113 [==============================] - 0s 818us/step - loss: 0.4245 - accuracy: 0.8079
Epoch 171/500
113/113 [==============================] - 0s 793us/step - loss: 0.4240 - accuracy: 0.8087
Epoch 172/500
113/113 [==============================] - 0s 832us/step - loss: 0.4236 - accuracy: 0.8101
Epoch 173/500
113/113 [==============================] - 0s 794us/step - loss: 0.4232 - accuracy: 0.8089
Epoch 174/500
113/113 [==============================] - 0s 845us/step - loss: 0.4228 - accuracy: 0.8103
Epoch 175/500
113/113 [==============================] - 0s 850us/step - loss: 0.4225 - accuracy: 0.8117
Epoch 176/500
113/113 [==============================] - 0s 788us/step - loss: 0.4221 - accuracy: 0.8136
Epoch 177/500
113/113 [==============================] - 0s 861us/step - loss: 0.4216 - accuracy: 0.8144
Epoch 178/500
113/113 [==============================] - 0s 793us/step - loss: 0.4212 - accuracy: 0.8167
Epoch 179/500
113/113 [==============================] - 0s 824us/step - loss: 0.4208 - accuracy: 0.8172
Epoch 180/500
113/113 [==============================] - 0s 788us/step - loss: 0.4203 - accuracy: 0.8189
Epoch 181/500
113/113 [==============================] - 0s 816us/step - loss: 0.4198 - accuracy: 0.8199
Epoch 182/500
113/113 [==============================] - 0s 818us/step - loss: 0.4193 - accuracy: 0.8210
Epoch 183/500
113/113 [==============================] - 0s 797us/step - loss: 0.4188 - accuracy: 0.8226
Epoch 184/500
113/113 [==============================] - 0s 865us/step - loss: 0.4183 - accuracy: 0.8235
Epoch 185/500
113/113 [==============================] - 0s 819us/step - loss: 0.4178 - accuracy: 0.8250
Epoch 186/500
113/113 [==============================] - 0s 803us/step - loss: 0.4173 - accuracy: 0.8257
Epoch 187/500
113/113 [==============================] - 0s 821us/step - loss: 0.4168 - accuracy: 0.8254
Epoch 188/500
113/113 [==============================] - 0s 793us/step - loss: 0.4163 - accuracy: 0.8278
Epoch 189/500
113/113 [==============================] - 0s 789us/step - loss: 0.4158 - accuracy: 0.8278
Epoch 190/500
113/113 [==============================] - 0s 815us/step - loss: 0.4154 - accuracy: 0.8286
Epoch 191/500
113/113 [==============================] - 0s 802us/step - loss: 0.4150 - accuracy: 0.8285
Epoch 192/500
113/113 [==============================] - 0s 844us/step - loss: 0.4145 - accuracy: 0.8286
Epoch 193/500
113/113 [==============================] - 0s 835us/step - loss: 0.4141 - accuracy: 0.8288
Epoch 194/500
113/113 [==============================] - 0s 788us/step - loss: 0.4137 - accuracy: 0.8303
Epoch 195/500
113/113 [==============================] - 0s 860us/step - loss: 0.4133 - accuracy: 0.8303
Epoch 196/500
113/113 [==============================] - 0s 792us/step - loss: 0.4130 - accuracy: 0.8304
Epoch 197/500
113/113 [==============================] - 0s 802us/step - loss: 0.4126 - accuracy: 0.8310
Epoch 198/500
113/113 [==============================] - 0s 828us/step - loss: 0.4122 - accuracy: 0.8310
Epoch 199/500
113/113 [==============================] - 0s 791us/step - loss: 0.4119 - accuracy: 0.8307
Epoch 200/500
113/113 [==============================] - 0s 795us/step - loss: 0.4115 - accuracy: 0.8314
Epoch 201/500
113/113 [==============================] - 0s 822us/step - loss: 0.4111 - accuracy: 0.8313
Epoch 202/500
113/113 [==============================] - 0s 797us/step - loss: 0.4107 - accuracy: 0.8317
Epoch 203/500
113/113 [==============================] - 0s 826us/step - loss: 0.4104 - accuracy: 0.8319
Epoch 204/500
113/113 [==============================] - 0s 791us/step - loss: 0.4101 - accuracy: 0.8324
Epoch 205/500
113/113 [==============================] - 0s 789us/step - loss: 0.4097 - accuracy: 0.8321
Epoch 206/500
113/113 [==============================] - 0s 879us/step - loss: 0.4093 - accuracy: 0.8322
Epoch 207/500
113/113 [==============================] - 0s 800us/step - loss: 0.4090 - accuracy: 0.8333
Epoch 208/500
113/113 [==============================] - 0s 865us/step - loss: 0.4085 - accuracy: 0.8331
Epoch 209/500
113/113 [==============================] - 0s 818us/step - loss: 0.4082 - accuracy: 0.8329
Epoch 210/500
113/113 [==============================] - 0s 784us/step - loss: 0.4078 - accuracy: 0.8332
Epoch 211/500
113/113 [==============================] - 0s 813us/step - loss: 0.4074 - accuracy: 0.8335
Epoch 212/500
113/113 [==============================] - 0s 792us/step - loss: 0.4071 - accuracy: 0.8329
Epoch 213/500
113/113 [==============================] - 0s 797us/step - loss: 0.4067 - accuracy: 0.8340
Epoch 214/500
113/113 [==============================] - 0s 820us/step - loss: 0.4065 - accuracy: 0.8336
Epoch 215/500
113/113 [==============================] - 0s 804us/step - loss: 0.4061 - accuracy: 0.8332
Epoch 216/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4058 - accuracy: 0.8338
Epoch 217/500
113/113 [==============================] - 0s 806us/step - loss: 0.4056 - accuracy: 0.8347
Epoch 218/500
113/113 [==============================] - 0s 830us/step - loss: 0.4053 - accuracy: 0.8350
Epoch 219/500
113/113 [==============================] - 0s 834us/step - loss: 0.4050 - accuracy: 0.8351
Epoch 220/500
113/113 [==============================] - 0s 807us/step - loss: 0.4048 - accuracy: 0.8353
Epoch 221/500
113/113 [==============================] - 0s 813us/step - loss: 0.4045 - accuracy: 0.8344
Epoch 222/500
113/113 [==============================] - 0s 836us/step - loss: 0.4043 - accuracy: 0.8354
Epoch 223/500
113/113 [==============================] - 0s 818us/step - loss: 0.4040 - accuracy: 0.8351
Epoch 224/500
113/113 [==============================] - 0s 831us/step - loss: 0.4039 - accuracy: 0.8364
Epoch 225/500
113/113 [==============================] - 0s 800us/step - loss: 0.4037 - accuracy: 0.8354
Epoch 226/500
113/113 [==============================] - 0s 880us/step - loss: 0.4035 - accuracy: 0.8351
Epoch 227/500
113/113 [==============================] - 0s 828us/step - loss: 0.4033 - accuracy: 0.8356
Epoch 228/500
113/113 [==============================] - 0s 821us/step - loss: 0.4031 - accuracy: 0.8351
Epoch 229/500
113/113 [==============================] - 0s 949us/step - loss: 0.4030 - accuracy: 0.8356
Epoch 230/500
113/113 [==============================] - 0s 809us/step - loss: 0.4028 - accuracy: 0.8357
Epoch 231/500
113/113 [==============================] - 0s 810us/step - loss: 0.4027 - accuracy: 0.8356
Epoch 232/500
113/113 [==============================] - 0s 833us/step - loss: 0.4025 - accuracy: 0.8353
Epoch 233/500
113/113 [==============================] - 0s 808us/step - loss: 0.4023 - accuracy: 0.8365
Epoch 234/500
113/113 [==============================] - 0s 821us/step - loss: 0.4021 - accuracy: 0.8369
Epoch 235/500
113/113 [==============================] - 0s 837us/step - loss: 0.4020 - accuracy: 0.8357
Epoch 236/500
113/113 [==============================] - 0s 837us/step - loss: 0.4018 - accuracy: 0.8364
Epoch 237/500
113/113 [==============================] - 0s 879us/step - loss: 0.4017 - accuracy: 0.8367
Epoch 238/500
113/113 [==============================] - 0s 815us/step - loss: 0.4014 - accuracy: 0.8367
Epoch 239/500
113/113 [==============================] - 0s 814us/step - loss: 0.4014 - accuracy: 0.8367
Epoch 240/500
113/113 [==============================] - 0s 839us/step - loss: 0.4012 - accuracy: 0.8360
Epoch 241/500
113/113 [==============================] - 0s 798us/step - loss: 0.4011 - accuracy: 0.8367
Epoch 242/500
113/113 [==============================] - 0s 824us/step - loss: 0.4010 - accuracy: 0.8364
Epoch 243/500
113/113 [==============================] - 0s 803us/step - loss: 0.4008 - accuracy: 0.8368
Epoch 244/500
113/113 [==============================] - 0s 807us/step - loss: 0.4005 - accuracy: 0.8363
Epoch 245/500
113/113 [==============================] - 0s 856us/step - loss: 0.4006 - accuracy: 0.8367
Epoch 246/500
113/113 [==============================] - 0s 803us/step - loss: 0.4004 - accuracy: 0.8365
Epoch 247/500
113/113 [==============================] - 0s 809us/step - loss: 0.4002 - accuracy: 0.8375
Epoch 248/500
113/113 [==============================] - 0s 896us/step - loss: 0.3999 - accuracy: 0.8381
Epoch 249/500
113/113 [==============================] - 0s 816us/step - loss: 0.4000 - accuracy: 0.8365
Epoch 250/500
113/113 [==============================] - 0s 886us/step - loss: 0.3998 - accuracy: 0.8369
Epoch 251/500
113/113 [==============================] - 0s 817us/step - loss: 0.3998 - accuracy: 0.8372
Epoch 252/500
113/113 [==============================] - 0s 804us/step - loss: 0.3996 - accuracy: 0.8375
Epoch 253/500
113/113 [==============================] - 0s 838us/step - loss: 0.3995 - accuracy: 0.8376
Epoch 254/500
113/113 [==============================] - 0s 807us/step - loss: 0.3993 - accuracy: 0.8376
Epoch 255/500
113/113 [==============================] - 0s 849us/step - loss: 0.3991 - accuracy: 0.8374
Epoch 256/500
113/113 [==============================] - 0s 795us/step - loss: 0.3991 - accuracy: 0.8376
Epoch 257/500
113/113 [==============================] - 0s 949us/step - loss: 0.3989 - accuracy: 0.8379
Epoch 258/500
113/113 [==============================] - 0s 851us/step - loss: 0.3988 - accuracy: 0.8369
Epoch 259/500
113/113 [==============================] - 0s 786us/step - loss: 0.3986 - accuracy: 0.8369
Epoch 260/500
113/113 [==============================] - 0s 833us/step - loss: 0.3985 - accuracy: 0.8372
Epoch 261/500
113/113 [==============================] - 0s 808us/step - loss: 0.3984 - accuracy: 0.8369
Epoch 262/500
113/113 [==============================] - 0s 806us/step - loss: 0.3983 - accuracy: 0.8374
Epoch 263/500
113/113 [==============================] - 0s 833us/step - loss: 0.3982 - accuracy: 0.8374
Epoch 264/500
113/113 [==============================] - 0s 804us/step - loss: 0.3980 - accuracy: 0.8379
Epoch 265/500
113/113 [==============================] - 0s 812us/step - loss: 0.3978 - accuracy: 0.8358
Epoch 266/500
113/113 [==============================] - 0s 837us/step - loss: 0.3977 - accuracy: 0.8367
Epoch 267/500
113/113 [==============================] - 0s 802us/step - loss: 0.3977 - accuracy: 0.8369
Epoch 268/500
113/113 [==============================] - 0s 855us/step - loss: 0.3976 - accuracy: 0.8369
Epoch 269/500
113/113 [==============================] - 0s 848us/step - loss: 0.3973 - accuracy: 0.8367
Epoch 270/500
113/113 [==============================] - 0s 812us/step - loss: 0.3973 - accuracy: 0.8378
Epoch 271/500
113/113 [==============================] - 0s 853us/step - loss: 0.3972 - accuracy: 0.8364
Epoch 272/500
113/113 [==============================] - 0s 800us/step - loss: 0.3971 - accuracy: 0.8368
Epoch 273/500
113/113 [==============================] - 0s 792us/step - loss: 0.3969 - accuracy: 0.8369
Epoch 274/500
113/113 [==============================] - 0s 838us/step - loss: 0.3967 - accuracy: 0.8376
Epoch 275/500
113/113 [==============================] - 0s 802us/step - loss: 0.3965 - accuracy: 0.8376
Epoch 276/500
113/113 [==============================] - 0s 865us/step - loss: 0.3964 - accuracy: 0.8361
Epoch 277/500
113/113 [==============================] - 0s 807us/step - loss: 0.3964 - accuracy: 0.8367
Epoch 278/500
113/113 [==============================] - 0s 807us/step - loss: 0.3962 - accuracy: 0.8374
Epoch 279/500
113/113 [==============================] - 0s 946us/step - loss: 0.3961 - accuracy: 0.8372
Epoch 280/500
113/113 [==============================] - 0s 808us/step - loss: 0.3960 - accuracy: 0.8365
Epoch 281/500
113/113 [==============================] - 0s 837us/step - loss: 0.3957 - accuracy: 0.8372
Epoch 282/500
113/113 [==============================] - 0s 799us/step - loss: 0.3957 - accuracy: 0.8371
Epoch 283/500
113/113 [==============================] - 0s 812us/step - loss: 0.3955 - accuracy: 0.8375
Epoch 284/500
113/113 [==============================] - 0s 865us/step - loss: 0.3954 - accuracy: 0.8354
Epoch 285/500
113/113 [==============================] - 0s 807us/step - loss: 0.3954 - accuracy: 0.8374
Epoch 286/500
113/113 [==============================] - 0s 828us/step - loss: 0.3950 - accuracy: 0.8365
Epoch 287/500
113/113 [==============================] - 0s 839us/step - loss: 0.3950 - accuracy: 0.8363
Epoch 288/500
113/113 [==============================] - 0s 839us/step - loss: 0.3950 - accuracy: 0.8372
Epoch 289/500
113/113 [==============================] - 0s 850us/step - loss: 0.3947 - accuracy: 0.8367
Epoch 290/500
113/113 [==============================] - 0s 819us/step - loss: 0.3946 - accuracy: 0.8368
Epoch 291/500
113/113 [==============================] - 0s 847us/step - loss: 0.3945 - accuracy: 0.8367
Epoch 292/500
113/113 [==============================] - 0s 838us/step - loss: 0.3944 - accuracy: 0.8367
Epoch 293/500
113/113 [==============================] - 0s 803us/step - loss: 0.3942 - accuracy: 0.8368
Epoch 294/500
113/113 [==============================] - 0s 831us/step - loss: 0.3941 - accuracy: 0.8364
Epoch 295/500
113/113 [==============================] - 0s 809us/step - loss: 0.3939 - accuracy: 0.8381
Epoch 296/500
113/113 [==============================] - 0s 816us/step - loss: 0.3938 - accuracy: 0.8365
Epoch 297/500
113/113 [==============================] - 0s 840us/step - loss: 0.3937 - accuracy: 0.8367
Epoch 298/500
113/113 [==============================] - 0s 803us/step - loss: 0.3935 - accuracy: 0.8375
Epoch 299/500
113/113 [==============================] - 0s 838us/step - loss: 0.3936 - accuracy: 0.8372
Epoch 300/500
113/113 [==============================] - 0s 851us/step - loss: 0.3933 - accuracy: 0.8372
Epoch 301/500
113/113 [==============================] - 0s 799us/step - loss: 0.3931 - accuracy: 0.8375
Epoch 302/500
113/113 [==============================] - 0s 842us/step - loss: 0.3928 - accuracy: 0.8390
Epoch 303/500
113/113 [==============================] - 0s 801us/step - loss: 0.3929 - accuracy: 0.8375
Epoch 304/500
113/113 [==============================] - 0s 806us/step - loss: 0.3927 - accuracy: 0.8367
Epoch 305/500
113/113 [==============================] - 0s 830us/step - loss: 0.3925 - accuracy: 0.8376
Epoch 306/500
113/113 [==============================] - 0s 855us/step - loss: 0.3925 - accuracy: 0.8368
Epoch 307/500
113/113 [==============================] - 0s 839us/step - loss: 0.3923 - accuracy: 0.8376
Epoch 308/500
113/113 [==============================] - 0s 814us/step - loss: 0.3920 - accuracy: 0.8386
Epoch 309/500
113/113 [==============================] - 0s 885us/step - loss: 0.3922 - accuracy: 0.8369
Epoch 310/500
113/113 [==============================] - 0s 830us/step - loss: 0.3918 - accuracy: 0.8371
Epoch 311/500
113/113 [==============================] - 0s 813us/step - loss: 0.3918 - accuracy: 0.8376
Epoch 312/500
113/113 [==============================] - 0s 887us/step - loss: 0.3917 - accuracy: 0.8375
Epoch 313/500
113/113 [==============================] - 0s 841us/step - loss: 0.3914 - accuracy: 0.8382
Epoch 314/500
113/113 [==============================] - 0s 804us/step - loss: 0.3913 - accuracy: 0.8372
Epoch 315/500
113/113 [==============================] - 0s 830us/step - loss: 0.3911 - accuracy: 0.8382
Epoch 316/500
113/113 [==============================] - 0s 804us/step - loss: 0.3911 - accuracy: 0.8371
Epoch 317/500
113/113 [==============================] - 0s 804us/step - loss: 0.3909 - accuracy: 0.8367
Epoch 318/500
113/113 [==============================] - 0s 838us/step - loss: 0.3904 - accuracy: 0.8371
Epoch 319/500
113/113 [==============================] - 0s 806us/step - loss: 0.3906 - accuracy: 0.8363
Epoch 320/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3904 - accuracy: 0.8368
Epoch 321/500
113/113 [==============================] - 0s 874us/step - loss: 0.3903 - accuracy: 0.8374
Epoch 322/500
113/113 [==============================] - 0s 801us/step - loss: 0.3903 - accuracy: 0.8372
Epoch 323/500
113/113 [==============================] - 0s 841us/step - loss: 0.3899 - accuracy: 0.8372
Epoch 324/500
113/113 [==============================] - 0s 853us/step - loss: 0.3900 - accuracy: 0.8378
Epoch 325/500
113/113 [==============================] - 0s 855us/step - loss: 0.3900 - accuracy: 0.8381
Epoch 326/500
113/113 [==============================] - 0s 811us/step - loss: 0.3897 - accuracy: 0.8375
Epoch 327/500
113/113 [==============================] - 0s 810us/step - loss: 0.3895 - accuracy: 0.8374
Epoch 328/500
113/113 [==============================] - 0s 840us/step - loss: 0.3894 - accuracy: 0.8369
Epoch 329/500
113/113 [==============================] - 0s 803us/step - loss: 0.3895 - accuracy: 0.8378
Epoch 330/500
113/113 [==============================] - 0s 909us/step - loss: 0.3894 - accuracy: 0.8379
Epoch 331/500
113/113 [==============================] - 0s 814us/step - loss: 0.3892 - accuracy: 0.8376
Epoch 332/500
113/113 [==============================] - 0s 821us/step - loss: 0.3891 - accuracy: 0.8378
Epoch 333/500
113/113 [==============================] - 0s 844us/step - loss: 0.3890 - accuracy: 0.8365
Epoch 334/500
113/113 [==============================] - 0s 799us/step - loss: 0.3890 - accuracy: 0.8361
Epoch 335/500
113/113 [==============================] - 0s 798us/step - loss: 0.3890 - accuracy: 0.8365
Epoch 336/500
113/113 [==============================] - 0s 839us/step - loss: 0.3888 - accuracy: 0.8375
Epoch 337/500
113/113 [==============================] - 0s 808us/step - loss: 0.3889 - accuracy: 0.8374
Epoch 338/500
113/113 [==============================] - 0s 828us/step - loss: 0.3885 - accuracy: 0.8374
Epoch 339/500
113/113 [==============================] - 0s 820us/step - loss: 0.3887 - accuracy: 0.8374
Epoch 340/500
113/113 [==============================] - 0s 819us/step - loss: 0.3884 - accuracy: 0.8382
Epoch 341/500
113/113 [==============================] - 0s 851us/step - loss: 0.3882 - accuracy: 0.8347
Epoch 342/500
113/113 [==============================] - 0s 810us/step - loss: 0.3884 - accuracy: 0.8365
Epoch 343/500
113/113 [==============================] - 0s 799us/step - loss: 0.3883 - accuracy: 0.8371
Epoch 344/500
113/113 [==============================] - 0s 834us/step - loss: 0.3880 - accuracy: 0.8376
Epoch 345/500
113/113 [==============================] - 0s 798us/step - loss: 0.3878 - accuracy: 0.8374
Epoch 346/500
113/113 [==============================] - 0s 828us/step - loss: 0.3880 - accuracy: 0.8357
Epoch 347/500
113/113 [==============================] - 0s 807us/step - loss: 0.3878 - accuracy: 0.8367
Epoch 348/500
113/113 [==============================] - 0s 810us/step - loss: 0.3880 - accuracy: 0.8374
Epoch 349/500
113/113 [==============================] - 0s 834us/step - loss: 0.3876 - accuracy: 0.8374
Epoch 350/500
113/113 [==============================] - 0s 835us/step - loss: 0.3878 - accuracy: 0.8368
Epoch 351/500
113/113 [==============================] - 0s 850us/step - loss: 0.3878 - accuracy: 0.8375
Epoch 352/500
113/113 [==============================] - 0s 806us/step - loss: 0.3878 - accuracy: 0.8374
Epoch 353/500
113/113 [==============================] - 0s 811us/step - loss: 0.3876 - accuracy: 0.8369
Epoch 354/500
113/113 [==============================] - 0s 863us/step - loss: 0.3875 - accuracy: 0.8381
Epoch 355/500
113/113 [==============================] - 0s 808us/step - loss: 0.3875 - accuracy: 0.8371
Epoch 356/500
113/113 [==============================] - 0s 808us/step - loss: 0.3873 - accuracy: 0.8363
Epoch 357/500
113/113 [==============================] - 0s 858us/step - loss: 0.3876 - accuracy: 0.8367
Epoch 358/500
113/113 [==============================] - 0s 807us/step - loss: 0.3874 - accuracy: 0.8365
Epoch 359/500
113/113 [==============================] - 0s 833us/step - loss: 0.3876 - accuracy: 0.8369
Epoch 360/500
113/113 [==============================] - 0s 821us/step - loss: 0.3874 - accuracy: 0.8364
Epoch 361/500
113/113 [==============================] - 0s 840us/step - loss: 0.3871 - accuracy: 0.8364
Epoch 362/500
113/113 [==============================] - 0s 854us/step - loss: 0.3873 - accuracy: 0.8364
Epoch 363/500
113/113 [==============================] - 0s 806us/step - loss: 0.3869 - accuracy: 0.8360
Epoch 364/500
113/113 [==============================] - 0s 808us/step - loss: 0.3870 - accuracy: 0.8364
Epoch 365/500
113/113 [==============================] - 0s 852us/step - loss: 0.3870 - accuracy: 0.8375
Epoch 366/500
113/113 [==============================] - 0s 802us/step - loss: 0.3867 - accuracy: 0.8368
Epoch 367/500
113/113 [==============================] - 0s 841us/step - loss: 0.3868 - accuracy: 0.8376
Epoch 368/500
113/113 [==============================] - 0s 807us/step - loss: 0.3866 - accuracy: 0.8386
Epoch 369/500
113/113 [==============================] - 0s 801us/step - loss: 0.3867 - accuracy: 0.8368
Epoch 370/500
113/113 [==============================] - 0s 824us/step - loss: 0.3869 - accuracy: 0.8371
Epoch 371/500
113/113 [==============================] - 0s 829us/step - loss: 0.3866 - accuracy: 0.8381
Epoch 372/500
113/113 [==============================] - 0s 967us/step - loss: 0.3866 - accuracy: 0.8372
Epoch 373/500
113/113 [==============================] - 0s 824us/step - loss: 0.3866 - accuracy: 0.8374
Epoch 374/500
113/113 [==============================] - 0s 805us/step - loss: 0.3865 - accuracy: 0.8372
Epoch 375/500
113/113 [==============================] - 0s 878us/step - loss: 0.3866 - accuracy: 0.8372
Epoch 376/500
113/113 [==============================] - 0s 867us/step - loss: 0.3865 - accuracy: 0.8372
Epoch 377/500
113/113 [==============================] - 0s 836us/step - loss: 0.3865 - accuracy: 0.8356
Epoch 378/500
113/113 [==============================] - 0s 815us/step - loss: 0.3864 - accuracy: 0.8358
Epoch 379/500
113/113 [==============================] - 0s 809us/step - loss: 0.3862 - accuracy: 0.8368
Epoch 380/500
113/113 [==============================] - 0s 836us/step - loss: 0.3863 - accuracy: 0.8364
Epoch 381/500
113/113 [==============================] - 0s 817us/step - loss: 0.3862 - accuracy: 0.8379
Epoch 382/500
113/113 [==============================] - 0s 885us/step - loss: 0.3862 - accuracy: 0.8371
Epoch 383/500
113/113 [==============================] - 0s 835us/step - loss: 0.3858 - accuracy: 0.8379
Epoch 384/500
113/113 [==============================] - 0s 819us/step - loss: 0.3859 - accuracy: 0.8364
Epoch 385/500
113/113 [==============================] - 0s 839us/step - loss: 0.3860 - accuracy: 0.8381
Epoch 386/500
113/113 [==============================] - 0s 826us/step - loss: 0.3858 - accuracy: 0.8383
Epoch 387/500
113/113 [==============================] - 0s 809us/step - loss: 0.3858 - accuracy: 0.8379
Epoch 388/500
113/113 [==============================] - 0s 839us/step - loss: 0.3855 - accuracy: 0.8372
Epoch 389/500
113/113 [==============================] - 0s 809us/step - loss: 0.3856 - accuracy: 0.8381
Epoch 390/500
113/113 [==============================] - 0s 841us/step - loss: 0.3855 - accuracy: 0.8381
Epoch 391/500
113/113 [==============================] - 0s 806us/step - loss: 0.3852 - accuracy: 0.8378
Epoch 392/500
113/113 [==============================] - 0s 823us/step - loss: 0.3853 - accuracy: 0.8363
Epoch 393/500
113/113 [==============================] - 0s 922us/step - loss: 0.3851 - accuracy: 0.8378
Epoch 394/500
113/113 [==============================] - 0s 816us/step - loss: 0.3849 - accuracy: 0.8372
Epoch 395/500
113/113 [==============================] - 0s 812us/step - loss: 0.3849 - accuracy: 0.8374
Epoch 396/500
113/113 [==============================] - 0s 844us/step - loss: 0.3845 - accuracy: 0.8374
Epoch 397/500
113/113 [==============================] - 0s 822us/step - loss: 0.3845 - accuracy: 0.8376
Epoch 398/500
113/113 [==============================] - 0s 832us/step - loss: 0.3843 - accuracy: 0.8379
Epoch 399/500
113/113 [==============================] - 0s 807us/step - loss: 0.3842 - accuracy: 0.8382
Epoch 400/500
113/113 [==============================] - 0s 798us/step - loss: 0.3840 - accuracy: 0.8364
Epoch 401/500
113/113 [==============================] - 0s 826us/step - loss: 0.3837 - accuracy: 0.8381
Epoch 402/500
113/113 [==============================] - 0s 818us/step - loss: 0.3836 - accuracy: 0.8365
Epoch 403/500
113/113 [==============================] - 0s 828us/step - loss: 0.3836 - accuracy: 0.8375
Epoch 404/500
113/113 [==============================] - 0s 813us/step - loss: 0.3831 - accuracy: 0.8371
Epoch 405/500
113/113 [==============================] - 0s 807us/step - loss: 0.3829 - accuracy: 0.8374
Epoch 406/500
113/113 [==============================] - 0s 833us/step - loss: 0.3827 - accuracy: 0.8385
Epoch 407/500
113/113 [==============================] - 0s 821us/step - loss: 0.3826 - accuracy: 0.8378
Epoch 408/500
113/113 [==============================] - 0s 798us/step - loss: 0.3826 - accuracy: 0.8382
Epoch 409/500
113/113 [==============================] - 0s 827us/step - loss: 0.3823 - accuracy: 0.8383
Epoch 410/500
113/113 [==============================] - 0s 802us/step - loss: 0.3816 - accuracy: 0.8393
Epoch 411/500
113/113 [==============================] - 0s 837us/step - loss: 0.3822 - accuracy: 0.8399
Epoch 412/500
113/113 [==============================] - 0s 801us/step - loss: 0.3818 - accuracy: 0.8376
Epoch 413/500
113/113 [==============================] - 0s 836us/step - loss: 0.3815 - accuracy: 0.8394
Epoch 414/500
113/113 [==============================] - 0s 865us/step - loss: 0.3814 - accuracy: 0.8385
Epoch 415/500
113/113 [==============================] - 0s 780us/step - loss: 0.3813 - accuracy: 0.8393
Epoch 416/500
113/113 [==============================] - 0s 834us/step - loss: 0.3814 - accuracy: 0.8376
Epoch 417/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3810 - accuracy: 0.8386
Epoch 418/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3806 - accuracy: 0.8394
Epoch 419/500
113/113 [==============================] - 0s 911us/step - loss: 0.3807 - accuracy: 0.8385
Epoch 420/500
113/113 [==============================] - 0s 807us/step - loss: 0.3802 - accuracy: 0.8399
Epoch 421/500
113/113 [==============================] - 0s 826us/step - loss: 0.3802 - accuracy: 0.8417
Epoch 422/500
113/113 [==============================] - 0s 804us/step - loss: 0.3797 - accuracy: 0.8400
Epoch 423/500
113/113 [==============================] - 0s 866us/step - loss: 0.3797 - accuracy: 0.8392
Epoch 424/500
113/113 [==============================] - 0s 851us/step - loss: 0.3797 - accuracy: 0.8397
Epoch 425/500
113/113 [==============================] - 0s 816us/step - loss: 0.3791 - accuracy: 0.8392
Epoch 426/500
113/113 [==============================] - 0s 800us/step - loss: 0.3793 - accuracy: 0.8404
Epoch 427/500
113/113 [==============================] - 0s 981us/step - loss: 0.3789 - accuracy: 0.8410
Epoch 428/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3784 - accuracy: 0.8408
Epoch 429/500
113/113 [==============================] - 0s 810us/step - loss: 0.3785 - accuracy: 0.8411
Epoch 430/500
113/113 [==============================] - 0s 815us/step - loss: 0.3784 - accuracy: 0.8415
Epoch 431/500
113/113 [==============================] - 0s 825us/step - loss: 0.3782 - accuracy: 0.8417
Epoch 432/500
113/113 [==============================] - 0s 802us/step - loss: 0.3782 - accuracy: 0.8413
Epoch 433/500
113/113 [==============================] - 0s 878us/step - loss: 0.3777 - accuracy: 0.8417
Epoch 434/500
113/113 [==============================] - 0s 809us/step - loss: 0.3776 - accuracy: 0.8407
Epoch 435/500
113/113 [==============================] - 0s 813us/step - loss: 0.3774 - accuracy: 0.8407
Epoch 436/500
113/113 [==============================] - 0s 851us/step - loss: 0.3772 - accuracy: 0.8425
Epoch 437/500
113/113 [==============================] - 0s 803us/step - loss: 0.3770 - accuracy: 0.8417
Epoch 438/500
113/113 [==============================] - 0s 826us/step - loss: 0.3771 - accuracy: 0.8431
Epoch 439/500
113/113 [==============================] - 0s 836us/step - loss: 0.3768 - accuracy: 0.8433
Epoch 440/500
113/113 [==============================] - 0s 801us/step - loss: 0.3765 - accuracy: 0.8419
Epoch 441/500
113/113 [==============================] - 0s 826us/step - loss: 0.3765 - accuracy: 0.8424
Epoch 442/500
113/113 [==============================] - 0s 797us/step - loss: 0.3761 - accuracy: 0.8435
Epoch 443/500
113/113 [==============================] - 0s 846us/step - loss: 0.3761 - accuracy: 0.8436
Epoch 444/500
113/113 [==============================] - 0s 854us/step - loss: 0.3758 - accuracy: 0.8424
Epoch 445/500
113/113 [==============================] - 0s 800us/step - loss: 0.3757 - accuracy: 0.8435
Epoch 446/500
113/113 [==============================] - 0s 810us/step - loss: 0.3758 - accuracy: 0.8424
Epoch 447/500
113/113 [==============================] - 0s 801us/step - loss: 0.3753 - accuracy: 0.8421
Epoch 448/500
113/113 [==============================] - 0s 809us/step - loss: 0.3751 - accuracy: 0.8433
Epoch 449/500
113/113 [==============================] - 0s 835us/step - loss: 0.3751 - accuracy: 0.8435
Epoch 450/500
113/113 [==============================] - 0s 809us/step - loss: 0.3747 - accuracy: 0.8450
Epoch 451/500
113/113 [==============================] - 0s 837us/step - loss: 0.3745 - accuracy: 0.8446
Epoch 452/500
113/113 [==============================] - 0s 825us/step - loss: 0.3748 - accuracy: 0.8433
Epoch 453/500
113/113 [==============================] - 0s 795us/step - loss: 0.3747 - accuracy: 0.8443
Epoch 454/500
113/113 [==============================] - 0s 829us/step - loss: 0.3744 - accuracy: 0.8443
Epoch 455/500
113/113 [==============================] - 0s 802us/step - loss: 0.3741 - accuracy: 0.8446
Epoch 456/500
113/113 [==============================] - 0s 814us/step - loss: 0.3740 - accuracy: 0.8431
Epoch 457/500
113/113 [==============================] - 0s 877us/step - loss: 0.3737 - accuracy: 0.8462
Epoch 458/500
113/113 [==============================] - 0s 826us/step - loss: 0.3736 - accuracy: 0.8440
Epoch 459/500
113/113 [==============================] - 0s 831us/step - loss: 0.3736 - accuracy: 0.8464
Epoch 460/500
113/113 [==============================] - 0s 831us/step - loss: 0.3735 - accuracy: 0.8446
Epoch 461/500
113/113 [==============================] - 0s 813us/step - loss: 0.3731 - accuracy: 0.8425
Epoch 462/500
113/113 [==============================] - 0s 832us/step - loss: 0.3731 - accuracy: 0.8432
Epoch 463/500
113/113 [==============================] - 0s 800us/step - loss: 0.3732 - accuracy: 0.8464
Epoch 464/500
113/113 [==============================] - 0s 804us/step - loss: 0.3729 - accuracy: 0.8462
Epoch 465/500
113/113 [==============================] - 0s 843us/step - loss: 0.3731 - accuracy: 0.8464
Epoch 466/500
113/113 [==============================] - 0s 861us/step - loss: 0.3723 - accuracy: 0.8461
Epoch 467/500
113/113 [==============================] - 0s 823us/step - loss: 0.3728 - accuracy: 0.8454
Epoch 468/500
113/113 [==============================] - 0s 800us/step - loss: 0.3726 - accuracy: 0.8456
Epoch 469/500
113/113 [==============================] - 0s 819us/step - loss: 0.3719 - accuracy: 0.8450
Epoch 470/500
113/113 [==============================] - 0s 846us/step - loss: 0.3723 - accuracy: 0.8457
Epoch 471/500
113/113 [==============================] - 0s 820us/step - loss: 0.3717 - accuracy: 0.8444
Epoch 472/500
113/113 [==============================] - 0s 804us/step - loss: 0.3721 - accuracy: 0.8449
Epoch 473/500
113/113 [==============================] - 0s 825us/step - loss: 0.3718 - accuracy: 0.8469
Epoch 474/500
113/113 [==============================] - 0s 835us/step - loss: 0.3717 - accuracy: 0.8460
Epoch 475/500
113/113 [==============================] - 0s 856us/step - loss: 0.3712 - accuracy: 0.8475
Epoch 476/500
113/113 [==============================] - 0s 802us/step - loss: 0.3713 - accuracy: 0.8468
Epoch 477/500
113/113 [==============================] - 0s 827us/step - loss: 0.3711 - accuracy: 0.8464
Epoch 478/500
113/113 [==============================] - 0s 830us/step - loss: 0.3716 - accuracy: 0.8481
Epoch 479/500
113/113 [==============================] - 0s 806us/step - loss: 0.3714 - accuracy: 0.8461
Epoch 480/500
113/113 [==============================] - 0s 813us/step - loss: 0.3711 - accuracy: 0.8467
Epoch 481/500
113/113 [==============================] - 0s 832us/step - loss: 0.3706 - accuracy: 0.8471
Epoch 482/500
113/113 [==============================] - 0s 806us/step - loss: 0.3711 - accuracy: 0.8458
Epoch 483/500
113/113 [==============================] - 0s 837us/step - loss: 0.3711 - accuracy: 0.8479
Epoch 484/500
113/113 [==============================] - 0s 802us/step - loss: 0.3705 - accuracy: 0.8464
Epoch 485/500
113/113 [==============================] - 0s 824us/step - loss: 0.3707 - accuracy: 0.8464
Epoch 486/500
113/113 [==============================] - 0s 879us/step - loss: 0.3706 - accuracy: 0.8447
Epoch 487/500
113/113 [==============================] - 0s 805us/step - loss: 0.3705 - accuracy: 0.8471
Epoch 488/500
113/113 [==============================] - 0s 833us/step - loss: 0.3702 - accuracy: 0.8472
Epoch 489/500
113/113 [==============================] - 0s 799us/step - loss: 0.3702 - accuracy: 0.8486
Epoch 490/500
113/113 [==============================] - 0s 815us/step - loss: 0.3703 - accuracy: 0.8485
Epoch 491/500
113/113 [==============================] - 0s 846us/step - loss: 0.3702 - accuracy: 0.8476
Epoch 492/500
113/113 [==============================] - 0s 809us/step - loss: 0.3700 - accuracy: 0.8494
Epoch 493/500
113/113 [==============================] - 0s 818us/step - loss: 0.3700 - accuracy: 0.8485
Epoch 494/500
113/113 [==============================] - 0s 829us/step - loss: 0.3695 - accuracy: 0.8462
Epoch 495/500
113/113 [==============================] - 0s 803us/step - loss: 0.3700 - accuracy: 0.8478
Epoch 496/500
113/113 [==============================] - 0s 922us/step - loss: 0.3697 - accuracy: 0.8481
Epoch 497/500
113/113 [==============================] - 0s 819us/step - loss: 0.3700 - accuracy: 0.8490
Epoch 498/500
113/113 [==============================] - 0s 817us/step - loss: 0.3694 - accuracy: 0.8479
Epoch 499/500
113/113 [==============================] - 0s 835us/step - loss: 0.3695 - accuracy: 0.8478
Epoch 500/500
113/113 [==============================] - 0s 806us/step - loss: 0.3698 - accuracy: 0.8485
Epoch 1/500
113/113 [==============================] - 0s 819us/step - loss: 0.6520 - accuracy: 0.7964
Epoch 2/500
113/113 [==============================] - 0s 967us/step - loss: 0.5935 - accuracy: 0.7964
Epoch 3/500
113/113 [==============================] - 0s 870us/step - loss: 0.5595 - accuracy: 0.7964
Epoch 4/500
113/113 [==============================] - 0s 832us/step - loss: 0.5393 - accuracy: 0.7964
Epoch 5/500
113/113 [==============================] - 0s 870us/step - loss: 0.5270 - accuracy: 0.7964
Epoch 6/500
113/113 [==============================] - 0s 819us/step - loss: 0.5193 - accuracy: 0.7964
Epoch 7/500
113/113 [==============================] - 0s 827us/step - loss: 0.5145 - accuracy: 0.7964
Epoch 8/500
113/113 [==============================] - 0s 858us/step - loss: 0.5114 - accuracy: 0.7964
Epoch 9/500
113/113 [==============================] - 0s 824us/step - loss: 0.5094 - accuracy: 0.7964
Epoch 10/500
113/113 [==============================] - 0s 855us/step - loss: 0.5081 - accuracy: 0.7964
Epoch 11/500
113/113 [==============================] - 0s 816us/step - loss: 0.5072 - accuracy: 0.7964
Epoch 12/500
113/113 [==============================] - 0s 857us/step - loss: 0.5066 - accuracy: 0.7964
Epoch 13/500
113/113 [==============================] - 0s 864us/step - loss: 0.5062 - accuracy: 0.7964
Epoch 14/500
113/113 [==============================] - 0s 836us/step - loss: 0.5059 - accuracy: 0.7964
Epoch 15/500
113/113 [==============================] - 0s 906us/step - loss: 0.5058 - accuracy: 0.7964
Epoch 16/500
113/113 [==============================] - 0s 839us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 17/500
113/113 [==============================] - 0s 828us/step - loss: 0.5056 - accuracy: 0.7964
Epoch 18/500
113/113 [==============================] - 0s 882us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 19/500
113/113 [==============================] - 0s 818us/step - loss: 0.5055 - accuracy: 0.7964
Epoch 20/500
113/113 [==============================] - 0s 865us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 21/500
113/113 [==============================] - 0s 821us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 22/500
113/113 [==============================] - 0s 819us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 23/500
113/113 [==============================] - 0s 991us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 24/500
113/113 [==============================] - 0s 822us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 25/500
113/113 [==============================] - 0s 866us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 26/500
113/113 [==============================] - 0s 826us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 27/500
113/113 [==============================] - 0s 833us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 28/500
113/113 [==============================] - 0s 863us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 29/500
113/113 [==============================] - 0s 852us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 30/500
113/113 [==============================] - 0s 855us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 31/500
113/113 [==============================] - 0s 831us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 32/500
113/113 [==============================] - 0s 901us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 33/500
113/113 [==============================] - 0s 822us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 34/500
113/113 [==============================] - 0s 827us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 35/500
113/113 [==============================] - 0s 841us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 36/500
113/113 [==============================] - 0s 842us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 37/500
113/113 [==============================] - 0s 833us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 38/500
113/113 [==============================] - 0s 837us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 39/500
113/113 [==============================] - 0s 847us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 40/500
113/113 [==============================] - 0s 844us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 41/500
113/113 [==============================] - 0s 832us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 42/500
113/113 [==============================] - 0s 865us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 43/500
113/113 [==============================] - 0s 844us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 44/500
113/113 [==============================] - 0s 873us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 45/500
113/113 [==============================] - 0s 857us/step - loss: 0.5054 - accuracy: 0.7964
Epoch 46/500
113/113 [==============================] - 0s 844us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 47/500
113/113 [==============================] - 0s 851us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 48/500
113/113 [==============================] - 0s 841us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 49/500
113/113 [==============================] - 0s 865us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 50/500
113/113 [==============================] - 0s 847us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 51/500
113/113 [==============================] - 0s 848us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 52/500
113/113 [==============================] - 0s 833us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 53/500
113/113 [==============================] - 0s 955us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 54/500
113/113 [==============================] - 0s 865us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 55/500
113/113 [==============================] - 0s 887us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 56/500
113/113 [==============================] - 0s 831us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 57/500
113/113 [==============================] - 0s 850us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 58/500
113/113 [==============================] - 0s 842us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 59/500
113/113 [==============================] - 0s 844us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 60/500
113/113 [==============================] - 0s 842us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 61/500
113/113 [==============================] - 0s 834us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 62/500
113/113 [==============================] - 0s 829us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 63/500
113/113 [==============================] - 0s 944us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 64/500
113/113 [==============================] - 0s 856us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 65/500
113/113 [==============================] - 0s 823us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 66/500
113/113 [==============================] - 0s 826us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 67/500
113/113 [==============================] - 0s 926us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 68/500
113/113 [==============================] - 0s 850us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 69/500
113/113 [==============================] - 0s 848us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 70/500
113/113 [==============================] - 0s 855us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 71/500
113/113 [==============================] - 0s 850us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 72/500
113/113 [==============================] - 0s 843us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 73/500
113/113 [==============================] - 0s 867us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 74/500
113/113 [==============================] - 0s 875us/step - loss: 0.5053 - accuracy: 0.7964
Epoch 75/500
113/113 [==============================] - 0s 836us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 76/500
113/113 [==============================] - 0s 850us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 77/500
113/113 [==============================] - 0s 846us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 78/500
113/113 [==============================] - 0s 838us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 79/500
113/113 [==============================] - 0s 840us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 80/500
113/113 [==============================] - 0s 846us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 81/500
113/113 [==============================] - 0s 827us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 82/500
113/113 [==============================] - 0s 826us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 83/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7964
Epoch 84/500
113/113 [==============================] - 0s 829us/step - loss: 0.5052 - accuracy: 0.7964
Epoch 85/500
113/113 [==============================] - 0s 836us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 86/500
113/113 [==============================] - 0s 821us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 87/500
113/113 [==============================] - 0s 836us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 88/500
113/113 [==============================] - 0s 838us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 89/500
113/113 [==============================] - 0s 843us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 90/500
113/113 [==============================] - 0s 850us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 91/500
113/113 [==============================] - 0s 841us/step - loss: 0.5051 - accuracy: 0.7964
Epoch 92/500
113/113 [==============================] - 0s 837us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 93/500
113/113 [==============================] - 0s 902us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 94/500
113/113 [==============================] - 0s 827us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 95/500
113/113 [==============================] - 0s 886us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 96/500
113/113 [==============================] - 0s 845us/step - loss: 0.5050 - accuracy: 0.7964
Epoch 97/500
113/113 [==============================] - 0s 851us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 98/500
113/113 [==============================] - 0s 849us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 99/500
113/113 [==============================] - 0s 847us/step - loss: 0.5049 - accuracy: 0.7964
Epoch 100/500
113/113 [==============================] - 0s 865us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 101/500
113/113 [==============================] - 0s 883us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 102/500
113/113 [==============================] - 0s 845us/step - loss: 0.5048 - accuracy: 0.7964
Epoch 103/500
113/113 [==============================] - 0s 982us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 104/500
113/113 [==============================] - 0s 853us/step - loss: 0.5047 - accuracy: 0.7964
Epoch 105/500
113/113 [==============================] - 0s 869us/step - loss: 0.5046 - accuracy: 0.7964
Epoch 106/500
113/113 [==============================] - 0s 857us/step - loss: 0.5046 - accuracy: 0.7964
Epoch 107/500
113/113 [==============================] - 0s 864us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 108/500
113/113 [==============================] - 0s 862us/step - loss: 0.5045 - accuracy: 0.7964
Epoch 109/500
113/113 [==============================] - 0s 859us/step - loss: 0.5044 - accuracy: 0.7964
Epoch 110/500
113/113 [==============================] - 0s 875us/step - loss: 0.5044 - accuracy: 0.7964
Epoch 111/500
113/113 [==============================] - 0s 872us/step - loss: 0.5043 - accuracy: 0.7964
Epoch 112/500
113/113 [==============================] - 0s 841us/step - loss: 0.5042 - accuracy: 0.7964
Epoch 113/500
113/113 [==============================] - 0s 979us/step - loss: 0.5041 - accuracy: 0.7964
Epoch 114/500
113/113 [==============================] - 0s 852us/step - loss: 0.5041 - accuracy: 0.7964
Epoch 115/500
113/113 [==============================] - 0s 932us/step - loss: 0.5040 - accuracy: 0.7964
Epoch 116/500
113/113 [==============================] - 0s 851us/step - loss: 0.5039 - accuracy: 0.7964
Epoch 117/500
113/113 [==============================] - 0s 852us/step - loss: 0.5038 - accuracy: 0.7964
Epoch 118/500
113/113 [==============================] - 0s 859us/step - loss: 0.5037 - accuracy: 0.7964
Epoch 119/500
113/113 [==============================] - 0s 861us/step - loss: 0.5036 - accuracy: 0.7964
Epoch 120/500
113/113 [==============================] - 0s 866us/step - loss: 0.5034 - accuracy: 0.7964
Epoch 121/500
113/113 [==============================] - 0s 879us/step - loss: 0.5033 - accuracy: 0.79640s - loss: 0.5232 - accuracy: 0.78
Epoch 122/500
113/113 [==============================] - 0s 873us/step - loss: 0.5031 - accuracy: 0.7964
Epoch 123/500
113/113 [==============================] - 0s 910us/step - loss: 0.5030 - accuracy: 0.7964
Epoch 124/500
113/113 [==============================] - 0s 847us/step - loss: 0.5028 - accuracy: 0.7964
Epoch 125/500
113/113 [==============================] - ETA: 0s - loss: 0.4944 - accuracy: 0.80 - 0s 887us/step - loss: 0.5026 - accuracy: 0.7964
Epoch 126/500
113/113 [==============================] - 0s 847us/step - loss: 0.5024 - accuracy: 0.7964
Epoch 127/500
113/113 [==============================] - 0s 840us/step - loss: 0.5022 - accuracy: 0.7964
Epoch 128/500
113/113 [==============================] - 0s 853us/step - loss: 0.5019 - accuracy: 0.7964
Epoch 129/500
113/113 [==============================] - 0s 859us/step - loss: 0.5017 - accuracy: 0.7964
Epoch 130/500
113/113 [==============================] - 0s 879us/step - loss: 0.5014 - accuracy: 0.7964
Epoch 131/500
113/113 [==============================] - 0s 859us/step - loss: 0.5011 - accuracy: 0.7964
Epoch 132/500
113/113 [==============================] - 0s 866us/step - loss: 0.5008 - accuracy: 0.7964
Epoch 133/500
113/113 [==============================] - 0s 973us/step - loss: 0.5004 - accuracy: 0.7964
Epoch 134/500
113/113 [==============================] - 0s 836us/step - loss: 0.5000 - accuracy: 0.7964
Epoch 135/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4996 - accuracy: 0.7964
Epoch 136/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4991 - accuracy: 0.7964
Epoch 137/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4986 - accuracy: 0.7964
Epoch 138/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4981 - accuracy: 0.7964
Epoch 139/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7964
Epoch 140/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4968 - accuracy: 0.7964
Epoch 141/500
113/113 [==============================] - 0s 870us/step - loss: 0.4961 - accuracy: 0.7964
Epoch 142/500
113/113 [==============================] - 0s 975us/step - loss: 0.4954 - accuracy: 0.7964
Epoch 143/500
113/113 [==============================] - 0s 997us/step - loss: 0.4946 - accuracy: 0.7964
Epoch 144/500
113/113 [==============================] - 0s 856us/step - loss: 0.4937 - accuracy: 0.7964
Epoch 145/500
113/113 [==============================] - 0s 786us/step - loss: 0.4927 - accuracy: 0.7964
Epoch 146/500
113/113 [==============================] - 0s 919us/step - loss: 0.4917 - accuracy: 0.7964
Epoch 147/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4906 - accuracy: 0.7964
Epoch 148/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4893 - accuracy: 0.7964
Epoch 149/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4880 - accuracy: 0.7964
Epoch 150/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4866 - accuracy: 0.7964
Epoch 151/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4851 - accuracy: 0.7964
Epoch 152/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4835 - accuracy: 0.7964
Epoch 153/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4817 - accuracy: 0.7964
Epoch 154/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4799 - accuracy: 0.7964
Epoch 155/500
113/113 [==============================] - 0s 930us/step - loss: 0.4779 - accuracy: 0.7964
Epoch 156/500
113/113 [==============================] - 0s 937us/step - loss: 0.4757 - accuracy: 0.7964
Epoch 157/500
113/113 [==============================] - 0s 947us/step - loss: 0.4735 - accuracy: 0.7964
Epoch 158/500
113/113 [==============================] - 0s 968us/step - loss: 0.4711 - accuracy: 0.7964
Epoch 159/500
113/113 [==============================] - 0s 890us/step - loss: 0.4686 - accuracy: 0.7964
Epoch 160/500
113/113 [==============================] - 0s 986us/step - loss: 0.4660 - accuracy: 0.7964
Epoch 161/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4633 - accuracy: 0.7964
Epoch 162/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4605 - accuracy: 0.7964
Epoch 163/500
113/113 [==============================] - 0s 807us/step - loss: 0.4577 - accuracy: 0.7964
Epoch 164/500
113/113 [==============================] - 0s 851us/step - loss: 0.4549 - accuracy: 0.7964
Epoch 165/500
113/113 [==============================] - 0s 902us/step - loss: 0.4522 - accuracy: 0.7964
Epoch 166/500
113/113 [==============================] - 0s 874us/step - loss: 0.4496 - accuracy: 0.7964
Epoch 167/500
113/113 [==============================] - 0s 899us/step - loss: 0.4472 - accuracy: 0.7964
Epoch 168/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4450 - accuracy: 0.7960
Epoch 169/500
113/113 [==============================] - 0s 885us/step - loss: 0.4430 - accuracy: 0.7954
Epoch 170/500
113/113 [==============================] - 0s 842us/step - loss: 0.4413 - accuracy: 0.7953
Epoch 171/500
113/113 [==============================] - 0s 935us/step - loss: 0.4399 - accuracy: 0.7940
Epoch 172/500
113/113 [==============================] - 0s 880us/step - loss: 0.4387 - accuracy: 0.7939
Epoch 173/500
113/113 [==============================] - 0s 807us/step - loss: 0.4377 - accuracy: 0.7928
Epoch 174/500
113/113 [==============================] - 0s 899us/step - loss: 0.4369 - accuracy: 0.7918
Epoch 175/500
113/113 [==============================] - 0s 801us/step - loss: 0.4363 - accuracy: 0.7931
Epoch 176/500
113/113 [==============================] - 0s 881us/step - loss: 0.4357 - accuracy: 0.7924
Epoch 177/500
113/113 [==============================] - 0s 843us/step - loss: 0.4353 - accuracy: 0.7932
Epoch 178/500
113/113 [==============================] - 0s 845us/step - loss: 0.4349 - accuracy: 0.7935
Epoch 179/500
113/113 [==============================] - 0s 863us/step - loss: 0.4345 - accuracy: 0.7943
Epoch 180/500
113/113 [==============================] - 0s 800us/step - loss: 0.4343 - accuracy: 0.7944
Epoch 181/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4340 - accuracy: 0.7944
Epoch 182/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7950
Epoch 183/500
113/113 [==============================] - 0s 856us/step - loss: 0.4336 - accuracy: 0.7943
Epoch 184/500
113/113 [==============================] - 0s 964us/step - loss: 0.4333 - accuracy: 0.7943
Epoch 185/500
113/113 [==============================] - 0s 799us/step - loss: 0.4331 - accuracy: 0.7946
Epoch 186/500
113/113 [==============================] - 0s 877us/step - loss: 0.4329 - accuracy: 0.7942
Epoch 187/500
113/113 [==============================] - 0s 847us/step - loss: 0.4327 - accuracy: 0.7940
Epoch 188/500
113/113 [==============================] - 0s 793us/step - loss: 0.4325 - accuracy: 0.7947
Epoch 189/500
113/113 [==============================] - 0s 817us/step - loss: 0.4323 - accuracy: 0.7953
Epoch 190/500
113/113 [==============================] - 0s 846us/step - loss: 0.4321 - accuracy: 0.7958
Epoch 191/500
113/113 [==============================] - 0s 987us/step - loss: 0.4318 - accuracy: 0.7943
Epoch 192/500
113/113 [==============================] - 0s 878us/step - loss: 0.4316 - accuracy: 0.7944
Epoch 193/500
113/113 [==============================] - 0s 881us/step - loss: 0.4314 - accuracy: 0.7951
Epoch 194/500
113/113 [==============================] - 0s 911us/step - loss: 0.4311 - accuracy: 0.7944
Epoch 195/500
113/113 [==============================] - 0s 899us/step - loss: 0.4308 - accuracy: 0.7943
Epoch 196/500
113/113 [==============================] - 0s 947us/step - loss: 0.4305 - accuracy: 0.7953
Epoch 197/500
113/113 [==============================] - 0s 898us/step - loss: 0.4302 - accuracy: 0.7953
Epoch 198/500
113/113 [==============================] - 0s 883us/step - loss: 0.4298 - accuracy: 0.7958
Epoch 199/500
113/113 [==============================] - 0s 926us/step - loss: 0.4294 - accuracy: 0.7957
Epoch 200/500
113/113 [==============================] - 0s 886us/step - loss: 0.4290 - accuracy: 0.7958
Epoch 201/500
113/113 [==============================] - 0s 949us/step - loss: 0.4286 - accuracy: 0.7967
Epoch 202/500
113/113 [==============================] - 0s 952us/step - loss: 0.4281 - accuracy: 0.7962
Epoch 203/500
113/113 [==============================] - 0s 843us/step - loss: 0.4276 - accuracy: 0.7962
Epoch 204/500
113/113 [==============================] - 0s 796us/step - loss: 0.4271 - accuracy: 0.7964
Epoch 205/500
113/113 [==============================] - 0s 949us/step - loss: 0.4264 - accuracy: 0.7974
Epoch 206/500
113/113 [==============================] - 0s 850us/step - loss: 0.4258 - accuracy: 0.7976
Epoch 207/500
113/113 [==============================] - 0s 804us/step - loss: 0.4251 - accuracy: 0.7982
Epoch 208/500
113/113 [==============================] - 0s 840us/step - loss: 0.4243 - accuracy: 0.7978
Epoch 209/500
113/113 [==============================] - 0s 796us/step - loss: 0.4234 - accuracy: 0.7990
Epoch 210/500
113/113 [==============================] - 0s 798us/step - loss: 0.4225 - accuracy: 0.7987
Epoch 211/500
113/113 [==============================] - 0s 834us/step - loss: 0.4215 - accuracy: 0.7992
Epoch 212/500
113/113 [==============================] - 0s 876us/step - loss: 0.4205 - accuracy: 0.8015
Epoch 213/500
113/113 [==============================] - 0s 818us/step - loss: 0.4193 - accuracy: 0.8022
Epoch 214/500
113/113 [==============================] - 0s 831us/step - loss: 0.4181 - accuracy: 0.8033
Epoch 215/500
113/113 [==============================] - 0s 801us/step - loss: 0.4167 - accuracy: 0.8042
Epoch 216/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4153 - accuracy: 0.8043
Epoch 217/500
113/113 [==============================] - 0s 848us/step - loss: 0.4138 - accuracy: 0.8051
Epoch 218/500
113/113 [==============================] - 0s 812us/step - loss: 0.4123 - accuracy: 0.8061
Epoch 219/500
113/113 [==============================] - 0s 820us/step - loss: 0.4107 - accuracy: 0.8068
Epoch 220/500
113/113 [==============================] - 0s 830us/step - loss: 0.4090 - accuracy: 0.8086
Epoch 221/500
113/113 [==============================] - 0s 820us/step - loss: 0.4071 - accuracy: 0.8107
Epoch 222/500
113/113 [==============================] - 0s 893us/step - loss: 0.4053 - accuracy: 0.8126
Epoch 223/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4033 - accuracy: 0.8158
Epoch 224/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4013 - accuracy: 0.8179
Epoch 225/500
113/113 [==============================] - 0s 814us/step - loss: 0.3993 - accuracy: 0.8197
Epoch 226/500
113/113 [==============================] - 0s 803us/step - loss: 0.3972 - accuracy: 0.8228
Epoch 227/500
113/113 [==============================] - 0s 834us/step - loss: 0.3952 - accuracy: 0.8250
Epoch 228/500
113/113 [==============================] - 0s 813us/step - loss: 0.3930 - accuracy: 0.8256
Epoch 229/500
113/113 [==============================] - 0s 837us/step - loss: 0.3909 - accuracy: 0.8272
Epoch 230/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3888 - accuracy: 0.8290
Epoch 231/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3868 - accuracy: 0.8303
Epoch 232/500
113/113 [==============================] - 0s 842us/step - loss: 0.3849 - accuracy: 0.8319
Epoch 233/500
113/113 [==============================] - 0s 839us/step - loss: 0.3830 - accuracy: 0.8338
Epoch 234/500
113/113 [==============================] - 0s 806us/step - loss: 0.3813 - accuracy: 0.8360
Epoch 235/500
113/113 [==============================] - 0s 804us/step - loss: 0.3796 - accuracy: 0.8372
Epoch 236/500
113/113 [==============================] - 0s 831us/step - loss: 0.3782 - accuracy: 0.8392
Epoch 237/500
113/113 [==============================] - 0s 873us/step - loss: 0.3767 - accuracy: 0.8399
Epoch 238/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3752 - accuracy: 0.8407
Epoch 239/500
113/113 [==============================] - 0s 881us/step - loss: 0.3740 - accuracy: 0.8424
Epoch 240/500
113/113 [==============================] - 0s 881us/step - loss: 0.3727 - accuracy: 0.8431
Epoch 241/500
113/113 [==============================] - 0s 935us/step - loss: 0.3715 - accuracy: 0.8424
Epoch 242/500
113/113 [==============================] - 0s 931us/step - loss: 0.3705 - accuracy: 0.8456
Epoch 243/500
113/113 [==============================] - 0s 985us/step - loss: 0.3694 - accuracy: 0.8447
Epoch 244/500
113/113 [==============================] - 0s 900us/step - loss: 0.3683 - accuracy: 0.8469
Epoch 245/500
113/113 [==============================] - 0s 973us/step - loss: 0.3674 - accuracy: 0.8450
Epoch 246/500
113/113 [==============================] - 0s 891us/step - loss: 0.3668 - accuracy: 0.8458
Epoch 247/500
113/113 [==============================] - 0s 912us/step - loss: 0.3658 - accuracy: 0.8468
Epoch 248/500
113/113 [==============================] - 0s 894us/step - loss: 0.3650 - accuracy: 0.8458
Epoch 249/500
113/113 [==============================] - 0s 811us/step - loss: 0.3644 - accuracy: 0.8462
Epoch 250/500
113/113 [==============================] - 0s 826us/step - loss: 0.3636 - accuracy: 0.8458
Epoch 251/500
113/113 [==============================] - 0s 832us/step - loss: 0.3630 - accuracy: 0.8469
Epoch 252/500
113/113 [==============================] - 0s 829us/step - loss: 0.3624 - accuracy: 0.8469
Epoch 253/500
113/113 [==============================] - 0s 852us/step - loss: 0.3617 - accuracy: 0.8490
Epoch 254/500
113/113 [==============================] - 0s 810us/step - loss: 0.3612 - accuracy: 0.8487
Epoch 255/500
113/113 [==============================] - 0s 836us/step - loss: 0.3606 - accuracy: 0.8487
Epoch 256/500
113/113 [==============================] - 0s 801us/step - loss: 0.3601 - accuracy: 0.8496
Epoch 257/500
113/113 [==============================] - 0s 802us/step - loss: 0.3596 - accuracy: 0.8507
Epoch 258/500
113/113 [==============================] - 0s 840us/step - loss: 0.3591 - accuracy: 0.8510
Epoch 259/500
113/113 [==============================] - 0s 850us/step - loss: 0.3586 - accuracy: 0.8501
Epoch 260/500
113/113 [==============================] - 0s 859us/step - loss: 0.3583 - accuracy: 0.8507
Epoch 261/500
113/113 [==============================] - 0s 805us/step - loss: 0.3578 - accuracy: 0.8507
Epoch 262/500
113/113 [==============================] - 0s 801us/step - loss: 0.3575 - accuracy: 0.8514
Epoch 263/500
113/113 [==============================] - 0s 833us/step - loss: 0.3570 - accuracy: 0.8517
Epoch 264/500
113/113 [==============================] - 0s 803us/step - loss: 0.3567 - accuracy: 0.8529
Epoch 265/500
113/113 [==============================] - 0s 796us/step - loss: 0.3563 - accuracy: 0.8522
Epoch 266/500
113/113 [==============================] - 0s 828us/step - loss: 0.3560 - accuracy: 0.8528
Epoch 267/500
113/113 [==============================] - 0s 806us/step - loss: 0.3556 - accuracy: 0.8519
Epoch 268/500
113/113 [==============================] - 0s 835us/step - loss: 0.3552 - accuracy: 0.8522
Epoch 269/500
113/113 [==============================] - 0s 805us/step - loss: 0.3548 - accuracy: 0.8519
Epoch 270/500
113/113 [==============================] - 0s 915us/step - loss: 0.3545 - accuracy: 0.8533
Epoch 271/500
113/113 [==============================] - 0s 830us/step - loss: 0.3542 - accuracy: 0.8526
Epoch 272/500
113/113 [==============================] - 0s 804us/step - loss: 0.3540 - accuracy: 0.8546
Epoch 273/500
113/113 [==============================] - 0s 825us/step - loss: 0.3537 - accuracy: 0.8526
Epoch 274/500
113/113 [==============================] - 0s 814us/step - loss: 0.3531 - accuracy: 0.8540
Epoch 275/500
113/113 [==============================] - 0s 812us/step - loss: 0.3532 - accuracy: 0.8558
Epoch 276/500
113/113 [==============================] - 0s 823us/step - loss: 0.3530 - accuracy: 0.8551
Epoch 277/500
113/113 [==============================] - 0s 797us/step - loss: 0.3527 - accuracy: 0.8557
Epoch 278/500
113/113 [==============================] - 0s 814us/step - loss: 0.3525 - accuracy: 0.8550
Epoch 279/500
113/113 [==============================] - 0s 835us/step - loss: 0.3523 - accuracy: 0.8571
Epoch 280/500
113/113 [==============================] - 0s 802us/step - loss: 0.3520 - accuracy: 0.8564
Epoch 281/500
113/113 [==============================] - 0s 985us/step - loss: 0.3517 - accuracy: 0.8562
Epoch 282/500
113/113 [==============================] - 0s 798us/step - loss: 0.3516 - accuracy: 0.8562
Epoch 283/500
113/113 [==============================] - 0s 815us/step - loss: 0.3512 - accuracy: 0.8571
Epoch 284/500
113/113 [==============================] - 0s 838us/step - loss: 0.3510 - accuracy: 0.8571
Epoch 285/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3508 - accuracy: 0.8565
Epoch 286/500
113/113 [==============================] - 0s 2ms/step - loss: 0.3507 - accuracy: 0.8582
Epoch 287/500
113/113 [==============================] - 0s 882us/step - loss: 0.3504 - accuracy: 0.8593
Epoch 288/500
113/113 [==============================] - 0s 827us/step - loss: 0.3503 - accuracy: 0.8576
Epoch 289/500
113/113 [==============================] - 0s 822us/step - loss: 0.3500 - accuracy: 0.8586
Epoch 290/500
113/113 [==============================] - 0s 927us/step - loss: 0.3498 - accuracy: 0.8590
Epoch 291/500
113/113 [==============================] - 0s 800us/step - loss: 0.3496 - accuracy: 0.8599
Epoch 292/500
113/113 [==============================] - 0s 807us/step - loss: 0.3495 - accuracy: 0.8589
Epoch 293/500
113/113 [==============================] - 0s 833us/step - loss: 0.3493 - accuracy: 0.8589
Epoch 294/500
113/113 [==============================] - 0s 802us/step - loss: 0.3493 - accuracy: 0.8583
Epoch 295/500
113/113 [==============================] - 0s 838us/step - loss: 0.3490 - accuracy: 0.8597
Epoch 296/500
113/113 [==============================] - 0s 811us/step - loss: 0.3488 - accuracy: 0.8582
Epoch 297/500
113/113 [==============================] - 0s 836us/step - loss: 0.3489 - accuracy: 0.8592
Epoch 298/500
113/113 [==============================] - 0s 838us/step - loss: 0.3488 - accuracy: 0.8594
Epoch 299/500
113/113 [==============================] - 0s 792us/step - loss: 0.3485 - accuracy: 0.8594
Epoch 300/500
113/113 [==============================] - 0s 898us/step - loss: 0.3484 - accuracy: 0.8607
Epoch 301/500
113/113 [==============================] - 0s 821us/step - loss: 0.3484 - accuracy: 0.8596
Epoch 302/500
113/113 [==============================] - 0s 825us/step - loss: 0.3481 - accuracy: 0.8587
Epoch 303/500
113/113 [==============================] - 0s 852us/step - loss: 0.3480 - accuracy: 0.8601
Epoch 304/500
113/113 [==============================] - 0s 803us/step - loss: 0.3481 - accuracy: 0.8589
Epoch 305/500
113/113 [==============================] - 0s 817us/step - loss: 0.3478 - accuracy: 0.8615
Epoch 306/500
113/113 [==============================] - 0s 832us/step - loss: 0.3475 - accuracy: 0.8583
Epoch 307/500
113/113 [==============================] - 0s 800us/step - loss: 0.3476 - accuracy: 0.8597
Epoch 308/500
113/113 [==============================] - 0s 835us/step - loss: 0.3475 - accuracy: 0.8590
Epoch 309/500
113/113 [==============================] - 0s 798us/step - loss: 0.3474 - accuracy: 0.8596
Epoch 310/500
113/113 [==============================] - 0s 805us/step - loss: 0.3473 - accuracy: 0.8596
Epoch 311/500
113/113 [==============================] - 0s 869us/step - loss: 0.3470 - accuracy: 0.8606
Epoch 312/500
113/113 [==============================] - 0s 800us/step - loss: 0.3471 - accuracy: 0.8596
Epoch 313/500
113/113 [==============================] - 0s 800us/step - loss: 0.3469 - accuracy: 0.8606
Epoch 314/500
113/113 [==============================] - 0s 830us/step - loss: 0.3469 - accuracy: 0.8597
Epoch 315/500
113/113 [==============================] - 0s 803us/step - loss: 0.3469 - accuracy: 0.8604
Epoch 316/500
113/113 [==============================] - 0s 836us/step - loss: 0.3468 - accuracy: 0.8601
Epoch 317/500
113/113 [==============================] - 0s 805us/step - loss: 0.3469 - accuracy: 0.8599
Epoch 318/500
113/113 [==============================] - 0s 804us/step - loss: 0.3467 - accuracy: 0.8608
Epoch 319/500
113/113 [==============================] - 0s 824us/step - loss: 0.3465 - accuracy: 0.8607
Epoch 320/500
113/113 [==============================] - 0s 801us/step - loss: 0.3466 - accuracy: 0.8600
Epoch 321/500
113/113 [==============================] - 0s 974us/step - loss: 0.3465 - accuracy: 0.8592
Epoch 322/500
113/113 [==============================] - 0s 802us/step - loss: 0.3463 - accuracy: 0.8592
Epoch 323/500
113/113 [==============================] - 0s 800us/step - loss: 0.3463 - accuracy: 0.8590
Epoch 324/500
113/113 [==============================] - 0s 824us/step - loss: 0.3460 - accuracy: 0.8599
Epoch 325/500
113/113 [==============================] - 0s 809us/step - loss: 0.3463 - accuracy: 0.8603
Epoch 326/500
113/113 [==============================] - 0s 805us/step - loss: 0.3463 - accuracy: 0.8597
Epoch 327/500
113/113 [==============================] - 0s 833us/step - loss: 0.3460 - accuracy: 0.8596
Epoch 328/500
113/113 [==============================] - 0s 801us/step - loss: 0.3462 - accuracy: 0.8603
Epoch 329/500
113/113 [==============================] - 0s 826us/step - loss: 0.3461 - accuracy: 0.8614
Epoch 330/500
113/113 [==============================] - 0s 794us/step - loss: 0.3456 - accuracy: 0.8576
Epoch 331/500
113/113 [==============================] - 0s 832us/step - loss: 0.3460 - accuracy: 0.8599
Epoch 332/500
113/113 [==============================] - 0s 865us/step - loss: 0.3458 - accuracy: 0.8587
Epoch 333/500
113/113 [==============================] - 0s 808us/step - loss: 0.3459 - accuracy: 0.8603
Epoch 334/500
113/113 [==============================] - 0s 800us/step - loss: 0.3459 - accuracy: 0.8617
Epoch 335/500
113/113 [==============================] - 0s 828us/step - loss: 0.3458 - accuracy: 0.8589
Epoch 336/500
113/113 [==============================] - 0s 804us/step - loss: 0.3459 - accuracy: 0.8604
Epoch 337/500
113/113 [==============================] - 0s 836us/step - loss: 0.3457 - accuracy: 0.8612
Epoch 338/500
113/113 [==============================] - 0s 811us/step - loss: 0.3457 - accuracy: 0.8603
Epoch 339/500
113/113 [==============================] - 0s 805us/step - loss: 0.3456 - accuracy: 0.8610
Epoch 340/500
113/113 [==============================] - 0s 816us/step - loss: 0.3455 - accuracy: 0.8590
Epoch 341/500
113/113 [==============================] - 0s 806us/step - loss: 0.3456 - accuracy: 0.8606
Epoch 342/500
113/113 [==============================] - 0s 877us/step - loss: 0.3455 - accuracy: 0.8599
Epoch 343/500
113/113 [==============================] - 0s 812us/step - loss: 0.3455 - accuracy: 0.8608
Epoch 344/500
113/113 [==============================] - 0s 817us/step - loss: 0.3453 - accuracy: 0.8615
Epoch 345/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3454 - accuracy: 0.8600
Epoch 346/500
113/113 [==============================] - 0s 823us/step - loss: 0.3453 - accuracy: 0.8610
Epoch 347/500
113/113 [==============================] - 0s 796us/step - loss: 0.3452 - accuracy: 0.8607
Epoch 348/500
113/113 [==============================] - 0s 841us/step - loss: 0.3449 - accuracy: 0.8592
Epoch 349/500
113/113 [==============================] - 0s 803us/step - loss: 0.3452 - accuracy: 0.8597
Epoch 350/500
113/113 [==============================] - 0s 802us/step - loss: 0.3451 - accuracy: 0.8603
Epoch 351/500
113/113 [==============================] - 0s 834us/step - loss: 0.3451 - accuracy: 0.8601
Epoch 352/500
113/113 [==============================] - 0s 829us/step - loss: 0.3452 - accuracy: 0.8599
Epoch 353/500
113/113 [==============================] - 0s 847us/step - loss: 0.3450 - accuracy: 0.8578
Epoch 354/500
113/113 [==============================] - 0s 811us/step - loss: 0.3449 - accuracy: 0.8611
Epoch 355/500
113/113 [==============================] - 0s 808us/step - loss: 0.3451 - accuracy: 0.8610
Epoch 356/500
113/113 [==============================] - 0s 833us/step - loss: 0.3450 - accuracy: 0.8604
Epoch 357/500
113/113 [==============================] - 0s 804us/step - loss: 0.3451 - accuracy: 0.8593
Epoch 358/500
113/113 [==============================] - 0s 814us/step - loss: 0.3451 - accuracy: 0.8590
Epoch 359/500
113/113 [==============================] - 0s 847us/step - loss: 0.3449 - accuracy: 0.8600
Epoch 360/500
113/113 [==============================] - 0s 798us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 361/500
113/113 [==============================] - 0s 828us/step - loss: 0.3446 - accuracy: 0.8607
Epoch 362/500
113/113 [==============================] - 0s 797us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 363/500
113/113 [==============================] - 0s 873us/step - loss: 0.3448 - accuracy: 0.8592
Epoch 364/500
113/113 [==============================] - 0s 875us/step - loss: 0.3447 - accuracy: 0.8599
Epoch 365/500
113/113 [==============================] - 0s 806us/step - loss: 0.3446 - accuracy: 0.8585
Epoch 366/500
113/113 [==============================] - 0s 822us/step - loss: 0.3448 - accuracy: 0.8594
Epoch 367/500
113/113 [==============================] - 0s 808us/step - loss: 0.3447 - accuracy: 0.8599
Epoch 368/500
113/113 [==============================] - 0s 800us/step - loss: 0.3448 - accuracy: 0.8614
Epoch 369/500
113/113 [==============================] - 0s 843us/step - loss: 0.3446 - accuracy: 0.8596
Epoch 370/500
113/113 [==============================] - 0s 808us/step - loss: 0.3446 - accuracy: 0.8611
Epoch 371/500
113/113 [==============================] - 0s 814us/step - loss: 0.3447 - accuracy: 0.8608
Epoch 372/500
113/113 [==============================] - 0s 824us/step - loss: 0.3445 - accuracy: 0.8600
Epoch 373/500
113/113 [==============================] - 0s 862us/step - loss: 0.3443 - accuracy: 0.8593
Epoch 374/500
113/113 [==============================] - 0s 837us/step - loss: 0.3445 - accuracy: 0.8612
Epoch 375/500
113/113 [==============================] - 0s 807us/step - loss: 0.3443 - accuracy: 0.8589
Epoch 376/500
113/113 [==============================] - 0s 802us/step - loss: 0.3443 - accuracy: 0.8597
Epoch 377/500
113/113 [==============================] - 0s 833us/step - loss: 0.3443 - accuracy: 0.8607
Epoch 378/500
113/113 [==============================] - 0s 806us/step - loss: 0.3442 - accuracy: 0.8590
Epoch 379/500
113/113 [==============================] - 0s 811us/step - loss: 0.3444 - accuracy: 0.8587
Epoch 380/500
113/113 [==============================] - 0s 829us/step - loss: 0.3442 - accuracy: 0.8603
Epoch 381/500
113/113 [==============================] - 0s 799us/step - loss: 0.3443 - accuracy: 0.8615
Epoch 382/500
113/113 [==============================] - 0s 829us/step - loss: 0.3443 - accuracy: 0.8603
Epoch 383/500
113/113 [==============================] - 0s 861us/step - loss: 0.3444 - accuracy: 0.8606
Epoch 384/500
113/113 [==============================] - 0s 815us/step - loss: 0.3445 - accuracy: 0.8612
Epoch 385/500
113/113 [==============================] - 0s 906us/step - loss: 0.3444 - accuracy: 0.8596
Epoch 386/500
113/113 [==============================] - 0s 816us/step - loss: 0.3444 - accuracy: 0.8596
Epoch 387/500
113/113 [==============================] - 0s 835us/step - loss: 0.3445 - accuracy: 0.8604
Epoch 388/500
113/113 [==============================] - 0s 819us/step - loss: 0.3443 - accuracy: 0.8587
Epoch 389/500
113/113 [==============================] - 0s 802us/step - loss: 0.3442 - accuracy: 0.8587
Epoch 390/500
113/113 [==============================] - 0s 880us/step - loss: 0.3443 - accuracy: 0.8590
Epoch 391/500
113/113 [==============================] - 0s 811us/step - loss: 0.3445 - accuracy: 0.8592
Epoch 392/500
113/113 [==============================] - 0s 803us/step - loss: 0.3442 - accuracy: 0.8603
Epoch 393/500
113/113 [==============================] - 0s 824us/step - loss: 0.3443 - accuracy: 0.8594
Epoch 394/500
113/113 [==============================] - 0s 870us/step - loss: 0.3443 - accuracy: 0.8574
Epoch 395/500
113/113 [==============================] - 0s 845us/step - loss: 0.3441 - accuracy: 0.8599
Epoch 396/500
113/113 [==============================] - 0s 809us/step - loss: 0.3442 - accuracy: 0.8601
Epoch 397/500
113/113 [==============================] - 0s 803us/step - loss: 0.3442 - accuracy: 0.8600
Epoch 398/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3442 - accuracy: 0.8610
Epoch 399/500
113/113 [==============================] - 0s 791us/step - loss: 0.3442 - accuracy: 0.8604
Epoch 400/500
113/113 [==============================] - 0s 856us/step - loss: 0.3441 - accuracy: 0.8603
Epoch 401/500
113/113 [==============================] - 0s 807us/step - loss: 0.3444 - accuracy: 0.8597
Epoch 402/500
113/113 [==============================] - 0s 806us/step - loss: 0.3444 - accuracy: 0.8618
Epoch 403/500
113/113 [==============================] - 0s 827us/step - loss: 0.3443 - accuracy: 0.8594
Epoch 404/500
113/113 [==============================] - 0s 835us/step - loss: 0.3441 - accuracy: 0.8612
Epoch 405/500
113/113 [==============================] - 0s 840us/step - loss: 0.3443 - accuracy: 0.8596
Epoch 406/500
113/113 [==============================] - 0s 841us/step - loss: 0.3442 - accuracy: 0.8600
Epoch 407/500
113/113 [==============================] - 0s 800us/step - loss: 0.3440 - accuracy: 0.8594
Epoch 408/500
113/113 [==============================] - 0s 832us/step - loss: 0.3441 - accuracy: 0.8596
Epoch 409/500
113/113 [==============================] - 0s 802us/step - loss: 0.3441 - accuracy: 0.8592
Epoch 410/500
113/113 [==============================] - 0s 805us/step - loss: 0.3439 - accuracy: 0.8610
Epoch 411/500
113/113 [==============================] - 0s 837us/step - loss: 0.3442 - accuracy: 0.8619
Epoch 412/500
113/113 [==============================] - 0s 796us/step - loss: 0.3443 - accuracy: 0.8596
Epoch 413/500
113/113 [==============================] - 0s 833us/step - loss: 0.3437 - accuracy: 0.8603
Epoch 414/500
113/113 [==============================] - 0s 811us/step - loss: 0.3441 - accuracy: 0.8600
Epoch 415/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3442 - accuracy: 0.8606
Epoch 416/500
113/113 [==============================] - 0s 815us/step - loss: 0.3440 - accuracy: 0.8610
Epoch 417/500
113/113 [==============================] - 0s 802us/step - loss: 0.3442 - accuracy: 0.8610
Epoch 418/500
113/113 [==============================] - 0s 846us/step - loss: 0.3437 - accuracy: 0.8589
Epoch 419/500
113/113 [==============================] - 0s 798us/step - loss: 0.3442 - accuracy: 0.8608
Epoch 420/500
113/113 [==============================] - 0s 810us/step - loss: 0.3438 - accuracy: 0.8606
Epoch 421/500
113/113 [==============================] - 0s 871us/step - loss: 0.3438 - accuracy: 0.8590
Epoch 422/500
113/113 [==============================] - 0s 805us/step - loss: 0.3440 - accuracy: 0.8593
Epoch 423/500
113/113 [==============================] - 0s 832us/step - loss: 0.3437 - accuracy: 0.8617
Epoch 424/500
113/113 [==============================] - 0s 831us/step - loss: 0.3443 - accuracy: 0.8614
Epoch 425/500
113/113 [==============================] - 0s 801us/step - loss: 0.3436 - accuracy: 0.8597
Epoch 426/500
113/113 [==============================] - 0s 843us/step - loss: 0.3438 - accuracy: 0.8606
Epoch 427/500
113/113 [==============================] - 0s 804us/step - loss: 0.3439 - accuracy: 0.8600
Epoch 428/500
113/113 [==============================] - 0s 809us/step - loss: 0.3440 - accuracy: 0.8607
Epoch 429/500
113/113 [==============================] - 0s 834us/step - loss: 0.3438 - accuracy: 0.8594
Epoch 430/500
113/113 [==============================] - 0s 807us/step - loss: 0.3438 - accuracy: 0.8601
Epoch 431/500
113/113 [==============================] - 0s 829us/step - loss: 0.3440 - accuracy: 0.8608
Epoch 432/500
113/113 [==============================] - 0s 819us/step - loss: 0.3437 - accuracy: 0.8592
Epoch 433/500
113/113 [==============================] - 0s 799us/step - loss: 0.3440 - accuracy: 0.8610
Epoch 434/500
113/113 [==============================] - 0s 837us/step - loss: 0.3438 - accuracy: 0.8611
Epoch 435/500
113/113 [==============================] - 0s 807us/step - loss: 0.3438 - accuracy: 0.8610
Epoch 436/500
113/113 [==============================] - 0s 845us/step - loss: 0.3438 - accuracy: 0.8608
Epoch 437/500
113/113 [==============================] - 0s 839us/step - loss: 0.3437 - accuracy: 0.8606
Epoch 438/500
113/113 [==============================] - 0s 803us/step - loss: 0.3436 - accuracy: 0.8607
Epoch 439/500
113/113 [==============================] - 0s 834us/step - loss: 0.3433 - accuracy: 0.8617
Epoch 440/500
113/113 [==============================] - 0s 806us/step - loss: 0.3440 - accuracy: 0.8600
Epoch 441/500
113/113 [==============================] - 0s 805us/step - loss: 0.3438 - accuracy: 0.8606
Epoch 442/500
113/113 [==============================] - 0s 908us/step - loss: 0.3438 - accuracy: 0.8612
Epoch 443/500
113/113 [==============================] - 0s 798us/step - loss: 0.3438 - accuracy: 0.8601
Epoch 444/500
113/113 [==============================] - 0s 854us/step - loss: 0.3435 - accuracy: 0.8621
Epoch 445/500
113/113 [==============================] - 0s 820us/step - loss: 0.3437 - accuracy: 0.8608
Epoch 446/500
113/113 [==============================] - 0s 794us/step - loss: 0.3433 - accuracy: 0.8606
Epoch 447/500
113/113 [==============================] - 0s 840us/step - loss: 0.3438 - accuracy: 0.8612
Epoch 448/500
113/113 [==============================] - 0s 864us/step - loss: 0.3433 - accuracy: 0.8615
Epoch 449/500
113/113 [==============================] - 0s 830us/step - loss: 0.3434 - accuracy: 0.8596
Epoch 450/500
113/113 [==============================] - 0s 844us/step - loss: 0.3435 - accuracy: 0.8600
Epoch 451/500
113/113 [==============================] - 0s 810us/step - loss: 0.3434 - accuracy: 0.8612
Epoch 452/500
113/113 [==============================] - 0s 832us/step - loss: 0.3434 - accuracy: 0.8617
Epoch 453/500
113/113 [==============================] - 0s 813us/step - loss: 0.3435 - accuracy: 0.8611
Epoch 454/500
113/113 [==============================] - 0s 801us/step - loss: 0.3437 - accuracy: 0.8592
Epoch 455/500
113/113 [==============================] - 0s 834us/step - loss: 0.3433 - accuracy: 0.8625
Epoch 456/500
113/113 [==============================] - 0s 798us/step - loss: 0.3433 - accuracy: 0.8601
Epoch 457/500
113/113 [==============================] - 0s 884us/step - loss: 0.3435 - accuracy: 0.8612
Epoch 458/500
113/113 [==============================] - 0s 905us/step - loss: 0.3435 - accuracy: 0.8610
Epoch 459/500
113/113 [==============================] - 0s 807us/step - loss: 0.3428 - accuracy: 0.8612
Epoch 460/500
113/113 [==============================] - 0s 926us/step - loss: 0.3431 - accuracy: 0.8622
Epoch 461/500
113/113 [==============================] - 0s 901us/step - loss: 0.3433 - accuracy: 0.8622
Epoch 462/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3434 - accuracy: 0.8610
Epoch 463/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3434 - accuracy: 0.8611
Epoch 464/500
113/113 [==============================] - 0s 835us/step - loss: 0.3432 - accuracy: 0.8617
Epoch 465/500
113/113 [==============================] - 0s 801us/step - loss: 0.3435 - accuracy: 0.8617
Epoch 466/500
113/113 [==============================] - 0s 810us/step - loss: 0.3426 - accuracy: 0.8622
Epoch 467/500
113/113 [==============================] - 0s 837us/step - loss: 0.3432 - accuracy: 0.8628
Epoch 468/500
113/113 [==============================] - 0s 823us/step - loss: 0.3432 - accuracy: 0.8615
Epoch 469/500
113/113 [==============================] - 0s 834us/step - loss: 0.3429 - accuracy: 0.8624
Epoch 470/500
113/113 [==============================] - 0s 885us/step - loss: 0.3433 - accuracy: 0.8607
Epoch 471/500
113/113 [==============================] - 0s 818us/step - loss: 0.3433 - accuracy: 0.8614
Epoch 472/500
113/113 [==============================] - 0s 838us/step - loss: 0.3435 - accuracy: 0.8608
Epoch 473/500
113/113 [==============================] - 0s 852us/step - loss: 0.3431 - accuracy: 0.8610
Epoch 474/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3434 - accuracy: 0.8614
Epoch 475/500
113/113 [==============================] - 0s 874us/step - loss: 0.3433 - accuracy: 0.8612
Epoch 476/500
113/113 [==============================] - 0s 808us/step - loss: 0.3434 - accuracy: 0.8608
Epoch 477/500
113/113 [==============================] - 0s 956us/step - loss: 0.3429 - accuracy: 0.8604
Epoch 478/500
113/113 [==============================] - 0s 799us/step - loss: 0.3430 - accuracy: 0.8610
Epoch 479/500
113/113 [==============================] - 0s 843us/step - loss: 0.3434 - accuracy: 0.8617
Epoch 480/500
113/113 [==============================] - 0s 807us/step - loss: 0.3430 - accuracy: 0.8604
Epoch 481/500
113/113 [==============================] - 0s 801us/step - loss: 0.3433 - accuracy: 0.8618
Epoch 482/500
113/113 [==============================] - 0s 843us/step - loss: 0.3430 - accuracy: 0.8618
Epoch 483/500
113/113 [==============================] - 0s 811us/step - loss: 0.3431 - accuracy: 0.8632
Epoch 484/500
113/113 [==============================] - 0s 830us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 485/500
113/113 [==============================] - 0s 833us/step - loss: 0.3433 - accuracy: 0.8612
Epoch 486/500
113/113 [==============================] - 0s 802us/step - loss: 0.3432 - accuracy: 0.8619
Epoch 487/500
113/113 [==============================] - 0s 834us/step - loss: 0.3431 - accuracy: 0.8608
Epoch 488/500
113/113 [==============================] - 0s 839us/step - loss: 0.3431 - accuracy: 0.8610
Epoch 489/500
113/113 [==============================] - 0s 797us/step - loss: 0.3432 - accuracy: 0.8622
Epoch 490/500
113/113 [==============================] - 0s 831us/step - loss: 0.3429 - accuracy: 0.8637
Epoch 491/500
113/113 [==============================] - 0s 805us/step - loss: 0.3427 - accuracy: 0.8625
Epoch 492/500
113/113 [==============================] - 0s 834us/step - loss: 0.3433 - accuracy: 0.8612
Epoch 493/500
113/113 [==============================] - 0s 822us/step - loss: 0.3429 - accuracy: 0.8612
Epoch 494/500
113/113 [==============================] - 0s 804us/step - loss: 0.3430 - accuracy: 0.8603
Epoch 495/500
113/113 [==============================] - 0s 825us/step - loss: 0.3429 - accuracy: 0.8621
Epoch 496/500
113/113 [==============================] - 0s 813us/step - loss: 0.3429 - accuracy: 0.8608
Epoch 497/500
113/113 [==============================] - 0s 906us/step - loss: 0.3429 - accuracy: 0.8624
Epoch 498/500
113/113 [==============================] - 0s 810us/step - loss: 0.3431 - accuracy: 0.8606
Epoch 499/500
113/113 [==============================] - 0s 814us/step - loss: 0.3429 - accuracy: 0.8617
Epoch 500/500
113/113 [==============================] - 0s 829us/step - loss: 0.3430 - accuracy: 0.8601
Epoch 1/500
113/113 [==============================] - 0s 848us/step - loss: 0.6514 - accuracy: 0.7957
Epoch 2/500
113/113 [==============================] - 0s 884us/step - loss: 0.5920 - accuracy: 0.7985
Epoch 3/500
113/113 [==============================] - 0s 853us/step - loss: 0.5575 - accuracy: 0.7985
Epoch 4/500
113/113 [==============================] - 0s 860us/step - loss: 0.5371 - accuracy: 0.7985
Epoch 5/500
113/113 [==============================] - 0s 907us/step - loss: 0.5247 - accuracy: 0.7985
Epoch 6/500
113/113 [==============================] - 0s 869us/step - loss: 0.5169 - accuracy: 0.7985
Epoch 7/500
113/113 [==============================] - 0s 834us/step - loss: 0.5119 - accuracy: 0.7985
Epoch 8/500
113/113 [==============================] - 0s 840us/step - loss: 0.5087 - accuracy: 0.7985
Epoch 9/500
113/113 [==============================] - 0s 862us/step - loss: 0.5067 - accuracy: 0.7985
Epoch 10/500
113/113 [==============================] - 0s 839us/step - loss: 0.5053 - accuracy: 0.7985
Epoch 11/500
113/113 [==============================] - 0s 863us/step - loss: 0.5044 - accuracy: 0.7985
Epoch 12/500
113/113 [==============================] - 0s 852us/step - loss: 0.5038 - accuracy: 0.7985
Epoch 13/500
113/113 [==============================] - 0s 870us/step - loss: 0.5034 - accuracy: 0.7985
Epoch 14/500
113/113 [==============================] - 0s 871us/step - loss: 0.5031 - accuracy: 0.7985
Epoch 15/500
113/113 [==============================] - 0s 856us/step - loss: 0.5029 - accuracy: 0.7985
Epoch 16/500
113/113 [==============================] - 0s 883us/step - loss: 0.5028 - accuracy: 0.7985
Epoch 17/500
113/113 [==============================] - 0s 851us/step - loss: 0.5027 - accuracy: 0.7985
Epoch 18/500
113/113 [==============================] - 0s 856us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 19/500
113/113 [==============================] - 0s 880us/step - loss: 0.5026 - accuracy: 0.7985
Epoch 20/500
113/113 [==============================] - 0s 896us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 21/500
113/113 [==============================] - 0s 866us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 22/500
113/113 [==============================] - 0s 825us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 23/500
113/113 [==============================] - 0s 941us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 24/500
113/113 [==============================] - 0s 859us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 25/500
113/113 [==============================] - 0s 837us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 26/500
113/113 [==============================] - 0s 889us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 27/500
113/113 [==============================] - 0s 842us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 28/500
113/113 [==============================] - 0s 847us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 29/500
113/113 [==============================] - 0s 870us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 30/500
113/113 [==============================] - 0s 854us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 31/500
113/113 [==============================] - 0s 883us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 32/500
113/113 [==============================] - 0s 945us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 33/500
113/113 [==============================] - 0s 882us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 34/500
113/113 [==============================] - 0s 874us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 35/500
113/113 [==============================] - 0s 871us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 36/500
113/113 [==============================] - 0s 860us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 37/500
113/113 [==============================] - 0s 845us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 38/500
113/113 [==============================] - 0s 856us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 39/500
113/113 [==============================] - 0s 929us/step - loss: 0.5025 - accuracy: 0.7985
Epoch 40/500
113/113 [==============================] - 0s 843us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 41/500
113/113 [==============================] - 0s 870us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 42/500
113/113 [==============================] - 0s 839us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 43/500
113/113 [==============================] - 0s 842us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 44/500
113/113 [==============================] - 0s 873us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 45/500
113/113 [==============================] - 0s 920us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 46/500
113/113 [==============================] - 0s 853us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 47/500
113/113 [==============================] - 0s 830us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 48/500
113/113 [==============================] - 0s 843us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 49/500
113/113 [==============================] - 0s 870us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 50/500
113/113 [==============================] - 0s 854us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 51/500
113/113 [==============================] - 0s 880us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 52/500
113/113 [==============================] - 0s 834us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 53/500
113/113 [==============================] - 0s 831us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 54/500
113/113 [==============================] - 0s 998us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 55/500
113/113 [==============================] - 0s 850us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 56/500
113/113 [==============================] - 0s 857us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 57/500
113/113 [==============================] - 0s 847us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 58/500
113/113 [==============================] - 0s 847us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 59/500
113/113 [==============================] - 0s 865us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 60/500
113/113 [==============================] - 0s 864us/step - loss: 0.5024 - accuracy: 0.7985
Epoch 61/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7985
Epoch 62/500
113/113 [==============================] - 0s 787us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 63/500
113/113 [==============================] - 0s 805us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 64/500
113/113 [==============================] - 0s 782us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 65/500
113/113 [==============================] - 0s 798us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 66/500
113/113 [==============================] - 0s 826us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 67/500
113/113 [==============================] - 0s 783us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 68/500
113/113 [==============================] - 0s 786us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 69/500
113/113 [==============================] - 0s 820us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 70/500
113/113 [==============================] - 0s 784us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 71/500
113/113 [==============================] - 0s 806us/step - loss: 0.5023 - accuracy: 0.7985
Epoch 72/500
113/113 [==============================] - 0s 837us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 73/500
113/113 [==============================] - 0s 822us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 74/500
113/113 [==============================] - 0s 811us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 75/500
113/113 [==============================] - 0s 789us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 76/500
113/113 [==============================] - 0s 807us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 77/500
113/113 [==============================] - 0s 816us/step - loss: 0.5022 - accuracy: 0.7985
Epoch 78/500
113/113 [==============================] - 0s 779us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 79/500
113/113 [==============================] - 0s 778us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 80/500
113/113 [==============================] - 0s 812us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 81/500
113/113 [==============================] - 0s 790us/step - loss: 0.5021 - accuracy: 0.7985
Epoch 82/500
113/113 [==============================] - 0s 812us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 83/500
113/113 [==============================] - 0s 827us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 84/500
113/113 [==============================] - 0s 810us/step - loss: 0.5020 - accuracy: 0.7985
Epoch 85/500
113/113 [==============================] - 0s 1ms/step - loss: 0.5020 - accuracy: 0.7985
Epoch 86/500
113/113 [==============================] - 0s 793us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 87/500
113/113 [==============================] - 0s 802us/step - loss: 0.5019 - accuracy: 0.7985
Epoch 88/500
113/113 [==============================] - 0s 801us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 89/500
113/113 [==============================] - 0s 791us/step - loss: 0.5018 - accuracy: 0.7985
Epoch 90/500
113/113 [==============================] - 0s 789us/step - loss: 0.5017 - accuracy: 0.7985
Epoch 91/500
113/113 [==============================] - 0s 832us/step - loss: 0.5017 - accuracy: 0.7985
Epoch 92/500
113/113 [==============================] - 0s 826us/step - loss: 0.5016 - accuracy: 0.7985
Epoch 93/500
113/113 [==============================] - 0s 866us/step - loss: 0.5016 - accuracy: 0.7985
Epoch 94/500
113/113 [==============================] - 0s 826us/step - loss: 0.5015 - accuracy: 0.7985
Epoch 95/500
113/113 [==============================] - 0s 785us/step - loss: 0.5014 - accuracy: 0.7985
Epoch 96/500
113/113 [==============================] - 0s 818us/step - loss: 0.5013 - accuracy: 0.7985
Epoch 97/500
113/113 [==============================] - 0s 783us/step - loss: 0.5012 - accuracy: 0.7985
Epoch 98/500
113/113 [==============================] - 0s 824us/step - loss: 0.5011 - accuracy: 0.7985
Epoch 99/500
113/113 [==============================] - 0s 765us/step - loss: 0.5010 - accuracy: 0.7985
Epoch 100/500
113/113 [==============================] - 0s 797us/step - loss: 0.5009 - accuracy: 0.7985
Epoch 101/500
113/113 [==============================] - 0s 836us/step - loss: 0.5008 - accuracy: 0.7985
Epoch 102/500
113/113 [==============================] - 0s 788us/step - loss: 0.5007 - accuracy: 0.7985
Epoch 103/500
113/113 [==============================] - 0s 815us/step - loss: 0.5005 - accuracy: 0.7985
Epoch 104/500
113/113 [==============================] - 0s 906us/step - loss: 0.5003 - accuracy: 0.7985
Epoch 105/500
113/113 [==============================] - 0s 767us/step - loss: 0.5002 - accuracy: 0.7985
Epoch 106/500
113/113 [==============================] - 0s 811us/step - loss: 0.4999 - accuracy: 0.7985
Epoch 107/500
113/113 [==============================] - 0s 843us/step - loss: 0.4997 - accuracy: 0.7985
Epoch 108/500
113/113 [==============================] - 0s 803us/step - loss: 0.4995 - accuracy: 0.7985
Epoch 109/500
113/113 [==============================] - 0s 817us/step - loss: 0.4992 - accuracy: 0.7985
Epoch 110/500
113/113 [==============================] - 0s 790us/step - loss: 0.4989 - accuracy: 0.7985
Epoch 111/500
113/113 [==============================] - 0s 796us/step - loss: 0.4985 - accuracy: 0.7985
Epoch 112/500
113/113 [==============================] - 0s 828us/step - loss: 0.4981 - accuracy: 0.7985
Epoch 113/500
113/113 [==============================] - 0s 801us/step - loss: 0.4977 - accuracy: 0.7985
Epoch 114/500
113/113 [==============================] - 0s 828us/step - loss: 0.4972 - accuracy: 0.7985
Epoch 115/500
113/113 [==============================] - 0s 822us/step - loss: 0.4966 - accuracy: 0.7985
Epoch 116/500
113/113 [==============================] - 0s 793us/step - loss: 0.4960 - accuracy: 0.7985
Epoch 117/500
113/113 [==============================] - 0s 825us/step - loss: 0.4953 - accuracy: 0.7985
Epoch 118/500
113/113 [==============================] - 0s 786us/step - loss: 0.4945 - accuracy: 0.7985
Epoch 119/500
113/113 [==============================] - 0s 807us/step - loss: 0.4936 - accuracy: 0.7985
Epoch 120/500
113/113 [==============================] - 0s 823us/step - loss: 0.4925 - accuracy: 0.7985
Epoch 121/500
113/113 [==============================] - 0s 796us/step - loss: 0.4913 - accuracy: 0.7985
Epoch 122/500
113/113 [==============================] - 0s 818us/step - loss: 0.4900 - accuracy: 0.7985
Epoch 123/500
113/113 [==============================] - 0s 800us/step - loss: 0.4884 - accuracy: 0.7985
Epoch 124/500
113/113 [==============================] - 0s 798us/step - loss: 0.4867 - accuracy: 0.7985
Epoch 125/500
113/113 [==============================] - 0s 817us/step - loss: 0.4847 - accuracy: 0.7985
Epoch 126/500
113/113 [==============================] - 0s 896us/step - loss: 0.4824 - accuracy: 0.7985
Epoch 127/500
113/113 [==============================] - 0s 814us/step - loss: 0.4799 - accuracy: 0.7985
Epoch 128/500
113/113 [==============================] - 0s 844us/step - loss: 0.4771 - accuracy: 0.7985
Epoch 129/500
113/113 [==============================] - 0s 803us/step - loss: 0.4739 - accuracy: 0.7985
Epoch 130/500
113/113 [==============================] - 0s 844us/step - loss: 0.4704 - accuracy: 0.7985
Epoch 131/500
113/113 [==============================] - 0s 789us/step - loss: 0.4666 - accuracy: 0.7985
Epoch 132/500
113/113 [==============================] - 0s 800us/step - loss: 0.4626 - accuracy: 0.7985
Epoch 133/500
113/113 [==============================] - 0s 824us/step - loss: 0.4584 - accuracy: 0.7985
Epoch 134/500
113/113 [==============================] - 0s 797us/step - loss: 0.4541 - accuracy: 0.7985
Epoch 135/500
113/113 [==============================] - 0s 809us/step - loss: 0.4500 - accuracy: 0.7985
Epoch 136/500
113/113 [==============================] - 0s 873us/step - loss: 0.4460 - accuracy: 0.7985
Epoch 137/500
113/113 [==============================] - 0s 796us/step - loss: 0.4425 - accuracy: 0.7982
Epoch 138/500
113/113 [==============================] - 0s 825us/step - loss: 0.4393 - accuracy: 0.7976
Epoch 139/500
113/113 [==============================] - 0s 804us/step - loss: 0.4366 - accuracy: 0.7967
Epoch 140/500
113/113 [==============================] - 0s 813us/step - loss: 0.4343 - accuracy: 0.7974
Epoch 141/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4324 - accuracy: 0.7972
Epoch 142/500
113/113 [==============================] - 0s 2ms/step - loss: 0.4309 - accuracy: 0.7979
Epoch 143/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4295 - accuracy: 0.7985
Epoch 144/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4284 - accuracy: 0.7989
Epoch 145/500
113/113 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.8012
Epoch 146/500
113/113 [==============================] - 0s 820us/step - loss: 0.4262 - accuracy: 0.8022
Epoch 147/500
113/113 [==============================] - 0s 854us/step - loss: 0.4252 - accuracy: 0.8033
Epoch 148/500
113/113 [==============================] - 0s 820us/step - loss: 0.4241 - accuracy: 0.8050
Epoch 149/500
113/113 [==============================] - 0s 813us/step - loss: 0.4231 - accuracy: 0.8054
Epoch 150/500
113/113 [==============================] - 0s 802us/step - loss: 0.4219 - accuracy: 0.8060
Epoch 151/500
113/113 [==============================] - 0s 828us/step - loss: 0.4207 - accuracy: 0.8069
Epoch 152/500
113/113 [==============================] - 0s 801us/step - loss: 0.4193 - accuracy: 0.8092
Epoch 153/500
113/113 [==============================] - 0s 802us/step - loss: 0.4180 - accuracy: 0.8114
Epoch 154/500
113/113 [==============================] - 0s 847us/step - loss: 0.4165 - accuracy: 0.8126
Epoch 155/500
113/113 [==============================] - 0s 873us/step - loss: 0.4148 - accuracy: 0.8135
Epoch 156/500
113/113 [==============================] - 0s 847us/step - loss: 0.4131 - accuracy: 0.8164
Epoch 157/500
113/113 [==============================] - 0s 816us/step - loss: 0.4112 - accuracy: 0.8171
Epoch 158/500
113/113 [==============================] - 0s 798us/step - loss: 0.4092 - accuracy: 0.8207
Epoch 159/500
113/113 [==============================] - 0s 817us/step - loss: 0.4070 - accuracy: 0.8224
Epoch 160/500
113/113 [==============================] - 0s 813us/step - loss: 0.4046 - accuracy: 0.8249
Epoch 161/500
113/113 [==============================] - 0s 800us/step - loss: 0.4021 - accuracy: 0.8271
Epoch 162/500
113/113 [==============================] - 0s 860us/step - loss: 0.3995 - accuracy: 0.8315
Epoch 163/500
113/113 [==============================] - 0s 839us/step - loss: 0.3967 - accuracy: 0.8336
Epoch 164/500
113/113 [==============================] - 0s 832us/step - loss: 0.3940 - accuracy: 0.8358
Epoch 165/500
113/113 [==============================] - 0s 888us/step - loss: 0.3914 - accuracy: 0.8388
Epoch 166/500
113/113 [==============================] - 0s 800us/step - loss: 0.3889 - accuracy: 0.8389
Epoch 167/500
113/113 [==============================] - 0s 832us/step - loss: 0.3865 - accuracy: 0.8418
Epoch 168/500
113/113 [==============================] - 0s 791us/step - loss: 0.3841 - accuracy: 0.8426
Epoch 169/500
113/113 [==============================] - 0s 813us/step - loss: 0.3819 - accuracy: 0.8432
Epoch 170/500
113/113 [==============================] - 0s 818us/step - loss: 0.3797 - accuracy: 0.8440
Epoch 171/500
113/113 [==============================] - 0s 799us/step - loss: 0.3776 - accuracy: 0.8453
Epoch 172/500
113/113 [==============================] - 0s 825us/step - loss: 0.3756 - accuracy: 0.8468
Epoch 173/500
113/113 [==============================] - 0s 796us/step - loss: 0.3736 - accuracy: 0.8476
Epoch 174/500
113/113 [==============================] - 0s 792us/step - loss: 0.3717 - accuracy: 0.8479
Epoch 175/500
113/113 [==============================] - 0s 839us/step - loss: 0.3700 - accuracy: 0.8499
Epoch 176/500
113/113 [==============================] - 0s 918us/step - loss: 0.3683 - accuracy: 0.8508
Epoch 177/500
113/113 [==============================] - 0s 865us/step - loss: 0.3667 - accuracy: 0.8510
Epoch 178/500
113/113 [==============================] - 0s 808us/step - loss: 0.3651 - accuracy: 0.8522
Epoch 179/500
113/113 [==============================] - 0s 808us/step - loss: 0.3636 - accuracy: 0.8526
Epoch 180/500
113/113 [==============================] - 0s 827us/step - loss: 0.3623 - accuracy: 0.8533
Epoch 181/500
113/113 [==============================] - 0s 813us/step - loss: 0.3610 - accuracy: 0.8540
Epoch 182/500
113/113 [==============================] - 0s 838us/step - loss: 0.3598 - accuracy: 0.8531
Epoch 183/500
113/113 [==============================] - 0s 819us/step - loss: 0.3586 - accuracy: 0.8546
Epoch 184/500
113/113 [==============================] - 0s 789us/step - loss: 0.3577 - accuracy: 0.8547
Epoch 185/500
113/113 [==============================] - 0s 824us/step - loss: 0.3568 - accuracy: 0.8558
Epoch 186/500
113/113 [==============================] - 0s 884us/step - loss: 0.3559 - accuracy: 0.8562
Epoch 187/500
113/113 [==============================] - 0s 853us/step - loss: 0.3551 - accuracy: 0.8571
Epoch 188/500
113/113 [==============================] - 0s 940us/step - loss: 0.3543 - accuracy: 0.8571
Epoch 189/500
113/113 [==============================] - 0s 864us/step - loss: 0.3537 - accuracy: 0.8564
Epoch 190/500
113/113 [==============================] - 0s 842us/step - loss: 0.3530 - accuracy: 0.8575
Epoch 191/500
113/113 [==============================] - 0s 841us/step - loss: 0.3524 - accuracy: 0.8571
Epoch 192/500
113/113 [==============================] - 0s 797us/step - loss: 0.3518 - accuracy: 0.8569
Epoch 193/500
113/113 [==============================] - 0s 854us/step - loss: 0.3512 - accuracy: 0.8581
Epoch 194/500
113/113 [==============================] - 0s 792us/step - loss: 0.3507 - accuracy: 0.8579
Epoch 195/500
113/113 [==============================] - 0s 847us/step - loss: 0.3502 - accuracy: 0.8592
Epoch 196/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3497 - accuracy: 0.8585
Epoch 197/500
113/113 [==============================] - 0s 943us/step - loss: 0.3493 - accuracy: 0.8589
Epoch 198/500
113/113 [==============================] - 0s 791us/step - loss: 0.3489 - accuracy: 0.8600
Epoch 199/500
113/113 [==============================] - 0s 799us/step - loss: 0.3483 - accuracy: 0.8589
Epoch 200/500
113/113 [==============================] - 0s 830us/step - loss: 0.3481 - accuracy: 0.8590
Epoch 201/500
113/113 [==============================] - 0s 808us/step - loss: 0.3478 - accuracy: 0.8587
Epoch 202/500
113/113 [==============================] - 0s 791us/step - loss: 0.3475 - accuracy: 0.8603
Epoch 203/500
113/113 [==============================] - 0s 831us/step - loss: 0.3470 - accuracy: 0.8596
Epoch 204/500
113/113 [==============================] - 0s 798us/step - loss: 0.3469 - accuracy: 0.8600
Epoch 205/500
113/113 [==============================] - 0s 821us/step - loss: 0.3467 - accuracy: 0.8596
Epoch 206/500
113/113 [==============================] - 0s 799us/step - loss: 0.3465 - accuracy: 0.8603
Epoch 207/500
113/113 [==============================] - 0s 838us/step - loss: 0.3463 - accuracy: 0.8604
Epoch 208/500
113/113 [==============================] - 0s 849us/step - loss: 0.3459 - accuracy: 0.8604
Epoch 209/500
113/113 [==============================] - 0s 847us/step - loss: 0.3459 - accuracy: 0.8599
Epoch 210/500
113/113 [==============================] - 0s 784us/step - loss: 0.3458 - accuracy: 0.8601
Epoch 211/500
113/113 [==============================] - 0s 807us/step - loss: 0.3455 - accuracy: 0.8592
Epoch 212/500
113/113 [==============================] - 0s 805us/step - loss: 0.3452 - accuracy: 0.8604
Epoch 213/500
113/113 [==============================] - 0s 828us/step - loss: 0.3452 - accuracy: 0.8601
Epoch 214/500
113/113 [==============================] - 0s 798us/step - loss: 0.3451 - accuracy: 0.8608
Epoch 215/500
113/113 [==============================] - 0s 795us/step - loss: 0.3449 - accuracy: 0.8612
Epoch 216/500
113/113 [==============================] - 0s 825us/step - loss: 0.3447 - accuracy: 0.8603
Epoch 217/500
113/113 [==============================] - 0s 832us/step - loss: 0.3446 - accuracy: 0.8607
Epoch 218/500
113/113 [==============================] - 0s 795us/step - loss: 0.3445 - accuracy: 0.8593
Epoch 219/500
113/113 [==============================] - 0s 826us/step - loss: 0.3446 - accuracy: 0.8597
Epoch 220/500
113/113 [==============================] - 0s 798us/step - loss: 0.3444 - accuracy: 0.8599
Epoch 221/500
113/113 [==============================] - 0s 826us/step - loss: 0.3444 - accuracy: 0.8600
Epoch 222/500
113/113 [==============================] - 0s 793us/step - loss: 0.3442 - accuracy: 0.8610
Epoch 223/500
113/113 [==============================] - 0s 814us/step - loss: 0.3441 - accuracy: 0.8593
Epoch 224/500
113/113 [==============================] - 0s 832us/step - loss: 0.3440 - accuracy: 0.8597
Epoch 225/500
113/113 [==============================] - 0s 795us/step - loss: 0.3438 - accuracy: 0.8592
Epoch 226/500
113/113 [==============================] - 0s 783us/step - loss: 0.3439 - accuracy: 0.8604
Epoch 227/500
113/113 [==============================] - 0s 817us/step - loss: 0.3439 - accuracy: 0.8604
Epoch 228/500
113/113 [==============================] - 0s 831us/step - loss: 0.3436 - accuracy: 0.8601
Epoch 229/500
113/113 [==============================] - 0s 814us/step - loss: 0.3439 - accuracy: 0.8594
Epoch 230/500
113/113 [==============================] - 0s 796us/step - loss: 0.3435 - accuracy: 0.8618
Epoch 231/500
113/113 [==============================] - 0s 784us/step - loss: 0.3437 - accuracy: 0.8593
Epoch 232/500
113/113 [==============================] - 0s 818us/step - loss: 0.3434 - accuracy: 0.8614
Epoch 233/500
113/113 [==============================] - 0s 796us/step - loss: 0.3435 - accuracy: 0.8599
Epoch 234/500
113/113 [==============================] - 0s 807us/step - loss: 0.3435 - accuracy: 0.8606
Epoch 235/500
113/113 [==============================] - 0s 836us/step - loss: 0.3433 - accuracy: 0.8596
Epoch 236/500
113/113 [==============================] - 0s 792us/step - loss: 0.3434 - accuracy: 0.8603
Epoch 237/500
113/113 [==============================] - 0s 812us/step - loss: 0.3433 - accuracy: 0.8604
Epoch 238/500
113/113 [==============================] - 0s 798us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 239/500
113/113 [==============================] - 0s 846us/step - loss: 0.3432 - accuracy: 0.8610
Epoch 240/500
113/113 [==============================] - 0s 826us/step - loss: 0.3430 - accuracy: 0.8607
Epoch 241/500
113/113 [==============================] - 0s 796us/step - loss: 0.3429 - accuracy: 0.8590
Epoch 242/500
113/113 [==============================] - 0s 795us/step - loss: 0.3429 - accuracy: 0.8594
Epoch 243/500
113/113 [==============================] - 0s 822us/step - loss: 0.3429 - accuracy: 0.8589
Epoch 244/500
113/113 [==============================] - 0s 861us/step - loss: 0.3429 - accuracy: 0.8607
Epoch 245/500
113/113 [==============================] - 0s 829us/step - loss: 0.3428 - accuracy: 0.8617
Epoch 246/500
113/113 [==============================] - 0s 794us/step - loss: 0.3428 - accuracy: 0.8610
Epoch 247/500
113/113 [==============================] - 0s 802us/step - loss: 0.3428 - accuracy: 0.8601
Epoch 248/500
113/113 [==============================] - 0s 814us/step - loss: 0.3425 - accuracy: 0.8607
Epoch 249/500
113/113 [==============================] - 0s 831us/step - loss: 0.3427 - accuracy: 0.8597
Epoch 250/500
113/113 [==============================] - 0s 814us/step - loss: 0.3426 - accuracy: 0.8610
Epoch 251/500
113/113 [==============================] - 0s 841us/step - loss: 0.3424 - accuracy: 0.8607
Epoch 252/500
113/113 [==============================] - 0s 857us/step - loss: 0.3423 - accuracy: 0.8594
Epoch 253/500
113/113 [==============================] - 0s 828us/step - loss: 0.3424 - accuracy: 0.8601
Epoch 254/500
113/113 [==============================] - 0s 795us/step - loss: 0.3424 - accuracy: 0.8604
Epoch 255/500
113/113 [==============================] - 0s 813us/step - loss: 0.3422 - accuracy: 0.8599
Epoch 256/500
113/113 [==============================] - 0s 828us/step - loss: 0.3421 - accuracy: 0.8603
Epoch 257/500
113/113 [==============================] - 0s 795us/step - loss: 0.3423 - accuracy: 0.8607
Epoch 258/500
113/113 [==============================] - 0s 818us/step - loss: 0.3420 - accuracy: 0.8593
Epoch 259/500
113/113 [==============================] - 0s 843us/step - loss: 0.3420 - accuracy: 0.8610
Epoch 260/500
113/113 [==============================] - 0s 868us/step - loss: 0.3419 - accuracy: 0.8599
Epoch 261/500
113/113 [==============================] - 0s 841us/step - loss: 0.3421 - accuracy: 0.8603
Epoch 262/500
113/113 [==============================] - 0s 798us/step - loss: 0.3420 - accuracy: 0.8600
Epoch 263/500
113/113 [==============================] - 0s 798us/step - loss: 0.3419 - accuracy: 0.8593
Epoch 264/500
113/113 [==============================] - 0s 833us/step - loss: 0.3419 - accuracy: 0.8597
Epoch 265/500
113/113 [==============================] - 0s 802us/step - loss: 0.3419 - accuracy: 0.8607
Epoch 266/500
113/113 [==============================] - 0s 854us/step - loss: 0.3418 - accuracy: 0.8611
Epoch 267/500
113/113 [==============================] - 0s 801us/step - loss: 0.3417 - accuracy: 0.8590
Epoch 268/500
113/113 [==============================] - 0s 808us/step - loss: 0.3416 - accuracy: 0.8607
Epoch 269/500
113/113 [==============================] - 0s 828us/step - loss: 0.3417 - accuracy: 0.8610
Epoch 270/500
113/113 [==============================] - 0s 857us/step - loss: 0.3415 - accuracy: 0.8615
Epoch 271/500
113/113 [==============================] - 0s 820us/step - loss: 0.3414 - accuracy: 0.8600
Epoch 272/500
113/113 [==============================] - 0s 799us/step - loss: 0.3416 - accuracy: 0.8596
Epoch 273/500
113/113 [==============================] - 0s 799us/step - loss: 0.3414 - accuracy: 0.8599
Epoch 274/500
113/113 [==============================] - 0s 883us/step - loss: 0.3413 - accuracy: 0.8619
Epoch 275/500
113/113 [==============================] - 0s 795us/step - loss: 0.3412 - accuracy: 0.8604
Epoch 276/500
113/113 [==============================] - 0s 810us/step - loss: 0.3412 - accuracy: 0.8608
Epoch 277/500
113/113 [==============================] - 0s 831us/step - loss: 0.3411 - accuracy: 0.8607
Epoch 278/500
113/113 [==============================] - 0s 790us/step - loss: 0.3411 - accuracy: 0.8617
Epoch 279/500
113/113 [==============================] - 0s 871us/step - loss: 0.3409 - accuracy: 0.8618
Epoch 280/500
113/113 [==============================] - 0s 846us/step - loss: 0.3409 - accuracy: 0.8608
Epoch 281/500
113/113 [==============================] - 0s 897us/step - loss: 0.3408 - accuracy: 0.8603
Epoch 282/500
113/113 [==============================] - 0s 828us/step - loss: 0.3408 - accuracy: 0.8614
Epoch 283/500
113/113 [==============================] - 0s 813us/step - loss: 0.3409 - accuracy: 0.8612
Epoch 284/500
113/113 [==============================] - 0s 815us/step - loss: 0.3407 - accuracy: 0.8610
Epoch 285/500
113/113 [==============================] - 0s 794us/step - loss: 0.3404 - accuracy: 0.8606
Epoch 286/500
113/113 [==============================] - 0s 794us/step - loss: 0.3406 - accuracy: 0.8612
Epoch 287/500
113/113 [==============================] - 0s 846us/step - loss: 0.3406 - accuracy: 0.8606
Epoch 288/500
113/113 [==============================] - 0s 795us/step - loss: 0.3405 - accuracy: 0.8617
Epoch 289/500
113/113 [==============================] - 0s 784us/step - loss: 0.3403 - accuracy: 0.8612
Epoch 290/500
113/113 [==============================] - 0s 825us/step - loss: 0.3401 - accuracy: 0.8608
Epoch 291/500
113/113 [==============================] - 0s 880us/step - loss: 0.3401 - accuracy: 0.8614
Epoch 292/500
113/113 [==============================] - 0s 849us/step - loss: 0.3399 - accuracy: 0.8621
Epoch 293/500
113/113 [==============================] - 0s 819us/step - loss: 0.3398 - accuracy: 0.8600
Epoch 294/500
113/113 [==============================] - 0s 793us/step - loss: 0.3398 - accuracy: 0.8606
Epoch 295/500
113/113 [==============================] - 0s 818us/step - loss: 0.3399 - accuracy: 0.8621
Epoch 296/500
113/113 [==============================] - 0s 793us/step - loss: 0.3396 - accuracy: 0.8617
Epoch 297/500
113/113 [==============================] - 0s 879us/step - loss: 0.3395 - accuracy: 0.8601
Epoch 298/500
113/113 [==============================] - 0s 820us/step - loss: 0.3393 - accuracy: 0.8597
Epoch 299/500
113/113 [==============================] - 0s 807us/step - loss: 0.3393 - accuracy: 0.8608
Epoch 300/500
113/113 [==============================] - 0s 813us/step - loss: 0.3390 - accuracy: 0.8611
Epoch 301/500
113/113 [==============================] - 0s 882us/step - loss: 0.3390 - accuracy: 0.8610
Epoch 302/500
113/113 [==============================] - 0s 797us/step - loss: 0.3390 - accuracy: 0.8606
Epoch 303/500
113/113 [==============================] - 0s 845us/step - loss: 0.3384 - accuracy: 0.8618
Epoch 304/500
113/113 [==============================] - 0s 798us/step - loss: 0.3384 - accuracy: 0.8618
Epoch 305/500
113/113 [==============================] - 0s 801us/step - loss: 0.3384 - accuracy: 0.8635
Epoch 306/500
113/113 [==============================] - 0s 792us/step - loss: 0.3383 - accuracy: 0.8631
Epoch 307/500
113/113 [==============================] - 0s 795us/step - loss: 0.3385 - accuracy: 0.8621
Epoch 308/500
113/113 [==============================] - 0s 834us/step - loss: 0.3381 - accuracy: 0.8635
Epoch 309/500
113/113 [==============================] - 0s 806us/step - loss: 0.3378 - accuracy: 0.8606
Epoch 310/500
113/113 [==============================] - 0s 792us/step - loss: 0.3380 - accuracy: 0.8626
Epoch 311/500
113/113 [==============================] - 0s 817us/step - loss: 0.3378 - accuracy: 0.8632
Epoch 312/500
113/113 [==============================] - 0s 879us/step - loss: 0.3378 - accuracy: 0.8617
Epoch 313/500
113/113 [==============================] - 0s 841us/step - loss: 0.3378 - accuracy: 0.8621
Epoch 314/500
113/113 [==============================] - 0s 867us/step - loss: 0.3374 - accuracy: 0.8611
Epoch 315/500
113/113 [==============================] - 0s 793us/step - loss: 0.3374 - accuracy: 0.8621
Epoch 316/500
113/113 [==============================] - 0s 811us/step - loss: 0.3375 - accuracy: 0.8632
Epoch 317/500
113/113 [==============================] - 0s 798us/step - loss: 0.3372 - accuracy: 0.8615
Epoch 318/500
113/113 [==============================] - 0s 797us/step - loss: 0.3372 - accuracy: 0.8610
Epoch 319/500
113/113 [==============================] - 0s 833us/step - loss: 0.3373 - accuracy: 0.8637
Epoch 320/500
113/113 [==============================] - 0s 796us/step - loss: 0.3372 - accuracy: 0.8633
Epoch 321/500
113/113 [==============================] - 0s 815us/step - loss: 0.3369 - accuracy: 0.8637
Epoch 322/500
113/113 [==============================] - 0s 894us/step - loss: 0.3369 - accuracy: 0.8643
Epoch 323/500
113/113 [==============================] - 0s 802us/step - loss: 0.3370 - accuracy: 0.8624
Epoch 324/500
113/113 [==============================] - 0s 839us/step - loss: 0.3368 - accuracy: 0.8622
Epoch 325/500
113/113 [==============================] - 0s 798us/step - loss: 0.3369 - accuracy: 0.8615
Epoch 326/500
113/113 [==============================] - 0s 795us/step - loss: 0.3369 - accuracy: 0.8622
Epoch 327/500
113/113 [==============================] - 0s 822us/step - loss: 0.3367 - accuracy: 0.8617
Epoch 328/500
113/113 [==============================] - 0s 796us/step - loss: 0.3368 - accuracy: 0.8633
Epoch 329/500
113/113 [==============================] - 0s 848us/step - loss: 0.3367 - accuracy: 0.8639
Epoch 330/500
113/113 [==============================] - 0s 796us/step - loss: 0.3367 - accuracy: 0.8628
Epoch 331/500
113/113 [==============================] - 0s 793us/step - loss: 0.3366 - accuracy: 0.8637
Epoch 332/500
113/113 [==============================] - 0s 822us/step - loss: 0.3364 - accuracy: 0.8624
Epoch 333/500
113/113 [==============================] - 0s 882us/step - loss: 0.3364 - accuracy: 0.8632
Epoch 334/500
113/113 [==============================] - 0s 802us/step - loss: 0.3363 - accuracy: 0.8633
Epoch 335/500
113/113 [==============================] - 0s 812us/step - loss: 0.3363 - accuracy: 0.8635
Epoch 336/500
113/113 [==============================] - 0s 792us/step - loss: 0.3364 - accuracy: 0.8633
Epoch 337/500
113/113 [==============================] - 0s 803us/step - loss: 0.3361 - accuracy: 0.8622
Epoch 338/500
113/113 [==============================] - 0s 806us/step - loss: 0.3362 - accuracy: 0.8631
Epoch 339/500
113/113 [==============================] - 0s 791us/step - loss: 0.3363 - accuracy: 0.8628
Epoch 340/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3363 - accuracy: 0.8643
Epoch 341/500
113/113 [==============================] - 0s 804us/step - loss: 0.3361 - accuracy: 0.8621
Epoch 342/500
113/113 [==============================] - 0s 798us/step - loss: 0.3361 - accuracy: 0.8633
Epoch 343/500
113/113 [==============================] - 0s 918us/step - loss: 0.3361 - accuracy: 0.8626
Epoch 344/500
113/113 [==============================] - 0s 825us/step - loss: 0.3362 - accuracy: 0.8632
Epoch 345/500
113/113 [==============================] - 0s 834us/step - loss: 0.3359 - accuracy: 0.8614
Epoch 346/500
113/113 [==============================] - 0s 797us/step - loss: 0.3361 - accuracy: 0.8622
Epoch 347/500
113/113 [==============================] - 0s 831us/step - loss: 0.3361 - accuracy: 0.8635
Epoch 348/500
113/113 [==============================] - 0s 847us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 349/500
113/113 [==============================] - 0s 796us/step - loss: 0.3362 - accuracy: 0.8637
Epoch 350/500
113/113 [==============================] - 0s 836us/step - loss: 0.3358 - accuracy: 0.8639
Epoch 351/500
113/113 [==============================] - 0s 842us/step - loss: 0.3360 - accuracy: 0.8626
Epoch 352/500
113/113 [==============================] - 0s 786us/step - loss: 0.3362 - accuracy: 0.8633
Epoch 353/500
113/113 [==============================] - 0s 838us/step - loss: 0.3359 - accuracy: 0.8622
Epoch 354/500
113/113 [==============================] - 0s 799us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 355/500
113/113 [==============================] - 0s 794us/step - loss: 0.3360 - accuracy: 0.8629
Epoch 356/500
113/113 [==============================] - 0s 879us/step - loss: 0.3357 - accuracy: 0.8628
Epoch 357/500
113/113 [==============================] - 0s 796us/step - loss: 0.3356 - accuracy: 0.8636
Epoch 358/500
113/113 [==============================] - 0s 789us/step - loss: 0.3363 - accuracy: 0.8633
Epoch 359/500
113/113 [==============================] - 0s 825us/step - loss: 0.3359 - accuracy: 0.8614
Epoch 360/500
113/113 [==============================] - 0s 795us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 361/500
113/113 [==============================] - 0s 866us/step - loss: 0.3359 - accuracy: 0.8626
Epoch 362/500
113/113 [==============================] - 0s 796us/step - loss: 0.3361 - accuracy: 0.8643
Epoch 363/500
113/113 [==============================] - 0s 813us/step - loss: 0.3359 - accuracy: 0.8633
Epoch 364/500
113/113 [==============================] - 0s 823us/step - loss: 0.3359 - accuracy: 0.8631
Epoch 365/500
113/113 [==============================] - 0s 792us/step - loss: 0.3358 - accuracy: 0.8629
Epoch 366/500
113/113 [==============================] - 0s 843us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 367/500
113/113 [==============================] - 0s 829us/step - loss: 0.3354 - accuracy: 0.8636
Epoch 368/500
113/113 [==============================] - 0s 799us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 369/500
113/113 [==============================] - 0s 829us/step - loss: 0.3357 - accuracy: 0.8633
Epoch 370/500
113/113 [==============================] - 0s 789us/step - loss: 0.3357 - accuracy: 0.8629
Epoch 371/500
113/113 [==============================] - 0s 799us/step - loss: 0.3359 - accuracy: 0.8640
Epoch 372/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3361 - accuracy: 0.8635
Epoch 373/500
113/113 [==============================] - 0s 795us/step - loss: 0.3359 - accuracy: 0.8637
Epoch 374/500
113/113 [==============================] - 0s 857us/step - loss: 0.3358 - accuracy: 0.8625
Epoch 375/500
113/113 [==============================] - 0s 816us/step - loss: 0.3358 - accuracy: 0.8651
Epoch 376/500
113/113 [==============================] - 0s 795us/step - loss: 0.3358 - accuracy: 0.8647
Epoch 377/500
113/113 [==============================] - 0s 831us/step - loss: 0.3358 - accuracy: 0.8639
Epoch 378/500
113/113 [==============================] - 0s 791us/step - loss: 0.3357 - accuracy: 0.8654
Epoch 379/500
113/113 [==============================] - 0s 818us/step - loss: 0.3358 - accuracy: 0.8640
Epoch 380/500
113/113 [==============================] - 0s 791us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 381/500
113/113 [==============================] - 0s 798us/step - loss: 0.3356 - accuracy: 0.8640
Epoch 382/500
113/113 [==============================] - 0s 872us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 383/500
113/113 [==============================] - 0s 795us/step - loss: 0.3359 - accuracy: 0.8632
Epoch 384/500
113/113 [==============================] - 0s 792us/step - loss: 0.3358 - accuracy: 0.8637
Epoch 385/500
113/113 [==============================] - 0s 923us/step - loss: 0.3358 - accuracy: 0.8625
Epoch 386/500
113/113 [==============================] - 0s 801us/step - loss: 0.3357 - accuracy: 0.8632
Epoch 387/500
113/113 [==============================] - 0s 848us/step - loss: 0.3356 - accuracy: 0.8622
Epoch 388/500
113/113 [==============================] - 0s 823us/step - loss: 0.3357 - accuracy: 0.8649
Epoch 389/500
113/113 [==============================] - 0s 794us/step - loss: 0.3356 - accuracy: 0.8637
Epoch 390/500
113/113 [==============================] - 0s 822us/step - loss: 0.3355 - accuracy: 0.8639
Epoch 391/500
113/113 [==============================] - 0s 798us/step - loss: 0.3356 - accuracy: 0.8639
Epoch 392/500
113/113 [==============================] - 0s 801us/step - loss: 0.3354 - accuracy: 0.8633
Epoch 393/500
113/113 [==============================] - 0s 853us/step - loss: 0.3354 - accuracy: 0.8653
Epoch 394/500
113/113 [==============================] - 0s 806us/step - loss: 0.3356 - accuracy: 0.8624
Epoch 395/500
113/113 [==============================] - 0s 875us/step - loss: 0.3351 - accuracy: 0.8626
Epoch 396/500
113/113 [==============================] - 0s 798us/step - loss: 0.3355 - accuracy: 0.8635
Epoch 397/500
113/113 [==============================] - 0s 796us/step - loss: 0.3353 - accuracy: 0.8646
Epoch 398/500
113/113 [==============================] - 0s 840us/step - loss: 0.3350 - accuracy: 0.8635
Epoch 399/500
113/113 [==============================] - 0s 797us/step - loss: 0.3351 - accuracy: 0.8644
Epoch 400/500
113/113 [==============================] - 0s 793us/step - loss: 0.3350 - accuracy: 0.8631
Epoch 401/500
113/113 [==============================] - 0s 838us/step - loss: 0.3350 - accuracy: 0.8631
Epoch 402/500
113/113 [==============================] - 0s 801us/step - loss: 0.3348 - accuracy: 0.8633
Epoch 403/500
113/113 [==============================] - 0s 877us/step - loss: 0.3344 - accuracy: 0.8644
Epoch 404/500
113/113 [==============================] - 0s 826us/step - loss: 0.3348 - accuracy: 0.8637
Epoch 405/500
113/113 [==============================] - 0s 801us/step - loss: 0.3347 - accuracy: 0.8635
Epoch 406/500
113/113 [==============================] - 0s 928us/step - loss: 0.3346 - accuracy: 0.8618
Epoch 407/500
113/113 [==============================] - 0s 802us/step - loss: 0.3344 - accuracy: 0.8651
Epoch 408/500
113/113 [==============================] - 0s 852us/step - loss: 0.3344 - accuracy: 0.8642
Epoch 409/500
113/113 [==============================] - 0s 796us/step - loss: 0.3344 - accuracy: 0.8632
Epoch 410/500
113/113 [==============================] - 0s 801us/step - loss: 0.3344 - accuracy: 0.8633
Epoch 411/500
113/113 [==============================] - 0s 822us/step - loss: 0.3342 - accuracy: 0.8644
Epoch 412/500
113/113 [==============================] - 0s 791us/step - loss: 0.3344 - accuracy: 0.8635
Epoch 413/500
113/113 [==============================] - 0s 809us/step - loss: 0.3341 - accuracy: 0.8650
Epoch 414/500
113/113 [==============================] - 0s 857us/step - loss: 0.3343 - accuracy: 0.8637
Epoch 415/500
113/113 [==============================] - 0s 788us/step - loss: 0.3343 - accuracy: 0.8636
Epoch 416/500
113/113 [==============================] - 0s 934us/step - loss: 0.3341 - accuracy: 0.8629
Epoch 417/500
113/113 [==============================] - 0s 801us/step - loss: 0.3341 - accuracy: 0.8640
Epoch 418/500
113/113 [==============================] - 0s 821us/step - loss: 0.3341 - accuracy: 0.8642
Epoch 419/500
113/113 [==============================] - 0s 881us/step - loss: 0.3339 - accuracy: 0.8621
Epoch 420/500
113/113 [==============================] - 0s 797us/step - loss: 0.3341 - accuracy: 0.8628
Epoch 421/500
113/113 [==============================] - 0s 822us/step - loss: 0.3339 - accuracy: 0.8646
Epoch 422/500
113/113 [==============================] - 0s 800us/step - loss: 0.3337 - accuracy: 0.8640
Epoch 423/500
113/113 [==============================] - 0s 799us/step - loss: 0.3338 - accuracy: 0.8637
Epoch 424/500
113/113 [==============================] - 0s 837us/step - loss: 0.3338 - accuracy: 0.8643
Epoch 425/500
113/113 [==============================] - 0s 796us/step - loss: 0.3340 - accuracy: 0.8642
Epoch 426/500
113/113 [==============================] - 0s 791us/step - loss: 0.3338 - accuracy: 0.8636
Epoch 427/500
113/113 [==============================] - 0s 926us/step - loss: 0.3336 - accuracy: 0.8619
Epoch 428/500
113/113 [==============================] - 0s 797us/step - loss: 0.3338 - accuracy: 0.8647
Epoch 429/500
113/113 [==============================] - 0s 841us/step - loss: 0.3334 - accuracy: 0.8650
Epoch 430/500
113/113 [==============================] - 0s 827us/step - loss: 0.3334 - accuracy: 0.8637
Epoch 431/500
113/113 [==============================] - 0s 796us/step - loss: 0.3333 - accuracy: 0.8636
Epoch 432/500
113/113 [==============================] - 0s 821us/step - loss: 0.3334 - accuracy: 0.8643
Epoch 433/500
113/113 [==============================] - 0s 796us/step - loss: 0.3335 - accuracy: 0.8640
Epoch 434/500
113/113 [==============================] - 0s 793us/step - loss: 0.3331 - accuracy: 0.8629
Epoch 435/500
113/113 [==============================] - 0s 859us/step - loss: 0.3332 - accuracy: 0.8649
Epoch 436/500
113/113 [==============================] - 0s 800us/step - loss: 0.3333 - accuracy: 0.8640
Epoch 437/500
113/113 [==============================] - 0s 950us/step - loss: 0.3330 - accuracy: 0.8672
Epoch 438/500
113/113 [==============================] - 0s 796us/step - loss: 0.3331 - accuracy: 0.8654
Epoch 439/500
113/113 [==============================] - 0s 797us/step - loss: 0.3332 - accuracy: 0.8637
Epoch 440/500
113/113 [==============================] - 0s 850us/step - loss: 0.3330 - accuracy: 0.8649
Epoch 441/500
113/113 [==============================] - 0s 794us/step - loss: 0.3329 - accuracy: 0.8656
Epoch 442/500
113/113 [==============================] - 0s 821us/step - loss: 0.3329 - accuracy: 0.8658
Epoch 443/500
113/113 [==============================] - 0s 793us/step - loss: 0.3328 - accuracy: 0.8636
Epoch 444/500
113/113 [==============================] - 0s 794us/step - loss: 0.3330 - accuracy: 0.8649
Epoch 445/500
113/113 [==============================] - 0s 839us/step - loss: 0.3329 - accuracy: 0.8649
Epoch 446/500
113/113 [==============================] - 0s 805us/step - loss: 0.3330 - accuracy: 0.8631
Epoch 447/500
113/113 [==============================] - 0s 802us/step - loss: 0.3330 - accuracy: 0.8635
Epoch 448/500
113/113 [==============================] - 0s 867us/step - loss: 0.3327 - accuracy: 0.8642
Epoch 449/500
113/113 [==============================] - 0s 796us/step - loss: 0.3327 - accuracy: 0.8643
Epoch 450/500
113/113 [==============================] - 0s 833us/step - loss: 0.3326 - accuracy: 0.8639
Epoch 451/500
113/113 [==============================] - 0s 818us/step - loss: 0.3324 - accuracy: 0.8649
Epoch 452/500
113/113 [==============================] - 0s 802us/step - loss: 0.3326 - accuracy: 0.8650
Epoch 453/500
113/113 [==============================] - 0s 831us/step - loss: 0.3326 - accuracy: 0.8657
Epoch 454/500
113/113 [==============================] - 0s 794us/step - loss: 0.3326 - accuracy: 0.8644
Epoch 455/500
113/113 [==============================] - 0s 800us/step - loss: 0.3323 - accuracy: 0.8650
Epoch 456/500
113/113 [==============================] - 0s 842us/step - loss: 0.3326 - accuracy: 0.8637
Epoch 457/500
113/113 [==============================] - 0s 794us/step - loss: 0.3324 - accuracy: 0.8653
Epoch 458/500
113/113 [==============================] - 0s 911us/step - loss: 0.3324 - accuracy: 0.8656
Epoch 459/500
113/113 [==============================] - 0s 808us/step - loss: 0.3323 - accuracy: 0.8642
Epoch 460/500
113/113 [==============================] - 0s 816us/step - loss: 0.3327 - accuracy: 0.8629
Epoch 461/500
113/113 [==============================] - 0s 888us/step - loss: 0.3325 - accuracy: 0.8644
Epoch 462/500
113/113 [==============================] - 0s 809us/step - loss: 0.3321 - accuracy: 0.8649
Epoch 463/500
113/113 [==============================] - 0s 831us/step - loss: 0.3322 - accuracy: 0.8653
Epoch 464/500
113/113 [==============================] - 0s 796us/step - loss: 0.3322 - accuracy: 0.8649
Epoch 465/500
113/113 [==============================] - 0s 791us/step - loss: 0.3323 - accuracy: 0.8644
Epoch 466/500
113/113 [==============================] - 0s 842us/step - loss: 0.3322 - accuracy: 0.8654
Epoch 467/500
113/113 [==============================] - 0s 812us/step - loss: 0.3321 - accuracy: 0.8646
Epoch 468/500
113/113 [==============================] - 0s 791us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 469/500
113/113 [==============================] - 0s 919us/step - loss: 0.3321 - accuracy: 0.8639
Epoch 470/500
113/113 [==============================] - 0s 813us/step - loss: 0.3318 - accuracy: 0.8654
Epoch 471/500
113/113 [==============================] - 0s 838us/step - loss: 0.3322 - accuracy: 0.8658
Epoch 472/500
113/113 [==============================] - 0s 815us/step - loss: 0.3321 - accuracy: 0.8657
Epoch 473/500
113/113 [==============================] - 0s 807us/step - loss: 0.3320 - accuracy: 0.8653
Epoch 474/500
113/113 [==============================] - 0s 827us/step - loss: 0.3321 - accuracy: 0.8639
Epoch 475/500
113/113 [==============================] - 0s 796us/step - loss: 0.3321 - accuracy: 0.8639
Epoch 476/500
113/113 [==============================] - 0s 799us/step - loss: 0.3319 - accuracy: 0.8642
Epoch 477/500
113/113 [==============================] - 0s 835us/step - loss: 0.3317 - accuracy: 0.8647
Epoch 478/500
113/113 [==============================] - 0s 798us/step - loss: 0.3322 - accuracy: 0.8653
Epoch 479/500
113/113 [==============================] - 0s 937us/step - loss: 0.3320 - accuracy: 0.8644
Epoch 480/500
113/113 [==============================] - 0s 830us/step - loss: 0.3317 - accuracy: 0.8656
Epoch 481/500
113/113 [==============================] - 0s 799us/step - loss: 0.3316 - accuracy: 0.8662
Epoch 482/500
113/113 [==============================] - 0s 823us/step - loss: 0.3320 - accuracy: 0.8660
Epoch 483/500
113/113 [==============================] - 0s 817us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 484/500
113/113 [==============================] - 0s 836us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 485/500
113/113 [==============================] - 0s 797us/step - loss: 0.3320 - accuracy: 0.8651
Epoch 486/500
113/113 [==============================] - 0s 797us/step - loss: 0.3315 - accuracy: 0.8667
Epoch 487/500
113/113 [==============================] - 0s 835us/step - loss: 0.3317 - accuracy: 0.8640
Epoch 488/500
113/113 [==============================] - 0s 810us/step - loss: 0.3319 - accuracy: 0.8643
Epoch 489/500
113/113 [==============================] - 0s 791us/step - loss: 0.3318 - accuracy: 0.8649
Epoch 490/500
113/113 [==============================] - 0s 859us/step - loss: 0.3316 - accuracy: 0.8650
Epoch 491/500
113/113 [==============================] - 0s 799us/step - loss: 0.3318 - accuracy: 0.8639
Epoch 492/500
113/113 [==============================] - 0s 833us/step - loss: 0.3318 - accuracy: 0.8669
Epoch 493/500
113/113 [==============================] - 0s 818us/step - loss: 0.3319 - accuracy: 0.8674
Epoch 494/500
113/113 [==============================] - 0s 812us/step - loss: 0.3317 - accuracy: 0.8647
Epoch 495/500
113/113 [==============================] - 0s 821us/step - loss: 0.3314 - accuracy: 0.8649
Epoch 496/500
113/113 [==============================] - 0s 796us/step - loss: 0.3314 - accuracy: 0.8646
Epoch 497/500
113/113 [==============================] - 0s 799us/step - loss: 0.3316 - accuracy: 0.8665
Epoch 498/500
113/113 [==============================] - 0s 831us/step - loss: 0.3316 - accuracy: 0.8657
Epoch 499/500
113/113 [==============================] - 0s 818us/step - loss: 0.3317 - accuracy: 0.8646
Epoch 500/500
113/113 [==============================] - 0s 1ms/step - loss: 0.3314 - accuracy: 0.8644
Epoch 1/500
125/125 [==============================] - 0s 779us/step - loss: 0.6482 - accuracy: 0.7910
Epoch 2/500
125/125 [==============================] - 0s 747us/step - loss: 0.5867 - accuracy: 0.7969
Epoch 3/500
125/125 [==============================] - 0s 777us/step - loss: 0.5530 - accuracy: 0.7969
Epoch 4/500
125/125 [==============================] - 0s 748us/step - loss: 0.5338 - accuracy: 0.7969
Epoch 5/500
125/125 [==============================] - 0s 760us/step - loss: 0.5226 - accuracy: 0.7969
Epoch 6/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5158 - accuracy: 0.7969
Epoch 7/500
125/125 [==============================] - 0s 793us/step - loss: 0.5117 - accuracy: 0.7969
Epoch 8/500
125/125 [==============================] - 0s 851us/step - loss: 0.5092 - accuracy: 0.7969
Epoch 9/500
125/125 [==============================] - 0s 898us/step - loss: 0.5076 - accuracy: 0.7969
Epoch 10/500
125/125 [==============================] - 0s 759us/step - loss: 0.5066 - accuracy: 0.7969
Epoch 11/500
125/125 [==============================] - 0s 761us/step - loss: 0.5059 - accuracy: 0.7969
Epoch 12/500
125/125 [==============================] - 0s 744us/step - loss: 0.5055 - accuracy: 0.7969
Epoch 13/500
125/125 [==============================] - 0s 778us/step - loss: 0.5052 - accuracy: 0.7969
Epoch 14/500
125/125 [==============================] - 0s 785us/step - loss: 0.5051 - accuracy: 0.7969
Epoch 15/500
125/125 [==============================] - 0s 826us/step - loss: 0.5049 - accuracy: 0.7969
Epoch 16/500
125/125 [==============================] - 0s 723us/step - loss: 0.5049 - accuracy: 0.7969
Epoch 17/500
125/125 [==============================] - 0s 756us/step - loss: 0.5048 - accuracy: 0.7969
Epoch 18/500
125/125 [==============================] - 0s 783us/step - loss: 0.5048 - accuracy: 0.7969
Epoch 19/500
125/125 [==============================] - 0s 752us/step - loss: 0.5048 - accuracy: 0.7969
Epoch 20/500
125/125 [==============================] - 0s 741us/step - loss: 0.5048 - accuracy: 0.7969
Epoch 21/500
125/125 [==============================] - 0s 758us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 22/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 23/500
125/125 [==============================] - 0s 751us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 24/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 25/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 26/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 27/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 28/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 29/500
125/125 [==============================] - 0s 748us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 30/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 31/500
125/125 [==============================] - 0s 764us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 32/500
125/125 [==============================] - 0s 760us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 33/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 34/500
125/125 [==============================] - 0s 928us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 35/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 36/500
125/125 [==============================] - 0s 792us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 37/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 38/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 39/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 40/500
125/125 [==============================] - 0s 739us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 41/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 42/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 43/500
125/125 [==============================] - 0s 757us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 44/500
125/125 [==============================] - 0s 753us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 45/500
125/125 [==============================] - 0s 986us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 46/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 47/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 48/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 49/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 50/500
125/125 [==============================] - 0s 738us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 51/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 52/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 53/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 54/500
125/125 [==============================] - 0s 713us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 55/500
125/125 [==============================] - 0s 738us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 56/500
125/125 [==============================] - 0s 761us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 57/500
125/125 [==============================] - 0s 717us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 58/500
125/125 [==============================] - 0s 781us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 59/500
125/125 [==============================] - 0s 737us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 60/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 61/500
125/125 [==============================] - 0s 742us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 62/500
125/125 [==============================] - 0s 715us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 63/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 64/500
125/125 [==============================] - 0s 741us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 65/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 66/500
125/125 [==============================] - 0s 830us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 67/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 68/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 69/500
125/125 [==============================] - 0s 912us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 70/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 71/500
125/125 [==============================] - 0s 824us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 72/500
125/125 [==============================] - 0s 785us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 73/500
125/125 [==============================] - 0s 716us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 74/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 75/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 76/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 77/500
125/125 [==============================] - 0s 787us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 78/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 79/500
125/125 [==============================] - 0s 748us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 80/500
125/125 [==============================] - 0s 794us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 81/500
125/125 [==============================] - 0s 715us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 82/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 83/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 84/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 85/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 86/500
125/125 [==============================] - 0s 784us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 87/500
125/125 [==============================] - 0s 716us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 88/500
125/125 [==============================] - 0s 762us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 89/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 90/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 91/500
125/125 [==============================] - 0s 736us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 92/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 93/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 94/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 95/500
125/125 [==============================] - 0s 743us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 96/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 97/500
125/125 [==============================] - 0s 869us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 98/500
125/125 [==============================] - 0s 737us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 99/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 100/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 101/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 102/500
125/125 [==============================] - 0s 741us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 103/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 104/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 105/500
125/125 [==============================] - 0s 737us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 106/500
125/125 [==============================] - 0s 790us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 107/500
125/125 [==============================] - 0s 741us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 108/500
125/125 [==============================] - 0s 768us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 109/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 110/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 111/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 112/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 113/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 114/500
125/125 [==============================] - 0s 967us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 115/500
125/125 [==============================] - 0s 751us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 116/500
125/125 [==============================] - 0s 778us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 117/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 118/500
125/125 [==============================] - 0s 757us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 119/500
125/125 [==============================] - 0s 739us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 120/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 121/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 122/500
125/125 [==============================] - 0s 729us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 123/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 124/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 125/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 126/500
125/125 [==============================] - 0s 747us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 127/500
125/125 [==============================] - 0s 811us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 128/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 129/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 130/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 131/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 132/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 133/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 134/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 135/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 136/500
125/125 [==============================] - 0s 753us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 137/500
125/125 [==============================] - 0s 822us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 138/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 139/500
125/125 [==============================] - 0s 765us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 140/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 141/500
125/125 [==============================] - 0s 803us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 142/500
125/125 [==============================] - 0s 736us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 143/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 144/500
125/125 [==============================] - 0s 890us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 145/500
125/125 [==============================] - 0s 766us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 146/500
125/125 [==============================] - 0s 791us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 147/500
125/125 [==============================] - 0s 909us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 148/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 149/500
125/125 [==============================] - 0s 896us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 150/500
125/125 [==============================] - 0s 774us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 151/500
125/125 [==============================] - 0s 3ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 152/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 153/500
125/125 [==============================] - 0s 904us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 154/500
125/125 [==============================] - 0s 889us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 155/500
125/125 [==============================] - 0s 967us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 156/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 157/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 158/500
125/125 [==============================] - 0s 990us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 159/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 160/500
125/125 [==============================] - 0s 968us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 161/500
125/125 [==============================] - 0s 796us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 162/500
125/125 [==============================] - 0s 840us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 163/500
125/125 [==============================] - 0s 779us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 164/500
125/125 [==============================] - 0s 820us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 165/500
125/125 [==============================] - 0s 902us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 166/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 167/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 168/500
125/125 [==============================] - 0s 963us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 169/500
125/125 [==============================] - 0s 936us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 170/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 171/500
125/125 [==============================] - 0s 737us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 172/500
125/125 [==============================] - 0s 790us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 173/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 174/500
125/125 [==============================] - 0s 753us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 175/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 176/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 177/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 178/500
125/125 [==============================] - 0s 706us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 179/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 180/500
125/125 [==============================] - 0s 796us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 181/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 182/500
125/125 [==============================] - 0s 768us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 183/500
125/125 [==============================] - 0s 774us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 184/500
125/125 [==============================] - 0s 736us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 185/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 186/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 187/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 188/500
125/125 [==============================] - 0s 729us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 189/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 190/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 191/500
125/125 [==============================] - 0s 790us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 192/500
125/125 [==============================] - 0s 733us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 193/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 194/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 195/500
125/125 [==============================] - 0s 748us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 196/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 197/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 198/500
125/125 [==============================] - 0s 805us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 199/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 200/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 201/500
125/125 [==============================] - 0s 805us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 202/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 203/500
125/125 [==============================] - 0s 753us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 204/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 205/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 206/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 207/500
125/125 [==============================] - 0s 718us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 208/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 209/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 210/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 211/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 212/500
125/125 [==============================] - 0s 760us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 213/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 214/500
125/125 [==============================] - 0s 800us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 215/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 216/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 217/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 218/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 219/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 220/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 221/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 222/500
125/125 [==============================] - 0s 846us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 223/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 224/500
125/125 [==============================] - 0s 757us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 225/500
125/125 [==============================] - 0s 717us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 226/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 227/500
125/125 [==============================] - 0s 759us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 228/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 229/500
125/125 [==============================] - 0s 766us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 230/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 231/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 232/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 233/500
125/125 [==============================] - 0s 865us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 234/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 235/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 236/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 237/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 238/500
125/125 [==============================] - 0s 824us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 239/500
125/125 [==============================] - 0s 980us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 240/500
125/125 [==============================] - 0s 855us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 241/500
125/125 [==============================] - 0s 716us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 242/500
125/125 [==============================] - 0s 830us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 243/500
125/125 [==============================] - 0s 762us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 244/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 245/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 246/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 247/500
125/125 [==============================] - 0s 743us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 248/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 249/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 250/500
125/125 [==============================] - 0s 784us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 251/500
125/125 [==============================] - 0s 736us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 252/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 253/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 254/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 255/500
125/125 [==============================] - 0s 830us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 256/500
125/125 [==============================] - 0s 730us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 257/500
125/125 [==============================] - 0s 758us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 258/500
125/125 [==============================] - 0s 729us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 259/500
125/125 [==============================] - 0s 748us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 260/500
125/125 [==============================] - 0s 770us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 261/500
125/125 [==============================] - 0s 720us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 262/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 263/500
125/125 [==============================] - 0s 779us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 264/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 265/500
125/125 [==============================] - 0s 770us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 266/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 267/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 268/500
125/125 [==============================] - 0s 743us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 269/500
125/125 [==============================] - 0s 699us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 270/500
125/125 [==============================] - 0s 738us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 271/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 272/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 273/500
125/125 [==============================] - 0s 738us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 274/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 275/500
125/125 [==============================] - 0s 718us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 276/500
125/125 [==============================] - 0s 747us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 277/500
125/125 [==============================] - 0s 695us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 278/500
125/125 [==============================] - 0s 771us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 279/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 280/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 281/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 282/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 283/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 284/500
125/125 [==============================] - 0s 795us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 285/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 286/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 287/500
125/125 [==============================] - 0s 775us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 288/500
125/125 [==============================] - 0s 734us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 289/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 290/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 291/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 292/500
125/125 [==============================] - 0s 725us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 293/500
125/125 [==============================] - 0s 759us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 294/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 295/500
125/125 [==============================] - 0s 777us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 296/500
125/125 [==============================] - 0s 729us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 297/500
125/125 [==============================] - 0s 762us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 298/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 299/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 300/500
125/125 [==============================] - 0s 730us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 301/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 302/500
125/125 [==============================] - 0s 760us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 303/500
125/125 [==============================] - 0s 921us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 304/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 305/500
125/125 [==============================] - 0s 783us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 306/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 307/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 308/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 309/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 310/500
125/125 [==============================] - 0s 734us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 311/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 312/500
125/125 [==============================] - 0s 765us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 313/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 314/500
125/125 [==============================] - 0s 747us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 315/500
125/125 [==============================] - 0s 795us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 316/500
125/125 [==============================] - 0s 733us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 317/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 318/500
125/125 [==============================] - 0s 778us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 319/500
125/125 [==============================] - 0s 722us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 320/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 321/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 322/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 323/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 324/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 325/500
125/125 [==============================] - 0s 730us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 326/500
125/125 [==============================] - 0s 776us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 327/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 328/500
125/125 [==============================] - 0s 960us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 329/500
125/125 [==============================] - 0s 734us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 330/500
125/125 [==============================] - 0s 717us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 331/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 332/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 333/500
125/125 [==============================] - 0s 753us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 334/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 335/500
125/125 [==============================] - 0s 730us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 336/500
125/125 [==============================] - 0s 842us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 337/500
125/125 [==============================] - 0s 739us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 338/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 339/500
125/125 [==============================] - 0s 759us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 340/500
125/125 [==============================] - 0s 757us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 341/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 342/500
125/125 [==============================] - 0s 733us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 343/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 344/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 345/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 346/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 347/500
125/125 [==============================] - 0s 838us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 348/500
125/125 [==============================] - 0s 706us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 349/500
125/125 [==============================] - 0s 716us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 350/500
125/125 [==============================] - 0s 731us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 351/500
125/125 [==============================] - 0s 670us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 352/500
125/125 [==============================] - 0s 802us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 353/500
125/125 [==============================] - 0s 924us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 354/500
125/125 [==============================] - 0s 994us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 355/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 356/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 357/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 358/500
125/125 [==============================] - 0s 975us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 359/500
125/125 [==============================] - 0s 798us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 360/500
125/125 [==============================] - 0s 818us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 361/500
125/125 [==============================] - 0s 791us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 362/500
125/125 [==============================] - 0s 816us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 363/500
125/125 [==============================] - 0s 837us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 364/500
125/125 [==============================] - 0s 917us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 365/500
125/125 [==============================] - 0s 886us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 366/500
125/125 [==============================] - 0s 740us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 367/500
125/125 [==============================] - 0s 860us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 368/500
125/125 [==============================] - 0s 768us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 369/500
125/125 [==============================] - 0s 789us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 370/500
125/125 [==============================] - 0s 788us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 371/500
125/125 [==============================] - 0s 940us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 372/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 373/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 374/500
125/125 [==============================] - 0s 987us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 375/500
125/125 [==============================] - 0s 774us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 376/500
125/125 [==============================] - 0s 727us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 377/500
125/125 [==============================] - 0s 794us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 378/500
125/125 [==============================] - 0s 714us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 379/500
125/125 [==============================] - 0s 703us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 380/500
125/125 [==============================] - 0s 742us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 381/500
125/125 [==============================] - 0s 914us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 382/500
125/125 [==============================] - 0s 769us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 383/500
125/125 [==============================] - 0s 750us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 384/500
125/125 [==============================] - 0s 827us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 385/500
125/125 [==============================] - 0s 745us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 386/500
125/125 [==============================] - 0s 938us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 387/500
125/125 [==============================] - 0s 772us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 388/500
125/125 [==============================] - 0s 858us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 389/500
125/125 [==============================] - 0s 760us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 390/500
125/125 [==============================] - 0s 790us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 391/500
125/125 [==============================] - 0s 739us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 392/500
125/125 [==============================] - 0s 778us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 393/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 394/500
125/125 [==============================] - 0s 765us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 395/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 396/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 397/500
125/125 [==============================] - 0s 759us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 398/500
125/125 [==============================] - 0s 785us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 399/500
125/125 [==============================] - 0s 806us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 400/500
125/125 [==============================] - 0s 850us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 401/500
125/125 [==============================] - 0s 803us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 402/500
125/125 [==============================] - 0s 844us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 403/500
125/125 [==============================] - 0s 785us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 404/500
125/125 [==============================] - 0s 781us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 405/500
125/125 [==============================] - 0s 874us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 406/500
125/125 [==============================] - 0s 894us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 407/500
125/125 [==============================] - 0s 892us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 408/500
125/125 [==============================] - 0s 930us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 409/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 410/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 411/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 412/500
125/125 [==============================] - 0s 748us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 413/500
125/125 [==============================] - 0s 726us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 414/500
125/125 [==============================] - 0s 755us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 415/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 416/500
125/125 [==============================] - 0s 814us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 417/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 418/500
125/125 [==============================] - 0s 747us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 419/500
125/125 [==============================] - 0s 719us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 420/500
125/125 [==============================] - 0s 754us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 421/500
125/125 [==============================] - 0s 742us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 422/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 423/500
125/125 [==============================] - 0s 945us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 424/500
125/125 [==============================] - 0s 752us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 425/500
125/125 [==============================] - 0s 742us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 426/500
125/125 [==============================] - 0s 763us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 427/500
125/125 [==============================] - 0s 734us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 428/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 429/500
125/125 [==============================] - 0s 721us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 430/500
125/125 [==============================] - 0s 2ms/step - loss: 0.5047 - accuracy: 0.7969
Epoch 431/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 432/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 433/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 434/500
125/125 [==============================] - 0s 728us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 435/500
125/125 [==============================] - 0s 778us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 436/500
125/125 [==============================] - 0s 850us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 437/500
125/125 [==============================] - 0s 735us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 438/500
125/125 [==============================] - 0s 724us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 439/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 440/500
125/125 [==============================] - 0s 749us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 441/500
125/125 [==============================] - 0s 733us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 442/500
125/125 [==============================] - 0s 764us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 443/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 444/500
125/125 [==============================] - 0s 723us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 445/500
125/125 [==============================] - 0s 770us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 446/500
125/125 [==============================] - 0s 772us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 447/500
125/125 [==============================] - 0s 850us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 448/500
125/125 [==============================] - 0s 864us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 449/500
125/125 [==============================] - 0s 823us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 450/500
125/125 [==============================] - 0s 867us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 451/500
125/125 [==============================] - 0s 810us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 452/500
125/125 [==============================] - 0s 819us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 453/500
125/125 [==============================] - 0s 817us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 454/500
125/125 [==============================] - 0s 833us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 455/500
125/125 [==============================] - 0s 771us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 456/500
125/125 [==============================] - 0s 756us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 457/500
125/125 [==============================] - 0s 744us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 458/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 459/500
125/125 [==============================] - 0s 732us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 460/500
125/125 [==============================] - 0s 739us/step - loss: 0.5047 - accuracy: 0.7969
Epoch 461/500
125/125 [==============================] - 0s 727us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 462/500
125/125 [==============================] - 0s 735us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 463/500
125/125 [==============================] - 0s 729us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 464/500
125/125 [==============================] - 0s 754us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 465/500
125/125 [==============================] - 0s 772us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 466/500
125/125 [==============================] - 0s 729us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 467/500
125/125 [==============================] - 0s 748us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 468/500
125/125 [==============================] - 0s 875us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 469/500
125/125 [==============================] - 0s 849us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 470/500
125/125 [==============================] - 0s 776us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 471/500
125/125 [==============================] - 0s 847us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 472/500
125/125 [==============================] - 0s 917us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 473/500
125/125 [==============================] - 0s 732us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 474/500
125/125 [==============================] - 0s 745us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 475/500
125/125 [==============================] - 0s 820us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 476/500
125/125 [==============================] - 0s 740us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 477/500
125/125 [==============================] - 0s 767us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 478/500
125/125 [==============================] - 0s 709us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 479/500
125/125 [==============================] - 0s 819us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 480/500
125/125 [==============================] - 0s 828us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 481/500
125/125 [==============================] - 0s 788us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 482/500
125/125 [==============================] - 0s 793us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 483/500
125/125 [==============================] - 0s 785us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 484/500
125/125 [==============================] - 0s 779us/step - loss: 0.5046 - accuracy: 0.7969
Epoch 485/500
125/125 [==============================] - 0s 962us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 486/500
125/125 [==============================] - 0s 770us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 487/500
125/125 [==============================] - 0s 774us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 488/500
125/125 [==============================] - 0s 789us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 489/500
125/125 [==============================] - 0s 741us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 490/500
125/125 [==============================] - 0s 801us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 491/500
125/125 [==============================] - 0s 743us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 492/500
125/125 [==============================] - 0s 862us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 493/500
125/125 [==============================] - 0s 783us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 494/500
125/125 [==============================] - 0s 971us/step - loss: 0.5045 - accuracy: 0.7969
Epoch 495/500
125/125 [==============================] - 0s 1ms/step - loss: 0.5045 - accuracy: 0.7969
Epoch 496/500
125/125 [==============================] - 0s 764us/step - loss: 0.5044 - accuracy: 0.7969
Epoch 497/500
125/125 [==============================] - 0s 744us/step - loss: 0.5044 - accuracy: 0.7969
Epoch 498/500
125/125 [==============================] - 0s 791us/step - loss: 0.5044 - accuracy: 0.7969
Epoch 499/500
125/125 [==============================] - 0s 759us/step - loss: 0.5044 - accuracy: 0.7969
Epoch 500/500
125/125 [==============================] - 0s 741us/step - loss: 0.5044 - accuracy: 0.7969

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-47-d2f691cf3f7d> in <module>
     19 grid_search = GridSearchCV(estimator = classifier,param_grid = parameters, scoring = 'accuracy',cv = 10)
     20 grid_gri = grid_search.fit(X_train, y_train)
---> 21 best_parameters = grid_result.best_params_
     22 best_accuracy = grid_result.best_score_

NameError: name 'grid_result' is not defined

# Show the results
print("Best: %f using %s" % (grid_search.best_score_, grid_search.best_params_))
means = grid_result.cv_results_['mean_test_score']
stds = grid_result.cv_results_['std_test_score']
params = grid_result.cv_results_['params']
for mean, stdev, param in zip(means, stds, params):
    print("%f (%f) with: %r" % (mean, stdev, param))

Best: 0.862125 using {'batch_size': 64, 'epochs': 500, 'optimizer': 'SGD'}
0.847000 (0.012440) with: {'batch_size': 16, 'epochs': 100, 'optimizer': 'adam'}
0.840375 (0.015248) with: {'batch_size': 16, 'epochs': 100, 'optimizer': 'rmsprop'}
0.856750 (0.012848) with: {'batch_size': 16, 'epochs': 100, 'optimizer': 'SGD'}
0.841875 (0.017600) with: {'batch_size': 16, 'epochs': 500, 'optimizer': 'adam'}
0.842250 (0.014370) with: {'batch_size': 16, 'epochs': 500, 'optimizer': 'rmsprop'}
0.857000 (0.013650) with: {'batch_size': 16, 'epochs': 500, 'optimizer': 'SGD'}
0.843750 (0.019819) with: {'batch_size': 32, 'epochs': 100, 'optimizer': 'adam'}
0.842250 (0.017991) with: {'batch_size': 32, 'epochs': 100, 'optimizer': 'rmsprop'}
0.801375 (0.011719) with: {'batch_size': 32, 'epochs': 100, 'optimizer': 'SGD'}
0.837000 (0.009637) with: {'batch_size': 32, 'epochs': 500, 'optimizer': 'adam'}
0.842625 (0.017858) with: {'batch_size': 32, 'epochs': 500, 'optimizer': 'rmsprop'}
0.858500 (0.011763) with: {'batch_size': 32, 'epochs': 500, 'optimizer': 'SGD'}
0.838625 (0.014710) with: {'batch_size': 64, 'epochs': 100, 'optimizer': 'adam'}
0.843750 (0.020264) with: {'batch_size': 64, 'epochs': 100, 'optimizer': 'rmsprop'}
0.796875 (0.013267) with: {'batch_size': 64, 'epochs': 100, 'optimizer': 'SGD'}
0.844250 (0.019829) with: {'batch_size': 64, 'epochs': 500, 'optimizer': 'adam'}
0.841375 (0.016747) with: {'batch_size': 64, 'epochs': 500, 'optimizer': 'rmsprop'}
0.862125 (0.012551) with: {'batch_size': 64, 'epochs': 500, 'optimizer': 'SGD'}

print(best_parameters)
print('Best Accuracy: %.3f' % best_accuracy)

{'batch_size': 64, 'epochs': 500, 'optimizer': 'SGD'}
Best Accuracy: 0.862

Predict Using Best Model

from sklearn.metrics import confusion_matrix, recall_score, precision_score, f1_score, roc_auc_score,accuracy_score

y_pred = grid_gri.predict(X_test)
y_pred = (y_pred > 0.5)
print("Training accuracy",grid_gri.score(X_train,y_train))  
print()
print("Testing accuracy",grid_gri.score(X_test, y_test))
print()
print("Recall:",recall_score(y_test,y_pred))
print()
print("Precision:",precision_score(y_test,y_pred))
print()
print("F1 Score:",f1_score(y_test,y_pred))
print()
print("Roc Auc Score:",roc_auc_score(y_test,y_pred))

Training accuracy 0.796875

Testing accuracy 0.794

Recall: 0.0

Precision: 0.0

F1 Score: 0.0

Roc Auc Score: 0.5

conf_matrix = confusion_matrix(y_test, y_pred)
print(conf_matrix)
sns.heatmap(conf_matrix,annot=True,fmt = 'd',square = True,
 xticklabels=['not churn','churn'],
 yticklabels=['not churn','churn'],
 linewidths = 2,linecolor = 'w',cmap = 'Set1')
plt.subplots_adjust(wspace = .3,hspace = .3)

[[1588    0]
 [ 412    0]]

print(classification_report(y_test, y_pred))

              precision    recall  f1-score   support

           0       0.79      1.00      0.89      1588
           1       0.00      0.00      0.00       412

    accuracy                           0.79      2000
   macro avg       0.40      0.50      0.44      2000
weighted avg       0.63      0.79      0.70      2000

Model Building (with managing Imbalance in the Target column)

bank_new_df = bank_df.copy()
X = bank_new_df.drop('Exited', axis=1)
Y = bank_new_df[['Exited']]

#Convert categorical variables to dummy variables
X = pd.get_dummies(X, drop_first=True)
X

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary
0	619	0	0	42	2	0.00	1	1	1	101348.88
1	608	2	0	41	1	83807.86	1	0	1	112542.58
2	502	0	0	42	8	159660.80	3	1	0	113931.57
3	699	0	0	39	1	0.00	2	0	0	93826.63
4	850	2	0	43	2	125510.82	1	1	1	79084.10
...	...	...	...	...	...	...	...	...	...	...
9995	771	0	1	39	5	0.00	2	1	0	96270.64
9996	516	0	1	35	10	57369.61	1	1	1	101699.77
9997	709	0	0	36	7	0.00	1	0	1	42085.58
9998	772	1	1	42	3	75075.31	2	1	0	92888.52
9999	792	0	0	28	4	130142.79	1	1	0	38190.78

10000 rows × 10 columns

## Split into training and test set
from sklearn.model_selection import train_test_split

X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2,random_state=100)

Normalizing the columns

from sklearn.preprocessing import StandardScaler

scaler=StandardScaler()
scaler.fit(X_train)
X_train = scaler.transform(X_train)
X_test = scaler.transform(X_test)

# summarize class distribution
bank_new_df["Exited"].value_counts()

0    7963
1    2037
Name: Exited, dtype: int64

print(X_train.shape)
print(y_train.shape)

(8000, 10)
(8000, 1)

Oversample imbalanced target attribute with SMOTE

from imblearn.over_sampling import SMOTE
from imblearn.under_sampling import RandomUnderSampler
from imblearn.pipeline import Pipeline

# transform the column
oversample = SMOTE()
undersample = RandomUnderSampler()
steps = [('over', oversample), ('under', undersample)]
pipeline = Pipeline(steps=steps)
X_train, y_train = pipeline.fit_resample(X_train, y_train)

# summarize the new class distribution

print(X_train.shape)
print(y_train.shape)

(12750, 10)
(12750, 1)

import sys
from tensorflow.keras import Sequential
from tensorflow.keras.layers import Dense
from keras.layers import Dropout

# Initialising the ANN - Defining as a sequence of layers or a Graph
classifier = Sequential()
# Input Layer
classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
#classifier.add(Dropout(0.1))
# Second hidden layer
classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu'))
#classifier.add(Dropout(0.1))
# Output layer
classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling the ANN
classifier.compile(optimizer = 'adam',loss= 'binary_crossentropy',metrics=['accuracy'])

# Fitting the ANN to the Training Set
classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)

Epoch 1/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.6184 - accuracy: 0.6968
Epoch 2/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.5384 - accuracy: 0.7519
Epoch 3/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4994 - accuracy: 0.7645
Epoch 4/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4819 - accuracy: 0.7682
Epoch 5/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4733 - accuracy: 0.7696
Epoch 6/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4689 - accuracy: 0.7729: 1s - loss: 0.465 - ETA: 
Epoch 7/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4640 - accuracy: 0.7762
Epoch 8/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4615 - accuracy: 0.7754
Epoch 9/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4589 - accuracy: 0.7790: 0s - loss: 0.4596 - accuracy: 0. - ETA: 0s - loss: 0.4618 - 
Epoch 10/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7780: 0s - loss: 0.455
Epoch 11/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4525 - accuracy: 0.7831
Epoch 12/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4507 - accuracy: 0.7827
Epoch 13/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4491 - accuracy: 0.7816
Epoch 14/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4485 - accuracy: 0.7833
Epoch 15/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4475 - accuracy: 0.7853
Epoch 16/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4468 - accuracy: 0.7844
Epoch 17/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7854
Epoch 18/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7831: 0s - loss: 0.4472 - accuracy: 0.
Epoch 19/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4452 - accuracy: 0.7899
Epoch 20/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4452 - accuracy: 0.7847
Epoch 21/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4444 - accuracy: 0.7852
Epoch 22/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4444 - accuracy: 0.7868
Epoch 23/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7824
Epoch 24/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4437 - accuracy: 0.7866
Epoch 25/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4432 - accuracy: 0.7857: 0s - l
Epoch 26/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4427 - accuracy: 0.7870
Epoch 27/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4426 - accuracy: 0.7856
Epoch 28/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4419 - accuracy: 0.7867: 1s - loss: 0.4401 - accu - ETA: 0s - loss: 0.4373 - accuracy - ETA: 0s - loss: 0.4
Epoch 29/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4415 - accuracy: 0.7873
Epoch 30/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4411 - accuracy: 0.7855
Epoch 31/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4407 - accuracy: 0.7880
Epoch 32/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4409 - accuracy: 0.7852
Epoch 33/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4395 - accuracy: 0.7871: 0s - loss: 0.4377 - accuracy: 0.
Epoch 34/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4400 - accuracy: 0.7882
Epoch 35/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4403 - accuracy: 0.7872
Epoch 36/100
1275/1275 [==============================] - 1s 967us/step - loss: 0.4392 - accuracy: 0.7875
Epoch 37/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7889
Epoch 38/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7889
Epoch 39/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4387 - accuracy: 0.7877
Epoch 40/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7888
Epoch 41/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4380 - accuracy: 0.7898: 0s - loss: 0 - ETA: 0s - loss: 0.4373 - accu
Epoch 42/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4376 - accuracy: 0.7864
Epoch 43/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4379 - accuracy: 0.7886: 0s - loss: 0.4376 - accuracy: 0.78
Epoch 44/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4382 - accuracy: 0.7871
Epoch 45/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7913
Epoch 46/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7889
Epoch 47/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7886
Epoch 48/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4375 - accuracy: 0.7893
Epoch 49/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4365 - accuracy: 0.7905
Epoch 50/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4378 - accuracy: 0.7897
Epoch 51/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4371 - accuracy: 0.7888
Epoch 52/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4372 - accuracy: 0.7892
Epoch 53/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4365 - accuracy: 0.7917
Epoch 54/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4368 - accuracy: 0.7896: 0s - loss: - ETA: 0s - loss: 0.4377 - accuracy: 
Epoch 55/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7887: 0s - loss: 0
Epoch 56/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4368 - accuracy: 0.7890
Epoch 57/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4366 - accuracy: 0.7895
Epoch 58/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7900
Epoch 59/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4369 - accuracy: 0.7904
Epoch 60/100
1275/1275 [==============================] - 2s 2ms/step - loss: 0.4364 - accuracy: 0.7896
Epoch 61/100
1275/1275 [==============================] - 3s 2ms/step - loss: 0.4361 - accuracy: 0.7895
Epoch 62/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4365 - accuracy: 0.7902
Epoch 63/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4362 - accuracy: 0.7888
Epoch 64/100
1275/1275 [==============================] - 1s 932us/step - loss: 0.4366 - accuracy: 0.7911
Epoch 65/100
1275/1275 [==============================] - 1s 957us/step - loss: 0.4363 - accuracy: 0.7887
Epoch 66/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7915: 0s - loss: 0.4378 - accuracy
Epoch 67/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7920: 0s - loss: 0.4359 - accuracy: 0.
Epoch 68/100
1275/1275 [==============================] - 1s 963us/step - loss: 0.4365 - accuracy: 0.7888
Epoch 69/100
1275/1275 [==============================] - 1s 942us/step - loss: 0.4361 - accuracy: 0.79000s - loss: 0.4356 - ac
Epoch 70/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7888: 0s - loss: 0.4393 - ac
Epoch 71/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7894
Epoch 72/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4358 - accuracy: 0.7922
Epoch 73/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7910
Epoch 74/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7894
Epoch 75/100
1275/1275 [==============================] - 1s 988us/step - loss: 0.4361 - accuracy: 0.7922
Epoch 76/100
1275/1275 [==============================] - 1s 878us/step - loss: 0.4359 - accuracy: 0.7882
Epoch 77/100
1275/1275 [==============================] - 1s 918us/step - loss: 0.4358 - accuracy: 0.7885
Epoch 78/100
1275/1275 [==============================] - 1s 977us/step - loss: 0.4360 - accuracy: 0.7900
Epoch 79/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7906
Epoch 80/100
1275/1275 [==============================] - 1s 922us/step - loss: 0.4363 - accuracy: 0.7897
Epoch 81/100
1275/1275 [==============================] - 1s 931us/step - loss: 0.4359 - accuracy: 0.7900
Epoch 82/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4358 - accuracy: 0.7894
Epoch 83/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7911
Epoch 84/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7889
Epoch 85/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4355 - accuracy: 0.7919
Epoch 86/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7896
Epoch 87/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7881
Epoch 88/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7904
Epoch 89/100
1275/1275 [==============================] - 1s 973us/step - loss: 0.4347 - accuracy: 0.7911
Epoch 90/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7905
Epoch 91/100
1275/1275 [==============================] - 1s 974us/step - loss: 0.4352 - accuracy: 0.7889
Epoch 92/100
1275/1275 [==============================] - 1s 944us/step - loss: 0.4356 - accuracy: 0.78960s -
Epoch 93/100
1275/1275 [==============================] - 1s 925us/step - loss: 0.4352 - accuracy: 0.7915
Epoch 94/100
1275/1275 [==============================] - 1s 977us/step - loss: 0.4348 - accuracy: 0.78940s - loss:
Epoch 95/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4350 - accuracy: 0.7923
Epoch 96/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7918
Epoch 97/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4353 - accuracy: 0.7921
Epoch 98/100
1275/1275 [==============================] - 1s 969us/step - loss: 0.4350 - accuracy: 0.7884
Epoch 99/100
1275/1275 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7903
Epoch 100/100
1275/1275 [==============================] - 2s 1ms/step - loss: 0.4345 - accuracy: 0.7901

<tensorflow.python.keras.callbacks.History at 0x7feb18675710>

loss, acc = classifier.evaluate(X_test, y_test, verbose=0)
print('Accuracy: %.3f'  % acc)
print('Loss: %.3f' % loss)

Accuracy: 0.792
Loss: 0.466

from sklearn import metrics
from sklearn.metrics import accuracy_score
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report

y_pred = classifier.predict(X_test)
y_pred = (y_pred > 0.5)

import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns

conf_matrix = confusion_matrix(y_test, y_pred)
sns.heatmap(conf_matrix,annot=True,fmt = 'd',square = True,
 xticklabels=['not churn','churn'],
 yticklabels=['not churn','churn'],
 linewidths = 2,linecolor = 'w',cmap = 'Set1')
plt.subplots_adjust(wspace = .3,hspace = .3)

print(classification_report(y_test, y_pred))

              precision    recall  f1-score   support

           0       0.92      0.81      0.86      1588
           1       0.50      0.74      0.59       412

    accuracy                           0.79      2000
   macro avg       0.71      0.77      0.73      2000
weighted avg       0.83      0.79      0.81      2000

After addressing the imbalance in the target variable and their metrics compared, it seems that the recall has improved quite significantly from 44 to 74 (i.e., model was able to catch 74% (Recall) of customers that will not leave in the next 6 months. Recall is an important metric in predicting bank customer chrun as the bank would want to retain as many customers as possible to let the existing business thrive.

Tuning the ANN

from sklearn.model_selection import cross_val_score
from sklearn.model_selection import GridSearchCV
from keras.wrappers.scikit_learn import KerasClassifier
from keras.layers import Dense, Input, Dropout
from keras.models import Sequential
from keras.layers import Dense


def build_classifier(optimizer):
     classifier = Sequential()
     classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu', input_dim = 10))
     classifier.add(Dense(units = 5, kernel_initializer = 'uniform', activation = 'relu'))
     classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
     classifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])
     return classifier

classifier = KerasClassifier(build_fn = build_classifier)
parameters = {'batch_size': [16,32,64], 'epochs': [100, 500], 'optimizer': ['adam', 'rmsprop','SGD']}
grid_search = GridSearchCV(estimator = classifier,param_grid = parameters, scoring = 'accuracy',cv = 10)
grid_result = grid_search.fit(X_train, y_train)
best_parameters = grid_result.best_params_
best_accuracy = grid_result.best_score_

Epoch 1/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5998 - accuracy: 0.6882
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5261 - accuracy: 0.7441: 0s - loss: 0.5293 - accura
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4949 - accuracy: 0.7581
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4773 - accuracy: 0.7670
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4701 - accuracy: 0.7678
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4654 - accuracy: 0.7732
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4629 - accuracy: 0.7727
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4608 - accuracy: 0.7723
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7716
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7755
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7761
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7741
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7763
Epoch 14/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4549 - accuracy: 0.7779
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7759
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7783: 0s - loss: 0.4538 - accuracy: 0.77
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7773
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7789
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7782
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7803
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7799
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7786
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7814
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7820
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7822
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4476 - accuracy: 0.7841
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4471 - accuracy: 0.7844
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7853: 0s - loss: 0.4
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7863: 0s - loss: 0.4543 - accuracy:  - ETA: 0s - loss: 0.4470 - accuracy: 
Epoch 30/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4427 - accuracy: 0.7892
Epoch 31/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4414 - accuracy: 0.7856
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7858
Epoch 33/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4403 - accuracy: 0.7886
Epoch 34/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4398 - accuracy: 0.7887
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7889
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7885
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7892: 0s - loss: 0.439
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7883
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7913
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7880
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7909
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7891
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7895
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7887
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7892
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7909: 0s - loss: 0.4400 - accuracy: 0.
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7916
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7912
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7936
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7943
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7955
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7943
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7921
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7941
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7927
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7931
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7971
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7950
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7952
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7947
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7969
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7959: 0s - loss: 0.4285 
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7958
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7945
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7963
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7959
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7950
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7949
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7943
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7954
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7944
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7955: 0s - loss: 0.4366 - accura - ETA: 0s - loss: 0.419
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7955: 0s - loss: 0.4175 - accuracy:  - ETA: 0s - loss: 0.4241 
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7934
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7946
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7929
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7969
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7957
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7942
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7941
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7948
Epoch 82/100
718/718 [==============================] - 1s 991us/step - loss: 0.4282 - accuracy: 0.7955
Epoch 83/100
718/718 [==============================] - 1s 995us/step - loss: 0.4285 - accuracy: 0.7926
Epoch 84/100
718/718 [==============================] - 1s 967us/step - loss: 0.4281 - accuracy: 0.7976
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7963
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7956
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7941
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7951
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7969
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7945
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7945
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7947
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7957
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7960
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7958
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7939: 0s - loss: 0.4290 - ac
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7971
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7948: 0s - loss: 0.4276 - accuracy: 0.
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7949
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7956
Epoch 1/100
718/718 [==============================] - 1s 996us/step - loss: 0.6343 - accuracy: 0.62590s - loss: 0.6396 - accuracy: 
Epoch 2/100
718/718 [==============================] - 1s 981us/step - loss: 0.5689 - accuracy: 0.73900s - loss: 0.5740 - accuracy
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5329 - accuracy: 0.7540
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5085 - accuracy: 0.7603
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4927 - accuracy: 0.7658
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4824 - accuracy: 0.7726
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4748 - accuracy: 0.7731
Epoch 8/100
718/718 [==============================] - 1s 998us/step - loss: 0.4696 - accuracy: 0.7732
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4654 - accuracy: 0.7773
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4607 - accuracy: 0.7761
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7780
Epoch 12/100
718/718 [==============================] - 1s 993us/step - loss: 0.4533 - accuracy: 0.7820
Epoch 13/100
718/718 [==============================] - 1s 1000us/step - loss: 0.4518 - accuracy: 0.7839
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7859
Epoch 15/100
718/718 [==============================] - 1s 991us/step - loss: 0.4487 - accuracy: 0.7847
Epoch 16/100
718/718 [==============================] - 1s 966us/step - loss: 0.4482 - accuracy: 0.7849
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7881: 0s - loss: 0.4397 - ac
Epoch 18/100
718/718 [==============================] - 1s 986us/step - loss: 0.4468 - accuracy: 0.7893
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7875
Epoch 20/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4444 - accuracy: 0.7936: 0s - loss: 0.4358 - accuracy - ETA: 1s - los
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7911
Epoch 22/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4441 - accuracy: 0.7905
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7900
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7904
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7904
Epoch 26/100
718/718 [==============================] - 1s 938us/step - loss: 0.4419 - accuracy: 0.7903
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7920
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7907
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7922
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7912
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7933
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7910
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7920
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7910
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7936: 0s - loss: 0.4
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7912
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7889
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7926
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7920
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7948
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7910
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7955
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7940
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7940
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7932
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7952
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7960: 0s - loss: 0.4355 - accura
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7945
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7960
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7960
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7963
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7943
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7931
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7962
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7969
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7969
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7984
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7976: 0s - loss: 0.4311 - ac
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7961
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7963
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7944: 0s - los
Epoch 62/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4334 - accuracy: 0.7985
Epoch 63/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4325 - accuracy: 0.7970
Epoch 64/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4331 - accuracy: 0.7958
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7967
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7971
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7959
Epoch 68/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4320 - accuracy: 0.7959: 0s - loss: 0.4323 - accuracy: 0.79
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7982
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7955
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.8002
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7989
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7990
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7969
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7948
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7983
Epoch 77/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7970
Epoch 78/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7985
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7983: 0s - loss: 0.4
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7974
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8020
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7997: 0s - loss: 0.4322 - accuracy
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7976
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7990
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8019
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7972
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8023
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7961
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8010
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7983
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7998
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8000
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7997
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8011
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8003
Epoch 96/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4293 - accuracy: 0.7983: 0s - loss: 0
Epoch 97/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4285 - accuracy: 0.7999
Epoch 98/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7998
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8000
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8001
Epoch 1/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5959 - accuracy: 0.6951
Epoch 2/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5249 - accuracy: 0.7454
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4959 - accuracy: 0.7584
Epoch 4/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4774 - accuracy: 0.7672
Epoch 5/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4678 - accuracy: 0.7704
Epoch 6/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4618 - accuracy: 0.7732: 0s - loss: 0.4
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7764
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7769
Epoch 9/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4538 - accuracy: 0.7802
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7806
Epoch 11/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7811
Epoch 12/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4487 - accuracy: 0.7847
Epoch 13/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4484 - accuracy: 0.7825
Epoch 14/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4478 - accuracy: 0.7860: 0s - loss:
Epoch 15/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4469 - accuracy: 0.7853
Epoch 16/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4469 - accuracy: 0.7847
Epoch 17/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4461 - accuracy: 0.7852
Epoch 18/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4463 - accuracy: 0.7846
Epoch 19/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4469 - accuracy: 0.7820
Epoch 20/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4456 - accuracy: 0.7861
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7842
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7841
Epoch 23/100
718/718 [==============================] - 1s 976us/step - loss: 0.4450 - accuracy: 0.7886
Epoch 24/100
718/718 [==============================] - 1s 990us/step - loss: 0.4452 - accuracy: 0.7861
Epoch 25/100
718/718 [==============================] - 1s 986us/step - loss: 0.4454 - accuracy: 0.7836
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7861
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7854
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7859
Epoch 29/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4450 - accuracy: 0.7845
Epoch 30/100
718/718 [==============================] - 1s 984us/step - loss: 0.4453 - accuracy: 0.7847
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7880: 0s - loss: 0.4446 - accuracy: 0.78
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7833
Epoch 33/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4446 - accuracy: 0.7858
Epoch 34/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4446 - accuracy: 0.7873
Epoch 35/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4444 - accuracy: 0.7867
Epoch 36/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4445 - accuracy: 0.7859
Epoch 37/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4444 - accuracy: 0.7868
Epoch 38/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4437 - accuracy: 0.7869: 0s - l
Epoch 39/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4447 - accuracy: 0.7847
Epoch 40/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4442 - accuracy: 0.7840: 0s - loss: 0.4405 
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7862
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7871
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7860
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7877
Epoch 45/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4424 - accuracy: 0.7860
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7881
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4417 - accuracy: 0.7864
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7868
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7883
Epoch 50/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4403 - accuracy: 0.7857
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7875
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7887
Epoch 53/100
718/718 [==============================] - 1s 881us/step - loss: 0.4393 - accuracy: 0.7889
Epoch 54/100
718/718 [==============================] - 1s 871us/step - loss: 0.4390 - accuracy: 0.7896
Epoch 55/100
718/718 [==============================] - 1s 871us/step - loss: 0.4376 - accuracy: 0.7928
Epoch 56/100
718/718 [==============================] - 1s 860us/step - loss: 0.4378 - accuracy: 0.7910
Epoch 57/100
718/718 [==============================] - 1s 872us/step - loss: 0.4363 - accuracy: 0.7916
Epoch 58/100
718/718 [==============================] - 1s 959us/step - loss: 0.4368 - accuracy: 0.7899
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7916
Epoch 60/100
718/718 [==============================] - 1s 980us/step - loss: 0.4360 - accuracy: 0.7909
Epoch 61/100
718/718 [==============================] - 1s 970us/step - loss: 0.4359 - accuracy: 0.7925
Epoch 62/100
718/718 [==============================] - 1s 902us/step - loss: 0.4358 - accuracy: 0.7914
Epoch 63/100
718/718 [==============================] - 1s 869us/step - loss: 0.4353 - accuracy: 0.7911
Epoch 64/100
718/718 [==============================] - 1s 878us/step - loss: 0.4351 - accuracy: 0.7929
Epoch 65/100
718/718 [==============================] - 1s 867us/step - loss: 0.4347 - accuracy: 0.7906
Epoch 66/100
718/718 [==============================] - 1s 999us/step - loss: 0.4347 - accuracy: 0.7916
Epoch 67/100
718/718 [==============================] - 1s 920us/step - loss: 0.4353 - accuracy: 0.7932
Epoch 68/100
718/718 [==============================] - 1s 945us/step - loss: 0.4345 - accuracy: 0.7918
Epoch 69/100
718/718 [==============================] - 1s 867us/step - loss: 0.4340 - accuracy: 0.7930
Epoch 70/100
718/718 [==============================] - 1s 959us/step - loss: 0.4338 - accuracy: 0.7942
Epoch 71/100
718/718 [==============================] - 1s 964us/step - loss: 0.4338 - accuracy: 0.7915
Epoch 72/100
718/718 [==============================] - 1s 976us/step - loss: 0.4336 - accuracy: 0.7915
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7910
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7943
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7922
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7924
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7908
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7921
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7927
Epoch 80/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4327 - accuracy: 0.7928: 0s - loss:
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7941
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7947: 0s - loss: 0.4359 - accu
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7920
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7929
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7920
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7922
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7930
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7942
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7929
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7946
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7942
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7936
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7952
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7945
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7936
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7936
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7934
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7926
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7927
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7936
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6023 - accuracy: 0.6744
Epoch 2/100
718/718 [==============================] - 1s 991us/step - loss: 0.5179 - accuracy: 0.7556
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4874 - accuracy: 0.7648
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4746 - accuracy: 0.7679: 0s - loss: 0.4710 - accu - ETA: 0s - loss: 0.4753 - accuracy: 0.76
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4695 - accuracy: 0.7683: 0s - loss: 0.4727 
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4663 - accuracy: 0.7693
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4643 - accuracy: 0.7687
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4626 - accuracy: 0.7708
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4611 - accuracy: 0.7712
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7724
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4606 - accuracy: 0.7733
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4604 - accuracy: 0.7718
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7749
Epoch 14/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4596 - accuracy: 0.7739
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7706
Epoch 16/100
718/718 [==============================] - 1s 976us/step - loss: 0.4594 - accuracy: 0.7753
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4592 - accuracy: 0.7733
Epoch 18/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4588 - accuracy: 0.7759
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7765
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7751
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7757
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7757
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7759
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7770
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7742
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7776
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7765
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7769: 0s - loss:
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7751
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7764: 0s - loss: 0.4544 - accura
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7759
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7789
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7781
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7787: 0s - loss: 0.4408 - accuracy: 0.79 - ETA: 0s - l
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7753
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7780
Epoch 37/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4567 - accuracy: 0.7773
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7750
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7784
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7793
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7786: 0s - loss: 0
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7766: 0s - loss: 0.4547 - accuracy: 
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7772
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7766: 0s - loss: 0.462
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7780
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7785
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7788
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7796
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7790
Epoch 50/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4547 - accuracy: 0.7796
Epoch 51/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4559 - accuracy: 0.7794
Epoch 52/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4559 - accuracy: 0.7774
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4552 - accuracy: 0.7783: 0s - loss: 0
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7777
Epoch 55/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4549 - accuracy: 0.7802
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7794
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7782
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7801
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7788
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7794
Epoch 61/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4555 - accuracy: 0.7789
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7791
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7803
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7792
Epoch 65/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4549 - accuracy: 0.7802
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7780
Epoch 67/100
718/718 [==============================] - 1s 997us/step - loss: 0.4549 - accuracy: 0.7820
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7798
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7796
Epoch 70/100
718/718 [==============================] - 1s 986us/step - loss: 0.4550 - accuracy: 0.7773
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7808
Epoch 72/100
718/718 [==============================] - 1s 863us/step - loss: 0.4552 - accuracy: 0.7798
Epoch 73/100
718/718 [==============================] - 1s 950us/step - loss: 0.4549 - accuracy: 0.7789
Epoch 74/100
718/718 [==============================] - 1s 933us/step - loss: 0.4551 - accuracy: 0.7822
Epoch 75/100
718/718 [==============================] - 1s 924us/step - loss: 0.4551 - accuracy: 0.7803
Epoch 76/100
718/718 [==============================] - 1s 880us/step - loss: 0.4548 - accuracy: 0.7792
Epoch 77/100
718/718 [==============================] - 1s 971us/step - loss: 0.4546 - accuracy: 0.7782
Epoch 78/100
718/718 [==============================] - 1s 935us/step - loss: 0.4551 - accuracy: 0.7805
Epoch 79/100
718/718 [==============================] - 1s 937us/step - loss: 0.4547 - accuracy: 0.7774
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7808
Epoch 81/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4547 - accuracy: 0.7795
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7792: 0s - loss: 0.4548 - accura
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7799
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7778
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7803
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7771
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7788
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7786
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7783
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7780
Epoch 91/100
718/718 [==============================] - 1s 919us/step - loss: 0.4543 - accuracy: 0.7789
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7815
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7805
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7798
Epoch 95/100
718/718 [==============================] - 1s 995us/step - loss: 0.4540 - accuracy: 0.7807
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7780
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7785
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7807
Epoch 99/100
718/718 [==============================] - 1s 944us/step - loss: 0.4541 - accuracy: 0.7796
Epoch 100/100
718/718 [==============================] - 1s 926us/step - loss: 0.4536 - accuracy: 0.7788
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6318 - accuracy: 0.6364
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5730 - accuracy: 0.7376
Epoch 3/100
718/718 [==============================] - 1s 895us/step - loss: 0.5307 - accuracy: 0.7568
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5016 - accuracy: 0.7667
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4869 - accuracy: 0.7700
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4780 - accuracy: 0.7681
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4725 - accuracy: 0.7734
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4692 - accuracy: 0.7752
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4672 - accuracy: 0.7743
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4650 - accuracy: 0.7738
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4642 - accuracy: 0.7741
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4636 - accuracy: 0.7773
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4630 - accuracy: 0.7739
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4624 - accuracy: 0.7742
Epoch 15/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4611 - accuracy: 0.7753: 0s - loss: 0.4604 - ac
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4611 - accuracy: 0.7774
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7761: 0s - loss: 0.4633 - accuracy: 
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7747
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7778
Epoch 20/100
718/718 [==============================] - 1s 987us/step - loss: 0.4586 - accuracy: 0.7771
Epoch 21/100
718/718 [==============================] - 1s 968us/step - loss: 0.4588 - accuracy: 0.7782
Epoch 22/100
718/718 [==============================] - 1s 918us/step - loss: 0.4590 - accuracy: 0.7769
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7786
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7780
Epoch 25/100
718/718 [==============================] - 1s 931us/step - loss: 0.4574 - accuracy: 0.7800
Epoch 26/100
718/718 [==============================] - 1s 858us/step - loss: 0.4576 - accuracy: 0.7780
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7802: 0s - loss: 0.4574 - accuracy: 0.
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7774
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7812
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7767: 0s - loss: 0.4566 - accuracy: 
Epoch 31/100
718/718 [==============================] - 1s 911us/step - loss: 0.4569 - accuracy: 0.7773
Epoch 32/100
718/718 [==============================] - 1s 868us/step - loss: 0.4564 - accuracy: 0.7789
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7785
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7780
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7788: 0s - loss: 0.4537 - accura
Epoch 36/100
718/718 [==============================] - 1s 952us/step - loss: 0.4564 - accuracy: 0.7797
Epoch 37/100
718/718 [==============================] - 1s 882us/step - loss: 0.4563 - accuracy: 0.7789
Epoch 38/100
718/718 [==============================] - 1s 881us/step - loss: 0.4556 - accuracy: 0.7807
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7799
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7791
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7803
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7799
Epoch 43/100
718/718 [==============================] - 1s 961us/step - loss: 0.4553 - accuracy: 0.7796
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7789
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7799
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7800
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7784
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7811
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7790
Epoch 50/100
718/718 [==============================] - 1s 907us/step - loss: 0.4554 - accuracy: 0.7796
Epoch 51/100
718/718 [==============================] - 1s 948us/step - loss: 0.4555 - accuracy: 0.7791
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7773
Epoch 53/100
718/718 [==============================] - 1s 897us/step - loss: 0.4552 - accuracy: 0.7799
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7799
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7792
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7803
Epoch 57/100
718/718 [==============================] - 1s 910us/step - loss: 0.4554 - accuracy: 0.7793
Epoch 58/100
718/718 [==============================] - 1s 897us/step - loss: 0.4545 - accuracy: 0.7799
Epoch 59/100
718/718 [==============================] - 1s 885us/step - loss: 0.4547 - accuracy: 0.7809
Epoch 60/100
718/718 [==============================] - 1s 902us/step - loss: 0.4549 - accuracy: 0.7786
Epoch 61/100
718/718 [==============================] - 1s 900us/step - loss: 0.4550 - accuracy: 0.7793
Epoch 62/100
718/718 [==============================] - 1s 909us/step - loss: 0.4552 - accuracy: 0.7777
Epoch 63/100
718/718 [==============================] - 1s 884us/step - loss: 0.4546 - accuracy: 0.7806
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7806
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7801
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7779
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7798
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7796
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7791
Epoch 70/100
718/718 [==============================] - 1s 987us/step - loss: 0.4544 - accuracy: 0.7778
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7781: 0s - loss: 0.4499 - 
Epoch 72/100
718/718 [==============================] - 1s 962us/step - loss: 0.4538 - accuracy: 0.7802
Epoch 73/100
718/718 [==============================] - 1s 861us/step - loss: 0.4545 - accuracy: 0.7779
Epoch 74/100
718/718 [==============================] - 1s 874us/step - loss: 0.4541 - accuracy: 0.7804
Epoch 75/100
718/718 [==============================] - 1s 886us/step - loss: 0.4543 - accuracy: 0.7806
Epoch 76/100
718/718 [==============================] - 1s 894us/step - loss: 0.4541 - accuracy: 0.7792
Epoch 77/100
718/718 [==============================] - 1s 892us/step - loss: 0.4544 - accuracy: 0.7798
Epoch 78/100
718/718 [==============================] - 1s 964us/step - loss: 0.4542 - accuracy: 0.7798
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7806
Epoch 80/100
718/718 [==============================] - 1s 950us/step - loss: 0.4543 - accuracy: 0.7810
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7793
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7797: 0s - loss: 0.4563 - accura
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7807: 0s - loss: 0.4549 - accura
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7786
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7800
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7805
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7784
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7783
Epoch 89/100
718/718 [==============================] - 1s 865us/step - loss: 0.4544 - accuracy: 0.7798
Epoch 90/100
718/718 [==============================] - 1s 862us/step - loss: 0.4543 - accuracy: 0.7809
Epoch 91/100
718/718 [==============================] - 1s 991us/step - loss: 0.4535 - accuracy: 0.7803
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7784
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7800
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7791
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7801
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7792
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7793
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7810: 0s - loss: 0.4526 - accu
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4532 - accuracy: 0.7789: 0s - loss: 0.4556 - accuracy: 
Epoch 100/100
718/718 [==============================] - 1s 925us/step - loss: 0.4532 - accuracy: 0.7806
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6204 - accuracy: 0.6417
Epoch 2/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5579 - accuracy: 0.7394
Epoch 3/100
718/718 [==============================] - 1s 915us/step - loss: 0.5267 - accuracy: 0.7595
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5092 - accuracy: 0.7658
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4984 - accuracy: 0.7691
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4899 - accuracy: 0.7761
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4823 - accuracy: 0.7763
Epoch 8/100
718/718 [==============================] - 1s 880us/step - loss: 0.4759 - accuracy: 0.7788
Epoch 9/100
718/718 [==============================] - 1s 871us/step - loss: 0.4705 - accuracy: 0.7783
Epoch 10/100
718/718 [==============================] - 1s 859us/step - loss: 0.4648 - accuracy: 0.7843
Epoch 11/100
718/718 [==============================] - 1s 868us/step - loss: 0.4617 - accuracy: 0.7840
Epoch 12/100
718/718 [==============================] - 1s 848us/step - loss: 0.4584 - accuracy: 0.78680s - loss: 0.4572 - accuracy: 
Epoch 13/100
718/718 [==============================] - 1s 879us/step - loss: 0.4552 - accuracy: 0.7893
Epoch 14/100
718/718 [==============================] - 1s 894us/step - loss: 0.4523 - accuracy: 0.7909
Epoch 15/100
718/718 [==============================] - 1s 879us/step - loss: 0.4501 - accuracy: 0.7939
Epoch 16/100
718/718 [==============================] - 1s 903us/step - loss: 0.4479 - accuracy: 0.7920
Epoch 17/100
718/718 [==============================] - 1s 925us/step - loss: 0.4455 - accuracy: 0.7937
Epoch 18/100
718/718 [==============================] - 1s 893us/step - loss: 0.4445 - accuracy: 0.7912
Epoch 19/100
718/718 [==============================] - 1s 882us/step - loss: 0.4428 - accuracy: 0.7936
Epoch 20/100
718/718 [==============================] - 1s 936us/step - loss: 0.4418 - accuracy: 0.7968
Epoch 21/100
718/718 [==============================] - 1s 923us/step - loss: 0.4404 - accuracy: 0.7990
Epoch 22/100
718/718 [==============================] - 1s 891us/step - loss: 0.4399 - accuracy: 0.7968
Epoch 23/100
718/718 [==============================] - 1s 883us/step - loss: 0.4394 - accuracy: 0.7963
Epoch 24/100
718/718 [==============================] - 1s 960us/step - loss: 0.4389 - accuracy: 0.7977
Epoch 25/100
718/718 [==============================] - 1s 943us/step - loss: 0.4377 - accuracy: 0.7971
Epoch 26/100
718/718 [==============================] - 1s 891us/step - loss: 0.4379 - accuracy: 0.7962
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7964
Epoch 28/100
718/718 [==============================] - 1s 900us/step - loss: 0.4372 - accuracy: 0.7976
Epoch 29/100
718/718 [==============================] - 1s 934us/step - loss: 0.4370 - accuracy: 0.7955
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7959
Epoch 31/100
718/718 [==============================] - 1s 910us/step - loss: 0.4362 - accuracy: 0.7997
Epoch 32/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4358 - accuracy: 0.7985: 1s - loss: 0.4298 - accu
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7959
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7976
Epoch 35/100
718/718 [==============================] - 1s 998us/step - loss: 0.4358 - accuracy: 0.7983
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7979
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7984
Epoch 38/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4342 - accuracy: 0.7990
Epoch 39/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4349 - accuracy: 0.7970
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7976
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7984
Epoch 42/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4338 - accuracy: 0.7992
Epoch 43/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4330 - accuracy: 0.7979
Epoch 44/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4336 - accuracy: 0.7994
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7986
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7980
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7966
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7992
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7995
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7977
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.8001
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7992
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7995
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7992
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8004: 0s - loss: 0.4292 - accuracy
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8012
Epoch 57/100
718/718 [==============================] - 1s 976us/step - loss: 0.4315 - accuracy: 0.8010
Epoch 58/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4301 - accuracy: 0.7998
Epoch 59/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4304 - accuracy: 0.8008
Epoch 60/100
718/718 [==============================] - 2s 2ms/step - loss: 0.4302 - accuracy: 0.8010
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8005
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8000
Epoch 63/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4298 - accuracy: 0.8005
Epoch 64/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.8006: 0s - loss: 0.428
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8011
Epoch 66/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4298 - accuracy: 0.7990
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8010
Epoch 68/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4296 - accuracy: 0.8013
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8017
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8004
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7992
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7990
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8006
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8003
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8010
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8022
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8034: 0s - loss: 0.4212 
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8012
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8001: 0s - loss: 0.4287 
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8011
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8008
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8021
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7986
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7995
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8013
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7987
Epoch 87/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.8008
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8007
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8002
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8017
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8005
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8006
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8007
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8000
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8017
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8010
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8002
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7985
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8005
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8000
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6161 - accuracy: 0.6497
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5527 - accuracy: 0.7248
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5372 - accuracy: 0.7366
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5265 - accuracy: 0.7440
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5136 - accuracy: 0.7535
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4971 - accuracy: 0.7621
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4837 - accuracy: 0.7680: 0s - loss: 0.4924 
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4768 - accuracy: 0.7693
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4706 - accuracy: 0.7740: 0s - loss: 0.4715 - accu
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4670 - accuracy: 0.7752
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4633 - accuracy: 0.7753
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7776
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7818
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4530 - accuracy: 0.7856
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7895
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7917
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4433 - accuracy: 0.7936
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7961
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7965
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7961
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7977: 0s - loss: 0.4381 - accuracy: 0.79
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7975
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7978: 0s - loss: 0.4390 - accuracy
Epoch 24/100
718/718 [==============================] - 1s 990us/step - loss: 0.4367 - accuracy: 0.7972
Epoch 25/100
718/718 [==============================] - 1s 976us/step - loss: 0.4356 - accuracy: 0.7951
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7985
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7974
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7984: 0s - loss: 0.4356 - accuracy: 0.
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7969
Epoch 30/100
718/718 [==============================] - 1s 992us/step - loss: 0.4344 - accuracy: 0.7978
Epoch 31/100
718/718 [==============================] - 1s 998us/step - loss: 0.4335 - accuracy: 0.7969
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7976
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7985
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7985: 0s - loss: 0.4314 - accuracy: 0.80
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.8007
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7960
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7974
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7988
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7985
Epoch 40/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4322 - accuracy: 0.7987
Epoch 41/100
718/718 [==============================] - 1s 997us/step - loss: 0.4322 - accuracy: 0.7999
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7990: 0s - loss: 0.4310 - accuracy
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7976
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.8005
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7999
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7993
Epoch 47/100
718/718 [==============================] - 1s 956us/step - loss: 0.4316 - accuracy: 0.7989
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7991
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7992
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7976: 0s - loss: 0.4212 - 
Epoch 51/100
718/718 [==============================] - 1s 988us/step - loss: 0.4307 - accuracy: 0.8002
Epoch 52/100
718/718 [==============================] - 1s 999us/step - loss: 0.4311 - accuracy: 0.8001
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7974
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7966
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7986: 0s - loss: 0.4310 - accuracy: 0.
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7999: 0s - loss: 0.4304 - accuracy
Epoch 57/100
718/718 [==============================] - 1s 952us/step - loss: 0.4306 - accuracy: 0.7980
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7995
Epoch 59/100
718/718 [==============================] - 1s 987us/step - loss: 0.4309 - accuracy: 0.7979
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7976
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7980: 0s - loss: 0.4274 - accuracy: 0.
Epoch 62/100
718/718 [==============================] - 1s 978us/step - loss: 0.4305 - accuracy: 0.7977
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7968: 0s - loss: 0.4320 - accuracy: 
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7976
Epoch 65/100
718/718 [==============================] - 1s 961us/step - loss: 0.4310 - accuracy: 0.7983
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7956
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7984: 0s - loss: 0.429
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7983
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7972
Epoch 70/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4293 - accuracy: 0.7995
Epoch 71/100
718/718 [==============================] - 1s 960us/step - loss: 0.4295 - accuracy: 0.8005
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7986
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7977
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7976
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7976
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7969
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7975
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8006
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7970
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7995
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7979
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8003
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7954: 0s - loss: 0.4314 - ac
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7994: 0s - loss: 0.4256 - ac
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8003
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7991: 0s - loss: 0.4207 - accura - ETA: 0s - loss: 0.4241 - accura
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7981
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7986
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7983
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7969: 0s - loss: 0.4
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7996
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7954
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7997: 0s - loss: 0
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7984: 0s - loss: 0.4224 - 
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7984
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7981
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7983
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7973
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7999: 0s - loss: 0.4335 - ac
Epoch 100/100
718/718 [==============================] - 1s 999us/step - loss: 0.4283 - accuracy: 0.7984
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5968 - accuracy: 0.6920
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5059 - accuracy: 0.7551
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4767 - accuracy: 0.7660
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4652 - accuracy: 0.7723
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7766
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7780
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7803
Epoch 8/100
718/718 [==============================] - 1s 995us/step - loss: 0.4548 - accuracy: 0.7812
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7814
Epoch 10/100
718/718 [==============================] - 1s 999us/step - loss: 0.4537 - accuracy: 0.7820
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7819
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7818
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7828
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7852: 0s - loss: 0.4499 - accuracy: 0.
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7826
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7847
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7864
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7891
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7859
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7857
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7888
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7885: 0s - loss: 0.4472 - ac
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7869
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7892
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7908
Epoch 26/100
718/718 [==============================] - 1s 998us/step - loss: 0.4471 - accuracy: 0.7893
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7885
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7891: 0s - loss: 0.4465 - accura
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7885
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7886
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7900: 0s - loss: 0.454
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7896: 0s - loss: 0.4394 
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4468 - accuracy: 0.7870
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4471 - accuracy: 0.7885
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7876
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7874: 0s - loss: 0.4463 - accuracy: 0.
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7881
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7889: 0s - loss: 0.4527 - accura
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7896
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7898: 0s - loss: 0.4479 - accuracy: 
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7887
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7889
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7896
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7882
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7897
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7880
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7888
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7911
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7908
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7857
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7917: 0s - loss: 0.4455 - accu
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7895
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7873
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7897
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7888
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7886
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7883
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7916
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7912
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7900
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4439 - accuracy: 0.7897
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7922
Epoch 63/100
718/718 [==============================] - 1s 989us/step - loss: 0.4442 - accuracy: 0.7921
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7900: 0s - loss: 0.4441 - accuracy: 
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7905
Epoch 66/100
718/718 [==============================] - 1s 999us/step - loss: 0.4447 - accuracy: 0.7920
Epoch 67/100
718/718 [==============================] - 1s 928us/step - loss: 0.4438 - accuracy: 0.79240s - loss: 0.4447 - accuracy: 0.
Epoch 68/100
718/718 [==============================] - 1s 996us/step - loss: 0.4438 - accuracy: 0.7905
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7929
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4439 - accuracy: 0.7879
Epoch 71/100
718/718 [==============================] - 1s 999us/step - loss: 0.4441 - accuracy: 0.7877
Epoch 72/100
718/718 [==============================] - 1s 980us/step - loss: 0.4441 - accuracy: 0.7887
Epoch 73/100
718/718 [==============================] - 1s 981us/step - loss: 0.4438 - accuracy: 0.7902
Epoch 74/100
718/718 [==============================] - 1s 995us/step - loss: 0.4439 - accuracy: 0.7907
Epoch 75/100
718/718 [==============================] - 1s 973us/step - loss: 0.4438 - accuracy: 0.7902
Epoch 76/100
718/718 [==============================] - 1s 980us/step - loss: 0.4434 - accuracy: 0.7909
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4437 - accuracy: 0.7897
Epoch 78/100
718/718 [==============================] - 1s 926us/step - loss: 0.4436 - accuracy: 0.7896
Epoch 79/100
718/718 [==============================] - 1s 977us/step - loss: 0.4436 - accuracy: 0.7898
Epoch 80/100
718/718 [==============================] - 1s 965us/step - loss: 0.4437 - accuracy: 0.7926
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7902
Epoch 82/100
718/718 [==============================] - 1s 960us/step - loss: 0.4436 - accuracy: 0.79050s - loss: 0.4443 - accuracy: 0.
Epoch 83/100
718/718 [==============================] - 1s 992us/step - loss: 0.4437 - accuracy: 0.7900
Epoch 84/100
718/718 [==============================] - 1s 999us/step - loss: 0.4438 - accuracy: 0.7900
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7899
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7922
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7925
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7907: 0s - loss: 0.4434 - accuracy:  - ETA: 0s - loss: 0.4437 - accuracy: 0.79
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7895
Epoch 90/100
718/718 [==============================] - 1s 995us/step - loss: 0.4427 - accuracy: 0.7902
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7907
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4417 - accuracy: 0.7928
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4426 - accuracy: 0.7903
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7927
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7907
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7933
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7937: 0s - loss: 0.4443 - accuracy
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7900
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7904
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7920
Epoch 1/100
718/718 [==============================] - 1s 945us/step - loss: 0.6015 - accuracy: 0.6801
Epoch 2/100
718/718 [==============================] - 1s 999us/step - loss: 0.5163 - accuracy: 0.7500
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4862 - accuracy: 0.7641
Epoch 4/100
718/718 [==============================] - 1s 968us/step - loss: 0.4725 - accuracy: 0.7693
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7728
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4628 - accuracy: 0.7726
Epoch 7/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4616 - accuracy: 0.7730
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4603 - accuracy: 0.7763: 0s - loss: 0.4597 - accu
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4606 - accuracy: 0.7797
Epoch 10/100
718/718 [==============================] - 1s 986us/step - loss: 0.4597 - accuracy: 0.7763
Epoch 11/100
718/718 [==============================] - 1s 985us/step - loss: 0.4594 - accuracy: 0.77710s - loss: 0.4620 - ac
Epoch 12/100
718/718 [==============================] - 1s 977us/step - loss: 0.4582 - accuracy: 0.7777
Epoch 13/100
718/718 [==============================] - 1s 992us/step - loss: 0.4586 - accuracy: 0.7784
Epoch 14/100
718/718 [==============================] - 1s 994us/step - loss: 0.4577 - accuracy: 0.7787
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7811
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7793
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7785: 0s - loss: 0.4572 - accuracy
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7802
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7780
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7792
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7809
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7801
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7776
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7790
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7798
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7802
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7804
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7806
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7787
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7806
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7784
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7783
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7797
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7786
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7827
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7792: 0s - loss: 0.456
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7826
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7802
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7820
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7821
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7830
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7828
Epoch 43/100
718/718 [==============================] - 1s 975us/step - loss: 0.4520 - accuracy: 0.7819
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7841
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7858
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7851
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7845
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7835
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7852
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7882
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7874
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7895
Epoch 53/100
718/718 [==============================] - 1s 996us/step - loss: 0.4428 - accuracy: 0.7896
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7900
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7919
Epoch 56/100
718/718 [==============================] - 1s 956us/step - loss: 0.4407 - accuracy: 0.7910
Epoch 57/100
718/718 [==============================] - 1s 973us/step - loss: 0.4408 - accuracy: 0.7899
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7909
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7915
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7936
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7936
Epoch 62/100
718/718 [==============================] - 1s 984us/step - loss: 0.4394 - accuracy: 0.7899
Epoch 63/100
718/718 [==============================] - 1s 974us/step - loss: 0.4389 - accuracy: 0.7930
Epoch 64/100
718/718 [==============================] - 1s 994us/step - loss: 0.4387 - accuracy: 0.7918
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7929
Epoch 66/100
718/718 [==============================] - 1s 998us/step - loss: 0.4390 - accuracy: 0.7928
Epoch 67/100
718/718 [==============================] - 1s 996us/step - loss: 0.4385 - accuracy: 0.7909
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7903
Epoch 69/100
718/718 [==============================] - 1s 987us/step - loss: 0.4382 - accuracy: 0.79360s - loss: 0.4379 - accuracy: 0.
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7926
Epoch 71/100
718/718 [==============================] - 1s 984us/step - loss: 0.4379 - accuracy: 0.7933
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7906
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7916
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7924
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7946
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7922
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7950
Epoch 78/100
718/718 [==============================] - 1s 987us/step - loss: 0.4374 - accuracy: 0.7937
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7927: 0s - loss: 0.4356 - accuracy: 0.
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7942
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7910
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7937
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7927: 0s - loss: 0.4392 - accura
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7916
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7936
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7925
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7915
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7936
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7910
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7929: 0s - loss: 0.4
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7947
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7929
Epoch 93/100
718/718 [==============================] - 1s 983us/step - loss: 0.4371 - accuracy: 0.7912
Epoch 94/100
718/718 [==============================] - 1s 993us/step - loss: 0.4366 - accuracy: 0.7917
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7933
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7950
Epoch 97/100
718/718 [==============================] - 1s 986us/step - loss: 0.4365 - accuracy: 0.7931
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7936
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7925
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7919
Epoch 1/100
718/718 [==============================] - 1s 972us/step - loss: 0.6076 - accuracy: 0.6808
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5119 - accuracy: 0.7543
Epoch 3/100
718/718 [==============================] - 1s 976us/step - loss: 0.4844 - accuracy: 0.7642
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4740 - accuracy: 0.7678: 0s - loss: 0.4721 - accuracy: 0.
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4683 - accuracy: 0.7699
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4655 - accuracy: 0.7736
Epoch 7/100
718/718 [==============================] - 1s 985us/step - loss: 0.4637 - accuracy: 0.7713
Epoch 8/100
718/718 [==============================] - 1s 984us/step - loss: 0.4628 - accuracy: 0.77760s - loss: 0.4667 - accura
Epoch 9/100
718/718 [==============================] - 1s 996us/step - loss: 0.4621 - accuracy: 0.7730
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4606 - accuracy: 0.7748
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4604 - accuracy: 0.7746: 0s - loss: 0.4646 - ac
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4610 - accuracy: 0.7763
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7749
Epoch 14/100
718/718 [==============================] - 1s 960us/step - loss: 0.4597 - accuracy: 0.7746
Epoch 15/100
718/718 [==============================] - 1s 992us/step - loss: 0.4596 - accuracy: 0.77930s - loss: 0.4595 - accuracy: 0.77
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7769
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7783
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4595 - accuracy: 0.7744
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4590 - accuracy: 0.7753
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7763
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7759
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7773: 0s - loss: 0.4587 - accuracy: 0.
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4588 - accuracy: 0.7785
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4590 - accuracy: 0.7789
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7788: 0s - loss:
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7787
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4586 - accuracy: 0.7777
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4580 - accuracy: 0.7773
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7785
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7772
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7797
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7777
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7788
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7762
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7780
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7779
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7769
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7766
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7795
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7786: 0s - loss: 0.4582 - accuracy: 
Epoch 41/100
718/718 [==============================] - 1s 975us/step - loss: 0.4570 - accuracy: 0.7780
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7780
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7784
Epoch 44/100
718/718 [==============================] - 1s 991us/step - loss: 0.4571 - accuracy: 0.7771
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7766
Epoch 46/100
718/718 [==============================] - 1s 951us/step - loss: 0.4563 - accuracy: 0.7803
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7779
Epoch 48/100
718/718 [==============================] - 1s 956us/step - loss: 0.4569 - accuracy: 0.7793
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7769: 0s - loss: 0.4503 - 
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7774
Epoch 51/100
718/718 [==============================] - 1s 996us/step - loss: 0.4569 - accuracy: 0.7791
Epoch 52/100
718/718 [==============================] - 1s 944us/step - loss: 0.4568 - accuracy: 0.7769
Epoch 53/100
718/718 [==============================] - 1s 988us/step - loss: 0.4565 - accuracy: 0.7769
Epoch 54/100
718/718 [==============================] - 1s 961us/step - loss: 0.4565 - accuracy: 0.7781
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7778
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7777
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7790
Epoch 58/100
718/718 [==============================] - 1s 968us/step - loss: 0.4566 - accuracy: 0.7785
Epoch 59/100
718/718 [==============================] - 1s 968us/step - loss: 0.4566 - accuracy: 0.7793
Epoch 60/100
718/718 [==============================] - 1s 979us/step - loss: 0.4565 - accuracy: 0.7793
Epoch 61/100
718/718 [==============================] - 1s 996us/step - loss: 0.4556 - accuracy: 0.7776
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7753
Epoch 63/100
718/718 [==============================] - 1s 934us/step - loss: 0.4565 - accuracy: 0.7782
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7769
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7797
Epoch 66/100
718/718 [==============================] - 1s 999us/step - loss: 0.4562 - accuracy: 0.7776
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7799
Epoch 68/100
718/718 [==============================] - 1s 993us/step - loss: 0.4561 - accuracy: 0.7797
Epoch 69/100
718/718 [==============================] - 1s 988us/step - loss: 0.4556 - accuracy: 0.7769
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7780
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7780
Epoch 72/100
718/718 [==============================] - 1s 995us/step - loss: 0.4559 - accuracy: 0.7792
Epoch 73/100
718/718 [==============================] - 1s 977us/step - loss: 0.4562 - accuracy: 0.7772
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7783
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7779
Epoch 76/100
718/718 [==============================] - 1s 997us/step - loss: 0.4557 - accuracy: 0.7788
Epoch 77/100
718/718 [==============================] - 1s 989us/step - loss: 0.4550 - accuracy: 0.7791
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7785
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7793: 0s - loss: 0.4
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7764: 0s - loss: 0.4549 - accu
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7788
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7763
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7792
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7788
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7808
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7809
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7794
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7775: 0s - loss: 0.4540 - accuracy
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7797
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7791
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7806: 0s - loss: 0.4530 - accu
Epoch 92/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4551 - accuracy: 0.7784
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7775
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7784
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7803
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7807: 0s - loss: 0.4545 - 
Epoch 97/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7768
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7772: 0s - loss: 0.4546 - accuracy: 0.77 - ETA: 0s - loss: 0.4535 - ac
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7763
Epoch 100/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4543 - accuracy: 0.7788
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6393 - accuracy: 0.6587
Epoch 2/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5596 - accuracy: 0.7242
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5429 - accuracy: 0.7342
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5191 - accuracy: 0.7484
Epoch 5/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4970 - accuracy: 0.7595: 0s - loss: 0.4993 - accu
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4801 - accuracy: 0.7623
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4689 - accuracy: 0.7728
Epoch 8/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4623 - accuracy: 0.7741
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7768
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7801
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7832
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7828
Epoch 13/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7832
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7851
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7841
Epoch 16/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4476 - accuracy: 0.7855
Epoch 17/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4467 - accuracy: 0.7880
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4461 - accuracy: 0.7861
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7877
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7890
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7896
Epoch 22/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4438 - accuracy: 0.7888
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4431 - accuracy: 0.7866
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7889
Epoch 25/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4426 - accuracy: 0.7890
Epoch 26/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4418 - accuracy: 0.7902
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4417 - accuracy: 0.7875: 0s - loss:
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7889
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7892
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7902
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7883
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7891
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7918
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7886
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7910
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7881
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7883
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7896
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7885: 0s - loss: 0.4408 - accuracy:  - ETA: 0s - loss: 0.4385 - 
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7885: 0s - loss: 0.4397 - accuracy: 0.78 - ETA: 0s - loss: 0.4402 - accuracy: 
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7895: 0s - loss: 0.4370 - accuracy: 0.
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7908
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7930
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7910
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7909
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7921
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7928
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7903
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7915: 0s - loss: 0.4385 - accu
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7916: 0s - loss: 0.4347 - accura
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7898
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7913
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7930
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7926
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7909
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7922
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7914
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7906
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7916
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7950
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7920: 0s - loss: 0.4270 
Epoch 62/100
718/718 [==============================] - 1s 996us/step - loss: 0.4333 - accuracy: 0.7939
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7914
Epoch 64/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4339 - accuracy: 0.7922: 1s - loss: 0.4
Epoch 65/100
718/718 [==============================] - 1s 996us/step - loss: 0.4334 - accuracy: 0.7910
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7941: 0s - loss: 0.422
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7948
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7938
Epoch 69/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4331 - accuracy: 0.7932
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7940
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7918
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7905
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7951: 0s - loss: 0.4
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7947
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7924
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7939
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7926
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7930
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7925
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7928: 0s - loss: 0.4307 - accu - ETA: 0s - loss: 0.4326 - accuracy: 0.79
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7946
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7943
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7922
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7929: 0s - loss: 0.4380 
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7925
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7939: 0s - loss:
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7936
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7932
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7923
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7937
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7936: 0s - loss: 0.4307 - accuracy: 0. - ETA: 0s - loss: 0.4304 - ac
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7928
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7945
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7944
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7910
Epoch 96/100
718/718 [==============================] - 1s 999us/step - loss: 0.4317 - accuracy: 0.7922
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7929
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7939
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7929
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7916: 0s - loss: 0.4283 - accuracy
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6440 - accuracy: 0.6027
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5900 - accuracy: 0.7237
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5654 - accuracy: 0.7373
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5454 - accuracy: 0.7464
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5278 - accuracy: 0.7506
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5153 - accuracy: 0.7532
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5076 - accuracy: 0.7574
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5024 - accuracy: 0.7593: 0s - loss: 0.5020 - accuracy: 0.
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4991 - accuracy: 0.7592: 0s - loss: 0.4948 - accuracy:  - ETA: 0s - loss: 0.4955 - accuracy: 0.
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4974 - accuracy: 0.7605
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4959 - accuracy: 0.7618
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4944 - accuracy: 0.7588
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4936 - accuracy: 0.7609
Epoch 14/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4931 - accuracy: 0.7585
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4925 - accuracy: 0.7593
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4919 - accuracy: 0.7585
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4916 - accuracy: 0.7589: 0s - loss: 0.4931 - accu
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4912 - accuracy: 0.7603
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4911 - accuracy: 0.7575: 0s - loss: 0.4921 - accuracy: 
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4907 - accuracy: 0.7609
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4905 - accuracy: 0.7605
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4902 - accuracy: 0.7613: 0s - loss: 0.4917 - accura
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4895 - accuracy: 0.7622
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4896 - accuracy: 0.7589
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4892 - accuracy: 0.7604
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4891 - accuracy: 0.7612
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4887 - accuracy: 0.7594: 0s - loss: 0.4900 - accu
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4884 - accuracy: 0.7584: 0s - loss: 0.4887 - accuracy: 0.75
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4883 - accuracy: 0.7617
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4879 - accuracy: 0.7578
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4871 - accuracy: 0.7622
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4871 - accuracy: 0.7617: 0s - loss: 0.4857 - ac
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4868 - accuracy: 0.7621
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4863 - accuracy: 0.7617: 0s - loss: 0.4869 - accura
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4864 - accuracy: 0.7610
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4858 - accuracy: 0.7608
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4852 - accuracy: 0.7617
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4847 - accuracy: 0.7621: 0s - loss: 0.4834 - 
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4841 - accuracy: 0.7634
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4842 - accuracy: 0.7630
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4835 - accuracy: 0.7624
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4828 - accuracy: 0.7622
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4824 - accuracy: 0.7636: 0s - loss: 0.4848 
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4815 - accuracy: 0.7650
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4811 - accuracy: 0.7663
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4803 - accuracy: 0.7657
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4799 - accuracy: 0.7644: 0s - loss: 0.4775 - accuracy
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4794 - accuracy: 0.7667
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4794 - accuracy: 0.7647
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4788 - accuracy: 0.7644
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4782 - accuracy: 0.7657
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4782 - accuracy: 0.7642: 0s - loss: 0.4790 - accura
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4778 - accuracy: 0.7645
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4771 - accuracy: 0.7676
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4770 - accuracy: 0.7662
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4768 - accuracy: 0.7670
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4765 - accuracy: 0.7664
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4757 - accuracy: 0.7692: 0s - loss: 0.4747 - accuracy
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4754 - accuracy: 0.7676
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4746 - accuracy: 0.7679
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4745 - accuracy: 0.7689: 0s - loss: 0.4767 - ac - ETA: 0s - loss: 0.4744 - accuracy: 0.76
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4739 - accuracy: 0.7704
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4731 - accuracy: 0.7716
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4727 - accuracy: 0.7734: 0s - loss: 0.4725 - accuracy: 0.77
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4725 - accuracy: 0.7729: 0s - loss: 0.4693 - accuracy: 
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4719 - accuracy: 0.7741
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4715 - accuracy: 0.7757
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4715 - accuracy: 0.7738
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4710 - accuracy: 0.7755
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4706 - accuracy: 0.7754
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4700 - accuracy: 0.7780: 0s - loss: 0.473
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4699 - accuracy: 0.7748: 0s - loss: 0.4734 - 
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4698 - accuracy: 0.7778
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4693 - accuracy: 0.7766
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4691 - accuracy: 0.7772
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4689 - accuracy: 0.7794
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4685 - accuracy: 0.7790
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4682 - accuracy: 0.7783
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4682 - accuracy: 0.7785: 0s - loss: 0.4657 - accuracy: 0.78
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4677 - accuracy: 0.7782
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4671 - accuracy: 0.7793
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4666 - accuracy: 0.7807
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4663 - accuracy: 0.7813
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7800
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4654 - accuracy: 0.7801: 0s - loss:
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4651 - accuracy: 0.7801
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4644 - accuracy: 0.7790
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4637 - accuracy: 0.7808
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4632 - accuracy: 0.7807
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4626 - accuracy: 0.7792
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4624 - accuracy: 0.7785
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4621 - accuracy: 0.7814
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4615 - accuracy: 0.7805
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4613 - accuracy: 0.7818: 0s - loss: 0.4
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4607 - accuracy: 0.7807
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4609 - accuracy: 0.7841: 0s - loss: 0.4639 - accu - ETA: 0s - loss: 0.4589 - accura
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4606 - accuracy: 0.7807
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7822
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4600 - accuracy: 0.7818
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7829
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6236 - accuracy: 0.6634
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5357 - accuracy: 0.7502
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4982 - accuracy: 0.7590
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4801 - accuracy: 0.7643: 0s - loss: 0.4801 - accuracy
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4728 - accuracy: 0.7678
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4671 - accuracy: 0.7678: 0s - loss: 0.4723 - accu
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7718
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4632 - accuracy: 0.7715
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4623 - accuracy: 0.7714: 0s - loss: 0.4663 
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4619 - accuracy: 0.7699: 0s - loss: 0.4599 - accuracy: 0.
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4607 - accuracy: 0.7713
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7710: 0s - loss: 0.460
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4609 - accuracy: 0.7705: 0s - loss: 0.4653 - accura
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7724
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4603 - accuracy: 0.7705
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7737
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7721
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7718
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7704
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4592 - accuracy: 0.7715
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4594 - accuracy: 0.7745
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7699
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4592 - accuracy: 0.7747
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7717
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7719
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7742
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4586 - accuracy: 0.7730
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7745
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7727
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7701: 0s - loss: 0.4617 - accuracy
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7713
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4580 - accuracy: 0.7748
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7722
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7724
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7727
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7741
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4584 - accuracy: 0.7722
Epoch 38/100
718/718 [==============================] - 1s 999us/step - loss: 0.4582 - accuracy: 0.7703
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7743
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7727: 0s - loss: 0.4534 - accuracy: 
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7735
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7713
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7739
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7747
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7730: 0s - loss: 0.453
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7748
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7713
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7739
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7732
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7732
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4580 - accuracy: 0.7734
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7731
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7738
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7761
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7725
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7742
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7756
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7738
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7728
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7770
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7753
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7773
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7746
Epoch 64/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4579 - accuracy: 0.7729
Epoch 65/100
718/718 [==============================] - 1s 974us/step - loss: 0.4575 - accuracy: 0.7746
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7725
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7733
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7757
Epoch 69/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4578 - accuracy: 0.7746: 0s -
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7759: 0s - loss: 0.4
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7735
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7754
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7756: 0s - loss: 0.4608 - accura
Epoch 74/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4578 - accuracy: 0.7736: 0s - loss: 0.4673 -  - ETA: 0s - loss: 0.4
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7732: 0s - loss: 0.4569 - accuracy
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7752
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7741
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7744
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7731
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7773
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7752
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7734: 0s - loss: 0.4
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7754
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7742
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7752
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7773
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7746
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7770
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7747
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7736
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7725
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7743
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7738: 0s - loss: 0.4486 - ac
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7739
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7739: 0s - loss: 0.4476 - ac
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7751
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7759
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7746
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7750
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7744
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6577 - accuracy: 0.6709
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5921 - accuracy: 0.7245
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5728 - accuracy: 0.7281
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5648 - accuracy: 0.7303
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5582 - accuracy: 0.7327
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5510 - accuracy: 0.7383
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5412 - accuracy: 0.7425: 0s - loss: 0
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5275 - accuracy: 0.7519
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5112 - accuracy: 0.7607
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4968 - accuracy: 0.7643
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4870 - accuracy: 0.7695
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4790 - accuracy: 0.7756
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4734 - accuracy: 0.7766
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4677 - accuracy: 0.7798
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4620 - accuracy: 0.7829
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7827
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7862
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7847
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7854
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7875
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4474 - accuracy: 0.7869: 0s - loss: 0.4472 - accu - ETA: 0s - loss: 0.4484 - accuracy:  - ETA: 0s - loss: 0.4508 - accuracy: 0.
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4464 - accuracy: 0.7882
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7871
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7884
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7881
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7888: 0s - loss: 0.4484 - accu
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7918
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7884
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7915
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7915
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7885
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7909: 0s - loss: 0.4371 - accu
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7899
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7920
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7915: 0s - loss: 0
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7897
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7904
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7922
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7937
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7917
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7908
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7923
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7928
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7929
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7925
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7928
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7922
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7933
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7929
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7935
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7931
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7930
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7959
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7929
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7924: 0s - loss: 0.4380 - accuracy: 0.79 - ETA: 0s - loss: 0.4376 - accuracy: 
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7935
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7941
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7951
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7942
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7951
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7950
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7953
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7956
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7949
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7960
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7951
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7942
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7943
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7935
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7947
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7951
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7944
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7946: 0s - loss: 0.4308 - accuracy: 0.79
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7932: 0s - loss: 0.4350 - accuracy
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7951
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7947: 0s - loss: 0.4333 - ac
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7952
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7946
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7941
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7960
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7970
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7937: 0s - loss: 0.4
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7961
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7949
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7937
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7957
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7950
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7944: 0s - loss: 0.4342 - ac
Epoch 89/100
718/718 [==============================] - 1s 992us/step - loss: 0.4296 - accuracy: 0.7949
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7957
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7935
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7942
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7939
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7952: 0s - loss: 0.4285 - accu
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7972
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7953
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7953
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7954
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7973
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7962
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6252 - accuracy: 0.6742
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5472 - accuracy: 0.7321
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5160 - accuracy: 0.7475
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4917 - accuracy: 0.7610
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4782 - accuracy: 0.7672
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4714 - accuracy: 0.7704
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4661 - accuracy: 0.7736
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4631 - accuracy: 0.7753
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4607 - accuracy: 0.7743
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4594 - accuracy: 0.7782: 0s - loss: 0.4613 - accuracy: 0.
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7773: 0s - loss: 0.4593 - accuracy: 0.77
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7793
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7797
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7847
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4524 - accuracy: 0.7817
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7853
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7848
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7868
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7847
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7867
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7847
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4476 - accuracy: 0.7913
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7861
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4476 - accuracy: 0.7881
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4471 - accuracy: 0.7873
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7875
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7861
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7862
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7885
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7874
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7875
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7887: 0s - loss: 0.4447 - accura
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7908
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7904
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7888: 0s - loss: 0.4423 - accura
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7880
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7888
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7899
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7901: 0s - loss: 0.4415 - accuracy:  - ETA: 0s - loss: 0.4444 - accuracy: 
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7887
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7893
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7895: 0s - loss: 0.4416 - accu
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7888: 0s - loss: 0.4429 - accu - ETA: 0s - loss: 0.4458 - accuracy
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7907: 0s - loss: 0.4460 - accuracy: 0.78
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7898
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7899: 0s - loss: 0.443
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7880
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7901
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4435 - accuracy: 0.7894
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7898
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7904
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7894
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7895
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7908: 0s - loss: 0.4421 - accuracy: 
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7915
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7908
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4439 - accuracy: 0.7895
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4433 - accuracy: 0.7906
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4437 - accuracy: 0.7900
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4437 - accuracy: 0.7884: 0s - loss: 0.4447 - accuracy: 0. - ETA: 0s - loss: 0.4420 - accuracy: 0.78
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7888
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7904
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7917
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7901: 0s - loss: 0.440
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7912
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7877: 0s - loss: 0.4
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7886
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7919
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7915
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7917: 0s - loss: 0.4398 - accura
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7921
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7907: 0s - loss: 0.4433 - accu
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7940
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7934
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7929
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7922
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7901
Epoch 78/100
718/718 [==============================] - 1s 983us/step - loss: 0.4407 - accuracy: 0.7905
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7930
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7915
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7930
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7919
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7919
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7927
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7918
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7926
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7922
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7924
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7910
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7945: 0s - loss: 0.4399 - accuracy: 
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7929: 0s - loss: 0.4420 - ac
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7902
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7908: 0s - loss: 0.4386 - accuracy: 0.79
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7914
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7919
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7926: 0s - loss: 0.4443 - accu
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7929
Epoch 98/100
718/718 [==============================] - 1s 996us/step - loss: 0.4393 - accuracy: 0.78950s - loss: 0.4408 - accuracy: 
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7914
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7904: 0s - loss: 0.4
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6330 - accuracy: 0.6383: 0s - loss: 0.676
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5528 - accuracy: 0.7271
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5270 - accuracy: 0.7388: 0s - loss: 0.5292 - accuracy
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5012 - accuracy: 0.7576
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4847 - accuracy: 0.7642
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4741 - accuracy: 0.7703
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4646 - accuracy: 0.7722
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7802
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7852: 0s - loss: 0.4597 - 
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7834
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7856
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7851
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7872
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7895
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7895
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7896
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4435 - accuracy: 0.7929
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7916
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7909
Epoch 20/100
718/718 [==============================] - 1s 988us/step - loss: 0.4420 - accuracy: 0.7918
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7946
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7957: 0s - loss: 0.4400 - accuracy: 0.
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7963
Epoch 24/100
718/718 [==============================] - 1s 981us/step - loss: 0.4397 - accuracy: 0.79740s - loss: 0.4365 - 
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7968: 1s - l
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7968
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7952
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7948
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7953
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7975
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7942: 0s - los
Epoch 32/100
718/718 [==============================] - 1s 996us/step - loss: 0.4387 - accuracy: 0.7960
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7963
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7969
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7956
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7962
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7966: 0s - loss: 0.4
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7960
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7952
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7968
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7976
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7976: 0s - loss: 0.430
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7983: 0s - loss: 0.4375 - 
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7980
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7992
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7951
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7969
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7961
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7979
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7992
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7990
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7969
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7959: 0s - loss: 0.422
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7977: 0s - loss: 0.4314 - accuracy: 0.79 - ETA: 0s - loss: 0.4318 - accuracy: 0.
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7987
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7979
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7973: 0s - loss: 0.4386 - accuracy: 0.
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7998
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7963
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7974
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7983: 0s - loss: 0.4347 - accura
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7972
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7997
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7964
Epoch 65/100
718/718 [==============================] - 1s 984us/step - loss: 0.4360 - accuracy: 0.7980
Epoch 66/100
718/718 [==============================] - 1s 999us/step - loss: 0.4363 - accuracy: 0.7981
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7963
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.8003: 0s - loss: 0.4367 - 
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.8003: 0s - loss: 0.4364 - accuracy: 
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7982
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7967
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7983
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7987
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7971
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7998
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7978
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7996: 0s - loss: 0.4329 - accuracy: 
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.8013
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7983
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7999
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7991
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7990
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7986
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7969
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.8004: 0s - loss: 0.4344 - 
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7985: 0s - loss: 0.4410 
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7988
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7978
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7993
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7997
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.8000
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.8001: 0s - loss: 0.4327 - 
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.8011
Epoch 94/100
718/718 [==============================] - 1s 985us/step - loss: 0.4344 - accuracy: 0.80000s - loss: 0.4415 
Epoch 95/100
718/718 [==============================] - 1s 985us/step - loss: 0.4350 - accuracy: 0.7998
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.8016: 0s - loss: 0.4324  - ETA: 0s - loss: 0.4350 - accuracy: 0.
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7984: 0s - loss: 0.4340 - accu
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.8003
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.8008
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.8000
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6272 - accuracy: 0.6458
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5622 - accuracy: 0.7153
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5408 - accuracy: 0.7306
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5133 - accuracy: 0.7515
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4905 - accuracy: 0.7631
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4760 - accuracy: 0.7699
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4663 - accuracy: 0.7759
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7778: 0s - loss: 0.4669 - 
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7842
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4473 - accuracy: 0.7887
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7920
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7936
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7954
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7936
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7963
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7933
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7950
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7966
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7975
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7943: 0s - loss: 0.4
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7956
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7927
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7969
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7957
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7970
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7946
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7975: 0s - loss: 0.4317 - accu
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7966
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7968
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7985
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7960: 0s - loss: 0.4
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7947
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7960
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7987
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7969
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7996
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7970
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7971
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7960
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7968: 0s - loss: 0.438
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7968
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7963
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7989
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7996
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7980: 0s - loss: 0.4328 - 
Epoch 46/100
718/718 [==============================] - 1s 993us/step - loss: 0.4330 - accuracy: 0.8024
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7971
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7981
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7991
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7988
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7993
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7977
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7990
Epoch 54/100
718/718 [==============================] - 2s 3ms/step - loss: 0.4318 - accuracy: 0.7983
Epoch 55/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4327 - accuracy: 0.8001: 0s - loss: 0.4319 - accuracy
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7987: 0s - loss: 0.4340 - accuracy
Epoch 57/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.7965
Epoch 58/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.7996
Epoch 59/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4316 - accuracy: 0.8010: 0s - loss: 0.4351 - ac - ETA: 0s - loss: 0.4304 - ac
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7986
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7984: 0s - loss: 0.4331 - accuracy: 0. - ETA: 0s - loss: 0.4325 - accu
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7997
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8009
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7997
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7995
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.8005
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7993
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7997
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.8008: 0s - los
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7990
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7983
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7992
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7987
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8011
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8001
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.8010
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8010
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7998
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.8002
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8012
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8003
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7990
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8019
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8024
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7990
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8002
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7990
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8007: 0s - loss:
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7986: 0s - loss: 0.4299 - accuracy: 0.79
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8028
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8015
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7994
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8007
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7993
Epoch 95/100
718/718 [==============================] - 1s 987us/step - loss: 0.4299 - accuracy: 0.8004
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8017
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.8024
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8014
Epoch 99/100
718/718 [==============================] - 1s 982us/step - loss: 0.4302 - accuracy: 0.79950s - loss: 0.4322 - accuracy: 0.79
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8003
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6283 - accuracy: 0.6495
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5531 - accuracy: 0.7234
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5236 - accuracy: 0.7440
Epoch 4/100
718/718 [==============================] - 1s 986us/step - loss: 0.4945 - accuracy: 0.7610
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4770 - accuracy: 0.7662: 0s - loss: 0.4722 - ac
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4682 - accuracy: 0.7712
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4624 - accuracy: 0.7740
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7759
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7780: 0s - loss: 0.4550 - accuracy:  - ETA: 0s - loss: 0.4588 - accuracy: 0.77
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7790
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7812
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7793
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7802
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7809
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7813
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7780
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7802
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7804
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7783
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7800
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7817
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7790
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7807: 0s - loss: 0.4479 
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7807: 0s -
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4530 - accuracy: 0.7816
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7824
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7811
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7827
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7807
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7811: 0s - loss: 0.4586 - 
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7806: 0s - loss: 0.4518 - accuracy: 0. - ETA: 0s - loss: 0.4513 - accuracy: 0.
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7805
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7820
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7818
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7823
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7783
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7815
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7813
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7853
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7847
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7842
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7846
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7820: 0s - loss: 0
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7842: 0s - loss: 0.4366 - ac - ETA: 0s - loss: 0.4461 - accura
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7859: 0s - loss: 0.4
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7835
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7854
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7851
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7847
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7842: 0s - loss: 0.4475 - accu
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7841
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7875: 0s - loss: 0.4
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7832
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7850
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7839
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4474 - accuracy: 0.7859: 0s - loss: 0.455
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7891
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7895
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7906
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7901
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7880
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7925
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7919
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7908
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7913
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7923
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7920
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7894
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7904
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7926
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7935: 0s - loss: 0.428
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7922
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7962: 0s - loss: 0.4328 - accura
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7946
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7950
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7952: 0s - loss: 0.4355 - accuracy: 0.
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7962
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7962
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7969
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7967
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.8002
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7972
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7955
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7997
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7968
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7981
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7975
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7994
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7994
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7981
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7986
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7996: 0s - loss: 0.4
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7997
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8010
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.8003
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7989
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7997
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8012
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7990
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7991
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6382 - accuracy: 0.6268
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5682 - accuracy: 0.7146
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5586 - accuracy: 0.7185
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5492 - accuracy: 0.7239
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5395 - accuracy: 0.7307
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5302 - accuracy: 0.7375: 0s - loss: 0.5303 - accuracy: 
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5206 - accuracy: 0.7486
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5087 - accuracy: 0.7564
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4955 - accuracy: 0.7635
Epoch 10/100
718/718 [==============================] - 1s 983us/step - loss: 0.4824 - accuracy: 0.7756
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4729 - accuracy: 0.7800
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4656 - accuracy: 0.7847
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4609 - accuracy: 0.7900
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7860
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7909
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7885: 0s - loss: 0.4459 -  - ETA: 0s - loss: 0.4538 - accuracy: 0.78
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7940
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7908: 0s - loss: 0.4525 - accura
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7921
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7938
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4474 - accuracy: 0.7927
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4473 - accuracy: 0.7936: 0s - loss: 0.460
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7919
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7917: 0s - loss: 0.4490 - accura
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7942
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7911
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7931
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7944
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7928
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7913
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7913
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7938
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7935
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7936
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7929
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7915
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7930
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7924
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7939
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7948
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7916
Epoch 42/100
718/718 [==============================] - 1s 987us/step - loss: 0.4379 - accuracy: 0.7945
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7944
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7922
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7950
Epoch 46/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4370 - accuracy: 0.7970
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7944
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7943
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7946
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7930
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7935
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7936
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7952
Epoch 54/100
718/718 [==============================] - 1s 981us/step - loss: 0.4370 - accuracy: 0.7948
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7956
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7946
Epoch 57/100
718/718 [==============================] - 1s 998us/step - loss: 0.4365 - accuracy: 0.7956
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7945
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7961
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7948
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7942
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7942
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7926: 0s - loss: 0.4420 - ac
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7966
Epoch 65/100
718/718 [==============================] - 1s 981us/step - loss: 0.4355 - accuracy: 0.7937
Epoch 66/100
718/718 [==============================] - 1s 992us/step - loss: 0.4359 - accuracy: 0.7936
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7969
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7929: 0s - loss: 0.4370 - accuracy: 0.79
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7982: 0s - loss: 0.4
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7951
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7947: 0s - los
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7974
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7961
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7944
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7957
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7963
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7963: 0s - loss: 0.433
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7947
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7944
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7942
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7976
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7967
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7958
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7947
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7955
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7969: 0s - loss: 0.4325 - accuracy
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7982
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7968
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7958
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7976
Epoch 91/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4332 - accuracy: 0.7962
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7954
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7972
Epoch 94/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4329 - accuracy: 0.7959
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7968
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7968: 0s - loss: 0.4339 - accuracy: 0.79
Epoch 97/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4326 - accuracy: 0.7979
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7980
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7956
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7992
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6272 - accuracy: 0.6585: 0s - loss: 0.6
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5478 - accuracy: 0.7268
Epoch 3/100
718/718 [==============================] - 1s 2ms/step - loss: 0.5152 - accuracy: 0.7497
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4894 - accuracy: 0.7624: 0s - loss:
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4767 - accuracy: 0.7653
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4708 - accuracy: 0.7696
Epoch 7/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4664 - accuracy: 0.7725
Epoch 8/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4640 - accuracy: 0.7732
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4619 - accuracy: 0.7755
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4611 - accuracy: 0.7756
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7771
Epoch 12/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4596 - accuracy: 0.7795
Epoch 13/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4588 - accuracy: 0.7788
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7778
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7779
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7807
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7824: 0s - loss: 0.4662 - 
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7817
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7820: 0s - loss: 0.4554 - accuracy
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7827
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4552 - accuracy: 0.7827
Epoch 22/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7824: 0s - loss: 0.4493 - accu
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7847: 0s - loss: 0.4477 - accu
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7845
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7841
Epoch 26/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7883
Epoch 27/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4492 - accuracy: 0.7844: 0s - loss: 0.4520 - accu
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7862
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7844
Epoch 30/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7868
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7844
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7870
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7866: 0s - loss: 0.4484 - accuracy: 0.
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7855
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4474 - accuracy: 0.7900
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4468 - accuracy: 0.7884: 0s - loss: 0.4481 - 
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4471 - accuracy: 0.7866
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7857
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7890
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7888
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7897: 0s - loss: 0.4448 - accuracy: 
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4469 - accuracy: 0.7879
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4473 - accuracy: 0.7881
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7891
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7897
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7908
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7909
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7916
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4464 - accuracy: 0.7904
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7903
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7911
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7892
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7892: 0s - loss: 0.4370 - accu
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7888: 0s - loss: 0.4483 - accu
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7903
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7899
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7906
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7898
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4435 - accuracy: 0.7919
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7935
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7925
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7942
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7942
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7932
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7936
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7924
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7950
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7933
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7912
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7942
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7927
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7917
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7949: 0s - loss: 0.4443 
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7945
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7943: 0s - loss: 0.4422 - accu
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7938: 0s - loss: 0.4400 - accuracy: 0.79
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7949
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7933
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7937
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7948
Epoch 81/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7971
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7931
Epoch 83/100
718/718 [==============================] - 1s 998us/step - loss: 0.4384 - accuracy: 0.7927
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7934
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7932
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7942
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7930
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7934
Epoch 89/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4378 - accuracy: 0.7940
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7943
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7941
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7963
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7927
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7928
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7932: 0s - loss: 0.4304 - ac
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7946
Epoch 97/100
718/718 [==============================] - 1s 977us/step - loss: 0.4373 - accuracy: 0.7949
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7939
Epoch 99/100
718/718 [==============================] - 1s 997us/step - loss: 0.4378 - accuracy: 0.7918
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7949
Epoch 1/100
718/718 [==============================] - 1s 901us/step - loss: 0.6887 - accuracy: 0.5557
Epoch 2/100
718/718 [==============================] - 1s 914us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 923us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 952us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 924us/step - loss: 0.6868 - accuracy: 0.55560s - loss: 0.6867 - accura
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 955us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 945us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6858 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 922us/step - loss: 0.6845 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6806 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6653 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6239 - accuracy: 0.6577
Epoch 15/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5858 - accuracy: 0.7270
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5607 - accuracy: 0.7343: 0s - loss: 0.5662 - 
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5351 - accuracy: 0.7460
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5087 - accuracy: 0.7598
Epoch 19/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4855 - accuracy: 0.7677
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4744 - accuracy: 0.7685: 0s - loss: 0
Epoch 21/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4681 - accuracy: 0.7719
Epoch 22/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4636 - accuracy: 0.7732
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7732
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7777: 0s - loss: 0.4574 - accuracy: 0.
Epoch 25/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4540 - accuracy: 0.7779
Epoch 26/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4512 - accuracy: 0.7807: 0s - loss: 0.4574 - accu
Epoch 27/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7845
Epoch 28/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7858
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7873
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7888
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7893
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7889
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7894
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7902
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7918
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7914
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7928
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7891
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7928
Epoch 40/100
718/718 [==============================] - 1s 992us/step - loss: 0.4390 - accuracy: 0.7927
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7920
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7935
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7926
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7942
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7949
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7934
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7922
Epoch 48/100
718/718 [==============================] - 1s 986us/step - loss: 0.4381 - accuracy: 0.7928
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7935
Epoch 50/100
718/718 [==============================] - 1s 993us/step - loss: 0.4376 - accuracy: 0.7954
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7949
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7964
Epoch 53/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4373 - accuracy: 0.7949
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7945
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7933
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7939
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7922
Epoch 58/100
718/718 [==============================] - 1s 977us/step - loss: 0.4364 - accuracy: 0.7969
Epoch 59/100
718/718 [==============================] - 1s 966us/step - loss: 0.4361 - accuracy: 0.7952
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7952
Epoch 61/100
718/718 [==============================] - 1s 966us/step - loss: 0.4347 - accuracy: 0.7948
Epoch 62/100
718/718 [==============================] - 1s 974us/step - loss: 0.4356 - accuracy: 0.7956
Epoch 63/100
718/718 [==============================] - 1s 994us/step - loss: 0.4350 - accuracy: 0.7936
Epoch 64/100
718/718 [==============================] - 1s 950us/step - loss: 0.4349 - accuracy: 0.7950
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7941
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7942
Epoch 67/100
718/718 [==============================] - 1s 991us/step - loss: 0.4333 - accuracy: 0.7976
Epoch 68/100
718/718 [==============================] - 1s 955us/step - loss: 0.4336 - accuracy: 0.7942
Epoch 69/100
718/718 [==============================] - 1s 989us/step - loss: 0.4334 - accuracy: 0.7965
Epoch 70/100
718/718 [==============================] - 1s 998us/step - loss: 0.4333 - accuracy: 0.7941
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7958
Epoch 72/100
718/718 [==============================] - 1s 977us/step - loss: 0.4325 - accuracy: 0.7986
Epoch 73/100
718/718 [==============================] - 1s 979us/step - loss: 0.4322 - accuracy: 0.7946
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7980
Epoch 75/100
718/718 [==============================] - 1s 978us/step - loss: 0.4321 - accuracy: 0.7969
Epoch 76/100
718/718 [==============================] - 1s 940us/step - loss: 0.4311 - accuracy: 0.79780s - loss: 0.4294 - accuracy: 0.
Epoch 77/100
718/718 [==============================] - 1s 911us/step - loss: 0.4318 - accuracy: 0.7951
Epoch 78/100
718/718 [==============================] - 1s 963us/step - loss: 0.4321 - accuracy: 0.79510s - loss: 0.4374 
Epoch 79/100
718/718 [==============================] - 1s 934us/step - loss: 0.4322 - accuracy: 0.7955
Epoch 80/100
718/718 [==============================] - 1s 948us/step - loss: 0.4319 - accuracy: 0.7952
Epoch 81/100
718/718 [==============================] - 1s 946us/step - loss: 0.4324 - accuracy: 0.7970
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7961
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7980
Epoch 84/100
718/718 [==============================] - 1s 953us/step - loss: 0.4323 - accuracy: 0.7961
Epoch 85/100
718/718 [==============================] - 1s 970us/step - loss: 0.4319 - accuracy: 0.7953
Epoch 86/100
718/718 [==============================] - 1s 977us/step - loss: 0.4316 - accuracy: 0.7990
Epoch 87/100
718/718 [==============================] - 1s 945us/step - loss: 0.4320 - accuracy: 0.79570s - loss: 0.4309 - accuracy: 
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7965: 0s - loss: 0.4316 - accuracy
Epoch 89/100
718/718 [==============================] - 1s 981us/step - loss: 0.4310 - accuracy: 0.7976
Epoch 90/100
718/718 [==============================] - 1s 946us/step - loss: 0.4322 - accuracy: 0.7946
Epoch 91/100
718/718 [==============================] - 1s 980us/step - loss: 0.4317 - accuracy: 0.7952
Epoch 92/100
718/718 [==============================] - 1s 910us/step - loss: 0.4310 - accuracy: 0.7944
Epoch 93/100
718/718 [==============================] - 1s 949us/step - loss: 0.4306 - accuracy: 0.7970
Epoch 94/100
718/718 [==============================] - 1s 944us/step - loss: 0.4318 - accuracy: 0.79510s - loss: 0.4295 
Epoch 95/100
718/718 [==============================] - 1s 970us/step - loss: 0.4309 - accuracy: 0.7981
Epoch 96/100
718/718 [==============================] - 1s 958us/step - loss: 0.4306 - accuracy: 0.7945
Epoch 97/100
718/718 [==============================] - 1s 969us/step - loss: 0.4304 - accuracy: 0.7955
Epoch 98/100
718/718 [==============================] - 1s 935us/step - loss: 0.4305 - accuracy: 0.7979
Epoch 99/100
718/718 [==============================] - 1s 941us/step - loss: 0.4308 - accuracy: 0.7986
Epoch 100/100
718/718 [==============================] - 1s 960us/step - loss: 0.4312 - accuracy: 0.79690s - loss: 0.4379 
Epoch 1/100
718/718 [==============================] - 1s 992us/step - loss: 0.6886 - accuracy: 0.5557
Epoch 2/100
718/718 [==============================] - 1s 931us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 925us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 935us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 953us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 945us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 951us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 944us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 947us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 963us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 949us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 945us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 991us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 922us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6870 - accuracy: 0.55
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556: 0s - loss: 0.6875 - accura
Epoch 18/100
718/718 [==============================] - 1s 949us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 950us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 20/100
718/718 [==============================] - 1s 951us/step - loss: 0.6861 - accuracy: 0.55560s - loss: 0.6861 - accuracy: 0.
Epoch 21/100
718/718 [==============================] - 1s 991us/step - loss: 0.6854 - accuracy: 0.5556
Epoch 22/100
718/718 [==============================] - 1s 934us/step - loss: 0.6836 - accuracy: 0.55560s - loss: 0.6836 - 
Epoch 23/100
718/718 [==============================] - 1s 961us/step - loss: 0.6781 - accuracy: 0.5556
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6576 - accuracy: 0.5609
Epoch 25/100
718/718 [==============================] - 1s 941us/step - loss: 0.6085 - accuracy: 0.7038
Epoch 26/100
718/718 [==============================] - 1s 910us/step - loss: 0.5678 - accuracy: 0.7353
Epoch 27/100
718/718 [==============================] - 1s 974us/step - loss: 0.5385 - accuracy: 0.7467
Epoch 28/100
718/718 [==============================] - 1s 977us/step - loss: 0.5090 - accuracy: 0.7595
Epoch 29/100
718/718 [==============================] - 1s 937us/step - loss: 0.4876 - accuracy: 0.7661
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4759 - accuracy: 0.7661
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4693 - accuracy: 0.7715
Epoch 32/100
718/718 [==============================] - 1s 992us/step - loss: 0.4657 - accuracy: 0.7709
Epoch 33/100
718/718 [==============================] - 1s 935us/step - loss: 0.4631 - accuracy: 0.7726
Epoch 34/100
718/718 [==============================] - 1s 988us/step - loss: 0.4610 - accuracy: 0.7739
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7750
Epoch 36/100
718/718 [==============================] - 1s 960us/step - loss: 0.4587 - accuracy: 0.7784
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7746
Epoch 38/100
718/718 [==============================] - 1s 994us/step - loss: 0.4591 - accuracy: 0.7763
Epoch 39/100
718/718 [==============================] - 1s 962us/step - loss: 0.4582 - accuracy: 0.7776
Epoch 40/100
718/718 [==============================] - 1s 949us/step - loss: 0.4581 - accuracy: 0.7773
Epoch 41/100
718/718 [==============================] - 1s 931us/step - loss: 0.4571 - accuracy: 0.7780
Epoch 42/100
718/718 [==============================] - 1s 897us/step - loss: 0.4574 - accuracy: 0.7767
Epoch 43/100
718/718 [==============================] - 1s 981us/step - loss: 0.4573 - accuracy: 0.7773
Epoch 44/100
718/718 [==============================] - 1s 956us/step - loss: 0.4565 - accuracy: 0.7788
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7806: 0s - loss: 0.4568 - 
Epoch 46/100
718/718 [==============================] - 1s 936us/step - loss: 0.4563 - accuracy: 0.7787
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7772
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7780
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7788
Epoch 50/100
718/718 [==============================] - 1s 993us/step - loss: 0.4547 - accuracy: 0.77950s - loss: 0.4550 - accuracy: 0.77
Epoch 51/100
718/718 [==============================] - 1s 998us/step - loss: 0.4540 - accuracy: 0.77770s - loss: 0.4538 
Epoch 52/100
718/718 [==============================] - 1s 963us/step - loss: 0.4526 - accuracy: 0.7803
Epoch 53/100
718/718 [==============================] - 1s 960us/step - loss: 0.4527 - accuracy: 0.7842
Epoch 54/100
718/718 [==============================] - 1s 956us/step - loss: 0.4507 - accuracy: 0.7839
Epoch 55/100
718/718 [==============================] - 1s 968us/step - loss: 0.4497 - accuracy: 0.7853
Epoch 56/100
718/718 [==============================] - 1s 968us/step - loss: 0.4492 - accuracy: 0.78480s - loss: 0.4537 - accura
Epoch 57/100
718/718 [==============================] - 1s 946us/step - loss: 0.4481 - accuracy: 0.7853
Epoch 58/100
718/718 [==============================] - 1s 957us/step - loss: 0.4466 - accuracy: 0.7857
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7886: 0s - loss: 0.4479 - 
Epoch 60/100
718/718 [==============================] - 1s 999us/step - loss: 0.4444 - accuracy: 0.7862
Epoch 61/100
718/718 [==============================] - 1s 924us/step - loss: 0.4436 - accuracy: 0.78780s - loss: 0.4447 - 
Epoch 62/100
718/718 [==============================] - 1s 944us/step - loss: 0.4441 - accuracy: 0.7856
Epoch 63/100
718/718 [==============================] - 1s 953us/step - loss: 0.4428 - accuracy: 0.7849
Epoch 64/100
718/718 [==============================] - 1s 938us/step - loss: 0.4427 - accuracy: 0.7881
Epoch 65/100
718/718 [==============================] - 1s 971us/step - loss: 0.4427 - accuracy: 0.7888
Epoch 66/100
718/718 [==============================] - 1s 975us/step - loss: 0.4422 - accuracy: 0.7891
Epoch 67/100
718/718 [==============================] - 1s 926us/step - loss: 0.4421 - accuracy: 0.7851
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7877
Epoch 69/100
718/718 [==============================] - 1s 957us/step - loss: 0.4419 - accuracy: 0.7895
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7898
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7894
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7901
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7886
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7868
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7908
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7898
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7902: 0s - loss: 0.442
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7886
Epoch 79/100
718/718 [==============================] - 1s 948us/step - loss: 0.4407 - accuracy: 0.7910
Epoch 80/100
718/718 [==============================] - 1s 916us/step - loss: 0.4398 - accuracy: 0.7902
Epoch 81/100
718/718 [==============================] - 1s 928us/step - loss: 0.4407 - accuracy: 0.7884
Epoch 82/100
718/718 [==============================] - 1s 971us/step - loss: 0.4404 - accuracy: 0.79010s - loss: 0.4395 - accuracy
Epoch 83/100
718/718 [==============================] - 1s 993us/step - loss: 0.4396 - accuracy: 0.7912
Epoch 84/100
718/718 [==============================] - 1s 948us/step - loss: 0.4399 - accuracy: 0.7902
Epoch 85/100
718/718 [==============================] - 1s 966us/step - loss: 0.4398 - accuracy: 0.7897
Epoch 86/100
718/718 [==============================] - 1s 955us/step - loss: 0.4402 - accuracy: 0.79140s - loss: 0.4361 - accura
Epoch 87/100
718/718 [==============================] - 1s 962us/step - loss: 0.4392 - accuracy: 0.7887
Epoch 88/100
718/718 [==============================] - 1s 958us/step - loss: 0.4394 - accuracy: 0.7884
Epoch 89/100
718/718 [==============================] - 1s 983us/step - loss: 0.4399 - accuracy: 0.7878
Epoch 90/100
718/718 [==============================] - 1s 957us/step - loss: 0.4392 - accuracy: 0.7889
Epoch 91/100
718/718 [==============================] - 1s 946us/step - loss: 0.4398 - accuracy: 0.78870s - loss: 0.4394 - accuracy: 0.78
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7893
Epoch 93/100
718/718 [==============================] - 1s 969us/step - loss: 0.4389 - accuracy: 0.7889
Epoch 94/100
718/718 [==============================] - 1s 956us/step - loss: 0.4402 - accuracy: 0.7901
Epoch 95/100
718/718 [==============================] - 1s 938us/step - loss: 0.4395 - accuracy: 0.7899
Epoch 96/100
718/718 [==============================] - 1s 981us/step - loss: 0.4396 - accuracy: 0.7856
Epoch 97/100
718/718 [==============================] - 1s 987us/step - loss: 0.4401 - accuracy: 0.7892
Epoch 98/100
718/718 [==============================] - 1s 936us/step - loss: 0.4399 - accuracy: 0.7903
Epoch 99/100
718/718 [==============================] - 1s 968us/step - loss: 0.4400 - accuracy: 0.78950s - loss: 0.4428 - accu
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7895
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6887 - accuracy: 0.5548
Epoch 2/100
718/718 [==============================] - 1s 967us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 997us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 946us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 934us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 957us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 898us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 919us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 924us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 911us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 969us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 958us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 946us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 997us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 17/100
718/718 [==============================] - 1s 949us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6858 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 964us/step - loss: 0.6844 - accuracy: 0.5556
Epoch 20/100
718/718 [==============================] - 1s 955us/step - loss: 0.6797 - accuracy: 0.5556
Epoch 21/100
718/718 [==============================] - 1s 958us/step - loss: 0.6609 - accuracy: 0.5556
Epoch 22/100
718/718 [==============================] - 1s 993us/step - loss: 0.6205 - accuracy: 0.6555
Epoch 23/100
718/718 [==============================] - 1s 974us/step - loss: 0.5964 - accuracy: 0.7003
Epoch 24/100
718/718 [==============================] - 1s 938us/step - loss: 0.5820 - accuracy: 0.7117
Epoch 25/100
718/718 [==============================] - 1s 967us/step - loss: 0.5647 - accuracy: 0.7351
Epoch 26/100
718/718 [==============================] - 1s 977us/step - loss: 0.5466 - accuracy: 0.7405
Epoch 27/100
718/718 [==============================] - 1s 931us/step - loss: 0.5294 - accuracy: 0.7503
Epoch 28/100
718/718 [==============================] - 1s 943us/step - loss: 0.5156 - accuracy: 0.7552
Epoch 29/100
718/718 [==============================] - 1s 953us/step - loss: 0.5076 - accuracy: 0.7562
Epoch 30/100
718/718 [==============================] - 1s 964us/step - loss: 0.5026 - accuracy: 0.7578
Epoch 31/100
718/718 [==============================] - 1s 944us/step - loss: 0.4979 - accuracy: 0.7587
Epoch 32/100
718/718 [==============================] - 1s 938us/step - loss: 0.4947 - accuracy: 0.76070s - loss: 0.4861 - accu
Epoch 33/100
718/718 [==============================] - 1s 913us/step - loss: 0.4906 - accuracy: 0.7632
Epoch 34/100
718/718 [==============================] - 1s 902us/step - loss: 0.4859 - accuracy: 0.7673
Epoch 35/100
718/718 [==============================] - 1s 988us/step - loss: 0.4821 - accuracy: 0.7652
Epoch 36/100
718/718 [==============================] - 1s 978us/step - loss: 0.4789 - accuracy: 0.76850s - loss: 0.4815 - 
Epoch 37/100
718/718 [==============================] - 1s 923us/step - loss: 0.4758 - accuracy: 0.7685
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4733 - accuracy: 0.7680
Epoch 39/100
718/718 [==============================] - 1s 970us/step - loss: 0.4717 - accuracy: 0.7692
Epoch 40/100
718/718 [==============================] - 1s 955us/step - loss: 0.4697 - accuracy: 0.76910s - loss: 0.4682 - accuracy
Epoch 41/100
718/718 [==============================] - 1s 982us/step - loss: 0.4689 - accuracy: 0.76720s - loss: 0.4702 - accuracy: 
Epoch 42/100
718/718 [==============================] - 1s 963us/step - loss: 0.4673 - accuracy: 0.7661
Epoch 43/100
718/718 [==============================] - 1s 967us/step - loss: 0.4660 - accuracy: 0.7699
Epoch 44/100
718/718 [==============================] - 1s 918us/step - loss: 0.4651 - accuracy: 0.7678
Epoch 45/100
718/718 [==============================] - 1s 970us/step - loss: 0.4641 - accuracy: 0.76960s - loss: 0.4642 - accuracy: 0.76
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4628 - accuracy: 0.7699
Epoch 47/100
718/718 [==============================] - 1s 963us/step - loss: 0.4625 - accuracy: 0.7699
Epoch 48/100
718/718 [==============================] - 1s 973us/step - loss: 0.4613 - accuracy: 0.7703
Epoch 49/100
718/718 [==============================] - 1s 957us/step - loss: 0.4606 - accuracy: 0.7730
Epoch 50/100
718/718 [==============================] - 1s 967us/step - loss: 0.4599 - accuracy: 0.7719
Epoch 51/100
718/718 [==============================] - 1s 928us/step - loss: 0.4589 - accuracy: 0.7718
Epoch 52/100
718/718 [==============================] - 1s 997us/step - loss: 0.4592 - accuracy: 0.7704
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7740
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4575 - accuracy: 0.7721
Epoch 55/100
718/718 [==============================] - 1s 967us/step - loss: 0.4574 - accuracy: 0.7726
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7722
Epoch 57/100
718/718 [==============================] - 1s 982us/step - loss: 0.4564 - accuracy: 0.7746
Epoch 58/100
718/718 [==============================] - 1s 976us/step - loss: 0.4558 - accuracy: 0.7775
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7729
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7756: 0s - loss: 0.4592 - accura
Epoch 61/100
718/718 [==============================] - 1s 953us/step - loss: 0.4551 - accuracy: 0.7739
Epoch 62/100
718/718 [==============================] - 1s 974us/step - loss: 0.4554 - accuracy: 0.7748
Epoch 63/100
718/718 [==============================] - 1s 940us/step - loss: 0.4550 - accuracy: 0.7746
Epoch 64/100
718/718 [==============================] - 1s 968us/step - loss: 0.4553 - accuracy: 0.7766
Epoch 65/100
718/718 [==============================] - 1s 925us/step - loss: 0.4550 - accuracy: 0.7758
Epoch 66/100
718/718 [==============================] - 1s 961us/step - loss: 0.4546 - accuracy: 0.7764
Epoch 67/100
718/718 [==============================] - 1s 929us/step - loss: 0.4535 - accuracy: 0.7766
Epoch 68/100
718/718 [==============================] - 1s 969us/step - loss: 0.4534 - accuracy: 0.7759
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7742
Epoch 70/100
718/718 [==============================] - 1s 932us/step - loss: 0.4542 - accuracy: 0.7748
Epoch 71/100
718/718 [==============================] - 1s 964us/step - loss: 0.4535 - accuracy: 0.7759
Epoch 72/100
718/718 [==============================] - 1s 965us/step - loss: 0.4533 - accuracy: 0.7769
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7773
Epoch 74/100
718/718 [==============================] - 1s 944us/step - loss: 0.4537 - accuracy: 0.7788
Epoch 75/100
718/718 [==============================] - 1s 946us/step - loss: 0.4534 - accuracy: 0.7761
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7756
Epoch 77/100
718/718 [==============================] - 1s 958us/step - loss: 0.4535 - accuracy: 0.7764
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7781
Epoch 79/100
718/718 [==============================] - 1s 974us/step - loss: 0.4528 - accuracy: 0.77670s - loss: 0.4566 - accuracy: 
Epoch 80/100
718/718 [==============================] - 1s 979us/step - loss: 0.4523 - accuracy: 0.7772
Epoch 81/100
718/718 [==============================] - 1s 959us/step - loss: 0.4527 - accuracy: 0.7770
Epoch 82/100
718/718 [==============================] - 1s 955us/step - loss: 0.4531 - accuracy: 0.7765
Epoch 83/100
718/718 [==============================] - 1s 980us/step - loss: 0.4526 - accuracy: 0.7765
Epoch 84/100
718/718 [==============================] - 1s 993us/step - loss: 0.4525 - accuracy: 0.7755
Epoch 85/100
718/718 [==============================] - 1s 953us/step - loss: 0.4524 - accuracy: 0.7774
Epoch 86/100
718/718 [==============================] - 1s 979us/step - loss: 0.4530 - accuracy: 0.7740
Epoch 87/100
718/718 [==============================] - 1s 970us/step - loss: 0.4519 - accuracy: 0.7790
Epoch 88/100
718/718 [==============================] - 1s 960us/step - loss: 0.4519 - accuracy: 0.7759
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7814: 0s - loss: 0.451
Epoch 90/100
718/718 [==============================] - 1s 981us/step - loss: 0.4517 - accuracy: 0.7787
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4524 - accuracy: 0.7766
Epoch 92/100
718/718 [==============================] - 1s 938us/step - loss: 0.4518 - accuracy: 0.7775
Epoch 93/100
718/718 [==============================] - 1s 983us/step - loss: 0.4521 - accuracy: 0.7789
Epoch 94/100
718/718 [==============================] - 1s 938us/step - loss: 0.4516 - accuracy: 0.7781
Epoch 95/100
718/718 [==============================] - 1s 958us/step - loss: 0.4519 - accuracy: 0.7769
Epoch 96/100
718/718 [==============================] - 1s 943us/step - loss: 0.4514 - accuracy: 0.7788
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7795
Epoch 98/100
718/718 [==============================] - 1s 951us/step - loss: 0.4522 - accuracy: 0.7787
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7787
Epoch 100/100
718/718 [==============================] - 1s 979us/step - loss: 0.4511 - accuracy: 0.77720s - loss: 0.4545 - accuracy: 0.
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6887 - accuracy: 0.5554: 0s - loss: 0.6900 - ac
Epoch 2/100
718/718 [==============================] - 1s 935us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 960us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 943us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 975us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 961us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 921us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 933us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 939us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 963us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 931us/step - loss: 0.6862 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 967us/step - loss: 0.6855 - accuracy: 0.55560s - loss: 0.6875 
Epoch 17/100
718/718 [==============================] - 1s 954us/step - loss: 0.6837 - accuracy: 0.55560s - loss: 0.6831 - 
Epoch 18/100
718/718 [==============================] - 1s 940us/step - loss: 0.6781 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 980us/step - loss: 0.6565 - accuracy: 0.55830s - loss: 0.6580 - accuracy: 0.55
Epoch 20/100
718/718 [==============================] - 1s 970us/step - loss: 0.6109 - accuracy: 0.7032
Epoch 21/100
718/718 [==============================] - 1s 924us/step - loss: 0.5838 - accuracy: 0.7145
Epoch 22/100
718/718 [==============================] - 1s 937us/step - loss: 0.5738 - accuracy: 0.7144
Epoch 23/100
718/718 [==============================] - 1s 950us/step - loss: 0.5674 - accuracy: 0.7208
Epoch 24/100
718/718 [==============================] - 1s 952us/step - loss: 0.5604 - accuracy: 0.7243
Epoch 25/100
718/718 [==============================] - 1s 942us/step - loss: 0.5495 - accuracy: 0.7353
Epoch 26/100
718/718 [==============================] - 1s 947us/step - loss: 0.5305 - accuracy: 0.7458
Epoch 27/100
718/718 [==============================] - 1s 965us/step - loss: 0.5044 - accuracy: 0.75660s - loss: 0.5106 - ac
Epoch 28/100
718/718 [==============================] - 1s 962us/step - loss: 0.4837 - accuracy: 0.7659
Epoch 29/100
718/718 [==============================] - 1s 957us/step - loss: 0.4716 - accuracy: 0.7695
Epoch 30/100
718/718 [==============================] - 1s 969us/step - loss: 0.4656 - accuracy: 0.7727
Epoch 31/100
718/718 [==============================] - 1s 939us/step - loss: 0.4620 - accuracy: 0.77430s - loss: 0.4614 - accuracy: 0.
Epoch 32/100
718/718 [==============================] - 1s 970us/step - loss: 0.4607 - accuracy: 0.7739
Epoch 33/100
718/718 [==============================] - 1s 961us/step - loss: 0.4591 - accuracy: 0.7752
Epoch 34/100
718/718 [==============================] - 1s 931us/step - loss: 0.4585 - accuracy: 0.7783
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7757
Epoch 36/100
718/718 [==============================] - 1s 946us/step - loss: 0.4574 - accuracy: 0.7738
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7746: 0s - loss: 0.451
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7746
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7765
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7752
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7779
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7791
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7780
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7792
Epoch 45/100
718/718 [==============================] - 1s 988us/step - loss: 0.4499 - accuracy: 0.7820
Epoch 46/100
718/718 [==============================] - 1s 947us/step - loss: 0.4482 - accuracy: 0.7795
Epoch 47/100
718/718 [==============================] - 1s 967us/step - loss: 0.4456 - accuracy: 0.7842
Epoch 48/100
718/718 [==============================] - 1s 956us/step - loss: 0.4450 - accuracy: 0.7859
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4431 - accuracy: 0.7854
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7854: 0s - loss: 0.4430 - accu - ETA: 0s - loss: 0.4399 - accuracy: 
Epoch 51/100
718/718 [==============================] - 1s 993us/step - loss: 0.4411 - accuracy: 0.7872
Epoch 52/100
718/718 [==============================] - 1s 927us/step - loss: 0.4408 - accuracy: 0.7875
Epoch 53/100
718/718 [==============================] - 1s 912us/step - loss: 0.4389 - accuracy: 0.7886
Epoch 54/100
718/718 [==============================] - 1s 908us/step - loss: 0.4390 - accuracy: 0.7880
Epoch 55/100
718/718 [==============================] - 1s 888us/step - loss: 0.4392 - accuracy: 0.7902
Epoch 56/100
718/718 [==============================] - 1s 905us/step - loss: 0.4383 - accuracy: 0.7903
Epoch 57/100
718/718 [==============================] - 1s 919us/step - loss: 0.4382 - accuracy: 0.7903
Epoch 58/100
718/718 [==============================] - 1s 924us/step - loss: 0.4380 - accuracy: 0.7907
Epoch 59/100
718/718 [==============================] - 1s 980us/step - loss: 0.4367 - accuracy: 0.7913
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7908
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7910
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7908
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7893: 0s - loss: 0.4
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7930
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7921
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7907
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7905
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7920
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7901
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7906
Epoch 71/100
718/718 [==============================] - 1s 983us/step - loss: 0.4368 - accuracy: 0.7922
Epoch 72/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7909
Epoch 73/100
718/718 [==============================] - 1s 976us/step - loss: 0.4362 - accuracy: 0.7929
Epoch 74/100
718/718 [==============================] - 1s 940us/step - loss: 0.4366 - accuracy: 0.7932
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7915
Epoch 76/100
718/718 [==============================] - 1s 972us/step - loss: 0.4358 - accuracy: 0.7929
Epoch 77/100
718/718 [==============================] - 1s 934us/step - loss: 0.4354 - accuracy: 0.7920
Epoch 78/100
718/718 [==============================] - 1s 949us/step - loss: 0.4367 - accuracy: 0.7935
Epoch 79/100
718/718 [==============================] - 1s 952us/step - loss: 0.4347 - accuracy: 0.7926
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7917
Epoch 81/100
718/718 [==============================] - 1s 979us/step - loss: 0.4350 - accuracy: 0.7924
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7910
Epoch 83/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7933
Epoch 84/100
718/718 [==============================] - 1s 939us/step - loss: 0.4357 - accuracy: 0.7919
Epoch 85/100
718/718 [==============================] - 1s 960us/step - loss: 0.4357 - accuracy: 0.7931
Epoch 86/100
718/718 [==============================] - 1s 943us/step - loss: 0.4353 - accuracy: 0.7930
Epoch 87/100
718/718 [==============================] - 1s 954us/step - loss: 0.4362 - accuracy: 0.7922
Epoch 88/100
718/718 [==============================] - 1s 935us/step - loss: 0.4356 - accuracy: 0.7928
Epoch 89/100
718/718 [==============================] - 1s 988us/step - loss: 0.4345 - accuracy: 0.7930
Epoch 90/100
718/718 [==============================] - 1s 968us/step - loss: 0.4356 - accuracy: 0.79120s - loss: 0.4334 - 
Epoch 91/100
718/718 [==============================] - 1s 940us/step - loss: 0.4346 - accuracy: 0.7913
Epoch 92/100
718/718 [==============================] - 1s 932us/step - loss: 0.4349 - accuracy: 0.7913
Epoch 93/100
718/718 [==============================] - 1s 960us/step - loss: 0.4350 - accuracy: 0.79080s - loss: 0.4341 - accuracy: 
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7952: 0s - loss: 0.4249 
Epoch 95/100
718/718 [==============================] - 1s 960us/step - loss: 0.4349 - accuracy: 0.7929
Epoch 96/100
718/718 [==============================] - 1s 962us/step - loss: 0.4340 - accuracy: 0.7936
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7924
Epoch 98/100
718/718 [==============================] - 1s 909us/step - loss: 0.4343 - accuracy: 0.7922
Epoch 99/100
718/718 [==============================] - 1s 934us/step - loss: 0.4356 - accuracy: 0.7924
Epoch 100/100
718/718 [==============================] - 1s 967us/step - loss: 0.4343 - accuracy: 0.79300s - loss: 0.4317 - accuracy: 
Epoch 1/100
718/718 [==============================] - 1s 938us/step - loss: 0.6886 - accuracy: 0.5556
Epoch 2/100
718/718 [==============================] - 1s 967us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 922us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 947us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 948us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 926us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 959us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 976us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 954us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 949us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 989us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6875 - accu
Epoch 12/100
718/718 [==============================] - 1s 970us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 951us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 975us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 968us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 949us/step - loss: 0.6849 - accuracy: 0.5556
Epoch 17/100
718/718 [==============================] - 1s 957us/step - loss: 0.6820 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - 1s 967us/step - loss: 0.6722 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 959us/step - loss: 0.6390 - accuracy: 0.6207
Epoch 20/100
718/718 [==============================] - 1s 939us/step - loss: 0.5980 - accuracy: 0.7075
Epoch 21/100
718/718 [==============================] - 1s 959us/step - loss: 0.5774 - accuracy: 0.7111
Epoch 22/100
718/718 [==============================] - 1s 950us/step - loss: 0.5593 - accuracy: 0.7306
Epoch 23/100
718/718 [==============================] - 1s 910us/step - loss: 0.5368 - accuracy: 0.7403
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5137 - accuracy: 0.7572
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4936 - accuracy: 0.7640
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4800 - accuracy: 0.7685
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4733 - accuracy: 0.7687
Epoch 28/100
718/718 [==============================] - 1s 987us/step - loss: 0.4705 - accuracy: 0.76920s - loss: 0.4689 - accu - ETA: 0s - loss: 0.4713 - accuracy
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4676 - accuracy: 0.7682
Epoch 30/100
718/718 [==============================] - 1s 967us/step - loss: 0.4661 - accuracy: 0.7690
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4638 - accuracy: 0.7725
Epoch 32/100
718/718 [==============================] - 1s 985us/step - loss: 0.4631 - accuracy: 0.7730
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4604 - accuracy: 0.7746
Epoch 34/100
718/718 [==============================] - 1s 993us/step - loss: 0.4591 - accuracy: 0.7779
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7805
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7847
Epoch 37/100
718/718 [==============================] - 1s 967us/step - loss: 0.4517 - accuracy: 0.7832
Epoch 38/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7858
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7861
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7886: 0s - loss: 0.4464 - accura - ETA: 0s - loss: 0.4450 - accura
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7903
Epoch 42/100
718/718 [==============================] - 1s 975us/step - loss: 0.4457 - accuracy: 0.7871
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7894
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4433 - accuracy: 0.7913
Epoch 45/100
718/718 [==============================] - 1s 971us/step - loss: 0.4422 - accuracy: 0.7909
Epoch 46/100
718/718 [==============================] - 1s 973us/step - loss: 0.4414 - accuracy: 0.7921
Epoch 47/100
718/718 [==============================] - 1s 947us/step - loss: 0.4415 - accuracy: 0.7919
Epoch 48/100
718/718 [==============================] - 1s 943us/step - loss: 0.4415 - accuracy: 0.7901
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7917
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7935
Epoch 51/100
718/718 [==============================] - 1s 963us/step - loss: 0.4400 - accuracy: 0.7929
Epoch 52/100
718/718 [==============================] - 1s 972us/step - loss: 0.4402 - accuracy: 0.7928
Epoch 53/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7926
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7930
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7905: 0s - loss: 0
Epoch 56/100
718/718 [==============================] - 1s 956us/step - loss: 0.4399 - accuracy: 0.7925
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7929
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7912
Epoch 59/100
718/718 [==============================] - 1s 955us/step - loss: 0.4395 - accuracy: 0.7922
Epoch 60/100
718/718 [==============================] - 1s 976us/step - loss: 0.4398 - accuracy: 0.7937
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7920: 0s - loss: 0.4406 - ac
Epoch 62/100
718/718 [==============================] - 1s 990us/step - loss: 0.4389 - accuracy: 0.7931
Epoch 63/100
718/718 [==============================] - 1s 936us/step - loss: 0.4389 - accuracy: 0.7929
Epoch 64/100
718/718 [==============================] - 1s 973us/step - loss: 0.4382 - accuracy: 0.7935
Epoch 65/100
718/718 [==============================] - 1s 986us/step - loss: 0.4377 - accuracy: 0.7937
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7922
Epoch 67/100
718/718 [==============================] - 1s 971us/step - loss: 0.4374 - accuracy: 0.7948
Epoch 68/100
718/718 [==============================] - 1s 995us/step - loss: 0.4372 - accuracy: 0.7908
Epoch 69/100
718/718 [==============================] - 1s 943us/step - loss: 0.4373 - accuracy: 0.7918
Epoch 70/100
718/718 [==============================] - 1s 938us/step - loss: 0.4376 - accuracy: 0.7944
Epoch 71/100
718/718 [==============================] - 1s 950us/step - loss: 0.4372 - accuracy: 0.7945
Epoch 72/100
718/718 [==============================] - 1s 967us/step - loss: 0.4370 - accuracy: 0.7930
Epoch 73/100
718/718 [==============================] - 1s 946us/step - loss: 0.4369 - accuracy: 0.7919
Epoch 74/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7898
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7937
Epoch 76/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4375 - accuracy: 0.7914
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7923
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7949: 0s - loss: 0.4363 
Epoch 79/100
718/718 [==============================] - 1s 956us/step - loss: 0.4367 - accuracy: 0.7921
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7942
Epoch 81/100
718/718 [==============================] - 1s 999us/step - loss: 0.4360 - accuracy: 0.7954
Epoch 82/100
718/718 [==============================] - 1s 991us/step - loss: 0.4362 - accuracy: 0.7949
Epoch 83/100
718/718 [==============================] - 1s 990us/step - loss: 0.4356 - accuracy: 0.7953
Epoch 84/100
718/718 [==============================] - 1s 948us/step - loss: 0.4364 - accuracy: 0.7944
Epoch 85/100
718/718 [==============================] - 1s 919us/step - loss: 0.4360 - accuracy: 0.7912
Epoch 86/100
718/718 [==============================] - 1s 920us/step - loss: 0.4359 - accuracy: 0.7950
Epoch 87/100
718/718 [==============================] - 1s 997us/step - loss: 0.4362 - accuracy: 0.79120s - loss: 0.4338 
Epoch 88/100
718/718 [==============================] - 1s 955us/step - loss: 0.4359 - accuracy: 0.7948
Epoch 89/100
718/718 [==============================] - 1s 937us/step - loss: 0.4360 - accuracy: 0.7943
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7936: 0s - loss: 0.4411 - accuracy: 
Epoch 91/100
718/718 [==============================] - 1s 961us/step - loss: 0.4359 - accuracy: 0.7924
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7894
Epoch 93/100
718/718 [==============================] - 1s 936us/step - loss: 0.4354 - accuracy: 0.7932
Epoch 94/100
718/718 [==============================] - 1s 971us/step - loss: 0.4359 - accuracy: 0.7923
Epoch 95/100
718/718 [==============================] - 1s 950us/step - loss: 0.4354 - accuracy: 0.7916
Epoch 96/100
718/718 [==============================] - 1s 929us/step - loss: 0.4353 - accuracy: 0.7896
Epoch 97/100
718/718 [==============================] - 1s 961us/step - loss: 0.4348 - accuracy: 0.7915
Epoch 98/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7941
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7922
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7924
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6885 - accuracy: 0.5546: 0s - loss: 0.6885 - accuracy: 0.55
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6873 - accura
Epoch 5/100
718/718 [==============================] - 1s 960us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 988us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 975us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 961us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 951us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 918us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/100
718/718 [==============================] - 1s 907us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - ETA: 0s - loss: 0.6862 - accuracy: 0.55 - 1s 911us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 937us/step - loss: 0.6853 - accuracy: 0.55560s - loss: 0.6845 - accuracy: 0.56 - ETA: 0s - loss: 0.6849 - ac
Epoch 20/100
718/718 [==============================] - 1s 968us/step - loss: 0.6833 - accuracy: 0.5556
Epoch 21/100
718/718 [==============================] - 1s 962us/step - loss: 0.6775 - accuracy: 0.5556
Epoch 22/100
718/718 [==============================] - 1s 974us/step - loss: 0.6567 - accuracy: 0.6205
Epoch 23/100
718/718 [==============================] - 1s 956us/step - loss: 0.6110 - accuracy: 0.6982
Epoch 24/100
718/718 [==============================] - 1s 981us/step - loss: 0.5845 - accuracy: 0.7042
Epoch 25/100
718/718 [==============================] - 1s 956us/step - loss: 0.5748 - accuracy: 0.7054
Epoch 26/100
718/718 [==============================] - 1s 949us/step - loss: 0.5644 - accuracy: 0.7090
Epoch 27/100
718/718 [==============================] - 1s 996us/step - loss: 0.5463 - accuracy: 0.7226
Epoch 28/100
718/718 [==============================] - 1s 942us/step - loss: 0.5172 - accuracy: 0.7475
Epoch 29/100
718/718 [==============================] - 1s 933us/step - loss: 0.4898 - accuracy: 0.7639
Epoch 30/100
718/718 [==============================] - 1s 956us/step - loss: 0.4759 - accuracy: 0.76610s - loss: 0.4755 - ac
Epoch 31/100
718/718 [==============================] - 1s 910us/step - loss: 0.4703 - accuracy: 0.7674
Epoch 32/100
718/718 [==============================] - 1s 949us/step - loss: 0.4673 - accuracy: 0.7666
Epoch 33/100
718/718 [==============================] - 1s 989us/step - loss: 0.4654 - accuracy: 0.76700s - loss: 0.4595 - accu
Epoch 34/100
718/718 [==============================] - 1s 954us/step - loss: 0.4629 - accuracy: 0.7679
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7709
Epoch 36/100
718/718 [==============================] - 1s 967us/step - loss: 0.4592 - accuracy: 0.7705
Epoch 37/100
718/718 [==============================] - 1s 988us/step - loss: 0.4569 - accuracy: 0.7761
Epoch 38/100
718/718 [==============================] - 1s 979us/step - loss: 0.4555 - accuracy: 0.77630s - loss: 0.4653 - accura
Epoch 39/100
718/718 [==============================] - 1s 938us/step - loss: 0.4543 - accuracy: 0.7811
Epoch 40/100
718/718 [==============================] - 1s 981us/step - loss: 0.4516 - accuracy: 0.7806
Epoch 41/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4507 - accuracy: 0.7823
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7821
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7829
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7834
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4468 - accuracy: 0.7853
Epoch 46/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4453 - accuracy: 0.7857
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7865
Epoch 48/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4426 - accuracy: 0.7877
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7858: 0s - loss: 0.4441 - accuracy: 0.78 - ETA: 0s - loss: 0.4451 - accuracy: 0.
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7915: 0s - loss: 0.4466 - accu
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7874
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7907
Epoch 53/100
718/718 [==============================] - 1s 940us/step - loss: 0.4404 - accuracy: 0.7900
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7875: 0s - loss: 0.4429 - accuracy
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7884
Epoch 56/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7876
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7873
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7895
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7899
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7882
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7896
Epoch 62/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7914
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7915: 0s - loss: 0.4379 - accuracy
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7908
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7925
Epoch 66/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7882
Epoch 67/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7890
Epoch 68/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7891
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7904
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7932
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7906: 0s - loss: 0.4343 
Epoch 72/100
718/718 [==============================] - 1s 986us/step - loss: 0.4372 - accuracy: 0.7916
Epoch 73/100
718/718 [==============================] - 1s 991us/step - loss: 0.4364 - accuracy: 0.7881
Epoch 74/100
718/718 [==============================] - 1s 981us/step - loss: 0.4367 - accuracy: 0.7918
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7928: 0s - loss: 0.4347 - ac
Epoch 76/100
718/718 [==============================] - 1s 985us/step - loss: 0.4372 - accuracy: 0.79020s - loss: 0.4372 - accuracy: 0.79
Epoch 77/100
718/718 [==============================] - 1s 1000us/step - loss: 0.4365 - accuracy: 0.7929
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7926
Epoch 79/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7915: 0s - loss: 0.4240 -  - ETA: 0s - loss: 0.4353 - accuracy: 0.79
Epoch 80/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7922
Epoch 81/100
718/718 [==============================] - 1s 963us/step - loss: 0.4368 - accuracy: 0.7909
Epoch 82/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7936
Epoch 83/100
718/718 [==============================] - 1s 993us/step - loss: 0.4364 - accuracy: 0.7915
Epoch 84/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7934
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7936: 0s - loss: 0.438
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7924
Epoch 87/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7939
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7922
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7947
Epoch 90/100
718/718 [==============================] - 1s 972us/step - loss: 0.4347 - accuracy: 0.7956
Epoch 91/100
718/718 [==============================] - 1s 963us/step - loss: 0.4344 - accuracy: 0.7958
Epoch 92/100
718/718 [==============================] - 1s 988us/step - loss: 0.4348 - accuracy: 0.7923
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7930
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7948
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7921
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7942
Epoch 97/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7935
Epoch 98/100
718/718 [==============================] - 1s 977us/step - loss: 0.4345 - accuracy: 0.7948
Epoch 99/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7961: 0s - loss: 0.4345 - accuracy
Epoch 100/100
718/718 [==============================] - 1s 997us/step - loss: 0.4338 - accuracy: 0.7949
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6887 - accuracy: 0.5553
Epoch 2/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 966us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 940us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 989us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 997us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 985us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 964us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 987us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 963us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 978us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 947us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6867 - accuracy: 0.5556: 0s - loss: 0.6872 - accura
Epoch 17/100
718/718 [==============================] - 1s 956us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - 1s 989us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 981us/step - loss: 0.6858 - accuracy: 0.5556
Epoch 20/100
718/718 [==============================] - 1s 942us/step - loss: 0.6846 - accuracy: 0.5556
Epoch 21/100
718/718 [==============================] - 1s 949us/step - loss: 0.6814 - accuracy: 0.5556
Epoch 22/100
718/718 [==============================] - 1s 982us/step - loss: 0.6708 - accuracy: 0.5575
Epoch 23/100
718/718 [==============================] - 1s 931us/step - loss: 0.6339 - accuracy: 0.6756
Epoch 24/100
718/718 [==============================] - 1s 968us/step - loss: 0.5807 - accuracy: 0.7047
Epoch 25/100
718/718 [==============================] - 1s 975us/step - loss: 0.5591 - accuracy: 0.71280s - loss: 0.5585 - accuracy: 0.71
Epoch 26/100
718/718 [==============================] - 1s 981us/step - loss: 0.5449 - accuracy: 0.7216
Epoch 27/100
718/718 [==============================] - 1s 955us/step - loss: 0.5259 - accuracy: 0.7380
Epoch 28/100
718/718 [==============================] - 1s 979us/step - loss: 0.5034 - accuracy: 0.7552
Epoch 29/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4852 - accuracy: 0.7658
Epoch 30/100
718/718 [==============================] - 1s 947us/step - loss: 0.4739 - accuracy: 0.7696
Epoch 31/100
718/718 [==============================] - 1s 933us/step - loss: 0.4652 - accuracy: 0.7740
Epoch 32/100
718/718 [==============================] - 1s 954us/step - loss: 0.4579 - accuracy: 0.7783
Epoch 33/100
718/718 [==============================] - 1s 995us/step - loss: 0.4519 - accuracy: 0.78310s - loss: 0.4529 - accuracy: 0.
Epoch 34/100
718/718 [==============================] - 1s 964us/step - loss: 0.4462 - accuracy: 0.7877
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7899
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7881
Epoch 37/100
718/718 [==============================] - 1s 948us/step - loss: 0.4374 - accuracy: 0.7930
Epoch 38/100
718/718 [==============================] - 1s 964us/step - loss: 0.4363 - accuracy: 0.7962
Epoch 39/100
718/718 [==============================] - 1s 959us/step - loss: 0.4346 - accuracy: 0.7958
Epoch 40/100
718/718 [==============================] - 1s 959us/step - loss: 0.4345 - accuracy: 0.79520s - loss: 0.4343 - accuracy
Epoch 41/100
718/718 [==============================] - 1s 951us/step - loss: 0.4335 - accuracy: 0.7981
Epoch 42/100
718/718 [==============================] - 1s 986us/step - loss: 0.4327 - accuracy: 0.7957
Epoch 43/100
718/718 [==============================] - 1s 973us/step - loss: 0.4324 - accuracy: 0.7978
Epoch 44/100
718/718 [==============================] - 1s 916us/step - loss: 0.4327 - accuracy: 0.7993
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.8004
Epoch 46/100
718/718 [==============================] - 1s 997us/step - loss: 0.4321 - accuracy: 0.7973
Epoch 47/100
718/718 [==============================] - 1s 986us/step - loss: 0.4323 - accuracy: 0.7973
Epoch 48/100
718/718 [==============================] - 1s 928us/step - loss: 0.4311 - accuracy: 0.7983
Epoch 49/100
718/718 [==============================] - 1s 975us/step - loss: 0.4304 - accuracy: 0.8010
Epoch 50/100
718/718 [==============================] - 1s 962us/step - loss: 0.4306 - accuracy: 0.8009
Epoch 51/100
718/718 [==============================] - 1s 933us/step - loss: 0.4296 - accuracy: 0.79670s - loss: 0.4246 - ac
Epoch 52/100
718/718 [==============================] - 1s 978us/step - loss: 0.4300 - accuracy: 0.7992
Epoch 53/100
718/718 [==============================] - 1s 989us/step - loss: 0.4292 - accuracy: 0.79800s - los
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7995
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8000
Epoch 56/100
718/718 [==============================] - 1s 890us/step - loss: 0.4290 - accuracy: 0.7975
Epoch 57/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8020
Epoch 58/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8012
Epoch 59/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8005
Epoch 60/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7989
Epoch 61/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8036
Epoch 62/100
718/718 [==============================] - 1s 959us/step - loss: 0.4269 - accuracy: 0.7999
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8022
Epoch 64/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8037
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8010
Epoch 66/100
718/718 [==============================] - 1s 976us/step - loss: 0.4276 - accuracy: 0.7990
Epoch 67/100
718/718 [==============================] - 1s 943us/step - loss: 0.4267 - accuracy: 0.8000
Epoch 68/100
718/718 [==============================] - 1s 893us/step - loss: 0.4265 - accuracy: 0.7997
Epoch 69/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8023
Epoch 70/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7997: 0s - loss: 0
Epoch 71/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.8027
Epoch 72/100
718/718 [==============================] - 1s 997us/step - loss: 0.4255 - accuracy: 0.8023
Epoch 73/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.8037
Epoch 74/100
718/718 [==============================] - 1s 955us/step - loss: 0.4262 - accuracy: 0.8022
Epoch 75/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.8019: 0s - loss: 0.4164 - accu
Epoch 76/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.8009
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.8021
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.8029
Epoch 79/100
718/718 [==============================] - 1s 999us/step - loss: 0.4254 - accuracy: 0.8014
Epoch 80/100
718/718 [==============================] - 1s 978us/step - loss: 0.4250 - accuracy: 0.8031
Epoch 81/100
718/718 [==============================] - 1s 988us/step - loss: 0.4258 - accuracy: 0.8015
Epoch 82/100
718/718 [==============================] - 1s 962us/step - loss: 0.4250 - accuracy: 0.8031
Epoch 83/100
718/718 [==============================] - 1s 958us/step - loss: 0.4258 - accuracy: 0.8001
Epoch 84/100
718/718 [==============================] - 1s 970us/step - loss: 0.4252 - accuracy: 0.8014
Epoch 85/100
718/718 [==============================] - 1s 984us/step - loss: 0.4256 - accuracy: 0.8027
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.7990
Epoch 87/100
718/718 [==============================] - 1s 961us/step - loss: 0.4253 - accuracy: 0.8017
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.8026
Epoch 89/100
718/718 [==============================] - 1s 977us/step - loss: 0.4244 - accuracy: 0.8037
Epoch 90/100
718/718 [==============================] - 1s 974us/step - loss: 0.4250 - accuracy: 0.8017
Epoch 91/100
718/718 [==============================] - 1s 984us/step - loss: 0.4249 - accuracy: 0.8006
Epoch 92/100
718/718 [==============================] - 1s 968us/step - loss: 0.4247 - accuracy: 0.7995
Epoch 93/100
718/718 [==============================] - 1s 976us/step - loss: 0.4243 - accuracy: 0.8008
Epoch 94/100
718/718 [==============================] - 1s 997us/step - loss: 0.4253 - accuracy: 0.8008
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.7992
Epoch 96/100
718/718 [==============================] - 1s 970us/step - loss: 0.4248 - accuracy: 0.8006
Epoch 97/100
718/718 [==============================] - 1s 959us/step - loss: 0.4248 - accuracy: 0.8045
Epoch 98/100
718/718 [==============================] - 1s 987us/step - loss: 0.4240 - accuracy: 0.8019
Epoch 99/100
718/718 [==============================] - 1s 967us/step - loss: 0.4237 - accuracy: 0.8046
Epoch 100/100
718/718 [==============================] - 1s 995us/step - loss: 0.4234 - accuracy: 0.80170s - loss: 0.4221 - accuracy
Epoch 1/100
718/718 [==============================] - 1s 996us/step - loss: 0.6885 - accuracy: 0.5551
Epoch 2/100
718/718 [==============================] - 1s 944us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 971us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 942us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 989us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6859 - 
Epoch 6/100
718/718 [==============================] - 1s 975us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 951us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 978us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 958us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 991us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6871 - accura
Epoch 15/100
718/718 [==============================] - 1s 951us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 938us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 17/100
718/718 [==============================] - 1s 993us/step - loss: 0.6864 - accuracy: 0.55560s - loss: 0.6852 - accuracy
Epoch 18/100
718/718 [==============================] - 1s 932us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 19/100
718/718 [==============================] - 1s 953us/step - loss: 0.6847 - accuracy: 0.5556
Epoch 20/100
718/718 [==============================] - 1s 945us/step - loss: 0.6811 - accuracy: 0.55560s - loss: 0.6813 - accuracy: 
Epoch 21/100
718/718 [==============================] - 1s 949us/step - loss: 0.6666 - accuracy: 0.5948
Epoch 22/100
718/718 [==============================] - 1s 960us/step - loss: 0.6258 - accuracy: 0.7004
Epoch 23/100
718/718 [==============================] - 1s 963us/step - loss: 0.5952 - accuracy: 0.7070
Epoch 24/100
718/718 [==============================] - 1s 983us/step - loss: 0.5846 - accuracy: 0.70580s - loss: 0.5830 - ac
Epoch 25/100
718/718 [==============================] - 1s 917us/step - loss: 0.5791 - accuracy: 0.7066
Epoch 26/100
718/718 [==============================] - 1s 911us/step - loss: 0.5744 - accuracy: 0.7065
Epoch 27/100
718/718 [==============================] - 1s 969us/step - loss: 0.5682 - accuracy: 0.7068
Epoch 28/100
718/718 [==============================] - 1s 973us/step - loss: 0.5589 - accuracy: 0.7121
Epoch 29/100
718/718 [==============================] - 1s 923us/step - loss: 0.5403 - accuracy: 0.7244
Epoch 30/100
718/718 [==============================] - 1s 949us/step - loss: 0.5118 - accuracy: 0.7473
Epoch 31/100
718/718 [==============================] - 1s 956us/step - loss: 0.4856 - accuracy: 0.7628
Epoch 32/100
718/718 [==============================] - 1s 973us/step - loss: 0.4706 - accuracy: 0.77070s - loss: 0.4726 - accuracy: 
Epoch 33/100
718/718 [==============================] - 1s 949us/step - loss: 0.4654 - accuracy: 0.7689
Epoch 34/100
718/718 [==============================] - 1s 965us/step - loss: 0.4623 - accuracy: 0.7718
Epoch 35/100
718/718 [==============================] - 1s 935us/step - loss: 0.4609 - accuracy: 0.7705
Epoch 36/100
718/718 [==============================] - 1s 955us/step - loss: 0.4591 - accuracy: 0.7724
Epoch 37/100
718/718 [==============================] - 1s 960us/step - loss: 0.4574 - accuracy: 0.7749
Epoch 38/100
718/718 [==============================] - 1s 937us/step - loss: 0.4554 - accuracy: 0.7751
Epoch 39/100
718/718 [==============================] - 1s 950us/step - loss: 0.4545 - accuracy: 0.7790
Epoch 40/100
718/718 [==============================] - 1s 985us/step - loss: 0.4530 - accuracy: 0.7798
Epoch 41/100
718/718 [==============================] - 1s 975us/step - loss: 0.4509 - accuracy: 0.7813
Epoch 42/100
718/718 [==============================] - 1s 978us/step - loss: 0.4482 - accuracy: 0.7822
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4461 - accuracy: 0.7852
Epoch 44/100
718/718 [==============================] - 1s 988us/step - loss: 0.4449 - accuracy: 0.7855
Epoch 45/100
718/718 [==============================] - 1s 974us/step - loss: 0.4426 - accuracy: 0.7861
Epoch 46/100
718/718 [==============================] - 1s 953us/step - loss: 0.4416 - accuracy: 0.7886
Epoch 47/100
718/718 [==============================] - 1s 990us/step - loss: 0.4403 - accuracy: 0.79070s - loss: 0.4415 
Epoch 48/100
718/718 [==============================] - 1s 956us/step - loss: 0.4388 - accuracy: 0.7899
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7897
Epoch 50/100
718/718 [==============================] - 1s 972us/step - loss: 0.4378 - accuracy: 0.7933
Epoch 51/100
718/718 [==============================] - 1s 962us/step - loss: 0.4360 - accuracy: 0.7947
Epoch 52/100
718/718 [==============================] - 1s 961us/step - loss: 0.4359 - accuracy: 0.7934
Epoch 53/100
718/718 [==============================] - 1s 928us/step - loss: 0.4363 - accuracy: 0.7949
Epoch 54/100
718/718 [==============================] - 1s 988us/step - loss: 0.4351 - accuracy: 0.79450s - loss: 0.4316 - 
Epoch 55/100
718/718 [==============================] - 1s 960us/step - loss: 0.4342 - accuracy: 0.7944
Epoch 56/100
718/718 [==============================] - 1s 996us/step - loss: 0.4335 - accuracy: 0.7969
Epoch 57/100
718/718 [==============================] - 1s 980us/step - loss: 0.4333 - accuracy: 0.7952
Epoch 58/100
718/718 [==============================] - 1s 972us/step - loss: 0.4324 - accuracy: 0.7969
Epoch 59/100
718/718 [==============================] - 1s 977us/step - loss: 0.4318 - accuracy: 0.7976
Epoch 60/100
718/718 [==============================] - 1s 982us/step - loss: 0.4322 - accuracy: 0.7955
Epoch 61/100
718/718 [==============================] - 1s 977us/step - loss: 0.4313 - accuracy: 0.7964
Epoch 62/100
718/718 [==============================] - 1s 972us/step - loss: 0.4322 - accuracy: 0.7985
Epoch 63/100
718/718 [==============================] - 1s 953us/step - loss: 0.4307 - accuracy: 0.7983
Epoch 64/100
718/718 [==============================] - 1s 956us/step - loss: 0.4314 - accuracy: 0.7999
Epoch 65/100
718/718 [==============================] - 1s 963us/step - loss: 0.4308 - accuracy: 0.7977
Epoch 66/100
718/718 [==============================] - 1s 965us/step - loss: 0.4311 - accuracy: 0.79780s - loss: 0.4369 - accuracy
Epoch 67/100
718/718 [==============================] - 1s 990us/step - loss: 0.4303 - accuracy: 0.7977
Epoch 68/100
718/718 [==============================] - 1s 979us/step - loss: 0.4302 - accuracy: 0.79840s - loss: 0.4261 
Epoch 69/100
718/718 [==============================] - 1s 978us/step - loss: 0.4303 - accuracy: 0.8006
Epoch 70/100
718/718 [==============================] - 1s 966us/step - loss: 0.4305 - accuracy: 0.80150s - loss: 0.4317 - accuracy: 
Epoch 71/100
718/718 [==============================] - 1s 949us/step - loss: 0.4301 - accuracy: 0.7985
Epoch 72/100
718/718 [==============================] - 1s 963us/step - loss: 0.4296 - accuracy: 0.8014
Epoch 73/100
718/718 [==============================] - 1s 936us/step - loss: 0.4297 - accuracy: 0.7994
Epoch 74/100
718/718 [==============================] - 1s 962us/step - loss: 0.4302 - accuracy: 0.7956
Epoch 75/100
718/718 [==============================] - 1s 980us/step - loss: 0.4298 - accuracy: 0.79870s - loss: 0.4279 - accura
Epoch 76/100
718/718 [==============================] - 1s 966us/step - loss: 0.4284 - accuracy: 0.8003
Epoch 77/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7984
Epoch 78/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7992
Epoch 79/100
718/718 [==============================] - 1s 949us/step - loss: 0.4296 - accuracy: 0.8008
Epoch 80/100
718/718 [==============================] - 1s 992us/step - loss: 0.4288 - accuracy: 0.7986
Epoch 81/100
718/718 [==============================] - 1s 972us/step - loss: 0.4295 - accuracy: 0.7969
Epoch 82/100
718/718 [==============================] - 1s 925us/step - loss: 0.4290 - accuracy: 0.7979
Epoch 83/100
718/718 [==============================] - 1s 961us/step - loss: 0.4281 - accuracy: 0.8011
Epoch 84/100
718/718 [==============================] - 1s 969us/step - loss: 0.4283 - accuracy: 0.8005
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8015
Epoch 86/100
718/718 [==============================] - 1s 977us/step - loss: 0.4288 - accuracy: 0.7978
Epoch 87/100
718/718 [==============================] - 1s 965us/step - loss: 0.4294 - accuracy: 0.7980
Epoch 88/100
718/718 [==============================] - 1s 960us/step - loss: 0.4277 - accuracy: 0.7995
Epoch 89/100
718/718 [==============================] - 1s 987us/step - loss: 0.4288 - accuracy: 0.8005
Epoch 90/100
718/718 [==============================] - 1s 962us/step - loss: 0.4279 - accuracy: 0.8010
Epoch 91/100
718/718 [==============================] - 1s 967us/step - loss: 0.4279 - accuracy: 0.7983
Epoch 92/100
718/718 [==============================] - 1s 927us/step - loss: 0.4283 - accuracy: 0.8015
Epoch 93/100
718/718 [==============================] - 1s 964us/step - loss: 0.4278 - accuracy: 0.7992
Epoch 94/100
718/718 [==============================] - 1s 966us/step - loss: 0.4277 - accuracy: 0.7997
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7993: 0s - loss: 0.4322 
Epoch 96/100
718/718 [==============================] - 1s 985us/step - loss: 0.4275 - accuracy: 0.7973
Epoch 97/100
718/718 [==============================] - 1s 906us/step - loss: 0.4280 - accuracy: 0.7984
Epoch 98/100
718/718 [==============================] - 1s 949us/step - loss: 0.4277 - accuracy: 0.7994
Epoch 99/100
718/718 [==============================] - 1s 970us/step - loss: 0.4271 - accuracy: 0.8010
Epoch 100/100
718/718 [==============================] - 1s 973us/step - loss: 0.4272 - accuracy: 0.7990
Epoch 1/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6887 - accuracy: 0.5547
Epoch 2/100
718/718 [==============================] - 1s 920us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 969us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 939us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 981us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 917us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6870 - accuracy: 0.55
Epoch 7/100
718/718 [==============================] - 1s 907us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 914us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
718/718 [==============================] - 1s 968us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556: 0s - loss: 0.6869 - accuracy: 0.
Epoch 13/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 952us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 988us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 962us/step - loss: 0.6856 - accuracy: 0.55560s - loss: 0.6847 - ac
Epoch 17/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6840 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6782 - accuracy: 0.5561
Epoch 19/100
718/718 [==============================] - 1s 959us/step - loss: 0.6557 - accuracy: 0.6490
Epoch 20/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6144 - accuracy: 0.6998
Epoch 21/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5933 - accuracy: 0.7003
Epoch 22/100
718/718 [==============================] - 1s 904us/step - loss: 0.5811 - accuracy: 0.7009
Epoch 23/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5626 - accuracy: 0.7155
Epoch 24/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5342 - accuracy: 0.7487
Epoch 25/100
718/718 [==============================] - 1s 1ms/step - loss: 0.5084 - accuracy: 0.7609
Epoch 26/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4927 - accuracy: 0.7654
Epoch 27/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4831 - accuracy: 0.7665
Epoch 28/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4773 - accuracy: 0.7678: 0s - loss: 0.4790 
Epoch 29/100
718/718 [==============================] - 1s 2ms/step - loss: 0.4731 - accuracy: 0.7671
Epoch 30/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4698 - accuracy: 0.7692
Epoch 31/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4681 - accuracy: 0.7685
Epoch 32/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7712
Epoch 33/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4650 - accuracy: 0.7729
Epoch 34/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4640 - accuracy: 0.7754
Epoch 35/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4623 - accuracy: 0.7729
Epoch 36/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4627 - accuracy: 0.7724
Epoch 37/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4613 - accuracy: 0.7769
Epoch 38/100
718/718 [==============================] - 1s 994us/step - loss: 0.4611 - accuracy: 0.77450s - loss: 0.462
Epoch 39/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4606 - accuracy: 0.7766
Epoch 40/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4603 - accuracy: 0.7753
Epoch 41/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4594 - accuracy: 0.7764
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4595 - accuracy: 0.7773: 0s - loss: 0.4495 
Epoch 43/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7767
Epoch 44/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7760
Epoch 45/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7784
Epoch 46/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7776: 0s - loss: 0.4596 
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7777
Epoch 48/100
718/718 [==============================] - 1s 983us/step - loss: 0.4593 - accuracy: 0.7752
Epoch 49/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7762: 0s - loss: 0.4590 - accura
Epoch 50/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7772
Epoch 51/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7789
Epoch 52/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7796
Epoch 53/100
718/718 [==============================] - 1s 966us/step - loss: 0.4582 - accuracy: 0.7800
Epoch 54/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7791
Epoch 55/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7777
Epoch 56/100
718/718 [==============================] - 1s 939us/step - loss: 0.4579 - accuracy: 0.7793
Epoch 57/100
718/718 [==============================] - 1s 944us/step - loss: 0.4579 - accuracy: 0.7760
Epoch 58/100
718/718 [==============================] - 1s 972us/step - loss: 0.4583 - accuracy: 0.7797
Epoch 59/100
718/718 [==============================] - 1s 980us/step - loss: 0.4570 - accuracy: 0.7798
Epoch 60/100
718/718 [==============================] - 1s 965us/step - loss: 0.4575 - accuracy: 0.7774
Epoch 61/100
718/718 [==============================] - 1s 945us/step - loss: 0.4566 - accuracy: 0.7780
Epoch 62/100
718/718 [==============================] - 1s 937us/step - loss: 0.4565 - accuracy: 0.7802
Epoch 63/100
718/718 [==============================] - 1s 884us/step - loss: 0.4564 - accuracy: 0.7766
Epoch 64/100
718/718 [==============================] - 1s 989us/step - loss: 0.4568 - accuracy: 0.7779
Epoch 65/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7787
Epoch 66/100
718/718 [==============================] - 1s 926us/step - loss: 0.4563 - accuracy: 0.7764
Epoch 67/100
718/718 [==============================] - 1s 958us/step - loss: 0.4552 - accuracy: 0.7807
Epoch 68/100
718/718 [==============================] - 1s 938us/step - loss: 0.4561 - accuracy: 0.7762
Epoch 69/100
718/718 [==============================] - 1s 989us/step - loss: 0.4556 - accuracy: 0.7777
Epoch 70/100
718/718 [==============================] - 1s 962us/step - loss: 0.4559 - accuracy: 0.7790
Epoch 71/100
718/718 [==============================] - 1s 937us/step - loss: 0.4550 - accuracy: 0.7805
Epoch 72/100
718/718 [==============================] - 1s 959us/step - loss: 0.4547 - accuracy: 0.7790
Epoch 73/100
718/718 [==============================] - 1s 949us/step - loss: 0.4546 - accuracy: 0.7807
Epoch 74/100
718/718 [==============================] - 1s 940us/step - loss: 0.4548 - accuracy: 0.7793
Epoch 75/100
718/718 [==============================] - 1s 900us/step - loss: 0.4545 - accuracy: 0.7792
Epoch 76/100
718/718 [==============================] - 1s 888us/step - loss: 0.4548 - accuracy: 0.7778
Epoch 77/100
718/718 [==============================] - 1s 920us/step - loss: 0.4547 - accuracy: 0.7809
Epoch 78/100
718/718 [==============================] - 1s 954us/step - loss: 0.4544 - accuracy: 0.7791
Epoch 79/100
718/718 [==============================] - 1s 980us/step - loss: 0.4547 - accuracy: 0.78160s - loss: 0.4693 
Epoch 80/100
718/718 [==============================] - 1s 991us/step - loss: 0.4538 - accuracy: 0.7820
Epoch 81/100
718/718 [==============================] - 1s 950us/step - loss: 0.4541 - accuracy: 0.7822
Epoch 82/100
718/718 [==============================] - 1s 987us/step - loss: 0.4534 - accuracy: 0.7810
Epoch 83/100
718/718 [==============================] - 1s 964us/step - loss: 0.4537 - accuracy: 0.77870s - loss: 0.4510 - 
Epoch 84/100
718/718 [==============================] - 1s 975us/step - loss: 0.4542 - accuracy: 0.7778
Epoch 85/100
718/718 [==============================] - 1s 969us/step - loss: 0.4528 - accuracy: 0.7823
Epoch 86/100
718/718 [==============================] - 1s 923us/step - loss: 0.4531 - accuracy: 0.77990s - loss: 0.4536 - accuracy: 0.
Epoch 87/100
718/718 [==============================] - 1s 954us/step - loss: 0.4533 - accuracy: 0.7820
Epoch 88/100
718/718 [==============================] - 1s 972us/step - loss: 0.4535 - accuracy: 0.7787
Epoch 89/100
718/718 [==============================] - 1s 912us/step - loss: 0.4530 - accuracy: 0.7818
Epoch 90/100
718/718 [==============================] - 1s 956us/step - loss: 0.4527 - accuracy: 0.7824
Epoch 91/100
718/718 [==============================] - 1s 976us/step - loss: 0.4521 - accuracy: 0.7827
Epoch 92/100
718/718 [==============================] - 1s 964us/step - loss: 0.4531 - accuracy: 0.7815
Epoch 93/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7808
Epoch 94/100
718/718 [==============================] - 1s 944us/step - loss: 0.4534 - accuracy: 0.78220s - loss: 0.4544 
Epoch 95/100
718/718 [==============================] - 1s 957us/step - loss: 0.4528 - accuracy: 0.7817
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4522 - accuracy: 0.7815: 0s - loss: 0.4465 - accu
Epoch 97/100
718/718 [==============================] - 1s 992us/step - loss: 0.4526 - accuracy: 0.7800
Epoch 98/100
718/718 [==============================] - 1s 974us/step - loss: 0.4529 - accuracy: 0.7821
Epoch 99/100
718/718 [==============================] - 1s 926us/step - loss: 0.4523 - accuracy: 0.7816
Epoch 100/100
718/718 [==============================] - 1s 975us/step - loss: 0.4523 - accuracy: 0.7811
Epoch 1/100
718/718 [==============================] - 1s 974us/step - loss: 0.6887 - accuracy: 0.55530s - loss: 0.6892 - accuracy: 
Epoch 2/100
718/718 [==============================] - 1s 968us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/100
718/718 [==============================] - 1s 965us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
718/718 [==============================] - 1s 968us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
718/718 [==============================] - 1s 957us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
718/718 [==============================] - 1s 966us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
718/718 [==============================] - 1s 988us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6874 
Epoch 9/100
718/718 [==============================] - 1s 960us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
718/718 [==============================] - 1s 960us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
718/718 [==============================] - 1s 970us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
718/718 [==============================] - 1s 968us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
718/718 [==============================] - 1s 957us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/100
718/718 [==============================] - 1s 963us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/100
718/718 [==============================] - 1s 975us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6870 - 
Epoch 17/100
718/718 [==============================] - 1s 934us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 18/100
718/718 [==============================] - 1s 957us/step - loss: 0.6867 - accuracy: 0.55560s - loss: 0.6858 - accu
Epoch 19/100
718/718 [==============================] - 1s 955us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 20/100
718/718 [==============================] - 1s 944us/step - loss: 0.6860 - accuracy: 0.5556
Epoch 21/100
718/718 [==============================] - 1s 966us/step - loss: 0.6850 - accuracy: 0.55560s - loss: 0.6854 - ac
Epoch 22/100
718/718 [==============================] - 1s 905us/step - loss: 0.6819 - accuracy: 0.5556
Epoch 23/100
718/718 [==============================] - 1s 914us/step - loss: 0.6702 - accuracy: 0.5820
Epoch 24/100
718/718 [==============================] - 1s 956us/step - loss: 0.6333 - accuracy: 0.6966
Epoch 25/100
718/718 [==============================] - 1s 949us/step - loss: 0.6004 - accuracy: 0.7030
Epoch 26/100
718/718 [==============================] - 1s 943us/step - loss: 0.5883 - accuracy: 0.7045
Epoch 27/100
718/718 [==============================] - 1s 949us/step - loss: 0.5825 - accuracy: 0.7043
Epoch 28/100
718/718 [==============================] - 1s 928us/step - loss: 0.5767 - accuracy: 0.7068
Epoch 29/100
718/718 [==============================] - 1s 935us/step - loss: 0.5690 - accuracy: 0.7082
Epoch 30/100
718/718 [==============================] - 1s 963us/step - loss: 0.5565 - accuracy: 0.7129
Epoch 31/100
718/718 [==============================] - 1s 937us/step - loss: 0.5339 - accuracy: 0.7318
Epoch 32/100
718/718 [==============================] - 1s 952us/step - loss: 0.5045 - accuracy: 0.7546
Epoch 33/100
718/718 [==============================] - 1s 941us/step - loss: 0.4831 - accuracy: 0.7683
Epoch 34/100
718/718 [==============================] - 1s 983us/step - loss: 0.4738 - accuracy: 0.7683
Epoch 35/100
718/718 [==============================] - 1s 952us/step - loss: 0.4697 - accuracy: 0.7681
Epoch 36/100
718/718 [==============================] - 1s 971us/step - loss: 0.4678 - accuracy: 0.7664
Epoch 37/100
718/718 [==============================] - 1s 954us/step - loss: 0.4665 - accuracy: 0.7692
Epoch 38/100
718/718 [==============================] - 1s 935us/step - loss: 0.4655 - accuracy: 0.7704
Epoch 39/100
718/718 [==============================] - 1s 953us/step - loss: 0.4650 - accuracy: 0.7696
Epoch 40/100
718/718 [==============================] - 1s 973us/step - loss: 0.4648 - accuracy: 0.7718
Epoch 41/100
718/718 [==============================] - 1s 940us/step - loss: 0.4649 - accuracy: 0.7712
Epoch 42/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4626 - accuracy: 0.7738
Epoch 43/100
718/718 [==============================] - 1s 993us/step - loss: 0.4637 - accuracy: 0.77330s - loss: 0.4652 - accuracy
Epoch 44/100
718/718 [==============================] - 1s 965us/step - loss: 0.4637 - accuracy: 0.7728
Epoch 45/100
718/718 [==============================] - 1s 947us/step - loss: 0.4629 - accuracy: 0.7741
Epoch 46/100
718/718 [==============================] - 1s 943us/step - loss: 0.4625 - accuracy: 0.7705
Epoch 47/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4627 - accuracy: 0.7739
Epoch 48/100
718/718 [==============================] - 1s 972us/step - loss: 0.4623 - accuracy: 0.7725
Epoch 49/100
718/718 [==============================] - 1s 972us/step - loss: 0.4624 - accuracy: 0.7726
Epoch 50/100
718/718 [==============================] - 1s 937us/step - loss: 0.4624 - accuracy: 0.7751
Epoch 51/100
718/718 [==============================] - 1s 975us/step - loss: 0.4625 - accuracy: 0.7732
Epoch 52/100
718/718 [==============================] - 1s 927us/step - loss: 0.4617 - accuracy: 0.7748
Epoch 53/100
718/718 [==============================] - 1s 940us/step - loss: 0.4608 - accuracy: 0.7708
Epoch 54/100
718/718 [==============================] - 1s 927us/step - loss: 0.4608 - accuracy: 0.7724
Epoch 55/100
718/718 [==============================] - 1s 966us/step - loss: 0.4600 - accuracy: 0.7713
Epoch 56/100
718/718 [==============================] - 1s 926us/step - loss: 0.4600 - accuracy: 0.7742
Epoch 57/100
718/718 [==============================] - 1s 934us/step - loss: 0.4596 - accuracy: 0.7761
Epoch 58/100
718/718 [==============================] - 1s 942us/step - loss: 0.4597 - accuracy: 0.7737
Epoch 59/100
718/718 [==============================] - 1s 944us/step - loss: 0.4594 - accuracy: 0.7733
Epoch 60/100
718/718 [==============================] - 1s 934us/step - loss: 0.4591 - accuracy: 0.7759
Epoch 61/100
718/718 [==============================] - 1s 957us/step - loss: 0.4586 - accuracy: 0.7783
Epoch 62/100
718/718 [==============================] - 1s 909us/step - loss: 0.4585 - accuracy: 0.7764
Epoch 63/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7753
Epoch 64/100
718/718 [==============================] - ETA: 0s - loss: 0.4577 - accuracy: 0.77 - 1s 910us/step - loss: 0.4586 - accuracy: 0.7726
Epoch 65/100
718/718 [==============================] - 1s 953us/step - loss: 0.4574 - accuracy: 0.7750
Epoch 66/100
718/718 [==============================] - 1s 952us/step - loss: 0.4570 - accuracy: 0.7769
Epoch 67/100
718/718 [==============================] - 1s 953us/step - loss: 0.4575 - accuracy: 0.7770
Epoch 68/100
718/718 [==============================] - 1s 965us/step - loss: 0.4577 - accuracy: 0.7739
Epoch 69/100
718/718 [==============================] - 1s 975us/step - loss: 0.4575 - accuracy: 0.7768
Epoch 70/100
718/718 [==============================] - 1s 944us/step - loss: 0.4573 - accuracy: 0.7766
Epoch 71/100
718/718 [==============================] - 1s 936us/step - loss: 0.4580 - accuracy: 0.7770
Epoch 72/100
718/718 [==============================] - 1s 977us/step - loss: 0.4564 - accuracy: 0.7768
Epoch 73/100
718/718 [==============================] - 1s 980us/step - loss: 0.4577 - accuracy: 0.7742
Epoch 74/100
718/718 [==============================] - 1s 976us/step - loss: 0.4565 - accuracy: 0.7759
Epoch 75/100
718/718 [==============================] - 1s 977us/step - loss: 0.4565 - accuracy: 0.7769
Epoch 76/100
718/718 [==============================] - 1s 962us/step - loss: 0.4575 - accuracy: 0.7759
Epoch 77/100
718/718 [==============================] - 1s 977us/step - loss: 0.4560 - accuracy: 0.7769
Epoch 78/100
718/718 [==============================] - 1s 924us/step - loss: 0.4564 - accuracy: 0.7763
Epoch 79/100
718/718 [==============================] - 1s 980us/step - loss: 0.4557 - accuracy: 0.7766
Epoch 80/100
718/718 [==============================] - 1s 988us/step - loss: 0.4561 - accuracy: 0.7773
Epoch 81/100
718/718 [==============================] - 1s 944us/step - loss: 0.4560 - accuracy: 0.7780
Epoch 82/100
718/718 [==============================] - 1s 970us/step - loss: 0.4557 - accuracy: 0.7774
Epoch 83/100
718/718 [==============================] - 1s 971us/step - loss: 0.4554 - accuracy: 0.7780
Epoch 84/100
718/718 [==============================] - 1s 962us/step - loss: 0.4553 - accuracy: 0.77730s - loss: 0.4534 - accuracy: 
Epoch 85/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7780
Epoch 86/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7766
Epoch 87/100
718/718 [==============================] - 1s 880us/step - loss: 0.4552 - accuracy: 0.7792
Epoch 88/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7788: 0s - loss: 0.4541 - accuracy: 0.
Epoch 89/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7778
Epoch 90/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7787
Epoch 91/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7775: 0s - loss: 0.4780 - accuracy: 0. - ETA: 0s -
Epoch 92/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7790
Epoch 93/100
718/718 [==============================] - 1s 981us/step - loss: 0.4544 - accuracy: 0.7777
Epoch 94/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7795
Epoch 95/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7773
Epoch 96/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7774
Epoch 97/100
718/718 [==============================] - 1s 952us/step - loss: 0.4543 - accuracy: 0.7785
Epoch 98/100
718/718 [==============================] - 1s 955us/step - loss: 0.4542 - accuracy: 0.7787
Epoch 99/100
718/718 [==============================] - 1s 984us/step - loss: 0.4538 - accuracy: 0.7787
Epoch 100/100
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7783
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6119 - accuracy: 0.6692
Epoch 2/500
718/718 [==============================] - 1s 983us/step - loss: 0.5364 - accuracy: 0.7423
Epoch 3/500
718/718 [==============================] - 1s 990us/step - loss: 0.4996 - accuracy: 0.7602
Epoch 4/500
718/718 [==============================] - 1s 970us/step - loss: 0.4798 - accuracy: 0.7680
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4716 - accuracy: 0.7686
Epoch 6/500
718/718 [==============================] - 1s 978us/step - loss: 0.4664 - accuracy: 0.7678
Epoch 7/500
718/718 [==============================] - 1s 999us/step - loss: 0.4638 - accuracy: 0.7725
Epoch 8/500
718/718 [==============================] - 1s 985us/step - loss: 0.4616 - accuracy: 0.7732
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7754
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4597 - accuracy: 0.7719
Epoch 11/500
718/718 [==============================] - 1s 998us/step - loss: 0.4589 - accuracy: 0.77460s - loss: 0.4
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4585 - accuracy: 0.7737
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7752: 0s - loss: 0.453
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7756
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4582 - accuracy: 0.7757
Epoch 16/500
718/718 [==============================] - 1s 977us/step - loss: 0.4582 - accuracy: 0.7750
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7737
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7738: 0s - loss: 0.4530 - accuracy:  - ETA: 0s - loss: 0.4565 - accuracy: 0.77
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7737
Epoch 20/500
718/718 [==============================] - 1s 984us/step - loss: 0.4574 - accuracy: 0.7743
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7739
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7757
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7753
Epoch 24/500
718/718 [==============================] - 1s 997us/step - loss: 0.4567 - accuracy: 0.7725
Epoch 25/500
718/718 [==============================] - 1s 986us/step - loss: 0.4567 - accuracy: 0.7729
Epoch 26/500
718/718 [==============================] - 1s 997us/step - loss: 0.4561 - accuracy: 0.7767
Epoch 27/500
718/718 [==============================] - 1s 972us/step - loss: 0.4568 - accuracy: 0.7730
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7773: 0s - loss: 0.4501 - 
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7746
Epoch 30/500
718/718 [==============================] - 1s 990us/step - loss: 0.4565 - accuracy: 0.7729
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7757
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4563 - accuracy: 0.7744
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7758
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7758
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7759
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7737
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7761: 0s - loss: 0.4621 - accuracy - ETA: 0s - loss: 0.4539 - accu
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7768
Epoch 39/500
718/718 [==============================] - 1s 986us/step - loss: 0.4559 - accuracy: 0.7766
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7758
Epoch 41/500
718/718 [==============================] - 1s 985us/step - loss: 0.4564 - accuracy: 0.7748
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7754
Epoch 43/500
718/718 [==============================] - 1s 999us/step - loss: 0.4557 - accuracy: 0.7760
Epoch 44/500
718/718 [==============================] - 1s 992us/step - loss: 0.4560 - accuracy: 0.7762
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7742
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7754
Epoch 47/500
718/718 [==============================] - 1s 977us/step - loss: 0.4562 - accuracy: 0.7723
Epoch 48/500
718/718 [==============================] - 1s 990us/step - loss: 0.4559 - accuracy: 0.77370s - loss: 0.4550 
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7757: 0s - loss: 0.4505 - accu
Epoch 50/500
718/718 [==============================] - 1s 997us/step - loss: 0.4556 - accuracy: 0.7753
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7746
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7739: 0s - loss: 0.450
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7753
Epoch 54/500
718/718 [==============================] - 1s 986us/step - loss: 0.4556 - accuracy: 0.7749
Epoch 55/500
718/718 [==============================] - 1s 988us/step - loss: 0.4553 - accuracy: 0.7735
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7759
Epoch 57/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7757
Epoch 58/500
718/718 [==============================] - 1s 971us/step - loss: 0.4551 - accuracy: 0.7745
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7746
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7750
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7753: 0s - loss: 0.4532 - accuracy: 
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7754
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7760
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7762
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7738: 0s - loss: 0.4503 - accuracy
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7772
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4530 - accuracy: 0.7746: 0s - loss: 0.4456 - accuracy: 0.78 - ETA: 0s - loss: 0.4457 - 
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7744: 0s - loss: 0.4478 - accura
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7734
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7731
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7748
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7768
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7750
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7749
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7759
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7771
Epoch 77/500
718/718 [==============================] - 1s 978us/step - loss: 0.4514 - accuracy: 0.7756
Epoch 78/500
718/718 [==============================] - 1s 979us/step - loss: 0.4516 - accuracy: 0.7765
Epoch 79/500
718/718 [==============================] - 1s 974us/step - loss: 0.4516 - accuracy: 0.7775
Epoch 80/500
718/718 [==============================] - 1s 994us/step - loss: 0.4517 - accuracy: 0.7751
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7772: 0s - loss: 0.4520 - accuracy
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7759
Epoch 83/500
718/718 [==============================] - 1s 999us/step - loss: 0.4519 - accuracy: 0.7764
Epoch 84/500
718/718 [==============================] - 1s 984us/step - loss: 0.4513 - accuracy: 0.7770
Epoch 85/500
718/718 [==============================] - 1s 941us/step - loss: 0.4523 - accuracy: 0.7763
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7773
Epoch 87/500
718/718 [==============================] - 1s 999us/step - loss: 0.4521 - accuracy: 0.77640s - loss: 0.4534 - accuracy: 
Epoch 88/500
718/718 [==============================] - 1s 966us/step - loss: 0.4513 - accuracy: 0.7760
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7786: 0s - loss: 0.4499 - accura
Epoch 90/500
718/718 [==============================] - 1s 957us/step - loss: 0.4509 - accuracy: 0.7768
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7764
Epoch 92/500
718/718 [==============================] - 1s 990us/step - loss: 0.4513 - accuracy: 0.7753
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7758: 0s - loss: 0.4524 - accuracy: 0.
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7742
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7796
Epoch 96/500
718/718 [==============================] - 1s 996us/step - loss: 0.4511 - accuracy: 0.7773
Epoch 97/500
718/718 [==============================] - 1s 980us/step - loss: 0.4512 - accuracy: 0.7761
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7767
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7769
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7765
Epoch 101/500
718/718 [==============================] - 1s 968us/step - loss: 0.4508 - accuracy: 0.7773
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7770
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7758
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7757
Epoch 105/500
718/718 [==============================] - 1s 975us/step - loss: 0.4505 - accuracy: 0.7771
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7750
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7788
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7794
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7757
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7759
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7784
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7778: 0s - loss: 0.4525 - 
Epoch 113/500
718/718 [==============================] - 1s 968us/step - loss: 0.4508 - accuracy: 0.7779
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7768: 0s - loss: 0.4590 
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7742
Epoch 116/500
718/718 [==============================] - 1s 973us/step - loss: 0.4508 - accuracy: 0.7793
Epoch 117/500
718/718 [==============================] - 1s 995us/step - loss: 0.4511 - accuracy: 0.7769
Epoch 118/500
718/718 [==============================] - 1s 965us/step - loss: 0.4505 - accuracy: 0.7779
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7775: 0s - loss: 0.4536 
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7762
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7754
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7746
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7759
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7750
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7753
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7755
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7770: 0s - loss: 0.4522 - accuracy: 0.
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7746
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7755: 0s - loss: 0.4402 - ac
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7752
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7758
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7753
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7746
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7769: 0s - loss: 0.4493 
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7748
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7754
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7755
Epoch 138/500
718/718 [==============================] - 1s 984us/step - loss: 0.4501 - accuracy: 0.7761
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7769: 0s - loss: 0.4532 - accuracy: 
Epoch 140/500
718/718 [==============================] - 1s 995us/step - loss: 0.4505 - accuracy: 0.7772
Epoch 141/500
718/718 [==============================] - 1s 978us/step - loss: 0.4509 - accuracy: 0.7735
Epoch 142/500
718/718 [==============================] - 1s 987us/step - loss: 0.4506 - accuracy: 0.7770
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7749
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7775
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7761
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7748
Epoch 147/500
718/718 [==============================] - 1s 958us/step - loss: 0.4505 - accuracy: 0.7762
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7786
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7754
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7747
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7756
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7773
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7760
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7755
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7763
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7747
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7763
Epoch 158/500
718/718 [==============================] - 1s 999us/step - loss: 0.4509 - accuracy: 0.77660s - loss: 0.4483 - accu
Epoch 159/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7775: 0s - loss: 0.4645 - 
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7729
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7765
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7757: 0s - loss: 0.4496 - accuracy: 0.77 - ETA: 0s - loss: 0.4520 - 
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7779
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7741: 0s - loss: 0.442
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7771
Epoch 166/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4506 - accuracy: 0.7768
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7762
Epoch 168/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4502 - accuracy: 0.7782
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7756
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7768: 0s - loss: 0.4500 - accuracy: 0.77
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7756: 0s - loss: 0.4
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7765
Epoch 173/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4504 - accuracy: 0.7775
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7769
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7756
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7757
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7770: 0s - loss: 0.4530 - accura
Epoch 178/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4505 - accuracy: 0.7761
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7759: 0s - loss: 0.4512 - accuracy: 
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7764
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7772
Epoch 182/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4505 - accuracy: 0.7755
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7756
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7761
Epoch 185/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4504 - accuracy: 0.7779
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7746: 0s - loss: 0.4590 - accuracy - ETA: 0s - loss: 0.4456 - ac
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7779: 0s - loss: 0.4527 - accura
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7763
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7751
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7776
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7753
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7773
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7760: 0s - loss: 0.4491 - accuracy: 0.
Epoch 194/500
718/718 [==============================] - 1s 889us/step - loss: 0.4500 - accuracy: 0.7775
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7775
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7780
Epoch 197/500
718/718 [==============================] - 1s 939us/step - loss: 0.4501 - accuracy: 0.77400s - loss: 0.4493 - accuracy: 0.
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7765
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7789
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7762
Epoch 201/500
718/718 [==============================] - 1s 973us/step - loss: 0.4510 - accuracy: 0.7759
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7751
Epoch 203/500
718/718 [==============================] - 1s 951us/step - loss: 0.4500 - accuracy: 0.7769
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7757
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7774: 0s - loss: 0.4499 - 
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7740
Epoch 207/500
718/718 [==============================] - 1s 998us/step - loss: 0.4505 - accuracy: 0.7744
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7761
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7768
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7767
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7775
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7746
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7769
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7737: 0s - loss: 0.453 - ETA: 0s - loss: 0.4548 - accuracy: 
Epoch 215/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4505 - accuracy: 0.7758
Epoch 216/500
718/718 [==============================] - 1s 934us/step - loss: 0.4503 - accuracy: 0.7793
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7765
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7761
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7753
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7752
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7763: 0s - loss: 0.4432 - accuracy
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7795
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7757: 0s - loss: 0.4468 - accura
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7774
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7764
Epoch 226/500
718/718 [==============================] - 1s 861us/step - loss: 0.4505 - accuracy: 0.7769
Epoch 227/500
718/718 [==============================] - 1s 983us/step - loss: 0.4502 - accuracy: 0.7773
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7749
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7772
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7757
Epoch 231/500
718/718 [==============================] - 1s 912us/step - loss: 0.4504 - accuracy: 0.7757
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7767
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7775
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7763
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7757
Epoch 236/500
718/718 [==============================] - 1s 889us/step - loss: 0.4502 - accuracy: 0.7768
Epoch 237/500
718/718 [==============================] - 1s 847us/step - loss: 0.4499 - accuracy: 0.7753
Epoch 238/500
718/718 [==============================] - 1s 902us/step - loss: 0.4502 - accuracy: 0.7753
Epoch 239/500
718/718 [==============================] - 1s 856us/step - loss: 0.4505 - accuracy: 0.7765
Epoch 240/500
718/718 [==============================] - 1s 872us/step - loss: 0.4504 - accuracy: 0.7744
Epoch 241/500
718/718 [==============================] - 1s 852us/step - loss: 0.4507 - accuracy: 0.7755
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7759
Epoch 243/500
718/718 [==============================] - 1s 998us/step - loss: 0.4506 - accuracy: 0.7783
Epoch 244/500
718/718 [==============================] - 1s 949us/step - loss: 0.4504 - accuracy: 0.7788
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7756
Epoch 246/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7736
Epoch 247/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4503 - accuracy: 0.7774
Epoch 248/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4503 - accuracy: 0.7752
Epoch 249/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4499 - accuracy: 0.7767
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7758
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7779
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7740
Epoch 253/500
718/718 [==============================] - 1s 915us/step - loss: 0.4498 - accuracy: 0.7781
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7771
Epoch 255/500
718/718 [==============================] - 1s 897us/step - loss: 0.4500 - accuracy: 0.7763
Epoch 256/500
718/718 [==============================] - 1s 872us/step - loss: 0.4501 - accuracy: 0.7754
Epoch 257/500
718/718 [==============================] - 1s 867us/step - loss: 0.4502 - accuracy: 0.7757
Epoch 258/500
718/718 [==============================] - 1s 850us/step - loss: 0.4503 - accuracy: 0.7766
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7786
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7748
Epoch 261/500
718/718 [==============================] - 1s 889us/step - loss: 0.4500 - accuracy: 0.7759
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7753
Epoch 263/500
718/718 [==============================] - 1s 902us/step - loss: 0.4501 - accuracy: 0.7761
Epoch 264/500
718/718 [==============================] - 1s 874us/step - loss: 0.4507 - accuracy: 0.77720s - loss: 0.4438 - 
Epoch 265/500
718/718 [==============================] - 1s 901us/step - loss: 0.4501 - accuracy: 0.7745
Epoch 266/500
718/718 [==============================] - 1s 866us/step - loss: 0.4501 - accuracy: 0.7783
Epoch 267/500
718/718 [==============================] - 1s 877us/step - loss: 0.4506 - accuracy: 0.7765
Epoch 268/500
718/718 [==============================] - 1s 854us/step - loss: 0.4499 - accuracy: 0.77760s - loss: 0.4499 - accuracy: 0.77
Epoch 269/500
718/718 [==============================] - 1s 868us/step - loss: 0.4500 - accuracy: 0.7758
Epoch 270/500
718/718 [==============================] - 1s 878us/step - loss: 0.4499 - accuracy: 0.7764
Epoch 271/500
718/718 [==============================] - 1s 880us/step - loss: 0.4506 - accuracy: 0.7746
Epoch 272/500
718/718 [==============================] - 1s 851us/step - loss: 0.4499 - accuracy: 0.7765
Epoch 273/500
718/718 [==============================] - 1s 865us/step - loss: 0.4502 - accuracy: 0.7788
Epoch 274/500
718/718 [==============================] - 1s 867us/step - loss: 0.4501 - accuracy: 0.7754
Epoch 275/500
718/718 [==============================] - 1s 870us/step - loss: 0.4504 - accuracy: 0.7782
Epoch 276/500
718/718 [==============================] - 1s 866us/step - loss: 0.4499 - accuracy: 0.7757
Epoch 277/500
718/718 [==============================] - 1s 892us/step - loss: 0.4499 - accuracy: 0.7766
Epoch 278/500
718/718 [==============================] - 1s 864us/step - loss: 0.4500 - accuracy: 0.7775
Epoch 279/500
718/718 [==============================] - 1s 866us/step - loss: 0.4498 - accuracy: 0.7759
Epoch 280/500
718/718 [==============================] - 1s 855us/step - loss: 0.4504 - accuracy: 0.7768
Epoch 281/500
718/718 [==============================] - 1s 862us/step - loss: 0.4502 - accuracy: 0.7747
Epoch 282/500
718/718 [==============================] - 1s 864us/step - loss: 0.4500 - accuracy: 0.7755
Epoch 283/500
718/718 [==============================] - 1s 849us/step - loss: 0.4499 - accuracy: 0.7744
Epoch 284/500
718/718 [==============================] - 1s 881us/step - loss: 0.4504 - accuracy: 0.7753
Epoch 285/500
718/718 [==============================] - 1s 997us/step - loss: 0.4497 - accuracy: 0.7759
Epoch 286/500
718/718 [==============================] - 1s 859us/step - loss: 0.4497 - accuracy: 0.7793
Epoch 287/500
718/718 [==============================] - 1s 984us/step - loss: 0.4501 - accuracy: 0.7764
Epoch 288/500
718/718 [==============================] - 1s 854us/step - loss: 0.4499 - accuracy: 0.7786
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7770
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7761
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7751
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7779
Epoch 293/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7751
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7781
Epoch 295/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4502 - accuracy: 0.7772
Epoch 296/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4499 - accuracy: 0.7784
Epoch 297/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4498 - accuracy: 0.7756: 0s - loss: 0
Epoch 298/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7792
Epoch 299/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4504 - accuracy: 0.7746
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7763: 0s - loss: 0.458
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7752
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7772
Epoch 303/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7780
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7765
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7739
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7763
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7784
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7763
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7758
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7747
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7761
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7777
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7771
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7780
Epoch 315/500
718/718 [==============================] - 1s 919us/step - loss: 0.4505 - accuracy: 0.7769
Epoch 316/500
718/718 [==============================] - 1s 865us/step - loss: 0.4494 - accuracy: 0.7770
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7774
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7749
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7773
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7766
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7759: 0s - loss: 0.4495 - accuracy: 
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7773
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7757
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7743
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7754
Epoch 326/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7759
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7759
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7764
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7773
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7766
Epoch 331/500
718/718 [==============================] - 1s 910us/step - loss: 0.4499 - accuracy: 0.7763
Epoch 332/500
718/718 [==============================] - 1s 869us/step - loss: 0.4501 - accuracy: 0.7762
Epoch 333/500
718/718 [==============================] - 1s 889us/step - loss: 0.4501 - accuracy: 0.7780
Epoch 334/500
718/718 [==============================] - 1s 907us/step - loss: 0.4499 - accuracy: 0.7783
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7759
Epoch 336/500
718/718 [==============================] - 1s 972us/step - loss: 0.4499 - accuracy: 0.7767
Epoch 337/500
718/718 [==============================] - 1s 977us/step - loss: 0.4504 - accuracy: 0.7786
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7766
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7761
Epoch 340/500
718/718 [==============================] - 1s 900us/step - loss: 0.4500 - accuracy: 0.7766
Epoch 341/500
718/718 [==============================] - 1s 882us/step - loss: 0.4498 - accuracy: 0.7770
Epoch 342/500
718/718 [==============================] - 1s 868us/step - loss: 0.4495 - accuracy: 0.7752
Epoch 343/500
718/718 [==============================] - 1s 854us/step - loss: 0.4502 - accuracy: 0.7764
Epoch 344/500
718/718 [==============================] - 1s 866us/step - loss: 0.4502 - accuracy: 0.7755
Epoch 345/500
718/718 [==============================] - 1s 862us/step - loss: 0.4499 - accuracy: 0.7760
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7758
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7779
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7753
Epoch 349/500
718/718 [==============================] - 1s 960us/step - loss: 0.4501 - accuracy: 0.7768
Epoch 350/500
718/718 [==============================] - 1s 897us/step - loss: 0.4495 - accuracy: 0.7779
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7760
Epoch 352/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7759
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7766
Epoch 354/500
718/718 [==============================] - 1s 964us/step - loss: 0.4503 - accuracy: 0.7731
Epoch 355/500
718/718 [==============================] - 1s 865us/step - loss: 0.4499 - accuracy: 0.7786
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7766
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7753
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7746
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7765
Epoch 360/500
718/718 [==============================] - 1s 940us/step - loss: 0.4498 - accuracy: 0.7775
Epoch 361/500
718/718 [==============================] - 1s 944us/step - loss: 0.4500 - accuracy: 0.7760
Epoch 362/500
718/718 [==============================] - 1s 948us/step - loss: 0.4501 - accuracy: 0.7763
Epoch 363/500
718/718 [==============================] - 1s 899us/step - loss: 0.4499 - accuracy: 0.7746
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7747
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7786
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7768
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7753
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7751
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7758
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7773
Epoch 371/500
718/718 [==============================] - 1s 937us/step - loss: 0.4500 - accuracy: 0.7785
Epoch 372/500
718/718 [==============================] - 1s 915us/step - loss: 0.4500 - accuracy: 0.7765
Epoch 373/500
718/718 [==============================] - 1s 890us/step - loss: 0.4498 - accuracy: 0.7777
Epoch 374/500
718/718 [==============================] - 1s 886us/step - loss: 0.4499 - accuracy: 0.7763
Epoch 375/500
718/718 [==============================] - 1s 864us/step - loss: 0.4496 - accuracy: 0.7756
Epoch 376/500
718/718 [==============================] - 1s 856us/step - loss: 0.4506 - accuracy: 0.7768
Epoch 377/500
718/718 [==============================] - 1s 856us/step - loss: 0.4498 - accuracy: 0.7786
Epoch 378/500
718/718 [==============================] - 1s 868us/step - loss: 0.4499 - accuracy: 0.77740s - loss: 0.4513 - accuracy: 
Epoch 379/500
718/718 [==============================] - 1s 870us/step - loss: 0.4503 - accuracy: 0.7769
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7767
Epoch 381/500
718/718 [==============================] - 1s 895us/step - loss: 0.4499 - accuracy: 0.7783
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7793
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7765
Epoch 384/500
718/718 [==============================] - 1s 922us/step - loss: 0.4502 - accuracy: 0.7773
Epoch 385/500
718/718 [==============================] - 1s 859us/step - loss: 0.4491 - accuracy: 0.7748
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7786
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7764
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7750
Epoch 389/500
718/718 [==============================] - 1s 981us/step - loss: 0.4498 - accuracy: 0.7779
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7776
Epoch 391/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7754
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7740
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7777
Epoch 394/500
718/718 [==============================] - 1s 979us/step - loss: 0.4498 - accuracy: 0.7740
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7771
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7780
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7759
Epoch 398/500
718/718 [==============================] - 1s 982us/step - loss: 0.4498 - accuracy: 0.7780
Epoch 399/500
718/718 [==============================] - 1s 922us/step - loss: 0.4499 - accuracy: 0.7760
Epoch 400/500
718/718 [==============================] - 1s 938us/step - loss: 0.4501 - accuracy: 0.7754
Epoch 401/500
718/718 [==============================] - 1s 856us/step - loss: 0.4499 - accuracy: 0.7766
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7785
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7774
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7774
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7766
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7757: 0s - loss: 0.4478 - accuracy: 0.
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7753
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7782
Epoch 409/500
718/718 [==============================] - 1s 990us/step - loss: 0.4498 - accuracy: 0.7753
Epoch 410/500
718/718 [==============================] - 1s 955us/step - loss: 0.4496 - accuracy: 0.7759
Epoch 411/500
718/718 [==============================] - 1s 880us/step - loss: 0.4495 - accuracy: 0.7751
Epoch 412/500
718/718 [==============================] - 1s 958us/step - loss: 0.4499 - accuracy: 0.7771
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7741: 0s - loss: 0.4512 - accuracy: 0.77 - ETA: 0s - loss: 0.4488 
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7750
Epoch 415/500
718/718 [==============================] - 1s 899us/step - loss: 0.4502 - accuracy: 0.7756
Epoch 416/500
718/718 [==============================] - 1s 880us/step - loss: 0.4499 - accuracy: 0.7746
Epoch 417/500
718/718 [==============================] - 1s 865us/step - loss: 0.4495 - accuracy: 0.7749
Epoch 418/500
718/718 [==============================] - 1s 849us/step - loss: 0.4500 - accuracy: 0.7745
Epoch 419/500
718/718 [==============================] - 1s 860us/step - loss: 0.4502 - accuracy: 0.7762
Epoch 420/500
718/718 [==============================] - 1s 857us/step - loss: 0.4500 - accuracy: 0.7775
Epoch 421/500
718/718 [==============================] - 1s 856us/step - loss: 0.4497 - accuracy: 0.7759
Epoch 422/500
718/718 [==============================] - 1s 860us/step - loss: 0.4494 - accuracy: 0.7774
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7777: 0s - loss: 0.4471 - 
Epoch 424/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7786
Epoch 425/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4498 - accuracy: 0.7771
Epoch 426/500
718/718 [==============================] - 1s 968us/step - loss: 0.4503 - accuracy: 0.7757
Epoch 427/500
718/718 [==============================] - 1s 994us/step - loss: 0.4498 - accuracy: 0.7743
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7765
Epoch 429/500
718/718 [==============================] - 1s 928us/step - loss: 0.4495 - accuracy: 0.7743
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7775
Epoch 431/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4502 - accuracy: 0.7773
Epoch 432/500
718/718 [==============================] - 1s 959us/step - loss: 0.4495 - accuracy: 0.7800
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7780
Epoch 434/500
718/718 [==============================] - 1s 979us/step - loss: 0.4503 - accuracy: 0.7763
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7760
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7773
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7745
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7759
Epoch 439/500
718/718 [==============================] - 1s 925us/step - loss: 0.4499 - accuracy: 0.7763
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7753
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7767
Epoch 442/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7738
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7767
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7779
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7775
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7766
Epoch 447/500
718/718 [==============================] - 1s 940us/step - loss: 0.4501 - accuracy: 0.7758
Epoch 448/500
718/718 [==============================] - 1s 901us/step - loss: 0.4496 - accuracy: 0.7757
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7781: 0s - loss: 0.4499 - accuracy: 0.77
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7774
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7761
Epoch 452/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4498 - accuracy: 0.7771
Epoch 453/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4499 - accuracy: 0.7755
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7784
Epoch 455/500
718/718 [==============================] - 1s 994us/step - loss: 0.4499 - accuracy: 0.7759
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7751
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7776
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7765
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7782
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7767
Epoch 461/500
718/718 [==============================] - 1s 943us/step - loss: 0.4496 - accuracy: 0.7753
Epoch 462/500
718/718 [==============================] - 1s 860us/step - loss: 0.4497 - accuracy: 0.7764
Epoch 463/500
718/718 [==============================] - 1s 889us/step - loss: 0.4499 - accuracy: 0.7768
Epoch 464/500
718/718 [==============================] - 1s 853us/step - loss: 0.4502 - accuracy: 0.7762
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7753
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7765
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7755: 0s - loss: 0.4471 - accuracy - ETA: 0s - loss: 0.4493 - accuracy: 0.77
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7774
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7766
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7771
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7766
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7760
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7768
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7766
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7746
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7762
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7757
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7772
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7750
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7785
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7774
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7767
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7763
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7770
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7773
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7782
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7764: 0s - loss: 0.4553 - accu
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7767
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7765
Epoch 490/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7759
Epoch 491/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4498 - accuracy: 0.7757
Epoch 492/500
718/718 [==============================] - 1s 893us/step - loss: 0.4496 - accuracy: 0.7786
Epoch 493/500
718/718 [==============================] - 1s 991us/step - loss: 0.4502 - accuracy: 0.7774
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7748
Epoch 495/500
718/718 [==============================] - 1s 872us/step - loss: 0.4495 - accuracy: 0.7799
Epoch 496/500
718/718 [==============================] - 1s 984us/step - loss: 0.4498 - accuracy: 0.7780
Epoch 497/500
718/718 [==============================] - 1s 939us/step - loss: 0.4497 - accuracy: 0.7777
Epoch 498/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4498 - accuracy: 0.7746
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7759
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7771
Epoch 1/500
718/718 [==============================] - 1s 890us/step - loss: 0.6087 - accuracy: 0.6743
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5460 - accuracy: 0.7324: 0s - loss: 0.559
Epoch 3/500
718/718 [==============================] - 1s 879us/step - loss: 0.5166 - accuracy: 0.7500
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4893 - accuracy: 0.7645
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4712 - accuracy: 0.7716
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4615 - accuracy: 0.7812
Epoch 7/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4562 - accuracy: 0.7830
Epoch 8/500
718/718 [==============================] - 1s 866us/step - loss: 0.4526 - accuracy: 0.7823
Epoch 9/500
718/718 [==============================] - 1s 929us/step - loss: 0.4493 - accuracy: 0.7846
Epoch 10/500
718/718 [==============================] - 1s 881us/step - loss: 0.4473 - accuracy: 0.7875
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7853
Epoch 12/500
718/718 [==============================] - 1s 921us/step - loss: 0.4443 - accuracy: 0.7849
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4431 - accuracy: 0.7897
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7903
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7919
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7908
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7924
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7935
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7902
Epoch 20/500
718/718 [==============================] - 1s 962us/step - loss: 0.4408 - accuracy: 0.7919
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7912
Epoch 22/500
718/718 [==============================] - 1s 882us/step - loss: 0.4400 - accuracy: 0.7908
Epoch 23/500
718/718 [==============================] - 1s 858us/step - loss: 0.4393 - accuracy: 0.7925
Epoch 24/500
718/718 [==============================] - 1s 859us/step - loss: 0.4393 - accuracy: 0.7927
Epoch 25/500
718/718 [==============================] - 1s 851us/step - loss: 0.4393 - accuracy: 0.7926
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7929
Epoch 27/500
718/718 [==============================] - 1s 888us/step - loss: 0.4391 - accuracy: 0.7910
Epoch 28/500
718/718 [==============================] - 1s 865us/step - loss: 0.4389 - accuracy: 0.7914
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7921
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7914
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7919
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7923
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7921
Epoch 34/500
718/718 [==============================] - 1s 905us/step - loss: 0.4382 - accuracy: 0.7920
Epoch 35/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4377 - accuracy: 0.7909
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7917
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7929
Epoch 38/500
718/718 [==============================] - 1s 893us/step - loss: 0.4371 - accuracy: 0.7924
Epoch 39/500
718/718 [==============================] - 1s 967us/step - loss: 0.4373 - accuracy: 0.7918
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7918
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7907
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7922
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7928
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7924: 0s - loss: 0.4336 - accu
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7947
Epoch 46/500
718/718 [==============================] - 1s 940us/step - loss: 0.4353 - accuracy: 0.7932
Epoch 47/500
718/718 [==============================] - 1s 882us/step - loss: 0.4354 - accuracy: 0.7916
Epoch 48/500
718/718 [==============================] - 1s 873us/step - loss: 0.4354 - accuracy: 0.7910
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7926
Epoch 50/500
718/718 [==============================] - 1s 883us/step - loss: 0.4347 - accuracy: 0.7954
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7923
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7932
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7934
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7941
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7930
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7949
Epoch 57/500
718/718 [==============================] - 1s 958us/step - loss: 0.4335 - accuracy: 0.7939
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7908
Epoch 59/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4328 - accuracy: 0.7948
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7963
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7923
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7936
Epoch 63/500
718/718 [==============================] - 1s 953us/step - loss: 0.4320 - accuracy: 0.7933
Epoch 64/500
718/718 [==============================] - 1s 859us/step - loss: 0.4316 - accuracy: 0.7952
Epoch 65/500
718/718 [==============================] - 1s 855us/step - loss: 0.4315 - accuracy: 0.7945
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7979
Epoch 67/500
718/718 [==============================] - 1s 891us/step - loss: 0.4313 - accuracy: 0.7957
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7955
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7983
Epoch 70/500
718/718 [==============================] - 1s 968us/step - loss: 0.4310 - accuracy: 0.7968
Epoch 71/500
718/718 [==============================] - 1s 864us/step - loss: 0.4309 - accuracy: 0.7954
Epoch 72/500
718/718 [==============================] - 1s 836us/step - loss: 0.4309 - accuracy: 0.7955
Epoch 73/500
718/718 [==============================] - 1s 848us/step - loss: 0.4306 - accuracy: 0.7971
Epoch 74/500
718/718 [==============================] - 1s 833us/step - loss: 0.4304 - accuracy: 0.7971
Epoch 75/500
718/718 [==============================] - 1s 846us/step - loss: 0.4304 - accuracy: 0.7987
Epoch 76/500
718/718 [==============================] - 1s 907us/step - loss: 0.4301 - accuracy: 0.7969
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7963: 0s - loss: 0.433
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7973
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7988: 0s - loss: 0
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7973
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7963: 0s - loss: 0.4308 - accu
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7992: 0s - loss: 0.4279 - accuracy: 0.
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7992
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7967
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7985: 0s - loss:
Epoch 86/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4298 - accuracy: 0.7996
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7981
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7966
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7994
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7993
Epoch 91/500
718/718 [==============================] - 1s 954us/step - loss: 0.4298 - accuracy: 0.79690s - loss: 0.4325 - ac
Epoch 92/500
718/718 [==============================] - 1s 963us/step - loss: 0.4301 - accuracy: 0.7942
Epoch 93/500
718/718 [==============================] - 1s 959us/step - loss: 0.4290 - accuracy: 0.7981
Epoch 94/500
718/718 [==============================] - 1s 965us/step - loss: 0.4299 - accuracy: 0.7970
Epoch 95/500
718/718 [==============================] - 1s 981us/step - loss: 0.4288 - accuracy: 0.7998
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8009
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7988
Epoch 98/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.8006
Epoch 99/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4292 - accuracy: 0.7963
Epoch 100/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4288 - accuracy: 0.7988
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7984
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7978
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7974
Epoch 104/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4291 - accuracy: 0.7988: 0s - loss: 0.4281 - accuracy: 
Epoch 105/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7964
Epoch 106/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4288 - accuracy: 0.8008
Epoch 107/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7993
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8019
Epoch 109/500
718/718 [==============================] - 1s 864us/step - loss: 0.4286 - accuracy: 0.7981
Epoch 110/500
718/718 [==============================] - 1s 853us/step - loss: 0.4283 - accuracy: 0.7993
Epoch 111/500
718/718 [==============================] - 1s 922us/step - loss: 0.4283 - accuracy: 0.80020s - loss: 0.4197 
Epoch 112/500
718/718 [==============================] - 1s 839us/step - loss: 0.4279 - accuracy: 0.7994
Epoch 113/500
718/718 [==============================] - 1s 880us/step - loss: 0.4281 - accuracy: 0.7996
Epoch 114/500
718/718 [==============================] - 1s 855us/step - loss: 0.4278 - accuracy: 0.8014
Epoch 115/500
718/718 [==============================] - 1s 845us/step - loss: 0.4279 - accuracy: 0.8003
Epoch 116/500
718/718 [==============================] - 1s 867us/step - loss: 0.4278 - accuracy: 0.7995
Epoch 117/500
718/718 [==============================] - 1s 835us/step - loss: 0.4280 - accuracy: 0.8001
Epoch 118/500
718/718 [==============================] - 1s 840us/step - loss: 0.4283 - accuracy: 0.7986
Epoch 119/500
718/718 [==============================] - 1s 855us/step - loss: 0.4279 - accuracy: 0.7990
Epoch 120/500
718/718 [==============================] - 1s 842us/step - loss: 0.4280 - accuracy: 0.8011
Epoch 121/500
718/718 [==============================] - 1s 849us/step - loss: 0.4269 - accuracy: 0.8008
Epoch 122/500
718/718 [==============================] - 1s 918us/step - loss: 0.4283 - accuracy: 0.7976
Epoch 123/500
718/718 [==============================] - 1s 832us/step - loss: 0.4274 - accuracy: 0.7999
Epoch 124/500
718/718 [==============================] - 1s 859us/step - loss: 0.4272 - accuracy: 0.7993
Epoch 125/500
718/718 [==============================] - 1s 973us/step - loss: 0.4276 - accuracy: 0.7997
Epoch 126/500
718/718 [==============================] - 1s 841us/step - loss: 0.4273 - accuracy: 0.8031
Epoch 127/500
718/718 [==============================] - 1s 855us/step - loss: 0.4274 - accuracy: 0.7997
Epoch 128/500
718/718 [==============================] - 1s 824us/step - loss: 0.4271 - accuracy: 0.7981
Epoch 129/500
718/718 [==============================] - 1s 845us/step - loss: 0.4279 - accuracy: 0.7984
Epoch 130/500
718/718 [==============================] - 1s 829us/step - loss: 0.4267 - accuracy: 0.7983
Epoch 131/500
718/718 [==============================] - 1s 842us/step - loss: 0.4271 - accuracy: 0.7992
Epoch 132/500
718/718 [==============================] - 1s 839us/step - loss: 0.4277 - accuracy: 0.7982
Epoch 133/500
718/718 [==============================] - 1s 821us/step - loss: 0.4270 - accuracy: 0.7990
Epoch 134/500
718/718 [==============================] - 1s 834us/step - loss: 0.4268 - accuracy: 0.8007
Epoch 135/500
718/718 [==============================] - 1s 847us/step - loss: 0.4271 - accuracy: 0.8018
Epoch 136/500
718/718 [==============================] - 1s 829us/step - loss: 0.4267 - accuracy: 0.8022
Epoch 137/500
718/718 [==============================] - 1s 834us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 138/500
718/718 [==============================] - 1s 820us/step - loss: 0.4268 - accuracy: 0.7993
Epoch 139/500
718/718 [==============================] - 1s 867us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 140/500
718/718 [==============================] - 1s 881us/step - loss: 0.4267 - accuracy: 0.8001
Epoch 141/500
718/718 [==============================] - 1s 872us/step - loss: 0.4266 - accuracy: 0.8017
Epoch 142/500
718/718 [==============================] - 1s 923us/step - loss: 0.4262 - accuracy: 0.7991
Epoch 143/500
718/718 [==============================] - 1s 876us/step - loss: 0.4264 - accuracy: 0.8024
Epoch 144/500
718/718 [==============================] - 1s 841us/step - loss: 0.4260 - accuracy: 0.8032
Epoch 145/500
718/718 [==============================] - 1s 859us/step - loss: 0.4270 - accuracy: 0.7989
Epoch 146/500
718/718 [==============================] - 1s 839us/step - loss: 0.4265 - accuracy: 0.8017
Epoch 147/500
718/718 [==============================] - 1s 863us/step - loss: 0.4260 - accuracy: 0.80050s - loss: 0.4
Epoch 148/500
718/718 [==============================] - 1s 865us/step - loss: 0.4267 - accuracy: 0.8017
Epoch 149/500
718/718 [==============================] - 1s 827us/step - loss: 0.4272 - accuracy: 0.7998
Epoch 150/500
718/718 [==============================] - 1s 882us/step - loss: 0.4264 - accuracy: 0.7994
Epoch 151/500
718/718 [==============================] - 1s 845us/step - loss: 0.4264 - accuracy: 0.8002
Epoch 152/500
718/718 [==============================] - 1s 847us/step - loss: 0.4265 - accuracy: 0.7997
Epoch 153/500
718/718 [==============================] - 1s 848us/step - loss: 0.4263 - accuracy: 0.8003
Epoch 154/500
718/718 [==============================] - 1s 848us/step - loss: 0.4258 - accuracy: 0.8009
Epoch 155/500
718/718 [==============================] - 1s 853us/step - loss: 0.4260 - accuracy: 0.8002
Epoch 156/500
718/718 [==============================] - 1s 846us/step - loss: 0.4260 - accuracy: 0.8007
Epoch 157/500
718/718 [==============================] - 1s 833us/step - loss: 0.4264 - accuracy: 0.8003
Epoch 158/500
718/718 [==============================] - 1s 848us/step - loss: 0.4266 - accuracy: 0.7992
Epoch 159/500
718/718 [==============================] - 1s 832us/step - loss: 0.4258 - accuracy: 0.8019
Epoch 160/500
718/718 [==============================] - 1s 864us/step - loss: 0.4266 - accuracy: 0.8003
Epoch 161/500
718/718 [==============================] - 1s 839us/step - loss: 0.4257 - accuracy: 0.7993
Epoch 162/500
718/718 [==============================] - 1s 836us/step - loss: 0.4268 - accuracy: 0.7997
Epoch 163/500
718/718 [==============================] - 1s 861us/step - loss: 0.4255 - accuracy: 0.8022
Epoch 164/500
718/718 [==============================] - 1s 831us/step - loss: 0.4258 - accuracy: 0.7989
Epoch 165/500
718/718 [==============================] - 1s 849us/step - loss: 0.4257 - accuracy: 0.7990
Epoch 166/500
718/718 [==============================] - 1s 855us/step - loss: 0.4259 - accuracy: 0.8009
Epoch 167/500
718/718 [==============================] - 1s 831us/step - loss: 0.4265 - accuracy: 0.8004
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.8012
Epoch 169/500
718/718 [==============================] - 1s 858us/step - loss: 0.4265 - accuracy: 0.8009
Epoch 170/500
718/718 [==============================] - 1s 839us/step - loss: 0.4251 - accuracy: 0.8011
Epoch 171/500
718/718 [==============================] - 1s 860us/step - loss: 0.4265 - accuracy: 0.7977
Epoch 172/500
718/718 [==============================] - 1s 830us/step - loss: 0.4265 - accuracy: 0.7983
Epoch 173/500
718/718 [==============================] - 1s 861us/step - loss: 0.4262 - accuracy: 0.7993
Epoch 174/500
718/718 [==============================] - 1s 924us/step - loss: 0.4258 - accuracy: 0.7978
Epoch 175/500
718/718 [==============================] - 1s 845us/step - loss: 0.4256 - accuracy: 0.8017
Epoch 176/500
718/718 [==============================] - 1s 850us/step - loss: 0.4257 - accuracy: 0.8019
Epoch 177/500
718/718 [==============================] - 1s 852us/step - loss: 0.4256 - accuracy: 0.8011
Epoch 178/500
718/718 [==============================] - 1s 834us/step - loss: 0.4260 - accuracy: 0.8012
Epoch 179/500
718/718 [==============================] - 1s 838us/step - loss: 0.4256 - accuracy: 0.8002
Epoch 180/500
718/718 [==============================] - 1s 849us/step - loss: 0.4265 - accuracy: 0.7996
Epoch 181/500
718/718 [==============================] - 1s 840us/step - loss: 0.4256 - accuracy: 0.8017
Epoch 182/500
718/718 [==============================] - 1s 849us/step - loss: 0.4259 - accuracy: 0.8005
Epoch 183/500
718/718 [==============================] - 1s 833us/step - loss: 0.4260 - accuracy: 0.7989
Epoch 184/500
718/718 [==============================] - 1s 860us/step - loss: 0.4254 - accuracy: 0.8007
Epoch 185/500
718/718 [==============================] - 1s 834us/step - loss: 0.4262 - accuracy: 0.7989
Epoch 186/500
718/718 [==============================] - 1s 834us/step - loss: 0.4257 - accuracy: 0.8002
Epoch 187/500
718/718 [==============================] - 1s 899us/step - loss: 0.4258 - accuracy: 0.7973
Epoch 188/500
718/718 [==============================] - 1s 891us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 189/500
718/718 [==============================] - 1s 847us/step - loss: 0.4259 - accuracy: 0.8017
Epoch 190/500
718/718 [==============================] - 1s 838us/step - loss: 0.4260 - accuracy: 0.8010
Epoch 191/500
718/718 [==============================] - 1s 849us/step - loss: 0.4255 - accuracy: 0.7997
Epoch 192/500
718/718 [==============================] - 1s 859us/step - loss: 0.4263 - accuracy: 0.7998
Epoch 193/500
718/718 [==============================] - 1s 842us/step - loss: 0.4260 - accuracy: 0.7990
Epoch 194/500
718/718 [==============================] - 1s 855us/step - loss: 0.4259 - accuracy: 0.8003
Epoch 195/500
718/718 [==============================] - 1s 845us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 196/500
718/718 [==============================] - 1s 848us/step - loss: 0.4259 - accuracy: 0.7994
Epoch 197/500
718/718 [==============================] - 1s 849us/step - loss: 0.4257 - accuracy: 0.7969
Epoch 198/500
718/718 [==============================] - 1s 829us/step - loss: 0.4256 - accuracy: 0.8010
Epoch 199/500
718/718 [==============================] - 1s 852us/step - loss: 0.4261 - accuracy: 0.80100s - loss: 0.4241 - accuracy
Epoch 200/500
718/718 [==============================] - 1s 845us/step - loss: 0.4253 - accuracy: 0.7983
Epoch 201/500
718/718 [==============================] - 1s 835us/step - loss: 0.4256 - accuracy: 0.8012
Epoch 202/500
718/718 [==============================] - 1s 847us/step - loss: 0.4257 - accuracy: 0.8010
Epoch 203/500
718/718 [==============================] - 1s 831us/step - loss: 0.4254 - accuracy: 0.8005
Epoch 204/500
718/718 [==============================] - 1s 844us/step - loss: 0.4254 - accuracy: 0.8017
Epoch 205/500
718/718 [==============================] - 1s 854us/step - loss: 0.4257 - accuracy: 0.8003
Epoch 206/500
718/718 [==============================] - 1s 835us/step - loss: 0.4248 - accuracy: 0.7990
Epoch 207/500
718/718 [==============================] - 1s 858us/step - loss: 0.4259 - accuracy: 0.7983
Epoch 208/500
718/718 [==============================] - 1s 833us/step - loss: 0.4246 - accuracy: 0.8011
Epoch 209/500
718/718 [==============================] - 1s 857us/step - loss: 0.4253 - accuracy: 0.7980
Epoch 210/500
718/718 [==============================] - 1s 852us/step - loss: 0.4254 - accuracy: 0.7997
Epoch 211/500
718/718 [==============================] - 1s 840us/step - loss: 0.4253 - accuracy: 0.8000
Epoch 212/500
718/718 [==============================] - 1s 866us/step - loss: 0.4260 - accuracy: 0.8017
Epoch 213/500
718/718 [==============================] - 1s 900us/step - loss: 0.4256 - accuracy: 0.7991
Epoch 214/500
718/718 [==============================] - 1s 838us/step - loss: 0.4255 - accuracy: 0.7993
Epoch 215/500
718/718 [==============================] - 1s 841us/step - loss: 0.4255 - accuracy: 0.7985
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.8011
Epoch 217/500
718/718 [==============================] - 1s 838us/step - loss: 0.4255 - accuracy: 0.8024
Epoch 218/500
718/718 [==============================] - 1s 840us/step - loss: 0.4253 - accuracy: 0.8022
Epoch 219/500
718/718 [==============================] - 1s 838us/step - loss: 0.4249 - accuracy: 0.7993
Epoch 220/500
718/718 [==============================] - 1s 965us/step - loss: 0.4252 - accuracy: 0.7997
Epoch 221/500
718/718 [==============================] - 1s 873us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 222/500
718/718 [==============================] - 1s 848us/step - loss: 0.4256 - accuracy: 0.8011
Epoch 223/500
718/718 [==============================] - 1s 966us/step - loss: 0.4256 - accuracy: 0.8012
Epoch 224/500
718/718 [==============================] - 1s 941us/step - loss: 0.4253 - accuracy: 0.79980s - loss: 0.4347 - accuracy: 0. - ETA: 0s - loss: 0.4291 - accu
Epoch 225/500
718/718 [==============================] - 1s 832us/step - loss: 0.4263 - accuracy: 0.8009
Epoch 226/500
718/718 [==============================] - 1s 851us/step - loss: 0.4251 - accuracy: 0.8014
Epoch 227/500
718/718 [==============================] - 1s 895us/step - loss: 0.4254 - accuracy: 0.8021
Epoch 228/500
718/718 [==============================] - 1s 873us/step - loss: 0.4254 - accuracy: 0.8016
Epoch 229/500
718/718 [==============================] - 1s 950us/step - loss: 0.4251 - accuracy: 0.7995
Epoch 230/500
718/718 [==============================] - 1s 905us/step - loss: 0.4259 - accuracy: 0.7987
Epoch 231/500
718/718 [==============================] - 1s 854us/step - loss: 0.4251 - accuracy: 0.8005
Epoch 232/500
718/718 [==============================] - 1s 863us/step - loss: 0.4251 - accuracy: 0.8007
Epoch 233/500
718/718 [==============================] - 1s 838us/step - loss: 0.4256 - accuracy: 0.7998
Epoch 234/500
718/718 [==============================] - 1s 873us/step - loss: 0.4254 - accuracy: 0.8024
Epoch 235/500
718/718 [==============================] - 1s 841us/step - loss: 0.4256 - accuracy: 0.8003
Epoch 236/500
718/718 [==============================] - 1s 834us/step - loss: 0.4254 - accuracy: 0.7983
Epoch 237/500
718/718 [==============================] - 1s 851us/step - loss: 0.4251 - accuracy: 0.8002
Epoch 238/500
718/718 [==============================] - 1s 851us/step - loss: 0.4253 - accuracy: 0.8003
Epoch 239/500
718/718 [==============================] - 1s 840us/step - loss: 0.4257 - accuracy: 0.8017
Epoch 240/500
718/718 [==============================] - 1s 866us/step - loss: 0.4248 - accuracy: 0.8019
Epoch 241/500
718/718 [==============================] - 1s 837us/step - loss: 0.4257 - accuracy: 0.8006
Epoch 242/500
718/718 [==============================] - 1s 853us/step - loss: 0.4252 - accuracy: 0.7983
Epoch 243/500
718/718 [==============================] - 1s 843us/step - loss: 0.4249 - accuracy: 0.8004
Epoch 244/500
718/718 [==============================] - 1s 856us/step - loss: 0.4252 - accuracy: 0.8000
Epoch 245/500
718/718 [==============================] - 1s 881us/step - loss: 0.4256 - accuracy: 0.7987
Epoch 246/500
718/718 [==============================] - 1s 840us/step - loss: 0.4250 - accuracy: 0.7998
Epoch 247/500
718/718 [==============================] - 1s 858us/step - loss: 0.4251 - accuracy: 0.8014
Epoch 248/500
718/718 [==============================] - 1s 849us/step - loss: 0.4253 - accuracy: 0.8018
Epoch 249/500
718/718 [==============================] - 1s 833us/step - loss: 0.4247 - accuracy: 0.7993
Epoch 250/500
718/718 [==============================] - 1s 858us/step - loss: 0.4255 - accuracy: 0.8006
Epoch 251/500
718/718 [==============================] - 1s 836us/step - loss: 0.4252 - accuracy: 0.8015
Epoch 252/500
718/718 [==============================] - 1s 893us/step - loss: 0.4259 - accuracy: 0.8004
Epoch 253/500
718/718 [==============================] - 1s 846us/step - loss: 0.4252 - accuracy: 0.7978
Epoch 254/500
718/718 [==============================] - 1s 855us/step - loss: 0.4253 - accuracy: 0.8012
Epoch 255/500
718/718 [==============================] - 1s 864us/step - loss: 0.4256 - accuracy: 0.8000
Epoch 256/500
718/718 [==============================] - 1s 867us/step - loss: 0.4253 - accuracy: 0.8011
Epoch 257/500
718/718 [==============================] - 1s 836us/step - loss: 0.4250 - accuracy: 0.8011
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.7995
Epoch 259/500
718/718 [==============================] - 1s 857us/step - loss: 0.4247 - accuracy: 0.8022
Epoch 260/500
718/718 [==============================] - 1s 854us/step - loss: 0.4245 - accuracy: 0.8023
Epoch 261/500
718/718 [==============================] - 1s 851us/step - loss: 0.4251 - accuracy: 0.8003
Epoch 262/500
718/718 [==============================] - 1s 832us/step - loss: 0.4250 - accuracy: 0.8011
Epoch 263/500
718/718 [==============================] - 1s 858us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 264/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4246 - accuracy: 0.8004
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.7996
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.8003: 0s - loss: 0.4286 - accuracy: 0.79 - ETA: 0s - loss: 0.4272 - ac
Epoch 267/500
718/718 [==============================] - 1s 979us/step - loss: 0.4251 - accuracy: 0.7980
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7996
Epoch 269/500
718/718 [==============================] - 1s 951us/step - loss: 0.4250 - accuracy: 0.7983
Epoch 270/500
718/718 [==============================] - 1s 938us/step - loss: 0.4249 - accuracy: 0.7990
Epoch 271/500
718/718 [==============================] - 1s 934us/step - loss: 0.4244 - accuracy: 0.7987
Epoch 272/500
718/718 [==============================] - 1s 868us/step - loss: 0.4253 - accuracy: 0.7997
Epoch 273/500
718/718 [==============================] - 1s 887us/step - loss: 0.4246 - accuracy: 0.8003
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.8008
Epoch 275/500
718/718 [==============================] - 1s 939us/step - loss: 0.4250 - accuracy: 0.7992
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8004
Epoch 277/500
718/718 [==============================] - 1s 964us/step - loss: 0.4247 - accuracy: 0.8004
Epoch 278/500
718/718 [==============================] - 1s 922us/step - loss: 0.4255 - accuracy: 0.8001
Epoch 279/500
718/718 [==============================] - 1s 860us/step - loss: 0.4251 - accuracy: 0.7998
Epoch 280/500
718/718 [==============================] - 1s 870us/step - loss: 0.4248 - accuracy: 0.7991
Epoch 281/500
718/718 [==============================] - 1s 926us/step - loss: 0.4245 - accuracy: 0.8005
Epoch 282/500
718/718 [==============================] - 1s 883us/step - loss: 0.4250 - accuracy: 0.7991
Epoch 283/500
718/718 [==============================] - 1s 843us/step - loss: 0.4239 - accuracy: 0.8018
Epoch 284/500
718/718 [==============================] - 1s 829us/step - loss: 0.4249 - accuracy: 0.7987
Epoch 285/500
718/718 [==============================] - 1s 888us/step - loss: 0.4250 - accuracy: 0.8016
Epoch 286/500
718/718 [==============================] - 1s 848us/step - loss: 0.4246 - accuracy: 0.7993
Epoch 287/500
718/718 [==============================] - 1s 866us/step - loss: 0.4249 - accuracy: 0.8020
Epoch 288/500
718/718 [==============================] - 1s 852us/step - loss: 0.4248 - accuracy: 0.7990
Epoch 289/500
718/718 [==============================] - 1s 838us/step - loss: 0.4248 - accuracy: 0.8009
Epoch 290/500
718/718 [==============================] - 1s 846us/step - loss: 0.4247 - accuracy: 0.8010
Epoch 291/500
718/718 [==============================] - 1s 835us/step - loss: 0.4244 - accuracy: 0.8007
Epoch 292/500
718/718 [==============================] - 1s 868us/step - loss: 0.4247 - accuracy: 0.7994
Epoch 293/500
718/718 [==============================] - 1s 860us/step - loss: 0.4242 - accuracy: 0.7993
Epoch 294/500
718/718 [==============================] - 1s 834us/step - loss: 0.4245 - accuracy: 0.7990
Epoch 295/500
718/718 [==============================] - 1s 860us/step - loss: 0.4232 - accuracy: 0.7994
Epoch 296/500
718/718 [==============================] - 1s 842us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 297/500
718/718 [==============================] - 1s 854us/step - loss: 0.4249 - accuracy: 0.8003
Epoch 298/500
718/718 [==============================] - 1s 858us/step - loss: 0.4245 - accuracy: 0.8000
Epoch 299/500
718/718 [==============================] - 1s 839us/step - loss: 0.4243 - accuracy: 0.8010
Epoch 300/500
718/718 [==============================] - 1s 872us/step - loss: 0.4241 - accuracy: 0.7987
Epoch 301/500
718/718 [==============================] - 1s 842us/step - loss: 0.4248 - accuracy: 0.7983
Epoch 302/500
718/718 [==============================] - 1s 834us/step - loss: 0.4251 - accuracy: 0.7993
Epoch 303/500
718/718 [==============================] - 1s 857us/step - loss: 0.4244 - accuracy: 0.7993
Epoch 304/500
718/718 [==============================] - 1s 842us/step - loss: 0.4242 - accuracy: 0.8003
Epoch 305/500
718/718 [==============================] - 1s 871us/step - loss: 0.4243 - accuracy: 0.8016
Epoch 306/500
718/718 [==============================] - 1s 881us/step - loss: 0.4246 - accuracy: 0.8014
Epoch 307/500
718/718 [==============================] - 1s 839us/step - loss: 0.4247 - accuracy: 0.8010
Epoch 308/500
718/718 [==============================] - 1s 848us/step - loss: 0.4242 - accuracy: 0.7993
Epoch 309/500
718/718 [==============================] - 1s 850us/step - loss: 0.4243 - accuracy: 0.8036
Epoch 310/500
718/718 [==============================] - 1s 843us/step - loss: 0.4248 - accuracy: 0.7998
Epoch 311/500
718/718 [==============================] - 1s 853us/step - loss: 0.4241 - accuracy: 0.8016
Epoch 312/500
718/718 [==============================] - 1s 831us/step - loss: 0.4242 - accuracy: 0.8004
Epoch 313/500
718/718 [==============================] - 1s 861us/step - loss: 0.4243 - accuracy: 0.8006
Epoch 314/500
718/718 [==============================] - 1s 847us/step - loss: 0.4244 - accuracy: 0.8001
Epoch 315/500
718/718 [==============================] - 1s 851us/step - loss: 0.4245 - accuracy: 0.7993
Epoch 316/500
718/718 [==============================] - 1s 865us/step - loss: 0.4237 - accuracy: 0.8001
Epoch 317/500
718/718 [==============================] - 1s 839us/step - loss: 0.4245 - accuracy: 0.7990
Epoch 318/500
718/718 [==============================] - 1s 851us/step - loss: 0.4239 - accuracy: 0.8021
Epoch 319/500
718/718 [==============================] - 1s 877us/step - loss: 0.4246 - accuracy: 0.7989
Epoch 320/500
718/718 [==============================] - 1s 836us/step - loss: 0.4243 - accuracy: 0.8017
Epoch 321/500
718/718 [==============================] - 1s 861us/step - loss: 0.4243 - accuracy: 0.7997
Epoch 322/500
718/718 [==============================] - 1s 831us/step - loss: 0.4241 - accuracy: 0.8009
Epoch 323/500
718/718 [==============================] - 1s 855us/step - loss: 0.4246 - accuracy: 0.79890s - loss: 0.4222 - accuracy: 
Epoch 324/500
718/718 [==============================] - 1s 846us/step - loss: 0.4241 - accuracy: 0.8022
Epoch 325/500
718/718 [==============================] - 1s 829us/step - loss: 0.4242 - accuracy: 0.8001
Epoch 326/500
718/718 [==============================] - 1s 854us/step - loss: 0.4239 - accuracy: 0.8030
Epoch 327/500
718/718 [==============================] - 1s 871us/step - loss: 0.4242 - accuracy: 0.8006
Epoch 328/500
718/718 [==============================] - 1s 833us/step - loss: 0.4246 - accuracy: 0.8006
Epoch 329/500
718/718 [==============================] - 1s 857us/step - loss: 0.4238 - accuracy: 0.7997
Epoch 330/500
718/718 [==============================] - 1s 963us/step - loss: 0.4244 - accuracy: 0.7994
Epoch 331/500
718/718 [==============================] - 1s 832us/step - loss: 0.4233 - accuracy: 0.8015
Epoch 332/500
718/718 [==============================] - 1s 863us/step - loss: 0.4241 - accuracy: 0.7990
Epoch 333/500
718/718 [==============================] - 1s 838us/step - loss: 0.4244 - accuracy: 0.8006
Epoch 334/500
718/718 [==============================] - 1s 845us/step - loss: 0.4241 - accuracy: 0.8003
Epoch 335/500
718/718 [==============================] - 1s 846us/step - loss: 0.4244 - accuracy: 0.8003
Epoch 336/500
718/718 [==============================] - 1s 849us/step - loss: 0.4243 - accuracy: 0.7998
Epoch 337/500
718/718 [==============================] - 1s 853us/step - loss: 0.4240 - accuracy: 0.7997
Epoch 338/500
718/718 [==============================] - 1s 835us/step - loss: 0.4240 - accuracy: 0.7996
Epoch 339/500
718/718 [==============================] - 1s 841us/step - loss: 0.4242 - accuracy: 0.7995
Epoch 340/500
718/718 [==============================] - 1s 841us/step - loss: 0.4239 - accuracy: 0.8001
Epoch 341/500
718/718 [==============================] - 1s 862us/step - loss: 0.4245 - accuracy: 0.7988
Epoch 342/500
718/718 [==============================] - 1s 845us/step - loss: 0.4245 - accuracy: 0.7998
Epoch 343/500
718/718 [==============================] - 1s 828us/step - loss: 0.4242 - accuracy: 0.8024
Epoch 344/500
718/718 [==============================] - 1s 841us/step - loss: 0.4234 - accuracy: 0.8025
Epoch 345/500
718/718 [==============================] - 1s 829us/step - loss: 0.4233 - accuracy: 0.7999
Epoch 346/500
718/718 [==============================] - 1s 826us/step - loss: 0.4247 - accuracy: 0.7982
Epoch 347/500
718/718 [==============================] - 1s 834us/step - loss: 0.4240 - accuracy: 0.8000
Epoch 348/500
718/718 [==============================] - 1s 821us/step - loss: 0.4245 - accuracy: 0.7992
Epoch 349/500
718/718 [==============================] - 1s 859us/step - loss: 0.4247 - accuracy: 0.7990
Epoch 350/500
718/718 [==============================] - 1s 846us/step - loss: 0.4243 - accuracy: 0.8002
Epoch 351/500
718/718 [==============================] - 1s 822us/step - loss: 0.4238 - accuracy: 0.7997
Epoch 352/500
718/718 [==============================] - 1s 876us/step - loss: 0.4239 - accuracy: 0.8003
Epoch 353/500
718/718 [==============================] - 1s 828us/step - loss: 0.4241 - accuracy: 0.7990
Epoch 354/500
718/718 [==============================] - 1s 862us/step - loss: 0.4242 - accuracy: 0.8003
Epoch 355/500
718/718 [==============================] - 1s 840us/step - loss: 0.4236 - accuracy: 0.8041
Epoch 356/500
718/718 [==============================] - 1s 829us/step - loss: 0.4242 - accuracy: 0.7983
Epoch 357/500
718/718 [==============================] - 1s 840us/step - loss: 0.4238 - accuracy: 0.8004
Epoch 358/500
718/718 [==============================] - 1s 822us/step - loss: 0.4242 - accuracy: 0.7997
Epoch 359/500
718/718 [==============================] - 1s 820us/step - loss: 0.4240 - accuracy: 0.8009
Epoch 360/500
718/718 [==============================] - 1s 845us/step - loss: 0.4235 - accuracy: 0.8009
Epoch 361/500
718/718 [==============================] - 1s 800us/step - loss: 0.4245 - accuracy: 0.7994
Epoch 362/500
718/718 [==============================] - 1s 823us/step - loss: 0.4240 - accuracy: 0.8002
Epoch 363/500
718/718 [==============================] - 1s 854us/step - loss: 0.4241 - accuracy: 0.7983
Epoch 364/500
718/718 [==============================] - 1s 861us/step - loss: 0.4241 - accuracy: 0.8003
Epoch 365/500
718/718 [==============================] - 1s 858us/step - loss: 0.4236 - accuracy: 0.7995
Epoch 366/500
718/718 [==============================] - 1s 836us/step - loss: 0.4242 - accuracy: 0.7997
Epoch 367/500
718/718 [==============================] - 1s 845us/step - loss: 0.4241 - accuracy: 0.7990
Epoch 368/500
718/718 [==============================] - 1s 841us/step - loss: 0.4242 - accuracy: 0.8015
Epoch 369/500
718/718 [==============================] - 1s 845us/step - loss: 0.4239 - accuracy: 0.79970s - loss: 0.412
Epoch 370/500
718/718 [==============================] - 1s 865us/step - loss: 0.4241 - accuracy: 0.7999
Epoch 371/500
718/718 [==============================] - 1s 850us/step - loss: 0.4242 - accuracy: 0.79800s - loss: 0.4256 - ac
Epoch 372/500
718/718 [==============================] - 1s 847us/step - loss: 0.4242 - accuracy: 0.8005
Epoch 373/500
718/718 [==============================] - 1s 853us/step - loss: 0.4244 - accuracy: 0.7990
Epoch 374/500
718/718 [==============================] - 1s 840us/step - loss: 0.4241 - accuracy: 0.7978
Epoch 375/500
718/718 [==============================] - 1s 851us/step - loss: 0.4242 - accuracy: 0.7997
Epoch 376/500
718/718 [==============================] - 1s 848us/step - loss: 0.4237 - accuracy: 0.7994
Epoch 377/500
718/718 [==============================] - 1s 837us/step - loss: 0.4240 - accuracy: 0.7995
Epoch 378/500
718/718 [==============================] - 1s 829us/step - loss: 0.4237 - accuracy: 0.7998
Epoch 379/500
718/718 [==============================] - 1s 863us/step - loss: 0.4236 - accuracy: 0.8011
Epoch 380/500
718/718 [==============================] - 1s 842us/step - loss: 0.4239 - accuracy: 0.7998
Epoch 381/500
718/718 [==============================] - 1s 839us/step - loss: 0.4240 - accuracy: 0.7999
Epoch 382/500
718/718 [==============================] - 1s 848us/step - loss: 0.4239 - accuracy: 0.8010
Epoch 383/500
718/718 [==============================] - 1s 922us/step - loss: 0.4236 - accuracy: 0.7990
Epoch 384/500
718/718 [==============================] - 1s 856us/step - loss: 0.4237 - accuracy: 0.8010
Epoch 385/500
718/718 [==============================] - 1s 861us/step - loss: 0.4239 - accuracy: 0.7989
Epoch 386/500
718/718 [==============================] - 1s 839us/step - loss: 0.4238 - accuracy: 0.8011
Epoch 387/500
718/718 [==============================] - 1s 839us/step - loss: 0.4238 - accuracy: 0.79970s - loss: 0.4173 - ac
Epoch 388/500
718/718 [==============================] - 1s 852us/step - loss: 0.4237 - accuracy: 0.8021
Epoch 389/500
718/718 [==============================] - 1s 832us/step - loss: 0.4240 - accuracy: 0.7997
Epoch 390/500
718/718 [==============================] - 1s 858us/step - loss: 0.4233 - accuracy: 0.8000
Epoch 391/500
718/718 [==============================] - 1s 846us/step - loss: 0.4238 - accuracy: 0.8010
Epoch 392/500
718/718 [==============================] - 1s 840us/step - loss: 0.4243 - accuracy: 0.8011
Epoch 393/500
718/718 [==============================] - 1s 842us/step - loss: 0.4240 - accuracy: 0.7993
Epoch 394/500
718/718 [==============================] - 1s 829us/step - loss: 0.4231 - accuracy: 0.7999
Epoch 395/500
718/718 [==============================] - 1s 851us/step - loss: 0.4242 - accuracy: 0.7992
Epoch 396/500
718/718 [==============================] - 1s 851us/step - loss: 0.4234 - accuracy: 0.8014
Epoch 397/500
718/718 [==============================] - 1s 868us/step - loss: 0.4240 - accuracy: 0.7999
Epoch 398/500
718/718 [==============================] - 1s 845us/step - loss: 0.4236 - accuracy: 0.7995
Epoch 399/500
718/718 [==============================] - 1s 835us/step - loss: 0.4233 - accuracy: 0.8017
Epoch 400/500
718/718 [==============================] - 1s 852us/step - loss: 0.4235 - accuracy: 0.7990
Epoch 401/500
718/718 [==============================] - 1s 856us/step - loss: 0.4233 - accuracy: 0.8001
Epoch 402/500
718/718 [==============================] - 1s 841us/step - loss: 0.4238 - accuracy: 0.7987
Epoch 403/500
718/718 [==============================] - 1s 858us/step - loss: 0.4236 - accuracy: 0.8002
Epoch 404/500
718/718 [==============================] - 1s 880us/step - loss: 0.4235 - accuracy: 0.8011
Epoch 405/500
718/718 [==============================] - 1s 833us/step - loss: 0.4237 - accuracy: 0.8015
Epoch 406/500
718/718 [==============================] - 1s 855us/step - loss: 0.4236 - accuracy: 0.8018
Epoch 407/500
718/718 [==============================] - 1s 832us/step - loss: 0.4241 - accuracy: 0.8010
Epoch 408/500
718/718 [==============================] - 1s 866us/step - loss: 0.4244 - accuracy: 0.7991
Epoch 409/500
718/718 [==============================] - 1s 845us/step - loss: 0.4240 - accuracy: 0.8022
Epoch 410/500
718/718 [==============================] - 1s 848us/step - loss: 0.4241 - accuracy: 0.7990
Epoch 411/500
718/718 [==============================] - 1s 862us/step - loss: 0.4229 - accuracy: 0.8022
Epoch 412/500
718/718 [==============================] - 1s 839us/step - loss: 0.4237 - accuracy: 0.8017
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8026
Epoch 414/500
718/718 [==============================] - 1s 847us/step - loss: 0.4238 - accuracy: 0.8029
Epoch 415/500
718/718 [==============================] - 1s 831us/step - loss: 0.4239 - accuracy: 0.7981
Epoch 416/500
718/718 [==============================] - 1s 854us/step - loss: 0.4239 - accuracy: 0.7992
Epoch 417/500
718/718 [==============================] - 1s 848us/step - loss: 0.4238 - accuracy: 0.7998
Epoch 418/500
718/718 [==============================] - 1s 834us/step - loss: 0.4230 - accuracy: 0.8016
Epoch 419/500
718/718 [==============================] - 1s 917us/step - loss: 0.4235 - accuracy: 0.8006
Epoch 420/500
718/718 [==============================] - 1s 934us/step - loss: 0.4237 - accuracy: 0.8003
Epoch 421/500
718/718 [==============================] - 1s 852us/step - loss: 0.4238 - accuracy: 0.8003
Epoch 422/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4236 - accuracy: 0.8002
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8003
Epoch 424/500
718/718 [==============================] - 1s 963us/step - loss: 0.4236 - accuracy: 0.8023
Epoch 425/500
718/718 [==============================] - 1s 967us/step - loss: 0.4240 - accuracy: 0.7983
Epoch 426/500
718/718 [==============================] - 1s 896us/step - loss: 0.4231 - accuracy: 0.8006
Epoch 427/500
718/718 [==============================] - 1s 881us/step - loss: 0.4240 - accuracy: 0.8012
Epoch 428/500
718/718 [==============================] - 1s 853us/step - loss: 0.4246 - accuracy: 0.7996
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8013
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8003: 1s -
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8007
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.8004
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8015
Epoch 434/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4239 - accuracy: 0.8007: 0s - loss: 0.425
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.7987
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7995
Epoch 437/500
718/718 [==============================] - 1s 988us/step - loss: 0.4230 - accuracy: 0.8016
Epoch 438/500
718/718 [==============================] - 1s 963us/step - loss: 0.4237 - accuracy: 0.7997
Epoch 439/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4235 - accuracy: 0.8004
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7993
Epoch 441/500
718/718 [==============================] - 1s 934us/step - loss: 0.4237 - accuracy: 0.7990
Epoch 442/500
718/718 [==============================] - 1s 899us/step - loss: 0.4239 - accuracy: 0.7986
Epoch 443/500
718/718 [==============================] - 1s 905us/step - loss: 0.4237 - accuracy: 0.8003
Epoch 444/500
718/718 [==============================] - 1s 965us/step - loss: 0.4238 - accuracy: 0.8021
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8010
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8013
Epoch 447/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4222 - accuracy: 0.7997
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.7991
Epoch 449/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4230 - accuracy: 0.8006
Epoch 450/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4241 - accuracy: 0.8017
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7990
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.7997
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8004
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8000
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7998
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.8005
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.7990
Epoch 458/500
718/718 [==============================] - 1s 983us/step - loss: 0.4242 - accuracy: 0.7994
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.7999
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.8020
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7991
Epoch 462/500
718/718 [==============================] - 1s 923us/step - loss: 0.4235 - accuracy: 0.79980s - loss: 0.4208 - 
Epoch 463/500
718/718 [==============================] - 1s 995us/step - loss: 0.4238 - accuracy: 0.7985
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.8003
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8017
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7983
Epoch 467/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4228 - accuracy: 0.7976
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.7968
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8001
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.7990
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8003
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8018
Epoch 473/500
718/718 [==============================] - 1s 923us/step - loss: 0.4240 - accuracy: 0.8002
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8010
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4233 - accuracy: 0.8011
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.7992
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4233 - accuracy: 0.8005: 0s - loss: 0.4233 - accuracy: 0.
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8005
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.7997
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8015
Epoch 481/500
718/718 [==============================] - 1s 921us/step - loss: 0.4235 - accuracy: 0.8007
Epoch 482/500
718/718 [==============================] - 1s 836us/step - loss: 0.4235 - accuracy: 0.8006
Epoch 483/500
718/718 [==============================] - 1s 872us/step - loss: 0.4236 - accuracy: 0.8000
Epoch 484/500
718/718 [==============================] - 1s 856us/step - loss: 0.4234 - accuracy: 0.7972
Epoch 485/500
718/718 [==============================] - 1s 839us/step - loss: 0.4232 - accuracy: 0.7981
Epoch 486/500
718/718 [==============================] - 1s 846us/step - loss: 0.4234 - accuracy: 0.7975
Epoch 487/500
718/718 [==============================] - 1s 863us/step - loss: 0.4228 - accuracy: 0.7990
Epoch 488/500
718/718 [==============================] - 1s 865us/step - loss: 0.4238 - accuracy: 0.8023
Epoch 489/500
718/718 [==============================] - 1s 853us/step - loss: 0.4234 - accuracy: 0.7998
Epoch 490/500
718/718 [==============================] - 1s 865us/step - loss: 0.4238 - accuracy: 0.7985
Epoch 491/500
718/718 [==============================] - 1s 865us/step - loss: 0.4237 - accuracy: 0.7991
Epoch 492/500
718/718 [==============================] - 1s 838us/step - loss: 0.4235 - accuracy: 0.79950s - loss: 0.4215 - accuracy: 0.
Epoch 493/500
718/718 [==============================] - 1s 861us/step - loss: 0.4227 - accuracy: 0.8000
Epoch 494/500
718/718 [==============================] - 1s 857us/step - loss: 0.4237 - accuracy: 0.7994
Epoch 495/500
718/718 [==============================] - 1s 836us/step - loss: 0.4236 - accuracy: 0.8011
Epoch 496/500
718/718 [==============================] - 1s 862us/step - loss: 0.4231 - accuracy: 0.7996
Epoch 497/500
718/718 [==============================] - 1s 857us/step - loss: 0.4236 - accuracy: 0.7991
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8000
Epoch 499/500
718/718 [==============================] - 1s 901us/step - loss: 0.4230 - accuracy: 0.7996
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8003
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6389 - accuracy: 0.6852: 0s - loss: 0.6478 - accuracy
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5834 - accuracy: 0.7281
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5612 - accuracy: 0.7371: 0s - l
Epoch 4/500
718/718 [==============================] - 1s 977us/step - loss: 0.5401 - accuracy: 0.7481
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5224 - accuracy: 0.7559
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5096 - accuracy: 0.7603
Epoch 7/500
718/718 [==============================] - 1s 923us/step - loss: 0.5006 - accuracy: 0.7652
Epoch 8/500
718/718 [==============================] - 1s 893us/step - loss: 0.4913 - accuracy: 0.7697
Epoch 9/500
718/718 [==============================] - 1s 868us/step - loss: 0.4826 - accuracy: 0.7773
Epoch 10/500
718/718 [==============================] - 1s 858us/step - loss: 0.4750 - accuracy: 0.7791
Epoch 11/500
718/718 [==============================] - 1s 895us/step - loss: 0.4669 - accuracy: 0.7847
Epoch 12/500
718/718 [==============================] - 1s 867us/step - loss: 0.4608 - accuracy: 0.7818
Epoch 13/500
718/718 [==============================] - 1s 875us/step - loss: 0.4565 - accuracy: 0.7841
Epoch 14/500
718/718 [==============================] - 1s 904us/step - loss: 0.4541 - accuracy: 0.7849
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7868
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7864
Epoch 17/500
718/718 [==============================] - 1s 994us/step - loss: 0.4493 - accuracy: 0.7881
Epoch 18/500
718/718 [==============================] - 1s 945us/step - loss: 0.4486 - accuracy: 0.7887
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7859
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7902
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4461 - accuracy: 0.7891
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7884
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7903
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7895
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7904
Epoch 26/500
718/718 [==============================] - 1s 968us/step - loss: 0.4444 - accuracy: 0.7899
Epoch 27/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4438 - accuracy: 0.7907
Epoch 28/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4430 - accuracy: 0.7900: 0s - loss: 0.4430 - accuracy: 0.79
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7913
Epoch 30/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4431 - accuracy: 0.7915
Epoch 31/500
718/718 [==============================] - 1s 891us/step - loss: 0.4421 - accuracy: 0.7901
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7888
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7886
Epoch 34/500
718/718 [==============================] - 1s 945us/step - loss: 0.4418 - accuracy: 0.7903
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7922
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7889
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7875
Epoch 38/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4409 - accuracy: 0.7894
Epoch 39/500
718/718 [==============================] - 1s 976us/step - loss: 0.4407 - accuracy: 0.7891
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7895
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7921
Epoch 42/500
718/718 [==============================] - 1s 962us/step - loss: 0.4392 - accuracy: 0.7911
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7902
Epoch 44/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4381 - accuracy: 0.7918
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7897
Epoch 46/500
718/718 [==============================] - 1s 922us/step - loss: 0.4380 - accuracy: 0.7917
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7942
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7945: 0s - loss: 0.4367 - accuracy: 0.79 - ETA: 0s - loss: 0.4372 - accuracy: 0.79
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7941
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7921
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7945: 0s - loss: 0.4359 - accuracy: 
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7953
Epoch 53/500
718/718 [==============================] - 1s 945us/step - loss: 0.4360 - accuracy: 0.7929
Epoch 54/500
718/718 [==============================] - 1s 948us/step - loss: 0.4360 - accuracy: 0.7943
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7922
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7949
Epoch 57/500
718/718 [==============================] - 1s 988us/step - loss: 0.4356 - accuracy: 0.7930
Epoch 58/500
718/718 [==============================] - 1s 923us/step - loss: 0.4346 - accuracy: 0.7935
Epoch 59/500
718/718 [==============================] - 1s 954us/step - loss: 0.4358 - accuracy: 0.7958
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7960
Epoch 61/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4347 - accuracy: 0.7965
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7954
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7932: 0s - loss: 0
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7954: 0s - loss: 0.4352 - accuracy
Epoch 65/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4349 - accuracy: 0.7940
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7945
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7919
Epoch 68/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4341 - accuracy: 0.7953
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7960
Epoch 70/500
718/718 [==============================] - 1s 998us/step - loss: 0.4343 - accuracy: 0.7940
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7954
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7925
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7960
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7942
Epoch 75/500
718/718 [==============================] - 1s 931us/step - loss: 0.4330 - accuracy: 0.7927
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7959
Epoch 77/500
718/718 [==============================] - 1s 979us/step - loss: 0.4335 - accuracy: 0.7960
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7965
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7968
Epoch 80/500
718/718 [==============================] - 1s 966us/step - loss: 0.4328 - accuracy: 0.7950
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7956
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7950: 0s - loss: 0.4293 - 
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7977
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7941
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7949
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7948
Epoch 87/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4322 - accuracy: 0.7971
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7960
Epoch 89/500
718/718 [==============================] - 1s 970us/step - loss: 0.4333 - accuracy: 0.7956
Epoch 90/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4331 - accuracy: 0.7963
Epoch 91/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4317 - accuracy: 0.7976
Epoch 92/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4327 - accuracy: 0.7975
Epoch 93/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.7960
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7956
Epoch 95/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4326 - accuracy: 0.7950
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7979
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7959
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7939
Epoch 99/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7968
Epoch 100/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7966
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7980
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7957
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7955
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7949
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7953
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7987
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7963
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7977: 0s - loss: 0.4374 - 
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7960
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7958
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7983
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7960
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7959
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7975
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7975
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7992
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7941
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7983
Epoch 119/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7982
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7950
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7950
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7990
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7969
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7948: 0s - loss: 0.4326 - accuracy: 0.
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7950
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7968
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7957
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7970
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7955
Epoch 130/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.7969
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7978
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7976
Epoch 133/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4303 - accuracy: 0.7966
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7976
Epoch 135/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7976: 0s - loss: 0.4332 - accuracy: 
Epoch 136/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7969
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7966: 0s - loss: 0.4275 - accuracy: 0.80 - ETA: 0s - loss: 0.4268 - accuracy: 0.80 - ETA: 0s - l
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7955
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7966
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7983
Epoch 141/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7961
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7965
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8012
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7958
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7980
Epoch 146/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4298 - accuracy: 0.7965
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7979
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7949
Epoch 149/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.7947: 0s - loss: 0.4289 - accura
Epoch 150/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7965
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7969
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7975
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7970
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7982
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7963
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7942
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7945
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7965
Epoch 159/500
718/718 [==============================] - 1s 931us/step - loss: 0.4298 - accuracy: 0.8004
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7987: 0s - loss: 0.4286 - accuracy: 0.
Epoch 161/500
718/718 [==============================] - 1s 932us/step - loss: 0.4298 - accuracy: 0.7956
Epoch 162/500
718/718 [==============================] - 1s 891us/step - loss: 0.4302 - accuracy: 0.7957
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7963: 0s - loss: 0.438
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7968
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7976
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7968
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7962
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7957: 0s - loss: 0
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7997: 0s - loss: 0.4309 - 
Epoch 170/500
718/718 [==============================] - 1s 923us/step - loss: 0.4294 - accuracy: 0.7979
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7976
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7971: 0s - loss: 0.4303 
Epoch 173/500
718/718 [==============================] - 1s 966us/step - loss: 0.4303 - accuracy: 0.7965
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7992
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7970
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7971
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7980
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7974
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7956
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7942
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7978
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7949
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7984
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7986
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7977
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7979
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7969
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8000
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7987
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7982: 0s - loss: 0.4257 - accuracy: 0.79 - ETA: 0s - loss: 0.4261 - ac
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7968
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7970
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7972
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7961
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7968
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7957
Epoch 197/500
718/718 [==============================] - 1s 912us/step - loss: 0.4289 - accuracy: 0.7961
Epoch 198/500
718/718 [==============================] - 1s 871us/step - loss: 0.4301 - accuracy: 0.7965
Epoch 199/500
718/718 [==============================] - 1s 859us/step - loss: 0.4296 - accuracy: 0.7977
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7983
Epoch 201/500
718/718 [==============================] - 1s 953us/step - loss: 0.4292 - accuracy: 0.79560s - loss: 0.4274 - accuracy: 0.79
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7987
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7953
Epoch 204/500
718/718 [==============================] - 1s 961us/step - loss: 0.4290 - accuracy: 0.7992
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7967
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7969
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7973
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7970
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7978: 0s - loss: 0.4291 - accuracy: 0.79
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7988
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7961
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7958
Epoch 213/500
718/718 [==============================] - 1s 951us/step - loss: 0.4288 - accuracy: 0.7983
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7983
Epoch 215/500
718/718 [==============================] - 1s 947us/step - loss: 0.4292 - accuracy: 0.7990
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7970
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7981
Epoch 218/500
718/718 [==============================] - 1s 923us/step - loss: 0.4283 - accuracy: 0.7957
Epoch 219/500
718/718 [==============================] - 1s 998us/step - loss: 0.4292 - accuracy: 0.7979
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7951: 0s - loss: 0.4266 - accura
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7963: 0s - loss: 0.4303 - accuracy: 0.
Epoch 222/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7977
Epoch 223/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7974
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7969
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7961
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7975
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7993
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8002
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7963
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7977
Epoch 231/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7993
Epoch 232/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.8003
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7980
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7971
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8009
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7953
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8000
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7980
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7973
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7976
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7957
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7963
Epoch 243/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7999
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7976
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7971
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7984
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7984
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7968
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7983
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7968
Epoch 251/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4286 - accuracy: 0.7997
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7984
Epoch 253/500
718/718 [==============================] - 1s 926us/step - loss: 0.4280 - accuracy: 0.7981
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7987
Epoch 255/500
718/718 [==============================] - 1s 932us/step - loss: 0.4288 - accuracy: 0.7986
Epoch 256/500
718/718 [==============================] - 1s 882us/step - loss: 0.4281 - accuracy: 0.7978
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7973: 0s - loss: 0.4237 - accuracy
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7971
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7990: 0s - loss: 0.4259 
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7966
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7970: 0s - loss: 0.427
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7976
Epoch 263/500
718/718 [==============================] - 1s 921us/step - loss: 0.4288 - accuracy: 0.7976
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7980
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8002
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8002: 0s - loss: 0.4322 - 
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7978
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7983: 0s - loss: 0.4304 - accuracy: 0.79
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7973
Epoch 270/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7973: 0s -
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7984
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7976
Epoch 273/500
718/718 [==============================] - 1s 937us/step - loss: 0.4288 - accuracy: 0.7980
Epoch 274/500
718/718 [==============================] - 1s 890us/step - loss: 0.4279 - accuracy: 0.7975
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7971
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7974: 0s - loss: 0.4285 - accuracy: 0.79
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7966
Epoch 278/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7967
Epoch 279/500
718/718 [==============================] - 1s 997us/step - loss: 0.4285 - accuracy: 0.7987
Epoch 280/500
718/718 [==============================] - 1s 982us/step - loss: 0.4288 - accuracy: 0.7947
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7977
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7974
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7982
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7969
Epoch 285/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7993
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7983
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7962
Epoch 288/500
718/718 [==============================] - 1s 922us/step - loss: 0.4281 - accuracy: 0.7983
Epoch 289/500
718/718 [==============================] - 1s 894us/step - loss: 0.4280 - accuracy: 0.7975
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7993
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7973
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7977
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7982
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7992
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7985
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7968
Epoch 297/500
718/718 [==============================] - 1s 973us/step - loss: 0.4277 - accuracy: 0.7968
Epoch 298/500
718/718 [==============================] - 1s 967us/step - loss: 0.4278 - accuracy: 0.7973
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7979: 0s - loss: 0.4302 - accuracy
Epoch 300/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7957: 0s - loss: 0.423
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7980
Epoch 302/500
718/718 [==============================] - 1s 927us/step - loss: 0.4282 - accuracy: 0.7980
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7965
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7981
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7976: 0s - loss: 0.4315 - accuracy: 
Epoch 306/500
718/718 [==============================] - 1s 998us/step - loss: 0.4278 - accuracy: 0.7988
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7988
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7976
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7964
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7956: 0s - loss: 0.4303 - accura
Epoch 311/500
718/718 [==============================] - 1s 881us/step - loss: 0.4289 - accuracy: 0.7962
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7977
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7985
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7987: 0s - loss: 0.4280 - accuracy: 0.
Epoch 315/500
718/718 [==============================] - 1s 881us/step - loss: 0.4282 - accuracy: 0.7988
Epoch 316/500
718/718 [==============================] - 1s 889us/step - loss: 0.4276 - accuracy: 0.7977
Epoch 317/500
718/718 [==============================] - 1s 893us/step - loss: 0.4288 - accuracy: 0.8012
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7975
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7968
Epoch 320/500
718/718 [==============================] - 1s 990us/step - loss: 0.4278 - accuracy: 0.7988
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7997
Epoch 322/500
718/718 [==============================] - 1s 929us/step - loss: 0.4286 - accuracy: 0.7965
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7996
Epoch 324/500
718/718 [==============================] - 1s 973us/step - loss: 0.4286 - accuracy: 0.7970
Epoch 325/500
718/718 [==============================] - 1s 889us/step - loss: 0.4280 - accuracy: 0.7970
Epoch 326/500
718/718 [==============================] - 1s 929us/step - loss: 0.4283 - accuracy: 0.7986
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7972: 0s - loss: 0.4224 - 
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8001
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7969
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7992
Epoch 331/500
718/718 [==============================] - 1s 964us/step - loss: 0.4274 - accuracy: 0.7990
Epoch 332/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7967
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7988
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7973
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7976
Epoch 336/500
718/718 [==============================] - 1s 984us/step - loss: 0.4274 - accuracy: 0.7967
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7986
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7969
Epoch 339/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.8004
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7972
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7979
Epoch 342/500
718/718 [==============================] - 1s 967us/step - loss: 0.4281 - accuracy: 0.7974
Epoch 343/500
718/718 [==============================] - 1s 918us/step - loss: 0.4281 - accuracy: 0.7941
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7982
Epoch 345/500
718/718 [==============================] - 1s 963us/step - loss: 0.4279 - accuracy: 0.7980
Epoch 346/500
718/718 [==============================] - 1s 925us/step - loss: 0.4281 - accuracy: 0.79820s - loss: 0.4316 - ac
Epoch 347/500
718/718 [==============================] - 1s 887us/step - loss: 0.4273 - accuracy: 0.8003
Epoch 348/500
718/718 [==============================] - 1s 890us/step - loss: 0.4272 - accuracy: 0.7962
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7982
Epoch 350/500
718/718 [==============================] - 1s 927us/step - loss: 0.4287 - accuracy: 0.7996
Epoch 351/500
718/718 [==============================] - 1s 902us/step - loss: 0.4282 - accuracy: 0.7976
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7990
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8003
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7991: 0s - loss: 0.4341 - ac
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7985: 0s - loss: 0.4284 - accura
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7986
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7977
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7990
Epoch 359/500
718/718 [==============================] - 1s 916us/step - loss: 0.4273 - accuracy: 0.79580s - loss: 0.4291 - 
Epoch 360/500
718/718 [==============================] - 1s 876us/step - loss: 0.4276 - accuracy: 0.8018
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7975
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7982
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7983
Epoch 364/500
718/718 [==============================] - 1s 951us/step - loss: 0.4280 - accuracy: 0.7969
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7990
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7991
Epoch 367/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7976
Epoch 368/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7989
Epoch 369/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.8002
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8000
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7964
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7991
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7976
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7987
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7977
Epoch 376/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7951
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7990
Epoch 378/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7988
Epoch 379/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7982
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8000
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7974
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7996
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7978
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7995: 0s - loss: 0.4207 
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8013
Epoch 386/500
718/718 [==============================] - 1s 913us/step - loss: 0.4278 - accuracy: 0.7989
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7979
Epoch 388/500
718/718 [==============================] - 1s 922us/step - loss: 0.4272 - accuracy: 0.7995
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7986
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7996
Epoch 391/500
718/718 [==============================] - 1s 913us/step - loss: 0.4278 - accuracy: 0.7936
Epoch 392/500
718/718 [==============================] - 1s 877us/step - loss: 0.4270 - accuracy: 0.7993
Epoch 393/500
718/718 [==============================] - 1s 890us/step - loss: 0.4282 - accuracy: 0.7957
Epoch 394/500
718/718 [==============================] - 1s 882us/step - loss: 0.4281 - accuracy: 0.8007
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7990: 0s - loss: 0.4273 - ac
Epoch 396/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.7991
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7988
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7988: 0s - loss: 0.4266 - accuracy: 0.
Epoch 399/500
718/718 [==============================] - 1s 957us/step - loss: 0.4268 - accuracy: 0.7966
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7958
Epoch 401/500
718/718 [==============================] - 1s 936us/step - loss: 0.4279 - accuracy: 0.7971
Epoch 402/500
718/718 [==============================] - 1s 903us/step - loss: 0.4276 - accuracy: 0.7978
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7998
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8015
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7984
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7983
Epoch 407/500
718/718 [==============================] - 1s 971us/step - loss: 0.4280 - accuracy: 0.7973
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8003
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7963: 
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7975: 0s - loss: 0.4228 - 
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7963
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7971
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7996
Epoch 414/500
718/718 [==============================] - 1s 943us/step - loss: 0.4280 - accuracy: 0.7992
Epoch 415/500
718/718 [==============================] - 1s 905us/step - loss: 0.4284 - accuracy: 0.7995
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7984: 0s - loss: 0.4259 - accuracy: 0.
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7966
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7951
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7975
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7997
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7997
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7984
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7983
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7968
Epoch 425/500
718/718 [==============================] - 1s 896us/step - loss: 0.4276 - accuracy: 0.7981
Epoch 426/500
718/718 [==============================] - 1s 882us/step - loss: 0.4268 - accuracy: 0.7997
Epoch 427/500
718/718 [==============================] - 1s 893us/step - loss: 0.4275 - accuracy: 0.7978
Epoch 428/500
718/718 [==============================] - 1s 874us/step - loss: 0.4281 - accuracy: 0.7988
Epoch 429/500
718/718 [==============================] - 1s 864us/step - loss: 0.4268 - accuracy: 0.7997
Epoch 430/500
718/718 [==============================] - 1s 927us/step - loss: 0.4281 - accuracy: 0.79560s - loss: 0.4321 - ac
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7981: 0s - loss:
Epoch 432/500
718/718 [==============================] - 1s 892us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 433/500
718/718 [==============================] - 1s 873us/step - loss: 0.4269 - accuracy: 0.7966
Epoch 434/500
718/718 [==============================] - 1s 883us/step - loss: 0.4278 - accuracy: 0.7979
Epoch 435/500
718/718 [==============================] - 1s 863us/step - loss: 0.4271 - accuracy: 0.7969
Epoch 436/500
718/718 [==============================] - 1s 893us/step - loss: 0.4280 - accuracy: 0.7984
Epoch 437/500
718/718 [==============================] - 1s 874us/step - loss: 0.4275 - accuracy: 0.7990
Epoch 438/500
718/718 [==============================] - 1s 866us/step - loss: 0.4280 - accuracy: 0.7968
Epoch 439/500
718/718 [==============================] - 1s 915us/step - loss: 0.4276 - accuracy: 0.7971
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7988
Epoch 441/500
718/718 [==============================] - 1s 971us/step - loss: 0.4276 - accuracy: 0.7984
Epoch 442/500
718/718 [==============================] - 1s 944us/step - loss: 0.4281 - accuracy: 0.7977
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8010
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7996
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8008
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7988: 0s - loss: 0.4288 - accuracy
Epoch 447/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7990: 0s
Epoch 448/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7974
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7992
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7986
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7965
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7975
Epoch 453/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7987
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7964
Epoch 455/500
718/718 [==============================] - 1s 976us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 456/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7982
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7981
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7972
Epoch 459/500
718/718 [==============================] - 1s 915us/step - loss: 0.4279 - accuracy: 0.7986
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7962
Epoch 461/500
718/718 [==============================] - 1s 935us/step - loss: 0.4272 - accuracy: 0.7990
Epoch 462/500
718/718 [==============================] - 1s 903us/step - loss: 0.4273 - accuracy: 0.7989
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7944
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7996
Epoch 465/500
718/718 [==============================] - 1s 890us/step - loss: 0.4267 - accuracy: 0.7987
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7961
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7990
Epoch 468/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7983
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7997
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7989
Epoch 471/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.8012
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7992
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7993
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7997
Epoch 475/500
718/718 [==============================] - 1s 900us/step - loss: 0.4277 - accuracy: 0.7970
Epoch 476/500
718/718 [==============================] - 1s 911us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7977
Epoch 478/500
718/718 [==============================] - 1s 977us/step - loss: 0.4283 - accuracy: 0.7977
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7994
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7986
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7963
Epoch 482/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7992
Epoch 483/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4272 - accuracy: 0.7984
Epoch 484/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7998
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7979
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7978: 0s - loss: 0.4207 - accura
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7978
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7964
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7963
Epoch 490/500
718/718 [==============================] - 1s 934us/step - loss: 0.4275 - accuracy: 0.7981
Epoch 491/500
718/718 [==============================] - 1s 899us/step - loss: 0.4272 - accuracy: 0.7994
Epoch 492/500
718/718 [==============================] - 1s 890us/step - loss: 0.4269 - accuracy: 0.7989
Epoch 493/500
718/718 [==============================] - 1s 974us/step - loss: 0.4274 - accuracy: 0.7977
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7976
Epoch 495/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7998
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7971
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7974
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7975: 0s - loss: 0.4286 - 
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7994
Epoch 500/500
718/718 [==============================] - 1s 937us/step - loss: 0.4271 - accuracy: 0.79850s - loss: 0.4289 - accuracy: 0.
Epoch 1/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6067 - accuracy: 0.6747: 0s -
Epoch 2/500
718/718 [==============================] - 2s 3ms/step - loss: 0.5374 - accuracy: 0.7357
Epoch 3/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5009 - accuracy: 0.7577
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4778 - accuracy: 0.7687
Epoch 5/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4678 - accuracy: 0.7722
Epoch 6/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4639 - accuracy: 0.7718
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4618 - accuracy: 0.7738
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7758
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4590 - accuracy: 0.7744: 0s - loss: 0.4602 - accura
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4590 - accuracy: 0.7759
Epoch 11/500
718/718 [==============================] - 1s 986us/step - loss: 0.4584 - accuracy: 0.7778
Epoch 12/500
718/718 [==============================] - 1s 974us/step - loss: 0.4579 - accuracy: 0.7774
Epoch 13/500
718/718 [==============================] - 1s 915us/step - loss: 0.4578 - accuracy: 0.7759
Epoch 14/500
718/718 [==============================] - 1s 915us/step - loss: 0.4572 - accuracy: 0.7783
Epoch 15/500
718/718 [==============================] - 1s 937us/step - loss: 0.4570 - accuracy: 0.7772
Epoch 16/500
718/718 [==============================] - 1s 973us/step - loss: 0.4563 - accuracy: 0.7779
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7785
Epoch 18/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4560 - accuracy: 0.7780
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7753
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7791
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4552 - accuracy: 0.7784
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7798
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7807
Epoch 24/500
718/718 [==============================] - 1s 991us/step - loss: 0.4550 - accuracy: 0.7766
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7796
Epoch 26/500
718/718 [==============================] - 1s 909us/step - loss: 0.4549 - accuracy: 0.7766
Epoch 27/500
718/718 [==============================] - 1s 927us/step - loss: 0.4544 - accuracy: 0.7773
Epoch 28/500
718/718 [==============================] - 1s 841us/step - loss: 0.4538 - accuracy: 0.7794
Epoch 29/500
718/718 [==============================] - 1s 863us/step - loss: 0.4540 - accuracy: 0.7782
Epoch 30/500
718/718 [==============================] - 1s 839us/step - loss: 0.4538 - accuracy: 0.7784
Epoch 31/500
718/718 [==============================] - 1s 921us/step - loss: 0.4541 - accuracy: 0.7786
Epoch 32/500
718/718 [==============================] - 1s 967us/step - loss: 0.4533 - accuracy: 0.7773
Epoch 33/500
718/718 [==============================] - 1s 875us/step - loss: 0.4533 - accuracy: 0.7772
Epoch 34/500
718/718 [==============================] - 1s 942us/step - loss: 0.4532 - accuracy: 0.7784
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7780: 0s - loss: 0.4587 - accura
Epoch 36/500
718/718 [==============================] - 1s 862us/step - loss: 0.4533 - accuracy: 0.7803
Epoch 37/500
718/718 [==============================] - 1s 857us/step - loss: 0.4529 - accuracy: 0.7788
Epoch 38/500
718/718 [==============================] - 1s 865us/step - loss: 0.4526 - accuracy: 0.7784
Epoch 39/500
718/718 [==============================] - 1s 855us/step - loss: 0.4518 - accuracy: 0.7795
Epoch 40/500
718/718 [==============================] - 1s 866us/step - loss: 0.4528 - accuracy: 0.7772
Epoch 41/500
718/718 [==============================] - 1s 897us/step - loss: 0.4525 - accuracy: 0.7798
Epoch 42/500
718/718 [==============================] - 1s 854us/step - loss: 0.4514 - accuracy: 0.7799
Epoch 43/500
718/718 [==============================] - 1s 854us/step - loss: 0.4516 - accuracy: 0.7811
Epoch 44/500
718/718 [==============================] - 1s 845us/step - loss: 0.4512 - accuracy: 0.7800
Epoch 45/500
718/718 [==============================] - 1s 859us/step - loss: 0.4520 - accuracy: 0.7809
Epoch 46/500
718/718 [==============================] - 1s 858us/step - loss: 0.4515 - accuracy: 0.7789
Epoch 47/500
718/718 [==============================] - 1s 839us/step - loss: 0.4507 - accuracy: 0.7794
Epoch 48/500
718/718 [==============================] - 1s 866us/step - loss: 0.4508 - accuracy: 0.7797
Epoch 49/500
718/718 [==============================] - 1s 866us/step - loss: 0.4514 - accuracy: 0.7785
Epoch 50/500
718/718 [==============================] - 1s 857us/step - loss: 0.4505 - accuracy: 0.7791
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7803
Epoch 52/500
718/718 [==============================] - 1s 855us/step - loss: 0.4503 - accuracy: 0.7814
Epoch 53/500
718/718 [==============================] - 1s 855us/step - loss: 0.4504 - accuracy: 0.7786
Epoch 54/500
718/718 [==============================] - 1s 883us/step - loss: 0.4503 - accuracy: 0.7792
Epoch 55/500
718/718 [==============================] - 1s 848us/step - loss: 0.4507 - accuracy: 0.7802
Epoch 56/500
718/718 [==============================] - 1s 874us/step - loss: 0.4501 - accuracy: 0.7821
Epoch 57/500
718/718 [==============================] - 1s 851us/step - loss: 0.4503 - accuracy: 0.7793
Epoch 58/500
718/718 [==============================] - 1s 853us/step - loss: 0.4501 - accuracy: 0.7818
Epoch 59/500
718/718 [==============================] - 1s 852us/step - loss: 0.4487 - accuracy: 0.7813
Epoch 60/500
718/718 [==============================] - 1s 905us/step - loss: 0.4494 - accuracy: 0.7799
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7816
Epoch 62/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4490 - accuracy: 0.7822
Epoch 63/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4486 - accuracy: 0.7799
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7814
Epoch 65/500
718/718 [==============================] - 1s 923us/step - loss: 0.4478 - accuracy: 0.7802
Epoch 66/500
718/718 [==============================] - 1s 895us/step - loss: 0.4462 - accuracy: 0.7807
Epoch 67/500
718/718 [==============================] - 1s 878us/step - loss: 0.4453 - accuracy: 0.7813
Epoch 68/500
718/718 [==============================] - 1s 871us/step - loss: 0.4442 - accuracy: 0.7831
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7868: 0s - loss: 0.4400 - 
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7879
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7873
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7884: 0s - loss: 0.4390 - accuracy: 0.78
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7875
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7898
Epoch 75/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4379 - accuracy: 0.7915
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7905
Epoch 77/500
718/718 [==============================] - 1s 957us/step - loss: 0.4372 - accuracy: 0.7931
Epoch 78/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7922: 
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7902
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7911
Epoch 81/500
718/718 [==============================] - 1s 959us/step - loss: 0.4360 - accuracy: 0.7907
Epoch 82/500
718/718 [==============================] - 1s 971us/step - loss: 0.4361 - accuracy: 0.7936
Epoch 83/500
718/718 [==============================] - 1s 946us/step - loss: 0.4360 - accuracy: 0.7921
Epoch 84/500
718/718 [==============================] - 1s 950us/step - loss: 0.4355 - accuracy: 0.7942
Epoch 85/500
718/718 [==============================] - 1s 964us/step - loss: 0.4355 - accuracy: 0.7953
Epoch 86/500
718/718 [==============================] - 1s 913us/step - loss: 0.4351 - accuracy: 0.7942
Epoch 87/500
718/718 [==============================] - 1s 902us/step - loss: 0.4352 - accuracy: 0.7934
Epoch 88/500
718/718 [==============================] - 1s 971us/step - loss: 0.4345 - accuracy: 0.7927
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7934
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7919
Epoch 91/500
718/718 [==============================] - 1s 939us/step - loss: 0.4344 - accuracy: 0.7938
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7940
Epoch 93/500
718/718 [==============================] - 1s 881us/step - loss: 0.4338 - accuracy: 0.7940
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7948
Epoch 95/500
718/718 [==============================] - 1s 969us/step - loss: 0.4336 - accuracy: 0.7934
Epoch 96/500
718/718 [==============================] - 1s 959us/step - loss: 0.4340 - accuracy: 0.7944
Epoch 97/500
718/718 [==============================] - 1s 975us/step - loss: 0.4341 - accuracy: 0.7940
Epoch 98/500
718/718 [==============================] - 1s 976us/step - loss: 0.4339 - accuracy: 0.7957
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7957
Epoch 100/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4338 - accuracy: 0.7925
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7948: 0s - loss: 0.4302 
Epoch 102/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4334 - accuracy: 0.7934
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7941
Epoch 104/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4330 - accuracy: 0.7922
Epoch 105/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4335 - accuracy: 0.7943
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7953
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7964
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7951
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7942
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7951
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7959
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7970
Epoch 113/500
718/718 [==============================] - 1s 935us/step - loss: 0.4325 - accuracy: 0.7964
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7949
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7969
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7972
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7971
Epoch 118/500
718/718 [==============================] - 1s 975us/step - loss: 0.4317 - accuracy: 0.7956
Epoch 119/500
718/718 [==============================] - 1s 960us/step - loss: 0.4326 - accuracy: 0.7981
Epoch 120/500
718/718 [==============================] - 1s 939us/step - loss: 0.4324 - accuracy: 0.7966
Epoch 121/500
718/718 [==============================] - 1s 950us/step - loss: 0.4323 - accuracy: 0.7974
Epoch 122/500
718/718 [==============================] - 1s 944us/step - loss: 0.4321 - accuracy: 0.7945
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7969
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7977
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7955: 0s - loss: 0.4207 -  - ETA: 0s - loss: 0.4302 - accuracy
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7969
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4316 - accuracy: 0.7987
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7971
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7979
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7965
Epoch 131/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7973: 0s - loss: 0.4297 - accu
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7983
Epoch 133/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4319 - accuracy: 0.7943
Epoch 134/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4321 - accuracy: 0.7949
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7976
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7956
Epoch 137/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7982: 0s - loss: 0.4312 - accu
Epoch 138/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7983
Epoch 139/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4322 - accuracy: 0.7942
Epoch 140/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4319 - accuracy: 0.7950: 0s - loss: 0.4349 - accu
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7970
Epoch 142/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7960
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7956
Epoch 144/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7960
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7963
Epoch 146/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7983
Epoch 147/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7968
Epoch 148/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7979
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7993
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7974
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7963
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7972
Epoch 153/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7993
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.8001
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7949
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7979: 0s - loss: 0.4317 - accuracy: 0.79
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7980
Epoch 158/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7963
Epoch 159/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7969
Epoch 160/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4307 - accuracy: 0.7983
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7965: 0s - loss: 0.4
Epoch 162/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7956
Epoch 163/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7968
Epoch 164/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7983: 0s - l
Epoch 165/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7952
Epoch 166/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4319 - accuracy: 0.7950: 0s - loss: 0.4348 - accuracy
Epoch 167/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7979
Epoch 168/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7962
Epoch 169/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7967
Epoch 170/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7924
Epoch 171/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4316 - accuracy: 0.7969
Epoch 172/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7967: 0s - loss: 0.4315 
Epoch 173/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7962: 0s - loss: 0.4308 - accura
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7981
Epoch 175/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7960
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7946
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7959
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7943
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7969
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7983
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7974
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7970
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7966
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7954
Epoch 185/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7969
Epoch 186/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4315 - accuracy: 0.7968
Epoch 187/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7968
Epoch 188/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4311 - accuracy: 0.7974
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7972
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7978: 0s - loss: 0.4375 - accu
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7969
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7959
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7969
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7942
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7966
Epoch 196/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4314 - accuracy: 0.7971
Epoch 197/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4310 - accuracy: 0.7975
Epoch 198/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7964
Epoch 199/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7967
Epoch 200/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4313 - accuracy: 0.7958
Epoch 201/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7962
Epoch 202/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7976
Epoch 203/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4314 - accuracy: 0.7948
Epoch 204/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4310 - accuracy: 0.7982
Epoch 205/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7938
Epoch 206/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7974
Epoch 207/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7950
Epoch 208/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7950
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7965
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7956
Epoch 211/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7967: 0s - loss: 0.429
Epoch 212/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7940
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7969
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7968
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7975
Epoch 216/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7949
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7958
Epoch 218/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7956
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7978
Epoch 220/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7955: 0s - loss: 0.437
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7978
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7975
Epoch 223/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7954
Epoch 224/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4307 - accuracy: 0.7966: 0s
Epoch 225/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4307 - accuracy: 0.7979: 0s - loss: 0
Epoch 226/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4312 - accuracy: 0.7963
Epoch 227/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7967
Epoch 228/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4302 - accuracy: 0.7956
Epoch 229/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7956: 0s - loss: 0.4304 - accuracy
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7965
Epoch 231/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.7946
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7965: 0s - loss: 0.4307 - accuracy: 0.79 - ETA: 0s - loss: 0.4318 - accura
Epoch 233/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4301 - accuracy: 0.7974: 0s - loss: 0
Epoch 234/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4308 - accuracy: 0.7963
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7979
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7946
Epoch 237/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.7985: 0s - loss: 0.4291 - ac - ETA: 0s - loss: 0.4302 
Epoch 238/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4307 - accuracy: 0.7974
Epoch 239/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4303 - accuracy: 0.7969: 1s - l
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7986
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7963
Epoch 242/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7944
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7959
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7963
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7975
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7980
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7966
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7985
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7968
Epoch 250/500
718/718 [==============================] - 1s 983us/step - loss: 0.4306 - accuracy: 0.7973
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7962
Epoch 252/500
718/718 [==============================] - 1s 950us/step - loss: 0.4306 - accuracy: 0.7978
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7952
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7980
Epoch 255/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.7967: 0s - loss: 0
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7951
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7951
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7961
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7968
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7965
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7956: 0s - loss: 0.4342 - accura
Epoch 262/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7979
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7936: 0s - loss: 0.4296 
Epoch 264/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7970
Epoch 265/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7957
Epoch 266/500
718/718 [==============================] - 1s 988us/step - loss: 0.4308 - accuracy: 0.7957
Epoch 267/500
718/718 [==============================] - 1s 981us/step - loss: 0.4307 - accuracy: 0.79640s - loss: 0.4284 
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7967
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7963
Epoch 270/500
718/718 [==============================] - 1s 896us/step - loss: 0.4300 - accuracy: 0.7965
Epoch 271/500
718/718 [==============================] - 1s 914us/step - loss: 0.4306 - accuracy: 0.7949
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7973
Epoch 273/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4304 - accuracy: 0.7963
Epoch 274/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.7973
Epoch 275/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4295 - accuracy: 0.7955
Epoch 276/500
718/718 [==============================] - 3s 3ms/step - loss: 0.4299 - accuracy: 0.7982
Epoch 277/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7977
Epoch 278/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4289 - accuracy: 0.7956
Epoch 279/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7966
Epoch 280/500
718/718 [==============================] - 1s 918us/step - loss: 0.4294 - accuracy: 0.7954
Epoch 281/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7984
Epoch 282/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4288 - accuracy: 0.7976
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7970
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7956
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7963
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7947
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7977
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7930
Epoch 289/500
718/718 [==============================] - 1s 900us/step - loss: 0.4289 - accuracy: 0.7965
Epoch 290/500
718/718 [==============================] - 1s 857us/step - loss: 0.4287 - accuracy: 0.7982
Epoch 291/500
718/718 [==============================] - 1s 890us/step - loss: 0.4289 - accuracy: 0.7950
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7959
Epoch 293/500
718/718 [==============================] - 1s 916us/step - loss: 0.4287 - accuracy: 0.7967
Epoch 294/500
718/718 [==============================] - 1s 977us/step - loss: 0.4286 - accuracy: 0.7969
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7953
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7969
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7967: 0s - loss: 0.4
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7974
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7964
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7977
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7956
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7981
Epoch 303/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4289 - accuracy: 0.7966
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7969
Epoch 305/500
718/718 [==============================] - 1s 948us/step - loss: 0.4279 - accuracy: 0.7977
Epoch 306/500
718/718 [==============================] - 1s 871us/step - loss: 0.4285 - accuracy: 0.7963
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7981
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7978: 0s - loss: 0.4272 - accuracy: 0.79 - ETA: 0s - loss: 0.4284 - accuracy: 
Epoch 309/500
718/718 [==============================] - 1s 930us/step - loss: 0.4287 - accuracy: 0.7963
Epoch 310/500
718/718 [==============================] - 1s 870us/step - loss: 0.4284 - accuracy: 0.7968
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7965
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7955: 0s - loss:
Epoch 313/500
718/718 [==============================] - 1s 920us/step - loss: 0.4283 - accuracy: 0.79790s - loss: 0.4288 
Epoch 314/500
718/718 [==============================] - 1s 891us/step - loss: 0.4282 - accuracy: 0.7957
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7949: 0s - loss: 0.427
Epoch 316/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4288 - accuracy: 0.7999
Epoch 317/500
718/718 [==============================] - 1s 975us/step - loss: 0.4287 - accuracy: 0.7956
Epoch 318/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7972
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7993
Epoch 320/500
718/718 [==============================] - 1s 950us/step - loss: 0.4282 - accuracy: 0.7961
Epoch 321/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7942
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7964
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7963: 0s - loss: 0.4280 - accuracy: 0.79
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7963
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7953
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7972
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7982
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7983
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7976
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7963
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7942
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7945
Epoch 333/500
718/718 [==============================] - 1s 968us/step - loss: 0.4282 - accuracy: 0.7956
Epoch 334/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7962: 0s - loss: 0.4256 - accuracy: 
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7948
Epoch 336/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7992
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7951
Epoch 338/500
718/718 [==============================] - 1s 993us/step - loss: 0.4284 - accuracy: 0.7958
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7952
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7983
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7950
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7973
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7933
Epoch 344/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7953
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7965
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7947
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7944
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7949
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7949
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7977
Epoch 351/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7983
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7949
Epoch 353/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7944
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7949
Epoch 355/500
718/718 [==============================] - 1s 944us/step - loss: 0.4280 - accuracy: 0.7957
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7965
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7969
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7962
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7955
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7957
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7960
Epoch 362/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7945
Epoch 363/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7973
Epoch 364/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7984
Epoch 365/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7981
Epoch 366/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7962
Epoch 367/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4272 - accuracy: 0.7970
Epoch 368/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7966: 0s - loss: 0
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7958
Epoch 370/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4280 - accuracy: 0.7959
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7971
Epoch 372/500
718/718 [==============================] - 1s 948us/step - loss: 0.4283 - accuracy: 0.7960
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7964
Epoch 374/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7954
Epoch 375/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4282 - accuracy: 0.7938
Epoch 376/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7965
Epoch 377/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4276 - accuracy: 0.7973
Epoch 378/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4281 - accuracy: 0.7956: 1s - loss: 0.4361 - accuracy:  - ETA: 0s - l
Epoch 379/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7957: 0s - loss: 0.4159 - accuracy - ETA: 0s - loss: 0.4160 
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7959
Epoch 381/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4278 - accuracy: 0.7968
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7968
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7964
Epoch 384/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7985
Epoch 385/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7947
Epoch 386/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7936
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7971
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7976
Epoch 389/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7960
Epoch 390/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7965
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7954: 0s - loss: 0
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7974
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7945
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7966
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7965: 0s - loss:
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7936
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7956
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7976
Epoch 399/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7935
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7955
Epoch 401/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7959
Epoch 402/500
718/718 [==============================] - 1s 970us/step - loss: 0.4279 - accuracy: 0.7968
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7952
Epoch 404/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4273 - accuracy: 0.7945
Epoch 405/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7951
Epoch 406/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4282 - accuracy: 0.7952
Epoch 407/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7965
Epoch 408/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7971
Epoch 409/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.7963
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7942
Epoch 411/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7958
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7951
Epoch 413/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7960
Epoch 414/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7957
Epoch 415/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4276 - accuracy: 0.7964
Epoch 416/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7979
Epoch 417/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7956
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7956
Epoch 419/500
718/718 [==============================] - 1s 888us/step - loss: 0.4283 - accuracy: 0.7956
Epoch 420/500
718/718 [==============================] - 1s 931us/step - loss: 0.4281 - accuracy: 0.7954
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7963
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7953
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7969
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7971
Epoch 425/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7956
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7954: 0s - loss: 0.428
Epoch 427/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7959
Epoch 428/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7976
Epoch 429/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7972
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7976
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7958
Epoch 432/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7971
Epoch 433/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4281 - accuracy: 0.7957
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7946
Epoch 435/500
718/718 [==============================] - 1s 963us/step - loss: 0.4278 - accuracy: 0.7976
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7963
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7976
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7969
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7961
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7956
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7952
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7957
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7983
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7972
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7965: 0s - loss: 0.4258 - ac
Epoch 446/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7977
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7959
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7970
Epoch 449/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7963
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7966
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7967: 0s - loss: 0.4268 - accuracy
Epoch 452/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7957
Epoch 453/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4280 - accuracy: 0.7963
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7946
Epoch 455/500
718/718 [==============================] - 1s 924us/step - loss: 0.4275 - accuracy: 0.7948
Epoch 456/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4271 - accuracy: 0.7970
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7967
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7959
Epoch 459/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7974
Epoch 460/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7953
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7970
Epoch 462/500
718/718 [==============================] - ETA: 0s - loss: 0.4282 - accuracy: 0.79 - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7939
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7957
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7998
Epoch 465/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7957
Epoch 466/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.7984
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7958
Epoch 468/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7974
Epoch 469/500
718/718 [==============================] - 1s 971us/step - loss: 0.4279 - accuracy: 0.7963
Epoch 470/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7963
Epoch 471/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.7965
Epoch 472/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7959
Epoch 473/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7948
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7989
Epoch 475/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7961
Epoch 476/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7929
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7979
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7956
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7983
Epoch 480/500
718/718 [==============================] - 1s 925us/step - loss: 0.4277 - accuracy: 0.7955
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7958
Epoch 482/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7964
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7980
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7968
Epoch 485/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7962
Epoch 486/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4272 - accuracy: 0.7987
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7969
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7957
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7963
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7973
Epoch 491/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4279 - accuracy: 0.7956
Epoch 492/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.7971
Epoch 493/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7973: 0s - loss: 0.4264 - 
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7969
Epoch 495/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4271 - accuracy: 0.7975
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7947
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7964
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7959
Epoch 499/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4276 - accuracy: 0.7976: 0s - los - ETA: 0s - loss: 0.4293 - accura
Epoch 500/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4269 - accuracy: 0.7963
Epoch 1/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6231 - accuracy: 0.6495
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5457 - accuracy: 0.7537
Epoch 3/500
718/718 [==============================] - 1s 925us/step - loss: 0.5087 - accuracy: 0.7660
Epoch 4/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4902 - accuracy: 0.7663
Epoch 5/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4798 - accuracy: 0.7713
Epoch 6/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4738 - accuracy: 0.7722
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4707 - accuracy: 0.7715: 0s - loss: 0.4646 - 
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4680 - accuracy: 0.7713
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7732
Epoch 10/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4631 - accuracy: 0.7746
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4611 - accuracy: 0.7781
Epoch 12/500
718/718 [==============================] - 1s 882us/step - loss: 0.4594 - accuracy: 0.7790
Epoch 13/500
718/718 [==============================] - 1s 850us/step - loss: 0.4575 - accuracy: 0.7791
Epoch 14/500
718/718 [==============================] - 1s 909us/step - loss: 0.4558 - accuracy: 0.7803
Epoch 15/500
718/718 [==============================] - 1s 971us/step - loss: 0.4532 - accuracy: 0.7811
Epoch 16/500
718/718 [==============================] - 1s 855us/step - loss: 0.4513 - accuracy: 0.7847
Epoch 17/500
718/718 [==============================] - 1s 888us/step - loss: 0.4492 - accuracy: 0.7854
Epoch 18/500
718/718 [==============================] - 1s 850us/step - loss: 0.4478 - accuracy: 0.7840
Epoch 19/500
718/718 [==============================] - 1s 935us/step - loss: 0.4468 - accuracy: 0.7866
Epoch 20/500
718/718 [==============================] - 1s 974us/step - loss: 0.4459 - accuracy: 0.78310s - loss: 0.4453 - accuracy: 0.78
Epoch 21/500
718/718 [==============================] - 1s 836us/step - loss: 0.4451 - accuracy: 0.7883
Epoch 22/500
718/718 [==============================] - 1s 886us/step - loss: 0.4449 - accuracy: 0.7867
Epoch 23/500
718/718 [==============================] - 1s 869us/step - loss: 0.4446 - accuracy: 0.7861
Epoch 24/500
718/718 [==============================] - 1s 996us/step - loss: 0.4443 - accuracy: 0.7864
Epoch 25/500
718/718 [==============================] - 1s 891us/step - loss: 0.4434 - accuracy: 0.7866
Epoch 26/500
718/718 [==============================] - 1s 875us/step - loss: 0.4433 - accuracy: 0.7872
Epoch 27/500
718/718 [==============================] - 1s 858us/step - loss: 0.4430 - accuracy: 0.7879
Epoch 28/500
718/718 [==============================] - 1s 915us/step - loss: 0.4431 - accuracy: 0.7889
Epoch 29/500
718/718 [==============================] - 1s 970us/step - loss: 0.4422 - accuracy: 0.7857
Epoch 30/500
718/718 [==============================] - 1s 852us/step - loss: 0.4417 - accuracy: 0.7887
Epoch 31/500
718/718 [==============================] - 1s 863us/step - loss: 0.4419 - accuracy: 0.7875
Epoch 32/500
718/718 [==============================] - 1s 854us/step - loss: 0.4414 - accuracy: 0.7884
Epoch 33/500
718/718 [==============================] - 1s 937us/step - loss: 0.4408 - accuracy: 0.7881
Epoch 34/500
718/718 [==============================] - 1s 924us/step - loss: 0.4406 - accuracy: 0.7898
Epoch 35/500
718/718 [==============================] - 1s 847us/step - loss: 0.4406 - accuracy: 0.7889
Epoch 36/500
718/718 [==============================] - 1s 866us/step - loss: 0.4404 - accuracy: 0.7886
Epoch 37/500
718/718 [==============================] - 1s 974us/step - loss: 0.4403 - accuracy: 0.7887
Epoch 38/500
718/718 [==============================] - 1s 957us/step - loss: 0.4398 - accuracy: 0.7888
Epoch 39/500
718/718 [==============================] - 1s 862us/step - loss: 0.4398 - accuracy: 0.7893
Epoch 40/500
718/718 [==============================] - 1s 847us/step - loss: 0.4398 - accuracy: 0.7904
Epoch 41/500
718/718 [==============================] - 1s 852us/step - loss: 0.4388 - accuracy: 0.7890
Epoch 42/500
718/718 [==============================] - 1s 919us/step - loss: 0.4392 - accuracy: 0.7895
Epoch 43/500
718/718 [==============================] - 1s 964us/step - loss: 0.4391 - accuracy: 0.7915
Epoch 44/500
718/718 [==============================] - 1s 844us/step - loss: 0.4393 - accuracy: 0.7902
Epoch 45/500
718/718 [==============================] - 1s 853us/step - loss: 0.4392 - accuracy: 0.7888
Epoch 46/500
718/718 [==============================] - 1s 862us/step - loss: 0.4383 - accuracy: 0.7893
Epoch 47/500
718/718 [==============================] - 1s 944us/step - loss: 0.4376 - accuracy: 0.7925
Epoch 48/500
718/718 [==============================] - 1s 937us/step - loss: 0.4383 - accuracy: 0.7883
Epoch 49/500
718/718 [==============================] - 1s 882us/step - loss: 0.4384 - accuracy: 0.7921
Epoch 50/500
718/718 [==============================] - 1s 848us/step - loss: 0.4381 - accuracy: 0.7906
Epoch 51/500
718/718 [==============================] - 1s 885us/step - loss: 0.4371 - accuracy: 0.7908
Epoch 52/500
718/718 [==============================] - 1s 967us/step - loss: 0.4371 - accuracy: 0.7893
Epoch 53/500
718/718 [==============================] - 1s 877us/step - loss: 0.4370 - accuracy: 0.7893
Epoch 54/500
718/718 [==============================] - 1s 865us/step - loss: 0.4368 - accuracy: 0.7910
Epoch 55/500
718/718 [==============================] - 1s 861us/step - loss: 0.4360 - accuracy: 0.7933
Epoch 56/500
718/718 [==============================] - 1s 920us/step - loss: 0.4366 - accuracy: 0.7900
Epoch 57/500
718/718 [==============================] - 1s 953us/step - loss: 0.4359 - accuracy: 0.7917
Epoch 58/500
718/718 [==============================] - 1s 859us/step - loss: 0.4368 - accuracy: 0.7929
Epoch 59/500
718/718 [==============================] - 1s 890us/step - loss: 0.4367 - accuracy: 0.7925
Epoch 60/500
718/718 [==============================] - 1s 862us/step - loss: 0.4360 - accuracy: 0.7912
Epoch 61/500
718/718 [==============================] - 1s 974us/step - loss: 0.4361 - accuracy: 0.7926
Epoch 62/500
718/718 [==============================] - 1s 928us/step - loss: 0.4363 - accuracy: 0.7907
Epoch 63/500
718/718 [==============================] - 1s 849us/step - loss: 0.4360 - accuracy: 0.7903
Epoch 64/500
718/718 [==============================] - 1s 850us/step - loss: 0.4356 - accuracy: 0.7910
Epoch 65/500
718/718 [==============================] - 1s 898us/step - loss: 0.4353 - accuracy: 0.7921
Epoch 66/500
718/718 [==============================] - 1s 955us/step - loss: 0.4354 - accuracy: 0.7915
Epoch 67/500
718/718 [==============================] - 1s 849us/step - loss: 0.4351 - accuracy: 0.7924
Epoch 68/500
718/718 [==============================] - 1s 867us/step - loss: 0.4359 - accuracy: 0.7925
Epoch 69/500
718/718 [==============================] - 1s 847us/step - loss: 0.4357 - accuracy: 0.7918
Epoch 70/500
718/718 [==============================] - 1s 925us/step - loss: 0.4354 - accuracy: 0.7921
Epoch 71/500
718/718 [==============================] - 1s 954us/step - loss: 0.4348 - accuracy: 0.7919
Epoch 72/500
718/718 [==============================] - 1s 860us/step - loss: 0.4351 - accuracy: 0.7937
Epoch 73/500
718/718 [==============================] - 1s 866us/step - loss: 0.4356 - accuracy: 0.7904
Epoch 74/500
718/718 [==============================] - 1s 972us/step - loss: 0.4349 - accuracy: 0.7942
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7922
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7923
Epoch 77/500
718/718 [==============================] - 1s 917us/step - loss: 0.4349 - accuracy: 0.7908
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7933
Epoch 79/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4351 - accuracy: 0.7936
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7898
Epoch 81/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4345 - accuracy: 0.7930
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7929
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7932
Epoch 84/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4347 - accuracy: 0.7922
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7929
Epoch 86/500
718/718 [==============================] - 1s 840us/step - loss: 0.4348 - accuracy: 0.7935
Epoch 87/500
718/718 [==============================] - 1s 940us/step - loss: 0.4341 - accuracy: 0.7922
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4338 - accuracy: 0.7936
Epoch 89/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4342 - accuracy: 0.7922
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7928
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7914
Epoch 92/500
718/718 [==============================] - 1s 904us/step - loss: 0.4344 - accuracy: 0.7898
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7913
Epoch 94/500
718/718 [==============================] - 1s 996us/step - loss: 0.4340 - accuracy: 0.7914
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7903: 0s - loss: 0.4317 - accura
Epoch 96/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4340 - accuracy: 0.7922
Epoch 97/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4338 - accuracy: 0.7908
Epoch 98/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4338 - accuracy: 0.7927
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7918
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7948
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7908
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7930
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7916
Epoch 104/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4333 - accuracy: 0.7920
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7930
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7934
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7919
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7912
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7923
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7924
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7943
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7923
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7919
Epoch 114/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4330 - accuracy: 0.7945
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7941
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7932
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7911
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7915
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7922: 0s - loss: 0
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7942
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7919: 0s - loss: 0.4339 - accuracy
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7952
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7904
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7915
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7919
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7934
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7948
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7926
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7942: 0s - loss: 0.4258 - accu
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7922
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7934
Epoch 132/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4322 - accuracy: 0.7932
Epoch 133/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.7911
Epoch 134/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4319 - accuracy: 0.7939
Epoch 135/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.7909
Epoch 136/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4319 - accuracy: 0.7927
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7936
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7945
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7942
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7935
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7939
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7934
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7924
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7935
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7924
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7925
Epoch 147/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4320 - accuracy: 0.7918
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7927
Epoch 149/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7952
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7925
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7942
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7916
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7946
Epoch 154/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7939
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7942
Epoch 156/500
718/718 [==============================] - 1s 998us/step - loss: 0.4316 - accuracy: 0.7950
Epoch 157/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7955
Epoch 158/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7939
Epoch 159/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7931: 0s - loss: 0.4383 - accura
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7944
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7957
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7935
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7914
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7938
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7946: 0s - loss: 0.435
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7942
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7941
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7943
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7942
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7961
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7948
Epoch 172/500
718/718 [==============================] - 1s 875us/step - loss: 0.4314 - accuracy: 0.7909
Epoch 173/500
718/718 [==============================] - 1s 875us/step - loss: 0.4317 - accuracy: 0.7941
Epoch 174/500
718/718 [==============================] - 1s 887us/step - loss: 0.4313 - accuracy: 0.7937
Epoch 175/500
718/718 [==============================] - 1s 938us/step - loss: 0.4311 - accuracy: 0.7926
Epoch 176/500
718/718 [==============================] - 1s 878us/step - loss: 0.4315 - accuracy: 0.7954
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7915
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7942
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7926
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7922
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7920
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7951
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7936
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7941
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7927
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7922
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7932
Epoch 188/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7924
Epoch 189/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4310 - accuracy: 0.7933: 0s - loss: 0.4285 - accu
Epoch 190/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4314 - accuracy: 0.7916: 0s - los
Epoch 191/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4314 - accuracy: 0.7917
Epoch 192/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4309 - accuracy: 0.7922
Epoch 193/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4317 - accuracy: 0.7933
Epoch 194/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4310 - accuracy: 0.7947: 0s
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7930
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7915
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7915
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7921
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7936
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7922
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7944
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7948
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7947
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7946
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7940
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7932
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7956
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7940
Epoch 209/500
718/718 [==============================] - 1s 944us/step - loss: 0.4306 - accuracy: 0.7948
Epoch 210/500
718/718 [==============================] - 1s 927us/step - loss: 0.4306 - accuracy: 0.7924
Epoch 211/500
718/718 [==============================] - 1s 874us/step - loss: 0.4307 - accuracy: 0.7942
Epoch 212/500
718/718 [==============================] - 1s 904us/step - loss: 0.4310 - accuracy: 0.7936
Epoch 213/500
718/718 [==============================] - 1s 886us/step - loss: 0.4308 - accuracy: 0.7939
Epoch 214/500
718/718 [==============================] - 1s 880us/step - loss: 0.4308 - accuracy: 0.7938
Epoch 215/500
718/718 [==============================] - 1s 900us/step - loss: 0.4312 - accuracy: 0.7947
Epoch 216/500
718/718 [==============================] - 1s 957us/step - loss: 0.4312 - accuracy: 0.7921
Epoch 217/500
718/718 [==============================] - 1s 897us/step - loss: 0.4312 - accuracy: 0.7936
Epoch 218/500
718/718 [==============================] - 1s 926us/step - loss: 0.4311 - accuracy: 0.7915
Epoch 219/500
718/718 [==============================] - 1s 915us/step - loss: 0.4314 - accuracy: 0.7937
Epoch 220/500
718/718 [==============================] - 1s 879us/step - loss: 0.4306 - accuracy: 0.7946
Epoch 221/500
718/718 [==============================] - 1s 903us/step - loss: 0.4309 - accuracy: 0.7943
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7937
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7940: 0s - loss: 0.4270 - 
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7929
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7923
Epoch 226/500
718/718 [==============================] - 1s 895us/step - loss: 0.4311 - accuracy: 0.7943
Epoch 227/500
718/718 [==============================] - 1s 876us/step - loss: 0.4312 - accuracy: 0.7941
Epoch 228/500
718/718 [==============================] - 1s 894us/step - loss: 0.4307 - accuracy: 0.7923
Epoch 229/500
718/718 [==============================] - 1s 878us/step - loss: 0.4308 - accuracy: 0.7933
Epoch 230/500
718/718 [==============================] - 1s 881us/step - loss: 0.4308 - accuracy: 0.7937
Epoch 231/500
718/718 [==============================] - 1s 881us/step - loss: 0.4309 - accuracy: 0.7927
Epoch 232/500
718/718 [==============================] - 1s 880us/step - loss: 0.4311 - accuracy: 0.7929
Epoch 233/500
718/718 [==============================] - 1s 879us/step - loss: 0.4309 - accuracy: 0.7936
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7929: 0s - loss: 0.4317 - accura
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7945
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7911
Epoch 237/500
718/718 [==============================] - 1s 992us/step - loss: 0.4300 - accuracy: 0.7938
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7931
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7922
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7936
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7942
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7922
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7917: 0s - loss: 0.4350 - accuracy: 
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7933
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7911
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7948
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7942
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7921: 0s - loss: 0.4286 
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7926
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7929
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7962
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7945: 0s - loss: 0.4265 - 
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7936
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7936
Epoch 255/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7952
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7927
Epoch 257/500
718/718 [==============================] - 1s 990us/step - loss: 0.4311 - accuracy: 0.7933
Epoch 258/500
718/718 [==============================] - 1s 894us/step - loss: 0.4303 - accuracy: 0.7942
Epoch 259/500
718/718 [==============================] - 1s 891us/step - loss: 0.4305 - accuracy: 0.7949
Epoch 260/500
718/718 [==============================] - 1s 873us/step - loss: 0.4301 - accuracy: 0.7942
Epoch 261/500
718/718 [==============================] - 1s 891us/step - loss: 0.4308 - accuracy: 0.7936
Epoch 262/500
718/718 [==============================] - 1s 869us/step - loss: 0.4309 - accuracy: 0.7947
Epoch 263/500
718/718 [==============================] - 1s 858us/step - loss: 0.4309 - accuracy: 0.7921
Epoch 264/500
718/718 [==============================] - 1s 880us/step - loss: 0.4300 - accuracy: 0.7940
Epoch 265/500
718/718 [==============================] - 1s 876us/step - loss: 0.4305 - accuracy: 0.79320s - loss: 0.4315 - accuracy
Epoch 266/500
718/718 [==============================] - 1s 862us/step - loss: 0.4305 - accuracy: 0.7929
Epoch 267/500
718/718 [==============================] - 1s 886us/step - loss: 0.4305 - accuracy: 0.7936
Epoch 268/500
718/718 [==============================] - 1s 967us/step - loss: 0.4301 - accuracy: 0.7929
Epoch 269/500
718/718 [==============================] - 1s 870us/step - loss: 0.4308 - accuracy: 0.7929
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7936
Epoch 271/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4302 - accuracy: 0.7928
Epoch 272/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4306 - accuracy: 0.7936
Epoch 273/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7937
Epoch 274/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7900: 0s - loss: 0.432
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7952
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7931
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7950
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7971
Epoch 279/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7949
Epoch 280/500
718/718 [==============================] - 1s 973us/step - loss: 0.4309 - accuracy: 0.7945
Epoch 281/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7943
Epoch 282/500
718/718 [==============================] - 1s 873us/step - loss: 0.4296 - accuracy: 0.7950
Epoch 283/500
718/718 [==============================] - 1s 895us/step - loss: 0.4304 - accuracy: 0.7938
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7949
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7936
Epoch 286/500
718/718 [==============================] - 1s 880us/step - loss: 0.4300 - accuracy: 0.7956
Epoch 287/500
718/718 [==============================] - 1s 878us/step - loss: 0.4303 - accuracy: 0.7933
Epoch 288/500
718/718 [==============================] - 1s 885us/step - loss: 0.4305 - accuracy: 0.7925
Epoch 289/500
718/718 [==============================] - 1s 874us/step - loss: 0.4303 - accuracy: 0.7935
Epoch 290/500
718/718 [==============================] - 1s 892us/step - loss: 0.4303 - accuracy: 0.7941
Epoch 291/500
718/718 [==============================] - 1s 870us/step - loss: 0.4300 - accuracy: 0.7959
Epoch 292/500
718/718 [==============================] - 1s 876us/step - loss: 0.4303 - accuracy: 0.7934
Epoch 293/500
718/718 [==============================] - 1s 899us/step - loss: 0.4301 - accuracy: 0.7945
Epoch 294/500
718/718 [==============================] - 1s 862us/step - loss: 0.4299 - accuracy: 0.7933
Epoch 295/500
718/718 [==============================] - 1s 887us/step - loss: 0.4308 - accuracy: 0.7930
Epoch 296/500
718/718 [==============================] - 1s 867us/step - loss: 0.4305 - accuracy: 0.7949
Epoch 297/500
718/718 [==============================] - 1s 866us/step - loss: 0.4304 - accuracy: 0.7924
Epoch 298/500
718/718 [==============================] - 1s 876us/step - loss: 0.4303 - accuracy: 0.7946
Epoch 299/500
718/718 [==============================] - 1s 924us/step - loss: 0.4307 - accuracy: 0.79330s - loss: 0.4238 - 
Epoch 300/500
718/718 [==============================] - 1s 854us/step - loss: 0.4306 - accuracy: 0.7930
Epoch 301/500
718/718 [==============================] - 1s 885us/step - loss: 0.4308 - accuracy: 0.7932
Epoch 302/500
718/718 [==============================] - 1s 878us/step - loss: 0.4301 - accuracy: 0.7940
Epoch 303/500
718/718 [==============================] - 1s 878us/step - loss: 0.4301 - accuracy: 0.7945
Epoch 304/500
718/718 [==============================] - 1s 896us/step - loss: 0.4299 - accuracy: 0.7945
Epoch 305/500
718/718 [==============================] - 1s 884us/step - loss: 0.4302 - accuracy: 0.7974
Epoch 306/500
718/718 [==============================] - 1s 894us/step - loss: 0.4306 - accuracy: 0.7948
Epoch 307/500
718/718 [==============================] - 1s 888us/step - loss: 0.4304 - accuracy: 0.7926
Epoch 308/500
718/718 [==============================] - 1s 858us/step - loss: 0.4302 - accuracy: 0.7938
Epoch 309/500
718/718 [==============================] - 1s 881us/step - loss: 0.4300 - accuracy: 0.7932
Epoch 310/500
718/718 [==============================] - 1s 878us/step - loss: 0.4299 - accuracy: 0.7937
Epoch 311/500
718/718 [==============================] - 1s 868us/step - loss: 0.4306 - accuracy: 0.7943
Epoch 312/500
718/718 [==============================] - 1s 882us/step - loss: 0.4299 - accuracy: 0.7925
Epoch 313/500
718/718 [==============================] - 1s 864us/step - loss: 0.4304 - accuracy: 0.7936
Epoch 314/500
718/718 [==============================] - 1s 876us/step - loss: 0.4302 - accuracy: 0.7942
Epoch 315/500
718/718 [==============================] - 1s 891us/step - loss: 0.4297 - accuracy: 0.7949
Epoch 316/500
718/718 [==============================] - 1s 856us/step - loss: 0.4298 - accuracy: 0.7948
Epoch 317/500
718/718 [==============================] - 1s 873us/step - loss: 0.4304 - accuracy: 0.7922
Epoch 318/500
718/718 [==============================] - 1s 882us/step - loss: 0.4293 - accuracy: 0.7952
Epoch 319/500
718/718 [==============================] - 1s 859us/step - loss: 0.4300 - accuracy: 0.7925
Epoch 320/500
718/718 [==============================] - 1s 894us/step - loss: 0.4300 - accuracy: 0.7971
Epoch 321/500
718/718 [==============================] - 1s 873us/step - loss: 0.4293 - accuracy: 0.7958
Epoch 322/500
718/718 [==============================] - 1s 857us/step - loss: 0.4295 - accuracy: 0.7957
Epoch 323/500
718/718 [==============================] - 1s 890us/step - loss: 0.4297 - accuracy: 0.7928
Epoch 324/500
718/718 [==============================] - 1s 861us/step - loss: 0.4295 - accuracy: 0.7943
Epoch 325/500
718/718 [==============================] - 1s 883us/step - loss: 0.4291 - accuracy: 0.7947
Epoch 326/500
718/718 [==============================] - 1s 876us/step - loss: 0.4293 - accuracy: 0.7946
Epoch 327/500
718/718 [==============================] - 1s 858us/step - loss: 0.4294 - accuracy: 0.7940
Epoch 328/500
718/718 [==============================] - 1s 879us/step - loss: 0.4293 - accuracy: 0.7934
Epoch 329/500
718/718 [==============================] - 1s 864us/step - loss: 0.4288 - accuracy: 0.7932
Epoch 330/500
718/718 [==============================] - 1s 857us/step - loss: 0.4295 - accuracy: 0.7932
Epoch 331/500
718/718 [==============================] - 1s 876us/step - loss: 0.4292 - accuracy: 0.7936
Epoch 332/500
718/718 [==============================] - 1s 862us/step - loss: 0.4300 - accuracy: 0.7960
Epoch 333/500
718/718 [==============================] - 1s 867us/step - loss: 0.4293 - accuracy: 0.7969
Epoch 334/500
718/718 [==============================] - 1s 869us/step - loss: 0.4295 - accuracy: 0.7950
Epoch 335/500
718/718 [==============================] - 1s 859us/step - loss: 0.4289 - accuracy: 0.7949
Epoch 336/500
718/718 [==============================] - 1s 882us/step - loss: 0.4295 - accuracy: 0.7967
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7942
Epoch 338/500
718/718 [==============================] - 1s 883us/step - loss: 0.4291 - accuracy: 0.7958
Epoch 339/500
718/718 [==============================] - 1s 861us/step - loss: 0.4289 - accuracy: 0.7937
Epoch 340/500
718/718 [==============================] - 1s 869us/step - loss: 0.4287 - accuracy: 0.7969
Epoch 341/500
718/718 [==============================] - 1s 863us/step - loss: 0.4290 - accuracy: 0.7956
Epoch 342/500
718/718 [==============================] - 1s 876us/step - loss: 0.4290 - accuracy: 0.7944
Epoch 343/500
718/718 [==============================] - 1s 846us/step - loss: 0.4295 - accuracy: 0.7950
Epoch 344/500
718/718 [==============================] - 1s 879us/step - loss: 0.4293 - accuracy: 0.7949
Epoch 345/500
718/718 [==============================] - 1s 887us/step - loss: 0.4288 - accuracy: 0.7949
Epoch 346/500
718/718 [==============================] - 1s 859us/step - loss: 0.4289 - accuracy: 0.7943
Epoch 347/500
718/718 [==============================] - 1s 862us/step - loss: 0.4292 - accuracy: 0.7963
Epoch 348/500
718/718 [==============================] - 1s 883us/step - loss: 0.4291 - accuracy: 0.7956
Epoch 349/500
718/718 [==============================] - 1s 854us/step - loss: 0.4289 - accuracy: 0.7949
Epoch 350/500
718/718 [==============================] - 1s 877us/step - loss: 0.4295 - accuracy: 0.7975
Epoch 351/500
718/718 [==============================] - 1s 852us/step - loss: 0.4290 - accuracy: 0.7942
Epoch 352/500
718/718 [==============================] - 1s 881us/step - loss: 0.4287 - accuracy: 0.7952
Epoch 353/500
718/718 [==============================] - 1s 879us/step - loss: 0.4286 - accuracy: 0.7959
Epoch 354/500
718/718 [==============================] - 1s 860us/step - loss: 0.4289 - accuracy: 0.7965
Epoch 355/500
718/718 [==============================] - 1s 865us/step - loss: 0.4293 - accuracy: 0.7948
Epoch 356/500
718/718 [==============================] - 1s 884us/step - loss: 0.4287 - accuracy: 0.7955
Epoch 357/500
718/718 [==============================] - 1s 851us/step - loss: 0.4292 - accuracy: 0.7963
Epoch 358/500
718/718 [==============================] - 1s 868us/step - loss: 0.4288 - accuracy: 0.7956
Epoch 359/500
718/718 [==============================] - 1s 852us/step - loss: 0.4290 - accuracy: 0.7969
Epoch 360/500
718/718 [==============================] - 1s 881us/step - loss: 0.4295 - accuracy: 0.7937
Epoch 361/500
718/718 [==============================] - 1s 885us/step - loss: 0.4289 - accuracy: 0.79500s - loss: 0.4315 - accuracy: 0.
Epoch 362/500
718/718 [==============================] - 1s 868us/step - loss: 0.4289 - accuracy: 0.7947
Epoch 363/500
718/718 [==============================] - 1s 862us/step - loss: 0.4290 - accuracy: 0.7963
Epoch 364/500
718/718 [==============================] - 1s 874us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 365/500
718/718 [==============================] - 1s 855us/step - loss: 0.4288 - accuracy: 0.7968
Epoch 366/500
718/718 [==============================] - 1s 875us/step - loss: 0.4285 - accuracy: 0.7970
Epoch 367/500
718/718 [==============================] - 1s 858us/step - loss: 0.4288 - accuracy: 0.7975
Epoch 368/500
718/718 [==============================] - 1s 890us/step - loss: 0.4289 - accuracy: 0.7943
Epoch 369/500
718/718 [==============================] - 1s 869us/step - loss: 0.4279 - accuracy: 0.7956
Epoch 370/500
718/718 [==============================] - 1s 855us/step - loss: 0.4287 - accuracy: 0.7951
Epoch 371/500
718/718 [==============================] - 1s 875us/step - loss: 0.4289 - accuracy: 0.7949
Epoch 372/500
718/718 [==============================] - 1s 881us/step - loss: 0.4284 - accuracy: 0.7973
Epoch 373/500
718/718 [==============================] - 1s 880us/step - loss: 0.4289 - accuracy: 0.7969
Epoch 374/500
718/718 [==============================] - 1s 857us/step - loss: 0.4283 - accuracy: 0.7958
Epoch 375/500
718/718 [==============================] - 1s 865us/step - loss: 0.4282 - accuracy: 0.7965
Epoch 376/500
718/718 [==============================] - 1s 944us/step - loss: 0.4283 - accuracy: 0.7968
Epoch 377/500
718/718 [==============================] - 1s 889us/step - loss: 0.4288 - accuracy: 0.7966
Epoch 378/500
718/718 [==============================] - 1s 862us/step - loss: 0.4284 - accuracy: 0.7986
Epoch 379/500
718/718 [==============================] - 1s 870us/step - loss: 0.4280 - accuracy: 0.7956
Epoch 380/500
718/718 [==============================] - 1s 958us/step - loss: 0.4292 - accuracy: 0.7967
Epoch 381/500
718/718 [==============================] - 1s 871us/step - loss: 0.4283 - accuracy: 0.7976
Epoch 382/500
718/718 [==============================] - 1s 862us/step - loss: 0.4288 - accuracy: 0.7956
Epoch 383/500
718/718 [==============================] - 1s 873us/step - loss: 0.4284 - accuracy: 0.7957
Epoch 384/500
718/718 [==============================] - 1s 868us/step - loss: 0.4280 - accuracy: 0.7956
Epoch 385/500
718/718 [==============================] - 1s 877us/step - loss: 0.4285 - accuracy: 0.7968
Epoch 386/500
718/718 [==============================] - 1s 866us/step - loss: 0.4281 - accuracy: 0.7951
Epoch 387/500
718/718 [==============================] - 1s 866us/step - loss: 0.4285 - accuracy: 0.7954
Epoch 388/500
718/718 [==============================] - 1s 882us/step - loss: 0.4283 - accuracy: 0.7949
Epoch 389/500
718/718 [==============================] - 1s 861us/step - loss: 0.4277 - accuracy: 0.7933
Epoch 390/500
718/718 [==============================] - 1s 874us/step - loss: 0.4282 - accuracy: 0.7949
Epoch 391/500
718/718 [==============================] - 1s 906us/step - loss: 0.4285 - accuracy: 0.7979
Epoch 392/500
718/718 [==============================] - 1s 863us/step - loss: 0.4281 - accuracy: 0.7968
Epoch 393/500
718/718 [==============================] - 1s 878us/step - loss: 0.4279 - accuracy: 0.7941
Epoch 394/500
718/718 [==============================] - 1s 874us/step - loss: 0.4283 - accuracy: 0.7964
Epoch 395/500
718/718 [==============================] - 1s 861us/step - loss: 0.4283 - accuracy: 0.7949
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7968
Epoch 397/500
718/718 [==============================] - 1s 881us/step - loss: 0.4281 - accuracy: 0.7970
Epoch 398/500
718/718 [==============================] - 1s 887us/step - loss: 0.4276 - accuracy: 0.7979
Epoch 399/500
718/718 [==============================] - 1s 895us/step - loss: 0.4281 - accuracy: 0.7952
Epoch 400/500
718/718 [==============================] - 1s 865us/step - loss: 0.4282 - accuracy: 0.7953
Epoch 401/500
718/718 [==============================] - 1s 878us/step - loss: 0.4279 - accuracy: 0.7959
Epoch 402/500
718/718 [==============================] - 1s 876us/step - loss: 0.4283 - accuracy: 0.7982
Epoch 403/500
718/718 [==============================] - 1s 860us/step - loss: 0.4282 - accuracy: 0.7965
Epoch 404/500
718/718 [==============================] - 1s 878us/step - loss: 0.4272 - accuracy: 0.7979
Epoch 405/500
718/718 [==============================] - 1s 878us/step - loss: 0.4285 - accuracy: 0.7963
Epoch 406/500
718/718 [==============================] - 1s 856us/step - loss: 0.4276 - accuracy: 0.7965
Epoch 407/500
718/718 [==============================] - 1s 880us/step - loss: 0.4284 - accuracy: 0.7964
Epoch 408/500
718/718 [==============================] - 1s 878us/step - loss: 0.4278 - accuracy: 0.7967
Epoch 409/500
718/718 [==============================] - 1s 878us/step - loss: 0.4277 - accuracy: 0.7963
Epoch 410/500
718/718 [==============================] - 1s 869us/step - loss: 0.4276 - accuracy: 0.7944
Epoch 411/500
718/718 [==============================] - 1s 853us/step - loss: 0.4281 - accuracy: 0.7979
Epoch 412/500
718/718 [==============================] - 1s 981us/step - loss: 0.4272 - accuracy: 0.7979
Epoch 413/500
718/718 [==============================] - 1s 885us/step - loss: 0.4278 - accuracy: 0.7951
Epoch 414/500
718/718 [==============================] - 1s 853us/step - loss: 0.4278 - accuracy: 0.79770s - loss: 0.4255 - accuracy
Epoch 415/500
718/718 [==============================] - 1s 883us/step - loss: 0.4281 - accuracy: 0.7958
Epoch 416/500
718/718 [==============================] - 1s 873us/step - loss: 0.4276 - accuracy: 0.7958
Epoch 417/500
718/718 [==============================] - 1s 868us/step - loss: 0.4280 - accuracy: 0.7964
Epoch 418/500
718/718 [==============================] - 1s 874us/step - loss: 0.4282 - accuracy: 0.7958
Epoch 419/500
718/718 [==============================] - 1s 862us/step - loss: 0.4274 - accuracy: 0.7956
Epoch 420/500
718/718 [==============================] - 1s 879us/step - loss: 0.4282 - accuracy: 0.7974
Epoch 421/500
718/718 [==============================] - 1s 878us/step - loss: 0.4274 - accuracy: 0.7978
Epoch 422/500
718/718 [==============================] - 1s 857us/step - loss: 0.4273 - accuracy: 0.7975
Epoch 423/500
718/718 [==============================] - 1s 865us/step - loss: 0.4279 - accuracy: 0.7945
Epoch 424/500
718/718 [==============================] - 1s 872us/step - loss: 0.4283 - accuracy: 0.7973
Epoch 425/500
718/718 [==============================] - 1s 857us/step - loss: 0.4279 - accuracy: 0.7956
Epoch 426/500
718/718 [==============================] - 1s 874us/step - loss: 0.4280 - accuracy: 0.7963
Epoch 427/500
718/718 [==============================] - 1s 873us/step - loss: 0.4281 - accuracy: 0.7963
Epoch 428/500
718/718 [==============================] - 1s 857us/step - loss: 0.4280 - accuracy: 0.7966
Epoch 429/500
718/718 [==============================] - 1s 868us/step - loss: 0.4278 - accuracy: 0.7961
Epoch 430/500
718/718 [==============================] - 1s 859us/step - loss: 0.4277 - accuracy: 0.7969
Epoch 431/500
718/718 [==============================] - 1s 883us/step - loss: 0.4273 - accuracy: 0.7978
Epoch 432/500
718/718 [==============================] - 1s 876us/step - loss: 0.4276 - accuracy: 0.7961
Epoch 433/500
718/718 [==============================] - 1s 874us/step - loss: 0.4279 - accuracy: 0.79700s - loss: 0.4282 - accuracy: 0.79
Epoch 434/500
718/718 [==============================] - 1s 881us/step - loss: 0.4280 - accuracy: 0.7945
Epoch 435/500
718/718 [==============================] - 1s 875us/step - loss: 0.4276 - accuracy: 0.7957
Epoch 436/500
718/718 [==============================] - 1s 865us/step - loss: 0.4279 - accuracy: 0.7958
Epoch 437/500
718/718 [==============================] - 1s 865us/step - loss: 0.4278 - accuracy: 0.7954
Epoch 438/500
718/718 [==============================] - 1s 858us/step - loss: 0.4276 - accuracy: 0.7982
Epoch 439/500
718/718 [==============================] - 1s 873us/step - loss: 0.4279 - accuracy: 0.7951
Epoch 440/500
718/718 [==============================] - 1s 883us/step - loss: 0.4274 - accuracy: 0.7979
Epoch 441/500
718/718 [==============================] - 1s 862us/step - loss: 0.4276 - accuracy: 0.7968
Epoch 442/500
718/718 [==============================] - 1s 874us/step - loss: 0.4274 - accuracy: 0.7962
Epoch 443/500
718/718 [==============================] - 1s 875us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 444/500
718/718 [==============================] - 1s 861us/step - loss: 0.4274 - accuracy: 0.7972
Epoch 445/500
718/718 [==============================] - 1s 881us/step - loss: 0.4276 - accuracy: 0.7955
Epoch 446/500
718/718 [==============================] - 1s 860us/step - loss: 0.4274 - accuracy: 0.7958
Epoch 447/500
718/718 [==============================] - 1s 888us/step - loss: 0.4276 - accuracy: 0.7972
Epoch 448/500
718/718 [==============================] - 1s 873us/step - loss: 0.4274 - accuracy: 0.7971
Epoch 449/500
718/718 [==============================] - 1s 862us/step - loss: 0.4284 - accuracy: 0.7959
Epoch 450/500
718/718 [==============================] - 1s 878us/step - loss: 0.4277 - accuracy: 0.7969
Epoch 451/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7976
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7966
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7968
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7976
Epoch 455/500
718/718 [==============================] - 1s 964us/step - loss: 0.4277 - accuracy: 0.7949
Epoch 456/500
718/718 [==============================] - 1s 946us/step - loss: 0.4276 - accuracy: 0.7969
Epoch 457/500
718/718 [==============================] - 1s 879us/step - loss: 0.4271 - accuracy: 0.7983
Epoch 458/500
718/718 [==============================] - 1s 844us/step - loss: 0.4272 - accuracy: 0.7974
Epoch 459/500
718/718 [==============================] - 1s 910us/step - loss: 0.4274 - accuracy: 0.7977
Epoch 460/500
718/718 [==============================] - 1s 953us/step - loss: 0.4277 - accuracy: 0.7950
Epoch 461/500
718/718 [==============================] - 1s 902us/step - loss: 0.4271 - accuracy: 0.7980
Epoch 462/500
718/718 [==============================] - 1s 875us/step - loss: 0.4278 - accuracy: 0.7959
Epoch 463/500
718/718 [==============================] - 1s 949us/step - loss: 0.4275 - accuracy: 0.7954
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7960: 0s - loss: 0.4235 - accuracy: 
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7953
Epoch 466/500
718/718 [==============================] - 1s 877us/step - loss: 0.4276 - accuracy: 0.7965
Epoch 467/500
718/718 [==============================] - 1s 931us/step - loss: 0.4278 - accuracy: 0.7962
Epoch 468/500
718/718 [==============================] - 1s 932us/step - loss: 0.4279 - accuracy: 0.7969
Epoch 469/500
718/718 [==============================] - 1s 865us/step - loss: 0.4279 - accuracy: 0.7981
Epoch 470/500
718/718 [==============================] - 1s 856us/step - loss: 0.4267 - accuracy: 0.7969
Epoch 471/500
718/718 [==============================] - 1s 866us/step - loss: 0.4277 - accuracy: 0.7976
Epoch 472/500
718/718 [==============================] - 1s 853us/step - loss: 0.4274 - accuracy: 0.7973
Epoch 473/500
718/718 [==============================] - 1s 865us/step - loss: 0.4270 - accuracy: 0.7987
Epoch 474/500
718/718 [==============================] - 1s 875us/step - loss: 0.4271 - accuracy: 0.79830s - loss: 0.4191 - accura
Epoch 475/500
718/718 [==============================] - 1s 842us/step - loss: 0.4278 - accuracy: 0.7966
Epoch 476/500
718/718 [==============================] - 1s 875us/step - loss: 0.4281 - accuracy: 0.7953
Epoch 477/500
718/718 [==============================] - 1s 854us/step - loss: 0.4269 - accuracy: 0.7990
Epoch 478/500
718/718 [==============================] - 1s 845us/step - loss: 0.4274 - accuracy: 0.7973
Epoch 479/500
718/718 [==============================] - 1s 868us/step - loss: 0.4278 - accuracy: 0.7949
Epoch 480/500
718/718 [==============================] - 1s 844us/step - loss: 0.4273 - accuracy: 0.7960
Epoch 481/500
718/718 [==============================] - 1s 864us/step - loss: 0.4278 - accuracy: 0.7974
Epoch 482/500
718/718 [==============================] - 1s 861us/step - loss: 0.4277 - accuracy: 0.7982
Epoch 483/500
718/718 [==============================] - 1s 847us/step - loss: 0.4271 - accuracy: 0.7983
Epoch 484/500
718/718 [==============================] - 1s 864us/step - loss: 0.4274 - accuracy: 0.7967
Epoch 485/500
718/718 [==============================] - 1s 916us/step - loss: 0.4277 - accuracy: 0.7969
Epoch 486/500
718/718 [==============================] - 1s 850us/step - loss: 0.4273 - accuracy: 0.7956
Epoch 487/500
718/718 [==============================] - 1s 882us/step - loss: 0.4279 - accuracy: 0.7967
Epoch 488/500
718/718 [==============================] - 1s 856us/step - loss: 0.4275 - accuracy: 0.7961
Epoch 489/500
718/718 [==============================] - 1s 876us/step - loss: 0.4274 - accuracy: 0.7966
Epoch 490/500
718/718 [==============================] - 1s 878us/step - loss: 0.4271 - accuracy: 0.7987
Epoch 491/500
718/718 [==============================] - 1s 869us/step - loss: 0.4274 - accuracy: 0.7971
Epoch 492/500
718/718 [==============================] - 1s 891us/step - loss: 0.4279 - accuracy: 0.7962
Epoch 493/500
718/718 [==============================] - 1s 890us/step - loss: 0.4275 - accuracy: 0.7969
Epoch 494/500
718/718 [==============================] - 1s 856us/step - loss: 0.4272 - accuracy: 0.7976
Epoch 495/500
718/718 [==============================] - 1s 869us/step - loss: 0.4276 - accuracy: 0.7972
Epoch 496/500
718/718 [==============================] - 1s 860us/step - loss: 0.4269 - accuracy: 0.7957
Epoch 497/500
718/718 [==============================] - 1s 871us/step - loss: 0.4271 - accuracy: 0.7982
Epoch 498/500
718/718 [==============================] - 1s 870us/step - loss: 0.4279 - accuracy: 0.79670s - loss: 0.4277 - accuracy: 0.
Epoch 499/500
718/718 [==============================] - 1s 855us/step - loss: 0.4275 - accuracy: 0.7949
Epoch 500/500
718/718 [==============================] - 1s 876us/step - loss: 0.4273 - accuracy: 0.7971
Epoch 1/500
718/718 [==============================] - 1s 890us/step - loss: 0.6045 - accuracy: 0.6734
Epoch 2/500
718/718 [==============================] - 1s 871us/step - loss: 0.5533 - accuracy: 0.7124
Epoch 3/500
718/718 [==============================] - 1s 878us/step - loss: 0.5459 - accuracy: 0.7161
Epoch 4/500
718/718 [==============================] - 1s 852us/step - loss: 0.5412 - accuracy: 0.7215
Epoch 5/500
718/718 [==============================] - 1s 885us/step - loss: 0.5359 - accuracy: 0.72580s - loss: 0.5425 - accura
Epoch 6/500
718/718 [==============================] - 1s 853us/step - loss: 0.5285 - accuracy: 0.7332
Epoch 7/500
718/718 [==============================] - 1s 889us/step - loss: 0.5108 - accuracy: 0.7460
Epoch 8/500
718/718 [==============================] - 1s 879us/step - loss: 0.4833 - accuracy: 0.7650
Epoch 9/500
718/718 [==============================] - 1s 861us/step - loss: 0.4640 - accuracy: 0.7788
Epoch 10/500
718/718 [==============================] - 1s 868us/step - loss: 0.4551 - accuracy: 0.7822
Epoch 11/500
718/718 [==============================] - 1s 883us/step - loss: 0.4513 - accuracy: 0.7841
Epoch 12/500
718/718 [==============================] - 1s 863us/step - loss: 0.4484 - accuracy: 0.7855
Epoch 13/500
718/718 [==============================] - 1s 921us/step - loss: 0.4450 - accuracy: 0.7891
Epoch 14/500
718/718 [==============================] - 1s 858us/step - loss: 0.4436 - accuracy: 0.7904
Epoch 15/500
718/718 [==============================] - 1s 880us/step - loss: 0.4411 - accuracy: 0.7923
Epoch 16/500
718/718 [==============================] - 1s 870us/step - loss: 0.4382 - accuracy: 0.79560s - loss: 0.4342 - accu
Epoch 17/500
718/718 [==============================] - 1s 883us/step - loss: 0.4378 - accuracy: 0.7925
Epoch 18/500
718/718 [==============================] - 1s 871us/step - loss: 0.4360 - accuracy: 0.7948
Epoch 19/500
718/718 [==============================] - 1s 896us/step - loss: 0.4351 - accuracy: 0.79380s - loss: 0.4384 - accuracy
Epoch 20/500
718/718 [==============================] - 1s 856us/step - loss: 0.4332 - accuracy: 0.7956
Epoch 21/500
718/718 [==============================] - 1s 869us/step - loss: 0.4325 - accuracy: 0.7968
Epoch 22/500
718/718 [==============================] - 1s 861us/step - loss: 0.4326 - accuracy: 0.7935
Epoch 23/500
718/718 [==============================] - 1s 885us/step - loss: 0.4314 - accuracy: 0.7968
Epoch 24/500
718/718 [==============================] - 1s 876us/step - loss: 0.4304 - accuracy: 0.7997
Epoch 25/500
718/718 [==============================] - 1s 874us/step - loss: 0.4304 - accuracy: 0.7970
Epoch 26/500
718/718 [==============================] - 1s 878us/step - loss: 0.4304 - accuracy: 0.7968
Epoch 27/500
718/718 [==============================] - 1s 881us/step - loss: 0.4299 - accuracy: 0.7997
Epoch 28/500
718/718 [==============================] - 1s 868us/step - loss: 0.4291 - accuracy: 0.7969
Epoch 29/500
718/718 [==============================] - 1s 864us/step - loss: 0.4293 - accuracy: 0.7992
Epoch 30/500
718/718 [==============================] - 1s 874us/step - loss: 0.4296 - accuracy: 0.7975
Epoch 31/500
718/718 [==============================] - 1s 990us/step - loss: 0.4293 - accuracy: 0.7981
Epoch 32/500
718/718 [==============================] - 1s 887us/step - loss: 0.4295 - accuracy: 0.7990
Epoch 33/500
718/718 [==============================] - 1s 877us/step - loss: 0.4291 - accuracy: 0.8004
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7977
Epoch 35/500
718/718 [==============================] - 1s 876us/step - loss: 0.4285 - accuracy: 0.8007
Epoch 36/500
718/718 [==============================] - 1s 868us/step - loss: 0.4288 - accuracy: 0.7996
Epoch 37/500
718/718 [==============================] - 1s 876us/step - loss: 0.4287 - accuracy: 0.80020s - loss: 0.4262 - accuracy: 
Epoch 38/500
718/718 [==============================] - 1s 906us/step - loss: 0.4295 - accuracy: 0.7989
Epoch 39/500
718/718 [==============================] - 1s 860us/step - loss: 0.4287 - accuracy: 0.8010
Epoch 40/500
718/718 [==============================] - 1s 882us/step - loss: 0.4288 - accuracy: 0.7990
Epoch 41/500
718/718 [==============================] - 1s 873us/step - loss: 0.4287 - accuracy: 0.7981
Epoch 42/500
718/718 [==============================] - 1s 867us/step - loss: 0.4282 - accuracy: 0.7998
Epoch 43/500
718/718 [==============================] - 1s 875us/step - loss: 0.4277 - accuracy: 0.7994
Epoch 44/500
718/718 [==============================] - 1s 883us/step - loss: 0.4278 - accuracy: 0.7998
Epoch 45/500
718/718 [==============================] - 1s 865us/step - loss: 0.4290 - accuracy: 0.7997
Epoch 46/500
718/718 [==============================] - 1s 883us/step - loss: 0.4278 - accuracy: 0.8002
Epoch 47/500
718/718 [==============================] - 1s 854us/step - loss: 0.4282 - accuracy: 0.7996
Epoch 48/500
718/718 [==============================] - 1s 885us/step - loss: 0.4286 - accuracy: 0.7998
Epoch 49/500
718/718 [==============================] - 1s 882us/step - loss: 0.4282 - accuracy: 0.7978
Epoch 50/500
718/718 [==============================] - 1s 866us/step - loss: 0.4282 - accuracy: 0.8010
Epoch 51/500
718/718 [==============================] - 1s 875us/step - loss: 0.4284 - accuracy: 0.8013
Epoch 52/500
718/718 [==============================] - 1s 876us/step - loss: 0.4277 - accuracy: 0.7966
Epoch 53/500
718/718 [==============================] - 1s 855us/step - loss: 0.4276 - accuracy: 0.8003
Epoch 54/500
718/718 [==============================] - 1s 875us/step - loss: 0.4281 - accuracy: 0.7990
Epoch 55/500
718/718 [==============================] - 1s 883us/step - loss: 0.4279 - accuracy: 0.79970s - loss: 0.4241 - accuracy: 0.
Epoch 56/500
718/718 [==============================] - 1s 876us/step - loss: 0.4282 - accuracy: 0.7994
Epoch 57/500
718/718 [==============================] - 1s 875us/step - loss: 0.4275 - accuracy: 0.7986
Epoch 58/500
718/718 [==============================] - 1s 858us/step - loss: 0.4280 - accuracy: 0.7976
Epoch 59/500
718/718 [==============================] - 1s 878us/step - loss: 0.4276 - accuracy: 0.8013
Epoch 60/500
718/718 [==============================] - 1s 870us/step - loss: 0.4277 - accuracy: 0.7978
Epoch 61/500
718/718 [==============================] - 1s 857us/step - loss: 0.4278 - accuracy: 0.7984
Epoch 62/500
718/718 [==============================] - 1s 875us/step - loss: 0.4273 - accuracy: 0.7998
Epoch 63/500
718/718 [==============================] - 1s 857us/step - loss: 0.4271 - accuracy: 0.8020
Epoch 64/500
718/718 [==============================] - 1s 860us/step - loss: 0.4277 - accuracy: 0.7995
Epoch 65/500
718/718 [==============================] - 1s 872us/step - loss: 0.4276 - accuracy: 0.8017
Epoch 66/500
718/718 [==============================] - 1s 868us/step - loss: 0.4279 - accuracy: 0.7989
Epoch 67/500
718/718 [==============================] - 1s 870us/step - loss: 0.4274 - accuracy: 0.7981
Epoch 68/500
718/718 [==============================] - 1s 871us/step - loss: 0.4276 - accuracy: 0.8014
Epoch 69/500
718/718 [==============================] - 1s 855us/step - loss: 0.4270 - accuracy: 0.8008
Epoch 70/500
718/718 [==============================] - 1s 886us/step - loss: 0.4276 - accuracy: 0.7997
Epoch 71/500
718/718 [==============================] - 1s 896us/step - loss: 0.4273 - accuracy: 0.8013
Epoch 72/500
718/718 [==============================] - 1s 866us/step - loss: 0.4267 - accuracy: 0.8014
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8012
Epoch 74/500
718/718 [==============================] - 1s 976us/step - loss: 0.4269 - accuracy: 0.8010
Epoch 75/500
718/718 [==============================] - 1s 865us/step - loss: 0.4278 - accuracy: 0.7997
Epoch 76/500
718/718 [==============================] - 1s 890us/step - loss: 0.4276 - accuracy: 0.7991
Epoch 77/500
718/718 [==============================] - 1s 875us/step - loss: 0.4268 - accuracy: 0.7994
Epoch 78/500
718/718 [==============================] - 1s 863us/step - loss: 0.4271 - accuracy: 0.7981
Epoch 79/500
718/718 [==============================] - 1s 880us/step - loss: 0.4259 - accuracy: 0.8010
Epoch 80/500
718/718 [==============================] - 1s 868us/step - loss: 0.4268 - accuracy: 0.8000
Epoch 81/500
718/718 [==============================] - 1s 874us/step - loss: 0.4258 - accuracy: 0.8030
Epoch 82/500
718/718 [==============================] - 1s 877us/step - loss: 0.4264 - accuracy: 0.8003
Epoch 83/500
718/718 [==============================] - 1s 854us/step - loss: 0.4259 - accuracy: 0.8010
Epoch 84/500
718/718 [==============================] - 1s 878us/step - loss: 0.4258 - accuracy: 0.8017
Epoch 85/500
718/718 [==============================] - 1s 865us/step - loss: 0.4256 - accuracy: 0.8010
Epoch 86/500
718/718 [==============================] - 1s 874us/step - loss: 0.4263 - accuracy: 0.8009
Epoch 87/500
718/718 [==============================] - 1s 896us/step - loss: 0.4254 - accuracy: 0.8015
Epoch 88/500
718/718 [==============================] - 1s 862us/step - loss: 0.4258 - accuracy: 0.8026
Epoch 89/500
718/718 [==============================] - 1s 871us/step - loss: 0.4261 - accuracy: 0.7994
Epoch 90/500
718/718 [==============================] - 1s 904us/step - loss: 0.4254 - accuracy: 0.8020
Epoch 91/500
718/718 [==============================] - 1s 854us/step - loss: 0.4254 - accuracy: 0.8021
Epoch 92/500
718/718 [==============================] - 1s 875us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 93/500
718/718 [==============================] - 1s 868us/step - loss: 0.4255 - accuracy: 0.8003
Epoch 94/500
718/718 [==============================] - 1s 897us/step - loss: 0.4260 - accuracy: 0.8013
Epoch 95/500
718/718 [==============================] - 1s 893us/step - loss: 0.4256 - accuracy: 0.7987
Epoch 96/500
718/718 [==============================] - 1s 883us/step - loss: 0.4249 - accuracy: 0.8009
Epoch 97/500
718/718 [==============================] - 1s 858us/step - loss: 0.4251 - accuracy: 0.8017
Epoch 98/500
718/718 [==============================] - 1s 875us/step - loss: 0.4256 - accuracy: 0.8017
Epoch 99/500
718/718 [==============================] - 1s 859us/step - loss: 0.4252 - accuracy: 0.8033
Epoch 100/500
718/718 [==============================] - 1s 884us/step - loss: 0.4255 - accuracy: 0.8013
Epoch 101/500
718/718 [==============================] - 1s 944us/step - loss: 0.4251 - accuracy: 0.8013
Epoch 102/500
718/718 [==============================] - 1s 862us/step - loss: 0.4251 - accuracy: 0.8023
Epoch 103/500
718/718 [==============================] - 1s 892us/step - loss: 0.4256 - accuracy: 0.8008
Epoch 104/500
718/718 [==============================] - 1s 878us/step - loss: 0.4254 - accuracy: 0.8009
Epoch 105/500
718/718 [==============================] - 1s 869us/step - loss: 0.4253 - accuracy: 0.8023
Epoch 106/500
718/718 [==============================] - 1s 887us/step - loss: 0.4249 - accuracy: 0.8030
Epoch 107/500
718/718 [==============================] - 1s 872us/step - loss: 0.4256 - accuracy: 0.8018
Epoch 108/500
718/718 [==============================] - 1s 860us/step - loss: 0.4252 - accuracy: 0.8002
Epoch 109/500
718/718 [==============================] - 1s 885us/step - loss: 0.4249 - accuracy: 0.8002
Epoch 110/500
718/718 [==============================] - 1s 861us/step - loss: 0.4259 - accuracy: 0.8016
Epoch 111/500
718/718 [==============================] - 1s 889us/step - loss: 0.4249 - accuracy: 0.7998
Epoch 112/500
718/718 [==============================] - 1s 870us/step - loss: 0.4257 - accuracy: 0.8010
Epoch 113/500
718/718 [==============================] - 1s 862us/step - loss: 0.4247 - accuracy: 0.8027
Epoch 114/500
718/718 [==============================] - 1s 878us/step - loss: 0.4253 - accuracy: 0.8013
Epoch 115/500
718/718 [==============================] - 1s 869us/step - loss: 0.4249 - accuracy: 0.8001
Epoch 116/500
718/718 [==============================] - 1s 857us/step - loss: 0.4251 - accuracy: 0.8016
Epoch 117/500
718/718 [==============================] - 1s 888us/step - loss: 0.4240 - accuracy: 0.8026
Epoch 118/500
718/718 [==============================] - 1s 854us/step - loss: 0.4253 - accuracy: 0.8024
Epoch 119/500
718/718 [==============================] - 1s 885us/step - loss: 0.4239 - accuracy: 0.8013
Epoch 120/500
718/718 [==============================] - 1s 871us/step - loss: 0.4239 - accuracy: 0.8024
Epoch 121/500
718/718 [==============================] - 1s 863us/step - loss: 0.4239 - accuracy: 0.8005
Epoch 122/500
718/718 [==============================] - 1s 872us/step - loss: 0.4235 - accuracy: 0.8017
Epoch 123/500
718/718 [==============================] - 1s 885us/step - loss: 0.4229 - accuracy: 0.8033
Epoch 124/500
718/718 [==============================] - 1s 861us/step - loss: 0.4232 - accuracy: 0.8019
Epoch 125/500
718/718 [==============================] - 1s 884us/step - loss: 0.4238 - accuracy: 0.8001
Epoch 126/500
718/718 [==============================] - 1s 878us/step - loss: 0.4235 - accuracy: 0.8025
Epoch 127/500
718/718 [==============================] - 1s 871us/step - loss: 0.4227 - accuracy: 0.8034
Epoch 128/500
718/718 [==============================] - 1s 876us/step - loss: 0.4231 - accuracy: 0.8029
Epoch 129/500
718/718 [==============================] - 1s 848us/step - loss: 0.4230 - accuracy: 0.8037
Epoch 130/500
718/718 [==============================] - 1s 911us/step - loss: 0.4224 - accuracy: 0.8028
Epoch 131/500
718/718 [==============================] - 1s 988us/step - loss: 0.4232 - accuracy: 0.7997
Epoch 132/500
718/718 [==============================] - 1s 862us/step - loss: 0.4222 - accuracy: 0.8032
Epoch 133/500
718/718 [==============================] - 1s 882us/step - loss: 0.4223 - accuracy: 0.8027
Epoch 134/500
718/718 [==============================] - 1s 876us/step - loss: 0.4223 - accuracy: 0.8038
Epoch 135/500
718/718 [==============================] - 1s 856us/step - loss: 0.4223 - accuracy: 0.8014
Epoch 136/500
718/718 [==============================] - 1s 867us/step - loss: 0.4221 - accuracy: 0.8016
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8016
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8030
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.7986: 0s - loss: 0.4202 - 
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8023
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8020
Epoch 142/500
718/718 [==============================] - 1s 941us/step - loss: 0.4222 - accuracy: 0.8029
Epoch 143/500
718/718 [==============================] - 1s 896us/step - loss: 0.4219 - accuracy: 0.80370s - loss: 0.4259 - accuracy
Epoch 144/500
718/718 [==============================] - 1s 865us/step - loss: 0.4218 - accuracy: 0.8031
Epoch 145/500
718/718 [==============================] - 1s 925us/step - loss: 0.4214 - accuracy: 0.8020
Epoch 146/500
718/718 [==============================] - 1s 964us/step - loss: 0.4213 - accuracy: 0.8053
Epoch 147/500
718/718 [==============================] - 1s 921us/step - loss: 0.4215 - accuracy: 0.8023
Epoch 148/500
718/718 [==============================] - 1s 881us/step - loss: 0.4223 - accuracy: 0.8022
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8019: 0s - loss: 0.4220 - accura
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8036: 0s - loss: 0.4200 - accuracy: 
Epoch 151/500
718/718 [==============================] - 1s 891us/step - loss: 0.4217 - accuracy: 0.8034
Epoch 152/500
718/718 [==============================] - 1s 870us/step - loss: 0.4206 - accuracy: 0.8055
Epoch 153/500
718/718 [==============================] - 1s 943us/step - loss: 0.4209 - accuracy: 0.8039
Epoch 154/500
718/718 [==============================] - 1s 956us/step - loss: 0.4206 - accuracy: 0.8032
Epoch 155/500
718/718 [==============================] - 1s 873us/step - loss: 0.4211 - accuracy: 0.8049
Epoch 156/500
718/718 [==============================] - 1s 869us/step - loss: 0.4206 - accuracy: 0.8039
Epoch 157/500
718/718 [==============================] - 1s 889us/step - loss: 0.4200 - accuracy: 0.8043
Epoch 158/500
718/718 [==============================] - 1s 872us/step - loss: 0.4201 - accuracy: 0.8037
Epoch 159/500
718/718 [==============================] - 1s 867us/step - loss: 0.4204 - accuracy: 0.8049
Epoch 160/500
718/718 [==============================] - 1s 871us/step - loss: 0.4205 - accuracy: 0.80330s - loss: 0.4196 - accuracy: 0.80
Epoch 161/500
718/718 [==============================] - 1s 859us/step - loss: 0.4198 - accuracy: 0.8032
Epoch 162/500
718/718 [==============================] - 1s 881us/step - loss: 0.4200 - accuracy: 0.8038
Epoch 163/500
718/718 [==============================] - 1s 881us/step - loss: 0.4199 - accuracy: 0.8051
Epoch 164/500
718/718 [==============================] - 1s 885us/step - loss: 0.4199 - accuracy: 0.8041
Epoch 165/500
718/718 [==============================] - 1s 871us/step - loss: 0.4199 - accuracy: 0.8060
Epoch 166/500
718/718 [==============================] - 1s 920us/step - loss: 0.4192 - accuracy: 0.8065
Epoch 167/500
718/718 [==============================] - 1s 846us/step - loss: 0.4192 - accuracy: 0.8039
Epoch 168/500
718/718 [==============================] - 1s 903us/step - loss: 0.4194 - accuracy: 0.8058
Epoch 169/500
718/718 [==============================] - 1s 861us/step - loss: 0.4188 - accuracy: 0.8044
Epoch 170/500
718/718 [==============================] - 1s 878us/step - loss: 0.4191 - accuracy: 0.8036
Epoch 171/500
718/718 [==============================] - 1s 891us/step - loss: 0.4195 - accuracy: 0.8047
Epoch 172/500
718/718 [==============================] - 1s 859us/step - loss: 0.4194 - accuracy: 0.8037
Epoch 173/500
718/718 [==============================] - 1s 885us/step - loss: 0.4197 - accuracy: 0.8055
Epoch 174/500
718/718 [==============================] - 1s 871us/step - loss: 0.4191 - accuracy: 0.8058
Epoch 175/500
718/718 [==============================] - 1s 857us/step - loss: 0.4191 - accuracy: 0.8066
Epoch 176/500
718/718 [==============================] - 1s 884us/step - loss: 0.4190 - accuracy: 0.8040
Epoch 177/500
718/718 [==============================] - 1s 875us/step - loss: 0.4184 - accuracy: 0.8053
Epoch 178/500
718/718 [==============================] - 1s 866us/step - loss: 0.4189 - accuracy: 0.8044
Epoch 179/500
718/718 [==============================] - 1s 891us/step - loss: 0.4178 - accuracy: 0.8057
Epoch 180/500
718/718 [==============================] - 1s 860us/step - loss: 0.4184 - accuracy: 0.8056
Epoch 181/500
718/718 [==============================] - 1s 867us/step - loss: 0.4186 - accuracy: 0.8058
Epoch 182/500
718/718 [==============================] - 1s 880us/step - loss: 0.4189 - accuracy: 0.8030
Epoch 183/500
718/718 [==============================] - 1s 854us/step - loss: 0.4187 - accuracy: 0.8059
Epoch 184/500
718/718 [==============================] - 1s 871us/step - loss: 0.4189 - accuracy: 0.8049
Epoch 185/500
718/718 [==============================] - 1s 866us/step - loss: 0.4186 - accuracy: 0.8040
Epoch 186/500
718/718 [==============================] - 1s 847us/step - loss: 0.4188 - accuracy: 0.8031
Epoch 187/500
718/718 [==============================] - 1s 857us/step - loss: 0.4180 - accuracy: 0.8053
Epoch 188/500
718/718 [==============================] - 1s 863us/step - loss: 0.4179 - accuracy: 0.8048
Epoch 189/500
718/718 [==============================] - 1s 864us/step - loss: 0.4179 - accuracy: 0.8060
Epoch 190/500
718/718 [==============================] - 1s 863us/step - loss: 0.4180 - accuracy: 0.8059
Epoch 191/500
718/718 [==============================] - 1s 843us/step - loss: 0.4180 - accuracy: 0.8045
Epoch 192/500
718/718 [==============================] - 1s 865us/step - loss: 0.4183 - accuracy: 0.8058
Epoch 193/500
718/718 [==============================] - 1s 843us/step - loss: 0.4178 - accuracy: 0.8072
Epoch 194/500
718/718 [==============================] - 1s 897us/step - loss: 0.4179 - accuracy: 0.8064
Epoch 195/500
718/718 [==============================] - 1s 859us/step - loss: 0.4186 - accuracy: 0.8052
Epoch 196/500
718/718 [==============================] - 1s 843us/step - loss: 0.4176 - accuracy: 0.8052
Epoch 197/500
718/718 [==============================] - 1s 855us/step - loss: 0.4179 - accuracy: 0.8048
Epoch 198/500
718/718 [==============================] - 1s 869us/step - loss: 0.4180 - accuracy: 0.8066
Epoch 199/500
718/718 [==============================] - 1s 864us/step - loss: 0.4174 - accuracy: 0.8077
Epoch 200/500
718/718 [==============================] - 1s 840us/step - loss: 0.4178 - accuracy: 0.8057
Epoch 201/500
718/718 [==============================] - 1s 848us/step - loss: 0.4178 - accuracy: 0.8051
Epoch 202/500
718/718 [==============================] - 1s 851us/step - loss: 0.4178 - accuracy: 0.8041
Epoch 203/500
718/718 [==============================] - 1s 932us/step - loss: 0.4162 - accuracy: 0.8084
Epoch 204/500
718/718 [==============================] - 1s 910us/step - loss: 0.4171 - accuracy: 0.8068
Epoch 205/500
718/718 [==============================] - 1s 891us/step - loss: 0.4171 - accuracy: 0.8034
Epoch 206/500
718/718 [==============================] - 1s 897us/step - loss: 0.4174 - accuracy: 0.8068
Epoch 207/500
718/718 [==============================] - 1s 928us/step - loss: 0.4165 - accuracy: 0.8072
Epoch 208/500
718/718 [==============================] - 1s 892us/step - loss: 0.4170 - accuracy: 0.80490s - loss: 0.4242 - accura
Epoch 209/500
718/718 [==============================] - 1s 873us/step - loss: 0.4171 - accuracy: 0.8073
Epoch 210/500
718/718 [==============================] - 1s 869us/step - loss: 0.4175 - accuracy: 0.8058
Epoch 211/500
718/718 [==============================] - 1s 879us/step - loss: 0.4167 - accuracy: 0.8058
Epoch 212/500
718/718 [==============================] - 1s 883us/step - loss: 0.4165 - accuracy: 0.8037
Epoch 213/500
718/718 [==============================] - 1s 881us/step - loss: 0.4165 - accuracy: 0.8059
Epoch 214/500
718/718 [==============================] - 1s 871us/step - loss: 0.4162 - accuracy: 0.8049
Epoch 215/500
718/718 [==============================] - 1s 870us/step - loss: 0.4166 - accuracy: 0.8067
Epoch 216/500
718/718 [==============================] - 1s 858us/step - loss: 0.4173 - accuracy: 0.8064
Epoch 217/500
718/718 [==============================] - 1s 880us/step - loss: 0.4166 - accuracy: 0.8051
Epoch 218/500
718/718 [==============================] - 1s 861us/step - loss: 0.4165 - accuracy: 0.8043
Epoch 219/500
718/718 [==============================] - 1s 886us/step - loss: 0.4162 - accuracy: 0.8059
Epoch 220/500
718/718 [==============================] - 1s 870us/step - loss: 0.4161 - accuracy: 0.8053
Epoch 221/500
718/718 [==============================] - 1s 864us/step - loss: 0.4167 - accuracy: 0.8049
Epoch 222/500
718/718 [==============================] - 1s 877us/step - loss: 0.4159 - accuracy: 0.8065
Epoch 223/500
718/718 [==============================] - 1s 863us/step - loss: 0.4171 - accuracy: 0.8046
Epoch 224/500
718/718 [==============================] - 1s 871us/step - loss: 0.4169 - accuracy: 0.80550s - loss: 0.4158 - accuracy: 0.80
Epoch 225/500
718/718 [==============================] - 1s 878us/step - loss: 0.4156 - accuracy: 0.8089
Epoch 226/500
718/718 [==============================] - 1s 882us/step - loss: 0.4164 - accuracy: 0.80690s - loss: 0.4200 - accu
Epoch 227/500
718/718 [==============================] - 1s 870us/step - loss: 0.4164 - accuracy: 0.8064
Epoch 228/500
718/718 [==============================] - 1s 878us/step - loss: 0.4156 - accuracy: 0.8078
Epoch 229/500
718/718 [==============================] - 1s 859us/step - loss: 0.4164 - accuracy: 0.8046
Epoch 230/500
718/718 [==============================] - 1s 877us/step - loss: 0.4163 - accuracy: 0.8079
Epoch 231/500
718/718 [==============================] - 1s 857us/step - loss: 0.4159 - accuracy: 0.8063
Epoch 232/500
718/718 [==============================] - 1s 870us/step - loss: 0.4152 - accuracy: 0.8071
Epoch 233/500
718/718 [==============================] - 1s 872us/step - loss: 0.4165 - accuracy: 0.8064
Epoch 234/500
718/718 [==============================] - 1s 854us/step - loss: 0.4163 - accuracy: 0.8069
Epoch 235/500
718/718 [==============================] - 1s 886us/step - loss: 0.4160 - accuracy: 0.8077
Epoch 236/500
718/718 [==============================] - 1s 909us/step - loss: 0.4159 - accuracy: 0.8070
Epoch 237/500
718/718 [==============================] - 1s 862us/step - loss: 0.4164 - accuracy: 0.8051
Epoch 238/500
718/718 [==============================] - 1s 882us/step - loss: 0.4157 - accuracy: 0.8064
Epoch 239/500
718/718 [==============================] - 1s 857us/step - loss: 0.4156 - accuracy: 0.8055
Epoch 240/500
718/718 [==============================] - 1s 894us/step - loss: 0.4161 - accuracy: 0.8064
Epoch 241/500
718/718 [==============================] - 1s 887us/step - loss: 0.4149 - accuracy: 0.8086
Epoch 242/500
718/718 [==============================] - 1s 856us/step - loss: 0.4160 - accuracy: 0.8080
Epoch 243/500
718/718 [==============================] - 1s 888us/step - loss: 0.4157 - accuracy: 0.8051
Epoch 244/500
718/718 [==============================] - 1s 883us/step - loss: 0.4151 - accuracy: 0.8070
Epoch 245/500
718/718 [==============================] - 1s 853us/step - loss: 0.4154 - accuracy: 0.8073
Epoch 246/500
718/718 [==============================] - 1s 896us/step - loss: 0.4153 - accuracy: 0.8073
Epoch 247/500
718/718 [==============================] - 1s 874us/step - loss: 0.4154 - accuracy: 0.8066
Epoch 248/500
718/718 [==============================] - 1s 861us/step - loss: 0.4156 - accuracy: 0.8054
Epoch 249/500
718/718 [==============================] - 1s 904us/step - loss: 0.4153 - accuracy: 0.80610s - loss: 0.4153 - accuracy
Epoch 250/500
718/718 [==============================] - 1s 869us/step - loss: 0.4150 - accuracy: 0.8059
Epoch 251/500
718/718 [==============================] - 1s 861us/step - loss: 0.4152 - accuracy: 0.8076
Epoch 252/500
718/718 [==============================] - 1s 930us/step - loss: 0.4147 - accuracy: 0.8079
Epoch 253/500
718/718 [==============================] - 1s 857us/step - loss: 0.4152 - accuracy: 0.8058
Epoch 254/500
718/718 [==============================] - 1s 915us/step - loss: 0.4149 - accuracy: 0.8087
Epoch 255/500
718/718 [==============================] - 1s 901us/step - loss: 0.4155 - accuracy: 0.80600s - loss: 0.4058 - 
Epoch 256/500
718/718 [==============================] - 1s 855us/step - loss: 0.4156 - accuracy: 0.8078
Epoch 257/500
718/718 [==============================] - 1s 882us/step - loss: 0.4154 - accuracy: 0.8062
Epoch 258/500
718/718 [==============================] - 1s 863us/step - loss: 0.4157 - accuracy: 0.8067
Epoch 259/500
718/718 [==============================] - 1s 853us/step - loss: 0.4156 - accuracy: 0.8073
Epoch 260/500
718/718 [==============================] - 1s 881us/step - loss: 0.4156 - accuracy: 0.8076
Epoch 261/500
718/718 [==============================] - 1s 857us/step - loss: 0.4156 - accuracy: 0.8092
Epoch 262/500
718/718 [==============================] - 1s 871us/step - loss: 0.4153 - accuracy: 0.8054
Epoch 263/500
718/718 [==============================] - 1s 861us/step - loss: 0.4149 - accuracy: 0.8069
Epoch 264/500
718/718 [==============================] - 1s 862us/step - loss: 0.4152 - accuracy: 0.8035
Epoch 265/500
718/718 [==============================] - 1s 872us/step - loss: 0.4148 - accuracy: 0.8056
Epoch 266/500
718/718 [==============================] - 1s 884us/step - loss: 0.4157 - accuracy: 0.8051
Epoch 267/500
718/718 [==============================] - 1s 854us/step - loss: 0.4148 - accuracy: 0.8070
Epoch 268/500
718/718 [==============================] - 1s 882us/step - loss: 0.4151 - accuracy: 0.8079
Epoch 269/500
718/718 [==============================] - 1s 852us/step - loss: 0.4149 - accuracy: 0.8067
Epoch 270/500
718/718 [==============================] - 1s 869us/step - loss: 0.4150 - accuracy: 0.8070
Epoch 271/500
718/718 [==============================] - 1s 865us/step - loss: 0.4152 - accuracy: 0.8073
Epoch 272/500
718/718 [==============================] - 1s 856us/step - loss: 0.4149 - accuracy: 0.8066
Epoch 273/500
718/718 [==============================] - 1s 893us/step - loss: 0.4150 - accuracy: 0.8074
Epoch 274/500
718/718 [==============================] - 1s 928us/step - loss: 0.4150 - accuracy: 0.8065
Epoch 275/500
718/718 [==============================] - 1s 907us/step - loss: 0.4147 - accuracy: 0.8076
Epoch 276/500
718/718 [==============================] - 1s 918us/step - loss: 0.4151 - accuracy: 0.8062
Epoch 277/500
718/718 [==============================] - 1s 860us/step - loss: 0.4152 - accuracy: 0.8067
Epoch 278/500
718/718 [==============================] - 1s 877us/step - loss: 0.4149 - accuracy: 0.8062
Epoch 279/500
718/718 [==============================] - 1s 908us/step - loss: 0.4146 - accuracy: 0.8085
Epoch 280/500
718/718 [==============================] - 1s 911us/step - loss: 0.4150 - accuracy: 0.8066
Epoch 281/500
718/718 [==============================] - 1s 878us/step - loss: 0.4152 - accuracy: 0.8084
Epoch 282/500
718/718 [==============================] - 1s 864us/step - loss: 0.4153 - accuracy: 0.8092
Epoch 283/500
718/718 [==============================] - 1s 871us/step - loss: 0.4151 - accuracy: 0.8065
Epoch 284/500
718/718 [==============================] - 1s 883us/step - loss: 0.4152 - accuracy: 0.8064
Epoch 285/500
718/718 [==============================] - 1s 873us/step - loss: 0.4150 - accuracy: 0.8080
Epoch 286/500
718/718 [==============================] - 1s 856us/step - loss: 0.4146 - accuracy: 0.8079
Epoch 287/500
718/718 [==============================] - 1s 880us/step - loss: 0.4144 - accuracy: 0.80710s - loss: 0.4095 - accuracy: 
Epoch 288/500
718/718 [==============================] - 1s 933us/step - loss: 0.4157 - accuracy: 0.8060
Epoch 289/500
718/718 [==============================] - 1s 858us/step - loss: 0.4148 - accuracy: 0.8064
Epoch 290/500
718/718 [==============================] - 1s 872us/step - loss: 0.4149 - accuracy: 0.8060
Epoch 291/500
718/718 [==============================] - 1s 859us/step - loss: 0.4150 - accuracy: 0.8068
Epoch 292/500
718/718 [==============================] - 1s 886us/step - loss: 0.4145 - accuracy: 0.8073
Epoch 293/500
718/718 [==============================] - 1s 885us/step - loss: 0.4145 - accuracy: 0.8066
Epoch 294/500
718/718 [==============================] - 1s 869us/step - loss: 0.4148 - accuracy: 0.8076
Epoch 295/500
718/718 [==============================] - 1s 853us/step - loss: 0.4152 - accuracy: 0.8064
Epoch 296/500
718/718 [==============================] - 1s 866us/step - loss: 0.4147 - accuracy: 0.8075
Epoch 297/500
718/718 [==============================] - 1s 861us/step - loss: 0.4149 - accuracy: 0.8063
Epoch 298/500
718/718 [==============================] - 1s 871us/step - loss: 0.4147 - accuracy: 0.8085
Epoch 299/500
718/718 [==============================] - 1s 996us/step - loss: 0.4152 - accuracy: 0.8064
Epoch 300/500
718/718 [==============================] - 1s 865us/step - loss: 0.4143 - accuracy: 0.8086
Epoch 301/500
718/718 [==============================] - 1s 867us/step - loss: 0.4151 - accuracy: 0.8060
Epoch 302/500
718/718 [==============================] - 1s 862us/step - loss: 0.4145 - accuracy: 0.8071
Epoch 303/500
718/718 [==============================] - 1s 875us/step - loss: 0.4147 - accuracy: 0.8078
Epoch 304/500
718/718 [==============================] - 1s 870us/step - loss: 0.4154 - accuracy: 0.8079
Epoch 305/500
718/718 [==============================] - 1s 871us/step - loss: 0.4153 - accuracy: 0.8064
Epoch 306/500
718/718 [==============================] - 1s 874us/step - loss: 0.4148 - accuracy: 0.8063
Epoch 307/500
718/718 [==============================] - 1s 868us/step - loss: 0.4151 - accuracy: 0.8078
Epoch 308/500
718/718 [==============================] - 1s 854us/step - loss: 0.4150 - accuracy: 0.8088
Epoch 309/500
718/718 [==============================] - 1s 871us/step - loss: 0.4154 - accuracy: 0.8070
Epoch 310/500
718/718 [==============================] - 1s 855us/step - loss: 0.4143 - accuracy: 0.8079
Epoch 311/500
718/718 [==============================] - 1s 869us/step - loss: 0.4155 - accuracy: 0.8074
Epoch 312/500
718/718 [==============================] - 1s 890us/step - loss: 0.4153 - accuracy: 0.8082
Epoch 313/500
718/718 [==============================] - 1s 862us/step - loss: 0.4156 - accuracy: 0.8071
Epoch 314/500
718/718 [==============================] - 1s 894us/step - loss: 0.4154 - accuracy: 0.8085
Epoch 315/500
718/718 [==============================] - 1s 866us/step - loss: 0.4145 - accuracy: 0.8071
Epoch 316/500
718/718 [==============================] - 1s 862us/step - loss: 0.4149 - accuracy: 0.8075
Epoch 317/500
718/718 [==============================] - 1s 876us/step - loss: 0.4149 - accuracy: 0.8078
Epoch 318/500
718/718 [==============================] - 1s 863us/step - loss: 0.4149 - accuracy: 0.8077
Epoch 319/500
718/718 [==============================] - 1s 873us/step - loss: 0.4148 - accuracy: 0.8072
Epoch 320/500
718/718 [==============================] - 1s 877us/step - loss: 0.4149 - accuracy: 0.8063
Epoch 321/500
718/718 [==============================] - 1s 869us/step - loss: 0.4146 - accuracy: 0.8066
Epoch 322/500
718/718 [==============================] - 1s 883us/step - loss: 0.4144 - accuracy: 0.8070
Epoch 323/500
718/718 [==============================] - 1s 874us/step - loss: 0.4143 - accuracy: 0.8064
Epoch 324/500
718/718 [==============================] - 1s 934us/step - loss: 0.4151 - accuracy: 0.8068
Epoch 325/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4145 - accuracy: 0.8073: 0s - loss: 0.4206 
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4153 - accuracy: 0.8075
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4151 - accuracy: 0.8080
Epoch 328/500
718/718 [==============================] - 1s 991us/step - loss: 0.4144 - accuracy: 0.8091
Epoch 329/500
718/718 [==============================] - 1s 983us/step - loss: 0.4150 - accuracy: 0.8080
Epoch 330/500
718/718 [==============================] - 1s 929us/step - loss: 0.4146 - accuracy: 0.8064
Epoch 331/500
718/718 [==============================] - 1s 930us/step - loss: 0.4146 - accuracy: 0.8068
Epoch 332/500
718/718 [==============================] - 1s 885us/step - loss: 0.4149 - accuracy: 0.8098
Epoch 333/500
718/718 [==============================] - 1s 964us/step - loss: 0.4142 - accuracy: 0.80890s - loss: 0.4146 - accuracy
Epoch 334/500
718/718 [==============================] - 1s 950us/step - loss: 0.4146 - accuracy: 0.8080
Epoch 335/500
718/718 [==============================] - 1s 898us/step - loss: 0.4150 - accuracy: 0.8058
Epoch 336/500
718/718 [==============================] - 1s 884us/step - loss: 0.4148 - accuracy: 0.8066
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4148 - accuracy: 0.8079
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4147 - accuracy: 0.8098
Epoch 339/500
718/718 [==============================] - 1s 931us/step - loss: 0.4150 - accuracy: 0.8074
Epoch 340/500
718/718 [==============================] - 1s 950us/step - loss: 0.4147 - accuracy: 0.8071
Epoch 341/500
718/718 [==============================] - 1s 943us/step - loss: 0.4151 - accuracy: 0.8059
Epoch 342/500
718/718 [==============================] - 1s 872us/step - loss: 0.4148 - accuracy: 0.8073
Epoch 343/500
718/718 [==============================] - 1s 858us/step - loss: 0.4146 - accuracy: 0.8064
Epoch 344/500
718/718 [==============================] - 1s 898us/step - loss: 0.4148 - accuracy: 0.8078
Epoch 345/500
718/718 [==============================] - 1s 886us/step - loss: 0.4144 - accuracy: 0.8085
Epoch 346/500
718/718 [==============================] - 1s 868us/step - loss: 0.4149 - accuracy: 0.8068
Epoch 347/500
718/718 [==============================] - 1s 885us/step - loss: 0.4145 - accuracy: 0.80700s - loss: 0.4151 - accuracy: 0.80
Epoch 348/500
718/718 [==============================] - 1s 863us/step - loss: 0.4134 - accuracy: 0.8095
Epoch 349/500
718/718 [==============================] - 1s 877us/step - loss: 0.4149 - accuracy: 0.8081
Epoch 350/500
718/718 [==============================] - 1s 868us/step - loss: 0.4149 - accuracy: 0.8060
Epoch 351/500
718/718 [==============================] - 1s 857us/step - loss: 0.4148 - accuracy: 0.8064
Epoch 352/500
718/718 [==============================] - 1s 882us/step - loss: 0.4150 - accuracy: 0.8069
Epoch 353/500
718/718 [==============================] - 1s 862us/step - loss: 0.4144 - accuracy: 0.8066
Epoch 354/500
718/718 [==============================] - 1s 878us/step - loss: 0.4146 - accuracy: 0.8073
Epoch 355/500
718/718 [==============================] - 1s 871us/step - loss: 0.4149 - accuracy: 0.8084
Epoch 356/500
718/718 [==============================] - 1s 861us/step - loss: 0.4144 - accuracy: 0.8084
Epoch 357/500
718/718 [==============================] - 1s 866us/step - loss: 0.4146 - accuracy: 0.8067
Epoch 358/500
718/718 [==============================] - 1s 872us/step - loss: 0.4151 - accuracy: 0.8072
Epoch 359/500
718/718 [==============================] - 1s 856us/step - loss: 0.4144 - accuracy: 0.8098
Epoch 360/500
718/718 [==============================] - 1s 877us/step - loss: 0.4151 - accuracy: 0.8071
Epoch 361/500
718/718 [==============================] - 1s 854us/step - loss: 0.4146 - accuracy: 0.8073
Epoch 362/500
718/718 [==============================] - 1s 876us/step - loss: 0.4141 - accuracy: 0.8073
Epoch 363/500
718/718 [==============================] - 1s 875us/step - loss: 0.4145 - accuracy: 0.8092
Epoch 364/500
718/718 [==============================] - 1s 861us/step - loss: 0.4144 - accuracy: 0.8062
Epoch 365/500
718/718 [==============================] - 1s 878us/step - loss: 0.4147 - accuracy: 0.8094
Epoch 366/500
718/718 [==============================] - 1s 921us/step - loss: 0.4148 - accuracy: 0.80790s - loss: 0.4141 - 
Epoch 367/500
718/718 [==============================] - 1s 854us/step - loss: 0.4143 - accuracy: 0.8083
Epoch 368/500
718/718 [==============================] - 1s 908us/step - loss: 0.4149 - accuracy: 0.8067
Epoch 369/500
718/718 [==============================] - 1s 852us/step - loss: 0.4144 - accuracy: 0.8079
Epoch 370/500
718/718 [==============================] - 1s 874us/step - loss: 0.4144 - accuracy: 0.8088
Epoch 371/500
718/718 [==============================] - 1s 867us/step - loss: 0.4150 - accuracy: 0.80600s - loss: 0.4115 - accura
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4145 - accuracy: 0.8070: 0s - loss: 0.4140 - ac
Epoch 373/500
718/718 [==============================] - 1s 864us/step - loss: 0.4147 - accuracy: 0.8060
Epoch 374/500
718/718 [==============================] - 1s 901us/step - loss: 0.4141 - accuracy: 0.8085
Epoch 375/500
718/718 [==============================] - 1s 871us/step - loss: 0.4144 - accuracy: 0.8069
Epoch 376/500
718/718 [==============================] - 1s 879us/step - loss: 0.4148 - accuracy: 0.8073
Epoch 377/500
718/718 [==============================] - 1s 875us/step - loss: 0.4144 - accuracy: 0.8071
Epoch 378/500
718/718 [==============================] - 1s 859us/step - loss: 0.4150 - accuracy: 0.8086
Epoch 379/500
718/718 [==============================] - 1s 866us/step - loss: 0.4146 - accuracy: 0.8073
Epoch 380/500
718/718 [==============================] - 1s 872us/step - loss: 0.4154 - accuracy: 0.8075
Epoch 381/500
718/718 [==============================] - 1s 861us/step - loss: 0.4151 - accuracy: 0.8089
Epoch 382/500
718/718 [==============================] - 1s 868us/step - loss: 0.4148 - accuracy: 0.8086
Epoch 383/500
718/718 [==============================] - 1s 909us/step - loss: 0.4148 - accuracy: 0.8058
Epoch 384/500
718/718 [==============================] - 1s 860us/step - loss: 0.4144 - accuracy: 0.8084
Epoch 385/500
718/718 [==============================] - 1s 864us/step - loss: 0.4152 - accuracy: 0.8073
Epoch 386/500
718/718 [==============================] - 1s 903us/step - loss: 0.4150 - accuracy: 0.8088
Epoch 387/500
718/718 [==============================] - 1s 861us/step - loss: 0.4145 - accuracy: 0.8081
Epoch 388/500
718/718 [==============================] - 1s 868us/step - loss: 0.4144 - accuracy: 0.80740s - loss: 0.4194 - 
Epoch 389/500
718/718 [==============================] - 1s 863us/step - loss: 0.4151 - accuracy: 0.8080
Epoch 390/500
718/718 [==============================] - 1s 864us/step - loss: 0.4143 - accuracy: 0.8069
Epoch 391/500
718/718 [==============================] - 1s 856us/step - loss: 0.4150 - accuracy: 0.8092
Epoch 392/500
718/718 [==============================] - 1s 877us/step - loss: 0.4149 - accuracy: 0.8082
Epoch 393/500
718/718 [==============================] - 1s 870us/step - loss: 0.4145 - accuracy: 0.8074
Epoch 394/500
718/718 [==============================] - 1s 862us/step - loss: 0.4147 - accuracy: 0.8066
Epoch 395/500
718/718 [==============================] - 1s 868us/step - loss: 0.4141 - accuracy: 0.8096
Epoch 396/500
718/718 [==============================] - 1s 870us/step - loss: 0.4146 - accuracy: 0.8069
Epoch 397/500
718/718 [==============================] - 1s 864us/step - loss: 0.4149 - accuracy: 0.8061
Epoch 398/500
718/718 [==============================] - 1s 877us/step - loss: 0.4144 - accuracy: 0.8081
Epoch 399/500
718/718 [==============================] - 1s 873us/step - loss: 0.4150 - accuracy: 0.8085
Epoch 400/500
718/718 [==============================] - 1s 870us/step - loss: 0.4142 - accuracy: 0.8078
Epoch 401/500
718/718 [==============================] - 1s 862us/step - loss: 0.4146 - accuracy: 0.8078
Epoch 402/500
718/718 [==============================] - 1s 880us/step - loss: 0.4145 - accuracy: 0.8088
Epoch 403/500
718/718 [==============================] - 1s 843us/step - loss: 0.4145 - accuracy: 0.8083
Epoch 404/500
718/718 [==============================] - 1s 855us/step - loss: 0.4142 - accuracy: 0.8089
Epoch 405/500
718/718 [==============================] - 1s 855us/step - loss: 0.4148 - accuracy: 0.8084
Epoch 406/500
718/718 [==============================] - 1s 866us/step - loss: 0.4151 - accuracy: 0.8074
Epoch 407/500
718/718 [==============================] - 1s 846us/step - loss: 0.4144 - accuracy: 0.8067
Epoch 408/500
718/718 [==============================] - 1s 858us/step - loss: 0.4151 - accuracy: 0.8073
Epoch 409/500
718/718 [==============================] - 1s 870us/step - loss: 0.4145 - accuracy: 0.8068
Epoch 410/500
718/718 [==============================] - 1s 855us/step - loss: 0.4139 - accuracy: 0.8067
Epoch 411/500
718/718 [==============================] - 1s 860us/step - loss: 0.4149 - accuracy: 0.8049
Epoch 412/500
718/718 [==============================] - 1s 864us/step - loss: 0.4145 - accuracy: 0.8072
Epoch 413/500
718/718 [==============================] - 1s 859us/step - loss: 0.4147 - accuracy: 0.8070
Epoch 414/500
718/718 [==============================] - 1s 855us/step - loss: 0.4149 - accuracy: 0.8058
Epoch 415/500
718/718 [==============================] - 1s 838us/step - loss: 0.4146 - accuracy: 0.8061
Epoch 416/500
718/718 [==============================] - 1s 906us/step - loss: 0.4151 - accuracy: 0.8066
Epoch 417/500
718/718 [==============================] - 1s 870us/step - loss: 0.4147 - accuracy: 0.8097
Epoch 418/500
718/718 [==============================] - 1s 857us/step - loss: 0.4145 - accuracy: 0.8058
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4143 - accuracy: 0.8071
Epoch 420/500
718/718 [==============================] - 1s 873us/step - loss: 0.4147 - accuracy: 0.8075
Epoch 421/500
718/718 [==============================] - 1s 898us/step - loss: 0.4149 - accuracy: 0.80690s - loss: 0.4138 - accura
Epoch 422/500
718/718 [==============================] - 1s 889us/step - loss: 0.4148 - accuracy: 0.8061
Epoch 423/500
718/718 [==============================] - 1s 879us/step - loss: 0.4142 - accuracy: 0.8070
Epoch 424/500
718/718 [==============================] - 1s 859us/step - loss: 0.4148 - accuracy: 0.8090
Epoch 425/500
718/718 [==============================] - 1s 885us/step - loss: 0.4141 - accuracy: 0.8088
Epoch 426/500
718/718 [==============================] - 1s 860us/step - loss: 0.4144 - accuracy: 0.8079
Epoch 427/500
718/718 [==============================] - 1s 863us/step - loss: 0.4148 - accuracy: 0.8063
Epoch 428/500
718/718 [==============================] - 1s 876us/step - loss: 0.4146 - accuracy: 0.8064
Epoch 429/500
718/718 [==============================] - 1s 859us/step - loss: 0.4142 - accuracy: 0.8083
Epoch 430/500
718/718 [==============================] - 1s 891us/step - loss: 0.4139 - accuracy: 0.8071
Epoch 431/500
718/718 [==============================] - 1s 867us/step - loss: 0.4149 - accuracy: 0.8071
Epoch 432/500
718/718 [==============================] - 1s 854us/step - loss: 0.4145 - accuracy: 0.80660s - loss: 0.4182 - ac
Epoch 433/500
718/718 [==============================] - 1s 895us/step - loss: 0.4141 - accuracy: 0.8073
Epoch 434/500
718/718 [==============================] - 1s 865us/step - loss: 0.4143 - accuracy: 0.8073
Epoch 435/500
718/718 [==============================] - 1s 856us/step - loss: 0.4146 - accuracy: 0.8071
Epoch 436/500
718/718 [==============================] - 1s 868us/step - loss: 0.4149 - accuracy: 0.8085
Epoch 437/500
718/718 [==============================] - 1s 872us/step - loss: 0.4146 - accuracy: 0.8057
Epoch 438/500
718/718 [==============================] - 1s 876us/step - loss: 0.4141 - accuracy: 0.8071
Epoch 439/500
718/718 [==============================] - 1s 866us/step - loss: 0.4147 - accuracy: 0.8081
Epoch 440/500
718/718 [==============================] - 1s 857us/step - loss: 0.4147 - accuracy: 0.8046
Epoch 441/500
718/718 [==============================] - 1s 883us/step - loss: 0.4150 - accuracy: 0.8088
Epoch 442/500
718/718 [==============================] - 1s 876us/step - loss: 0.4140 - accuracy: 0.8087
Epoch 443/500
718/718 [==============================] - 1s 862us/step - loss: 0.4143 - accuracy: 0.8070
Epoch 444/500
718/718 [==============================] - 1s 876us/step - loss: 0.4146 - accuracy: 0.8078
Epoch 445/500
718/718 [==============================] - 1s 872us/step - loss: 0.4145 - accuracy: 0.8068
Epoch 446/500
718/718 [==============================] - 1s 859us/step - loss: 0.4147 - accuracy: 0.8072
Epoch 447/500
718/718 [==============================] - 1s 872us/step - loss: 0.4146 - accuracy: 0.8085
Epoch 448/500
718/718 [==============================] - 1s 852us/step - loss: 0.4139 - accuracy: 0.8067
Epoch 449/500
718/718 [==============================] - 1s 888us/step - loss: 0.4141 - accuracy: 0.8071
Epoch 450/500
718/718 [==============================] - 1s 865us/step - loss: 0.4148 - accuracy: 0.8078
Epoch 451/500
718/718 [==============================] - 1s 856us/step - loss: 0.4144 - accuracy: 0.8085
Epoch 452/500
718/718 [==============================] - 1s 878us/step - loss: 0.4144 - accuracy: 0.8052
Epoch 453/500
718/718 [==============================] - 1s 866us/step - loss: 0.4143 - accuracy: 0.8074
Epoch 454/500
718/718 [==============================] - 1s 897us/step - loss: 0.4143 - accuracy: 0.8078
Epoch 455/500
718/718 [==============================] - 1s 882us/step - loss: 0.4142 - accuracy: 0.8078
Epoch 456/500
718/718 [==============================] - 1s 864us/step - loss: 0.4140 - accuracy: 0.8068
Epoch 457/500
718/718 [==============================] - 1s 878us/step - loss: 0.4146 - accuracy: 0.8084
Epoch 458/500
718/718 [==============================] - 1s 875us/step - loss: 0.4143 - accuracy: 0.8066
Epoch 459/500
718/718 [==============================] - 1s 881us/step - loss: 0.4147 - accuracy: 0.8052
Epoch 460/500
718/718 [==============================] - 1s 894us/step - loss: 0.4139 - accuracy: 0.8086
Epoch 461/500
718/718 [==============================] - 1s 863us/step - loss: 0.4149 - accuracy: 0.8070
Epoch 462/500
718/718 [==============================] - 1s 899us/step - loss: 0.4146 - accuracy: 0.8077
Epoch 463/500
718/718 [==============================] - 1s 866us/step - loss: 0.4143 - accuracy: 0.8078
Epoch 464/500
718/718 [==============================] - 1s 872us/step - loss: 0.4151 - accuracy: 0.8075
Epoch 465/500
718/718 [==============================] - 1s 878us/step - loss: 0.4146 - accuracy: 0.8075
Epoch 466/500
718/718 [==============================] - 1s 889us/step - loss: 0.4146 - accuracy: 0.8080
Epoch 467/500
718/718 [==============================] - 1s 866us/step - loss: 0.4143 - accuracy: 0.80790s - loss: 0.4115 - ac
Epoch 468/500
718/718 [==============================] - 1s 878us/step - loss: 0.4144 - accuracy: 0.8064
Epoch 469/500
718/718 [==============================] - 1s 867us/step - loss: 0.4144 - accuracy: 0.8075
Epoch 470/500
718/718 [==============================] - 1s 877us/step - loss: 0.4145 - accuracy: 0.8072
Epoch 471/500
718/718 [==============================] - 1s 881us/step - loss: 0.4140 - accuracy: 0.80730s - loss: 0.4184 - accu
Epoch 472/500
718/718 [==============================] - 1s 861us/step - loss: 0.4149 - accuracy: 0.8060
Epoch 473/500
718/718 [==============================] - 1s 879us/step - loss: 0.4140 - accuracy: 0.8056
Epoch 474/500
718/718 [==============================] - 1s 879us/step - loss: 0.4138 - accuracy: 0.8064
Epoch 475/500
718/718 [==============================] - 1s 857us/step - loss: 0.4141 - accuracy: 0.8092
Epoch 476/500
718/718 [==============================] - 1s 897us/step - loss: 0.4143 - accuracy: 0.8091
Epoch 477/500
718/718 [==============================] - 1s 883us/step - loss: 0.4144 - accuracy: 0.80750s - loss: 0.4200 
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4142 - accuracy: 0.8061
Epoch 479/500
718/718 [==============================] - 1s 900us/step - loss: 0.4144 - accuracy: 0.8093
Epoch 480/500
718/718 [==============================] - 1s 934us/step - loss: 0.4145 - accuracy: 0.8078
Epoch 481/500
718/718 [==============================] - 1s 930us/step - loss: 0.4144 - accuracy: 0.8079
Epoch 482/500
718/718 [==============================] - 1s 897us/step - loss: 0.4144 - accuracy: 0.8085
Epoch 483/500
718/718 [==============================] - 1s 920us/step - loss: 0.4142 - accuracy: 0.80710s - loss: 0.4141 - accuracy: 0.80
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4146 - accuracy: 0.8061
Epoch 485/500
718/718 [==============================] - 1s 879us/step - loss: 0.4142 - accuracy: 0.80750s - loss: 0.4159 - accuracy: 0.
Epoch 486/500
718/718 [==============================] - 1s 904us/step - loss: 0.4148 - accuracy: 0.8059
Epoch 487/500
718/718 [==============================] - 1s 862us/step - loss: 0.4146 - accuracy: 0.8078
Epoch 488/500
718/718 [==============================] - 1s 874us/step - loss: 0.4144 - accuracy: 0.8083
Epoch 489/500
718/718 [==============================] - 1s 870us/step - loss: 0.4141 - accuracy: 0.8085
Epoch 490/500
718/718 [==============================] - 1s 861us/step - loss: 0.4136 - accuracy: 0.8058
Epoch 491/500
718/718 [==============================] - 1s 914us/step - loss: 0.4142 - accuracy: 0.8069
Epoch 492/500
718/718 [==============================] - 1s 867us/step - loss: 0.4150 - accuracy: 0.8073
Epoch 493/500
718/718 [==============================] - 1s 875us/step - loss: 0.4146 - accuracy: 0.8078
Epoch 494/500
718/718 [==============================] - 1s 870us/step - loss: 0.4139 - accuracy: 0.8099
Epoch 495/500
718/718 [==============================] - 1s 860us/step - loss: 0.4141 - accuracy: 0.8060
Epoch 496/500
718/718 [==============================] - 1s 867us/step - loss: 0.4146 - accuracy: 0.8076
Epoch 497/500
718/718 [==============================] - 1s 861us/step - loss: 0.4141 - accuracy: 0.80920s - loss: 0.4071 - accuracy
Epoch 498/500
718/718 [==============================] - 1s 850us/step - loss: 0.4145 - accuracy: 0.8082
Epoch 499/500
718/718 [==============================] - 1s 875us/step - loss: 0.4142 - accuracy: 0.8076
Epoch 500/500
718/718 [==============================] - 1s 872us/step - loss: 0.4144 - accuracy: 0.8064
Epoch 1/500
718/718 [==============================] - 1s 902us/step - loss: 0.6140 - accuracy: 0.6712
Epoch 2/500
718/718 [==============================] - 1s 877us/step - loss: 0.5580 - accuracy: 0.7132
Epoch 3/500
718/718 [==============================] - 1s 900us/step - loss: 0.5516 - accuracy: 0.7142
Epoch 4/500
718/718 [==============================] - 1s 907us/step - loss: 0.5437 - accuracy: 0.7186
Epoch 5/500
718/718 [==============================] - 1s 879us/step - loss: 0.5266 - accuracy: 0.7352
Epoch 6/500
718/718 [==============================] - 1s 913us/step - loss: 0.4988 - accuracy: 0.7602
Epoch 7/500
718/718 [==============================] - 1s 908us/step - loss: 0.4760 - accuracy: 0.7746
Epoch 8/500
718/718 [==============================] - 1s 892us/step - loss: 0.4622 - accuracy: 0.7814
Epoch 9/500
718/718 [==============================] - 1s 911us/step - loss: 0.4559 - accuracy: 0.7842
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7844
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7868
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7884
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7876
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7888
Epoch 15/500
718/718 [==============================] - 1s 961us/step - loss: 0.4448 - accuracy: 0.7895
Epoch 16/500
718/718 [==============================] - 1s 939us/step - loss: 0.4445 - accuracy: 0.7898
Epoch 17/500
718/718 [==============================] - 1s 905us/step - loss: 0.4424 - accuracy: 0.7902
Epoch 18/500
718/718 [==============================] - 1s 870us/step - loss: 0.4414 - accuracy: 0.7903
Epoch 19/500
718/718 [==============================] - 1s 984us/step - loss: 0.4407 - accuracy: 0.7916
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7935
Epoch 21/500
718/718 [==============================] - 1s 878us/step - loss: 0.4384 - accuracy: 0.7945
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7964
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7964: 0s - loss: 0.4382 - accuracy: 0.
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7929
Epoch 25/500
718/718 [==============================] - 1s 900us/step - loss: 0.4366 - accuracy: 0.7964
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7959
Epoch 27/500
718/718 [==============================] - 1s 907us/step - loss: 0.4361 - accuracy: 0.7963
Epoch 28/500
718/718 [==============================] - 1s 904us/step - loss: 0.4349 - accuracy: 0.7969
Epoch 29/500
718/718 [==============================] - 1s 912us/step - loss: 0.4358 - accuracy: 0.7961
Epoch 30/500
718/718 [==============================] - 1s 891us/step - loss: 0.4344 - accuracy: 0.7962
Epoch 31/500
718/718 [==============================] - 1s 888us/step - loss: 0.4344 - accuracy: 0.7981
Epoch 32/500
718/718 [==============================] - 1s 873us/step - loss: 0.4345 - accuracy: 0.7976
Epoch 33/500
718/718 [==============================] - 1s 874us/step - loss: 0.4342 - accuracy: 0.7980
Epoch 34/500
718/718 [==============================] - 1s 878us/step - loss: 0.4337 - accuracy: 0.7970
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7976
Epoch 36/500
718/718 [==============================] - 1s 888us/step - loss: 0.4333 - accuracy: 0.7978
Epoch 37/500
718/718 [==============================] - 1s 874us/step - loss: 0.4329 - accuracy: 0.7967
Epoch 38/500
718/718 [==============================] - 1s 866us/step - loss: 0.4329 - accuracy: 0.7973
Epoch 39/500
718/718 [==============================] - 1s 866us/step - loss: 0.4330 - accuracy: 0.7968
Epoch 40/500
718/718 [==============================] - 1s 865us/step - loss: 0.4324 - accuracy: 0.7967
Epoch 41/500
718/718 [==============================] - 1s 890us/step - loss: 0.4320 - accuracy: 0.7991
Epoch 42/500
718/718 [==============================] - 1s 872us/step - loss: 0.4323 - accuracy: 0.7969
Epoch 43/500
718/718 [==============================] - 1s 892us/step - loss: 0.4316 - accuracy: 0.7976
Epoch 44/500
718/718 [==============================] - 1s 882us/step - loss: 0.4319 - accuracy: 0.79720s - loss: 0.4259 
Epoch 45/500
718/718 [==============================] - 1s 878us/step - loss: 0.4315 - accuracy: 0.7992
Epoch 46/500
718/718 [==============================] - 1s 883us/step - loss: 0.4313 - accuracy: 0.7977
Epoch 47/500
718/718 [==============================] - 1s 904us/step - loss: 0.4307 - accuracy: 0.7987
Epoch 48/500
718/718 [==============================] - 1s 876us/step - loss: 0.4311 - accuracy: 0.7980
Epoch 49/500
718/718 [==============================] - 1s 861us/step - loss: 0.4304 - accuracy: 0.7986
Epoch 50/500
718/718 [==============================] - 1s 898us/step - loss: 0.4301 - accuracy: 0.8000
Epoch 51/500
718/718 [==============================] - 1s 898us/step - loss: 0.4300 - accuracy: 0.7981
Epoch 52/500
718/718 [==============================] - 1s 877us/step - loss: 0.4301 - accuracy: 0.7987
Epoch 53/500
718/718 [==============================] - 1s 878us/step - loss: 0.4292 - accuracy: 0.7998
Epoch 54/500
718/718 [==============================] - 1s 862us/step - loss: 0.4291 - accuracy: 0.8006
Epoch 55/500
718/718 [==============================] - 1s 887us/step - loss: 0.4302 - accuracy: 0.7990
Epoch 56/500
718/718 [==============================] - 1s 876us/step - loss: 0.4292 - accuracy: 0.7976
Epoch 57/500
718/718 [==============================] - 1s 866us/step - loss: 0.4286 - accuracy: 0.7977
Epoch 58/500
718/718 [==============================] - 1s 887us/step - loss: 0.4286 - accuracy: 0.8001
Epoch 59/500
718/718 [==============================] - 1s 881us/step - loss: 0.4287 - accuracy: 0.7968
Epoch 60/500
718/718 [==============================] - 1s 885us/step - loss: 0.4285 - accuracy: 0.7978
Epoch 61/500
718/718 [==============================] - 1s 879us/step - loss: 0.4285 - accuracy: 0.7996
Epoch 62/500
718/718 [==============================] - 1s 894us/step - loss: 0.4282 - accuracy: 0.7974
Epoch 63/500
718/718 [==============================] - 1s 888us/step - loss: 0.4282 - accuracy: 0.7986
Epoch 64/500
718/718 [==============================] - 1s 873us/step - loss: 0.4281 - accuracy: 0.7981
Epoch 65/500
718/718 [==============================] - 1s 869us/step - loss: 0.4282 - accuracy: 0.7977
Epoch 66/500
718/718 [==============================] - 1s 887us/step - loss: 0.4280 - accuracy: 0.8000
Epoch 67/500
718/718 [==============================] - 1s 888us/step - loss: 0.4285 - accuracy: 0.79720s - loss: 0.4265 - accuracy: 0.
Epoch 68/500
718/718 [==============================] - 1s 864us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 69/500
718/718 [==============================] - 1s 881us/step - loss: 0.4281 - accuracy: 0.7968
Epoch 70/500
718/718 [==============================] - 1s 876us/step - loss: 0.4274 - accuracy: 0.7990
Epoch 71/500
718/718 [==============================] - 1s 869us/step - loss: 0.4277 - accuracy: 0.8006
Epoch 72/500
718/718 [==============================] - 1s 885us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 73/500
718/718 [==============================] - 1s 861us/step - loss: 0.4276 - accuracy: 0.7992
Epoch 74/500
718/718 [==============================] - 1s 882us/step - loss: 0.4273 - accuracy: 0.7981
Epoch 75/500
718/718 [==============================] - 1s 884us/step - loss: 0.4281 - accuracy: 0.8004
Epoch 76/500
718/718 [==============================] - 1s 867us/step - loss: 0.4275 - accuracy: 0.7971
Epoch 77/500
718/718 [==============================] - 1s 885us/step - loss: 0.4281 - accuracy: 0.7996
Epoch 78/500
718/718 [==============================] - 1s 904us/step - loss: 0.4273 - accuracy: 0.7981
Epoch 79/500
718/718 [==============================] - 1s 864us/step - loss: 0.4276 - accuracy: 0.7976
Epoch 80/500
718/718 [==============================] - 1s 887us/step - loss: 0.4270 - accuracy: 0.7999
Epoch 81/500
718/718 [==============================] - 1s 861us/step - loss: 0.4275 - accuracy: 0.8016
Epoch 82/500
718/718 [==============================] - 1s 893us/step - loss: 0.4278 - accuracy: 0.7982
Epoch 83/500
718/718 [==============================] - 1s 871us/step - loss: 0.4272 - accuracy: 0.7978
Epoch 84/500
718/718 [==============================] - 1s 871us/step - loss: 0.4270 - accuracy: 0.7997
Epoch 85/500
718/718 [==============================] - 1s 897us/step - loss: 0.4269 - accuracy: 0.7990
Epoch 86/500
718/718 [==============================] - 1s 890us/step - loss: 0.4276 - accuracy: 0.80050s - loss: 0.4223 - accuracy: 
Epoch 87/500
718/718 [==============================] - 1s 867us/step - loss: 0.4276 - accuracy: 0.7990
Epoch 88/500
718/718 [==============================] - 1s 876us/step - loss: 0.4270 - accuracy: 0.7991
Epoch 89/500
718/718 [==============================] - 1s 870us/step - loss: 0.4273 - accuracy: 0.7985
Epoch 90/500
718/718 [==============================] - 1s 937us/step - loss: 0.4276 - accuracy: 0.7993
Epoch 91/500
718/718 [==============================] - 1s 883us/step - loss: 0.4278 - accuracy: 0.79840s - loss: 0.4302 - accura
Epoch 92/500
718/718 [==============================] - 1s 870us/step - loss: 0.4271 - accuracy: 0.7977
Epoch 93/500
718/718 [==============================] - 1s 887us/step - loss: 0.4276 - accuracy: 0.7958
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7993
Epoch 95/500
718/718 [==============================] - 1s 906us/step - loss: 0.4276 - accuracy: 0.7982
Epoch 96/500
718/718 [==============================] - 1s 881us/step - loss: 0.4275 - accuracy: 0.7962
Epoch 97/500
718/718 [==============================] - 1s 901us/step - loss: 0.4273 - accuracy: 0.7994
Epoch 98/500
718/718 [==============================] - 1s 863us/step - loss: 0.4278 - accuracy: 0.79580s - loss: 0.4265 - accuracy
Epoch 99/500
718/718 [==============================] - 1s 879us/step - loss: 0.4269 - accuracy: 0.7997
Epoch 100/500
718/718 [==============================] - 1s 924us/step - loss: 0.4271 - accuracy: 0.8001
Epoch 101/500
718/718 [==============================] - 1s 864us/step - loss: 0.4277 - accuracy: 0.8001
Epoch 102/500
718/718 [==============================] - 1s 897us/step - loss: 0.4272 - accuracy: 0.7970
Epoch 103/500
718/718 [==============================] - 1s 878us/step - loss: 0.4270 - accuracy: 0.7983
Epoch 104/500
718/718 [==============================] - 1s 862us/step - loss: 0.4266 - accuracy: 0.7994
Epoch 105/500
718/718 [==============================] - 1s 878us/step - loss: 0.4268 - accuracy: 0.7983
Epoch 106/500
718/718 [==============================] - 1s 876us/step - loss: 0.4273 - accuracy: 0.7982
Epoch 107/500
718/718 [==============================] - 1s 880us/step - loss: 0.4267 - accuracy: 0.7971
Epoch 108/500
718/718 [==============================] - 1s 876us/step - loss: 0.4269 - accuracy: 0.7997
Epoch 109/500
718/718 [==============================] - 1s 879us/step - loss: 0.4263 - accuracy: 0.8003
Epoch 110/500
718/718 [==============================] - 1s 874us/step - loss: 0.4274 - accuracy: 0.7984
Epoch 111/500
718/718 [==============================] - 1s 883us/step - loss: 0.4268 - accuracy: 0.7992
Epoch 112/500
718/718 [==============================] - 1s 864us/step - loss: 0.4269 - accuracy: 0.7979
Epoch 113/500
718/718 [==============================] - 1s 901us/step - loss: 0.4271 - accuracy: 0.7997
Epoch 114/500
718/718 [==============================] - 1s 895us/step - loss: 0.4274 - accuracy: 0.8011
Epoch 115/500
718/718 [==============================] - 1s 861us/step - loss: 0.4276 - accuracy: 0.7978
Epoch 116/500
718/718 [==============================] - 1s 865us/step - loss: 0.4270 - accuracy: 0.7997
Epoch 117/500
718/718 [==============================] - 1s 924us/step - loss: 0.4269 - accuracy: 0.7983
Epoch 118/500
718/718 [==============================] - 1s 951us/step - loss: 0.4266 - accuracy: 0.7997
Epoch 119/500
718/718 [==============================] - 1s 919us/step - loss: 0.4265 - accuracy: 0.7997
Epoch 120/500
718/718 [==============================] - 1s 893us/step - loss: 0.4274 - accuracy: 0.7994
Epoch 121/500
718/718 [==============================] - 1s 992us/step - loss: 0.4265 - accuracy: 0.7978
Epoch 122/500
718/718 [==============================] - 1s 871us/step - loss: 0.4271 - accuracy: 0.7997
Epoch 123/500
718/718 [==============================] - 1s 864us/step - loss: 0.4268 - accuracy: 0.80120s - loss: 0.4253 - accuracy: 0.80
Epoch 124/500
718/718 [==============================] - 1s 856us/step - loss: 0.4272 - accuracy: 0.7990
Epoch 125/500
718/718 [==============================] - 1s 868us/step - loss: 0.4271 - accuracy: 0.7981
Epoch 126/500
718/718 [==============================] - 1s 860us/step - loss: 0.4270 - accuracy: 0.7984
Epoch 127/500
718/718 [==============================] - 1s 865us/step - loss: 0.4268 - accuracy: 0.7983
Epoch 128/500
718/718 [==============================] - 1s 871us/step - loss: 0.4278 - accuracy: 0.7975
Epoch 129/500
718/718 [==============================] - 1s 865us/step - loss: 0.4266 - accuracy: 0.8001
Epoch 130/500
718/718 [==============================] - 1s 878us/step - loss: 0.4268 - accuracy: 0.80020s - loss: 0.4250 - accuracy: 
Epoch 131/500
718/718 [==============================] - 1s 862us/step - loss: 0.4270 - accuracy: 0.80010s - loss: 0.4261 - accuracy: 0.
Epoch 132/500
718/718 [==============================] - 1s 859us/step - loss: 0.4273 - accuracy: 0.7982
Epoch 133/500
718/718 [==============================] - 1s 872us/step - loss: 0.4269 - accuracy: 0.8003
Epoch 134/500
718/718 [==============================] - 1s 851us/step - loss: 0.4267 - accuracy: 0.7996
Epoch 135/500
718/718 [==============================] - 1s 884us/step - loss: 0.4268 - accuracy: 0.7982
Epoch 136/500
718/718 [==============================] - 1s 865us/step - loss: 0.4267 - accuracy: 0.7978
Epoch 137/500
718/718 [==============================] - 1s 898us/step - loss: 0.4270 - accuracy: 0.7997
Epoch 138/500
718/718 [==============================] - 1s 892us/step - loss: 0.4272 - accuracy: 0.7988
Epoch 139/500
718/718 [==============================] - 1s 885us/step - loss: 0.4269 - accuracy: 0.8005
Epoch 140/500
718/718 [==============================] - 1s 870us/step - loss: 0.4264 - accuracy: 0.7999
Epoch 141/500
718/718 [==============================] - 1s 885us/step - loss: 0.4263 - accuracy: 0.8006
Epoch 142/500
718/718 [==============================] - 1s 864us/step - loss: 0.4277 - accuracy: 0.7976
Epoch 143/500
718/718 [==============================] - 1s 879us/step - loss: 0.4271 - accuracy: 0.7990
Epoch 144/500
718/718 [==============================] - 1s 896us/step - loss: 0.4264 - accuracy: 0.8008
Epoch 145/500
718/718 [==============================] - 1s 868us/step - loss: 0.4263 - accuracy: 0.7981
Epoch 146/500
718/718 [==============================] - 1s 926us/step - loss: 0.4272 - accuracy: 0.7971
Epoch 147/500
718/718 [==============================] - 1s 876us/step - loss: 0.4273 - accuracy: 0.7996
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7986
Epoch 149/500
718/718 [==============================] - 1s 909us/step - loss: 0.4270 - accuracy: 0.7990
Epoch 150/500
718/718 [==============================] - 1s 882us/step - loss: 0.4268 - accuracy: 0.79920s - loss: 0.4
Epoch 151/500
718/718 [==============================] - 1s 859us/step - loss: 0.4267 - accuracy: 0.8006
Epoch 152/500
718/718 [==============================] - 1s 886us/step - loss: 0.4266 - accuracy: 0.7990
Epoch 153/500
718/718 [==============================] - 1s 881us/step - loss: 0.4265 - accuracy: 0.8009
Epoch 154/500
718/718 [==============================] - 1s 883us/step - loss: 0.4267 - accuracy: 0.7997
Epoch 155/500
718/718 [==============================] - 1s 879us/step - loss: 0.4265 - accuracy: 0.7999
Epoch 156/500
718/718 [==============================] - 1s 871us/step - loss: 0.4267 - accuracy: 0.7973
Epoch 157/500
718/718 [==============================] - 1s 877us/step - loss: 0.4266 - accuracy: 0.7969
Epoch 158/500
718/718 [==============================] - 1s 889us/step - loss: 0.4264 - accuracy: 0.7994
Epoch 159/500
718/718 [==============================] - 1s 868us/step - loss: 0.4272 - accuracy: 0.7981
Epoch 160/500
718/718 [==============================] - 1s 888us/step - loss: 0.4265 - accuracy: 0.7990
Epoch 161/500
718/718 [==============================] - 1s 886us/step - loss: 0.4272 - accuracy: 0.80050s - loss: 0.4334 - accura
Epoch 162/500
718/718 [==============================] - 1s 862us/step - loss: 0.4265 - accuracy: 0.7969
Epoch 163/500
718/718 [==============================] - 1s 883us/step - loss: 0.4270 - accuracy: 0.80020s - loss: 0.4274 - accuracy: 0.80
Epoch 164/500
718/718 [==============================] - 1s 880us/step - loss: 0.4264 - accuracy: 0.7978
Epoch 165/500
718/718 [==============================] - 1s 880us/step - loss: 0.4269 - accuracy: 0.7997
Epoch 166/500
718/718 [==============================] - 1s 859us/step - loss: 0.4267 - accuracy: 0.7991
Epoch 167/500
718/718 [==============================] - 1s 873us/step - loss: 0.4272 - accuracy: 0.79760s - loss: 0.4285 - accuracy: 0.79
Epoch 168/500
718/718 [==============================] - 1s 866us/step - loss: 0.4257 - accuracy: 0.8011
Epoch 169/500
718/718 [==============================] - 1s 897us/step - loss: 0.4259 - accuracy: 0.7987
Epoch 170/500
718/718 [==============================] - 1s 943us/step - loss: 0.4273 - accuracy: 0.79930s - loss: 0.4277 - accuracy:  - ETA: 0s - loss: 0.4264 - accuracy: 0.79
Epoch 171/500
718/718 [==============================] - 1s 932us/step - loss: 0.4265 - accuracy: 0.7979
Epoch 172/500
718/718 [==============================] - 1s 915us/step - loss: 0.4261 - accuracy: 0.7999
Epoch 173/500
718/718 [==============================] - 1s 889us/step - loss: 0.4261 - accuracy: 0.8007
Epoch 174/500
718/718 [==============================] - 1s 884us/step - loss: 0.4264 - accuracy: 0.8005
Epoch 175/500
718/718 [==============================] - 1s 894us/step - loss: 0.4262 - accuracy: 0.7974
Epoch 176/500
718/718 [==============================] - 1s 876us/step - loss: 0.4257 - accuracy: 0.7994
Epoch 177/500
718/718 [==============================] - 1s 920us/step - loss: 0.4261 - accuracy: 0.8010
Epoch 178/500
718/718 [==============================] - 1s 871us/step - loss: 0.4266 - accuracy: 0.7989
Epoch 179/500
718/718 [==============================] - 1s 861us/step - loss: 0.4261 - accuracy: 0.7974
Epoch 180/500
718/718 [==============================] - 1s 887us/step - loss: 0.4269 - accuracy: 0.8003
Epoch 181/500
718/718 [==============================] - 1s 864us/step - loss: 0.4263 - accuracy: 0.7974
Epoch 182/500
718/718 [==============================] - 1s 870us/step - loss: 0.4265 - accuracy: 0.7977
Epoch 183/500
718/718 [==============================] - 1s 876us/step - loss: 0.4264 - accuracy: 0.8000
Epoch 184/500
718/718 [==============================] - 1s 872us/step - loss: 0.4266 - accuracy: 0.8000
Epoch 185/500
718/718 [==============================] - 1s 880us/step - loss: 0.4272 - accuracy: 0.7966
Epoch 186/500
718/718 [==============================] - 1s 882us/step - loss: 0.4267 - accuracy: 0.7992
Epoch 187/500
718/718 [==============================] - 1s 867us/step - loss: 0.4264 - accuracy: 0.8003
Epoch 188/500
718/718 [==============================] - 1s 893us/step - loss: 0.4264 - accuracy: 0.7980
Epoch 189/500
718/718 [==============================] - 1s 884us/step - loss: 0.4268 - accuracy: 0.7981
Epoch 190/500
718/718 [==============================] - 1s 867us/step - loss: 0.4260 - accuracy: 0.8014
Epoch 191/500
718/718 [==============================] - 1s 886us/step - loss: 0.4269 - accuracy: 0.7967
Epoch 192/500
718/718 [==============================] - 1s 871us/step - loss: 0.4267 - accuracy: 0.7976
Epoch 193/500
718/718 [==============================] - 1s 884us/step - loss: 0.4266 - accuracy: 0.7982
Epoch 194/500
718/718 [==============================] - 1s 873us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8016
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7982
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7991: 0s - loss: 0.4282 - accuracy: 
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8000
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7990: 0s - loss: 0.4197 
Epoch 200/500
718/718 [==============================] - 1s 971us/step - loss: 0.4262 - accuracy: 0.7987
Epoch 201/500
718/718 [==============================] - 1s 942us/step - loss: 0.4265 - accuracy: 0.7992
Epoch 202/500
718/718 [==============================] - 1s 882us/step - loss: 0.4261 - accuracy: 0.7988
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7996
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7992
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7997
Epoch 206/500
718/718 [==============================] - 1s 897us/step - loss: 0.4260 - accuracy: 0.7988
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.7998: 0s - loss: 0.4261 - accuracy: 0.
Epoch 208/500
718/718 [==============================] - 1s 931us/step - loss: 0.4254 - accuracy: 0.8020
Epoch 209/500
718/718 [==============================] - 1s 875us/step - loss: 0.4262 - accuracy: 0.7998
Epoch 210/500
718/718 [==============================] - 1s 974us/step - loss: 0.4259 - accuracy: 0.7988
Epoch 211/500
718/718 [==============================] - 1s 928us/step - loss: 0.4260 - accuracy: 0.7998
Epoch 212/500
718/718 [==============================] - 1s 870us/step - loss: 0.4271 - accuracy: 0.7976
Epoch 213/500
718/718 [==============================] - 1s 880us/step - loss: 0.4265 - accuracy: 0.7985
Epoch 214/500
718/718 [==============================] - 1s 869us/step - loss: 0.4261 - accuracy: 0.8000
Epoch 215/500
718/718 [==============================] - 1s 896us/step - loss: 0.4267 - accuracy: 0.7987
Epoch 216/500
718/718 [==============================] - 1s 873us/step - loss: 0.4260 - accuracy: 0.7977
Epoch 217/500
718/718 [==============================] - 1s 889us/step - loss: 0.4260 - accuracy: 0.7991
Epoch 218/500
718/718 [==============================] - 1s 868us/step - loss: 0.4262 - accuracy: 0.8010
Epoch 219/500
718/718 [==============================] - 1s 896us/step - loss: 0.4264 - accuracy: 0.8002
Epoch 220/500
718/718 [==============================] - 1s 880us/step - loss: 0.4257 - accuracy: 0.8001
Epoch 221/500
718/718 [==============================] - 1s 872us/step - loss: 0.4264 - accuracy: 0.8003
Epoch 222/500
718/718 [==============================] - 1s 885us/step - loss: 0.4261 - accuracy: 0.7981
Epoch 223/500
718/718 [==============================] - 1s 897us/step - loss: 0.4263 - accuracy: 0.7997
Epoch 224/500
718/718 [==============================] - 1s 860us/step - loss: 0.4267 - accuracy: 0.7981
Epoch 225/500
718/718 [==============================] - 1s 888us/step - loss: 0.4263 - accuracy: 0.7997
Epoch 226/500
718/718 [==============================] - 1s 865us/step - loss: 0.4258 - accuracy: 0.8021
Epoch 227/500
718/718 [==============================] - 1s 880us/step - loss: 0.4272 - accuracy: 0.7997
Epoch 228/500
718/718 [==============================] - 1s 908us/step - loss: 0.4262 - accuracy: 0.7989
Epoch 229/500
718/718 [==============================] - 1s 864us/step - loss: 0.4260 - accuracy: 0.79940s - loss: 0.4197 
Epoch 230/500
718/718 [==============================] - 1s 912us/step - loss: 0.4265 - accuracy: 0.8010
Epoch 231/500
718/718 [==============================] - 1s 883us/step - loss: 0.4262 - accuracy: 0.7990
Epoch 232/500
718/718 [==============================] - 1s 872us/step - loss: 0.4258 - accuracy: 0.80070s - loss: 0.4230 - accuracy
Epoch 233/500
718/718 [==============================] - 1s 880us/step - loss: 0.4253 - accuracy: 0.7987
Epoch 234/500
718/718 [==============================] - 1s 892us/step - loss: 0.4264 - accuracy: 0.7984
Epoch 235/500
718/718 [==============================] - 1s 867us/step - loss: 0.4259 - accuracy: 0.8008
Epoch 236/500
718/718 [==============================] - 1s 897us/step - loss: 0.4263 - accuracy: 0.7992
Epoch 237/500
718/718 [==============================] - 1s 886us/step - loss: 0.4254 - accuracy: 0.79970s - loss: 0.4256 - accuracy: 0.79
Epoch 238/500
718/718 [==============================] - 1s 859us/step - loss: 0.4259 - accuracy: 0.8002
Epoch 239/500
718/718 [==============================] - 1s 890us/step - loss: 0.4262 - accuracy: 0.7990
Epoch 240/500
718/718 [==============================] - 1s 879us/step - loss: 0.4259 - accuracy: 0.8008
Epoch 241/500
718/718 [==============================] - 1s 879us/step - loss: 0.4261 - accuracy: 0.7993
Epoch 242/500
718/718 [==============================] - 1s 910us/step - loss: 0.4268 - accuracy: 0.7984
Epoch 243/500
718/718 [==============================] - 1s 875us/step - loss: 0.4265 - accuracy: 0.7986
Epoch 244/500
718/718 [==============================] - 1s 960us/step - loss: 0.4260 - accuracy: 0.8004
Epoch 245/500
718/718 [==============================] - 1s 887us/step - loss: 0.4266 - accuracy: 0.8003
Epoch 246/500
718/718 [==============================] - 1s 874us/step - loss: 0.4263 - accuracy: 0.7982
Epoch 247/500
718/718 [==============================] - 1s 903us/step - loss: 0.4267 - accuracy: 0.7988
Epoch 248/500
718/718 [==============================] - 1s 901us/step - loss: 0.4255 - accuracy: 0.7998
Epoch 249/500
718/718 [==============================] - 1s 860us/step - loss: 0.4263 - accuracy: 0.7977
Epoch 250/500
718/718 [==============================] - 1s 926us/step - loss: 0.4258 - accuracy: 0.7999
Epoch 251/500
718/718 [==============================] - 1s 875us/step - loss: 0.4263 - accuracy: 0.8002
Epoch 252/500
718/718 [==============================] - 1s 872us/step - loss: 0.4257 - accuracy: 0.8016
Epoch 253/500
718/718 [==============================] - 1s 886us/step - loss: 0.4258 - accuracy: 0.79840s - loss: 0.4260 - accuracy
Epoch 254/500
718/718 [==============================] - 1s 870us/step - loss: 0.4262 - accuracy: 0.7974
Epoch 255/500
718/718 [==============================] - 1s 885us/step - loss: 0.4263 - accuracy: 0.8010
Epoch 256/500
718/718 [==============================] - 1s 887us/step - loss: 0.4264 - accuracy: 0.7991
Epoch 257/500
718/718 [==============================] - 1s 868us/step - loss: 0.4263 - accuracy: 0.8007
Epoch 258/500
718/718 [==============================] - 1s 896us/step - loss: 0.4260 - accuracy: 0.7990
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7992
Epoch 260/500
718/718 [==============================] - 1s 880us/step - loss: 0.4261 - accuracy: 0.79860s - loss: 0.4252 - accuracy: 0.
Epoch 261/500
718/718 [==============================] - 1s 881us/step - loss: 0.4263 - accuracy: 0.7997
Epoch 262/500
718/718 [==============================] - 1s 898us/step - loss: 0.4263 - accuracy: 0.7998
Epoch 263/500
718/718 [==============================] - 1s 949us/step - loss: 0.4260 - accuracy: 0.8007
Epoch 264/500
718/718 [==============================] - 1s 910us/step - loss: 0.4263 - accuracy: 0.8005
Epoch 265/500
718/718 [==============================] - 1s 890us/step - loss: 0.4253 - accuracy: 0.8003
Epoch 266/500
718/718 [==============================] - 1s 881us/step - loss: 0.4259 - accuracy: 0.8001
Epoch 267/500
718/718 [==============================] - 1s 889us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 268/500
718/718 [==============================] - 1s 867us/step - loss: 0.4262 - accuracy: 0.7997
Epoch 269/500
718/718 [==============================] - 1s 907us/step - loss: 0.4260 - accuracy: 0.7981
Epoch 270/500
718/718 [==============================] - 1s 886us/step - loss: 0.4260 - accuracy: 0.8017
Epoch 271/500
718/718 [==============================] - 1s 872us/step - loss: 0.4262 - accuracy: 0.7986
Epoch 272/500
718/718 [==============================] - 1s 873us/step - loss: 0.4258 - accuracy: 0.8010
Epoch 273/500
718/718 [==============================] - 1s 890us/step - loss: 0.4263 - accuracy: 0.7971
Epoch 274/500
718/718 [==============================] - 1s 871us/step - loss: 0.4261 - accuracy: 0.7989
Epoch 275/500
718/718 [==============================] - 1s 892us/step - loss: 0.4262 - accuracy: 0.7981
Epoch 276/500
718/718 [==============================] - 1s 879us/step - loss: 0.4260 - accuracy: 0.80090s - loss: 0.4229 - 
Epoch 277/500
718/718 [==============================] - 1s 895us/step - loss: 0.4258 - accuracy: 0.7983
Epoch 278/500
718/718 [==============================] - 1s 875us/step - loss: 0.4257 - accuracy: 0.8007
Epoch 279/500
718/718 [==============================] - 1s 893us/step - loss: 0.4261 - accuracy: 0.8004
Epoch 280/500
718/718 [==============================] - 1s 878us/step - loss: 0.4260 - accuracy: 0.7991
Epoch 281/500
718/718 [==============================] - 1s 886us/step - loss: 0.4257 - accuracy: 0.7990
Epoch 282/500
718/718 [==============================] - 1s 871us/step - loss: 0.4257 - accuracy: 0.8016
Epoch 283/500
718/718 [==============================] - 1s 883us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 284/500
718/718 [==============================] - 1s 888us/step - loss: 0.4249 - accuracy: 0.7989
Epoch 285/500
718/718 [==============================] - 1s 865us/step - loss: 0.4259 - accuracy: 0.8003
Epoch 286/500
718/718 [==============================] - 1s 883us/step - loss: 0.4265 - accuracy: 0.7983
Epoch 287/500
718/718 [==============================] - 1s 881us/step - loss: 0.4262 - accuracy: 0.7972
Epoch 288/500
718/718 [==============================] - 1s 881us/step - loss: 0.4260 - accuracy: 0.7980
Epoch 289/500
718/718 [==============================] - 1s 886us/step - loss: 0.4258 - accuracy: 0.80000s - loss: 0.4320 - accu
Epoch 290/500
718/718 [==============================] - 1s 875us/step - loss: 0.4257 - accuracy: 0.7989
Epoch 291/500
718/718 [==============================] - 1s 899us/step - loss: 0.4262 - accuracy: 0.7975
Epoch 292/500
718/718 [==============================] - 1s 880us/step - loss: 0.4254 - accuracy: 0.7982
Epoch 293/500
718/718 [==============================] - 1s 867us/step - loss: 0.4253 - accuracy: 0.8002
Epoch 294/500
718/718 [==============================] - 1s 879us/step - loss: 0.4263 - accuracy: 0.8011
Epoch 295/500
718/718 [==============================] - 1s 900us/step - loss: 0.4265 - accuracy: 0.7992
Epoch 296/500
718/718 [==============================] - 1s 866us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 297/500
718/718 [==============================] - 1s 894us/step - loss: 0.4261 - accuracy: 0.8001
Epoch 298/500
718/718 [==============================] - 1s 880us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 299/500
718/718 [==============================] - 1s 870us/step - loss: 0.4260 - accuracy: 0.7997
Epoch 300/500
718/718 [==============================] - 1s 873us/step - loss: 0.4263 - accuracy: 0.7985
Epoch 301/500
718/718 [==============================] - 1s 864us/step - loss: 0.4259 - accuracy: 0.7990
Epoch 302/500
718/718 [==============================] - 1s 886us/step - loss: 0.4262 - accuracy: 0.8003
Epoch 303/500
718/718 [==============================] - 1s 895us/step - loss: 0.4260 - accuracy: 0.8002
Epoch 304/500
718/718 [==============================] - 1s 861us/step - loss: 0.4257 - accuracy: 0.7988
Epoch 305/500
718/718 [==============================] - 1s 888us/step - loss: 0.4260 - accuracy: 0.8009
Epoch 306/500
718/718 [==============================] - 1s 943us/step - loss: 0.4258 - accuracy: 0.7977
Epoch 307/500
718/718 [==============================] - 1s 861us/step - loss: 0.4261 - accuracy: 0.7979
Epoch 308/500
718/718 [==============================] - 1s 879us/step - loss: 0.4257 - accuracy: 0.7983
Epoch 309/500
718/718 [==============================] - 1s 931us/step - loss: 0.4259 - accuracy: 0.8004
Epoch 310/500
718/718 [==============================] - 1s 880us/step - loss: 0.4258 - accuracy: 0.8000
Epoch 311/500
718/718 [==============================] - 1s 866us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 312/500
718/718 [==============================] - 1s 877us/step - loss: 0.4268 - accuracy: 0.7982
Epoch 313/500
718/718 [==============================] - 1s 941us/step - loss: 0.4256 - accuracy: 0.8008
Epoch 314/500
718/718 [==============================] - 1s 882us/step - loss: 0.4255 - accuracy: 0.7997
Epoch 315/500
718/718 [==============================] - 1s 868us/step - loss: 0.4259 - accuracy: 0.7973
Epoch 316/500
718/718 [==============================] - 1s 880us/step - loss: 0.4257 - accuracy: 0.7986
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.8010
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7998
Epoch 319/500
718/718 [==============================] - 1s 928us/step - loss: 0.4262 - accuracy: 0.7979
Epoch 320/500
718/718 [==============================] - 1s 887us/step - loss: 0.4258 - accuracy: 0.8001
Epoch 321/500
718/718 [==============================] - 1s 888us/step - loss: 0.4259 - accuracy: 0.7992
Epoch 322/500
718/718 [==============================] - 1s 873us/step - loss: 0.4260 - accuracy: 0.7993
Epoch 323/500
718/718 [==============================] - 1s 890us/step - loss: 0.4252 - accuracy: 0.8002
Epoch 324/500
718/718 [==============================] - 1s 869us/step - loss: 0.4256 - accuracy: 0.8005
Epoch 325/500
718/718 [==============================] - 1s 885us/step - loss: 0.4259 - accuracy: 0.7982
Epoch 326/500
718/718 [==============================] - 1s 871us/step - loss: 0.4262 - accuracy: 0.8001
Epoch 327/500
718/718 [==============================] - 1s 868us/step - loss: 0.4264 - accuracy: 0.7996
Epoch 328/500
718/718 [==============================] - 1s 896us/step - loss: 0.4259 - accuracy: 0.7997
Epoch 329/500
718/718 [==============================] - 1s 917us/step - loss: 0.4257 - accuracy: 0.7998
Epoch 330/500
718/718 [==============================] - 1s 875us/step - loss: 0.4256 - accuracy: 0.7990
Epoch 331/500
718/718 [==============================] - 1s 879us/step - loss: 0.4267 - accuracy: 0.7993
Epoch 332/500
718/718 [==============================] - 1s 875us/step - loss: 0.4264 - accuracy: 0.7996
Epoch 333/500
718/718 [==============================] - 1s 871us/step - loss: 0.4255 - accuracy: 0.7983
Epoch 334/500
718/718 [==============================] - 1s 873us/step - loss: 0.4257 - accuracy: 0.7996
Epoch 335/500
718/718 [==============================] - 1s 856us/step - loss: 0.4260 - accuracy: 0.7975
Epoch 336/500
718/718 [==============================] - 1s 889us/step - loss: 0.4257 - accuracy: 0.7993
Epoch 337/500
718/718 [==============================] - 1s 872us/step - loss: 0.4257 - accuracy: 0.7998
Epoch 338/500
718/718 [==============================] - 1s 882us/step - loss: 0.4258 - accuracy: 0.7989
Epoch 339/500
718/718 [==============================] - 1s 863us/step - loss: 0.4260 - accuracy: 0.79910s - loss: 0.4242 - accura
Epoch 340/500
718/718 [==============================] - 1s 877us/step - loss: 0.4261 - accuracy: 0.7987
Epoch 341/500
718/718 [==============================] - 1s 862us/step - loss: 0.4257 - accuracy: 0.7978
Epoch 342/500
718/718 [==============================] - 1s 877us/step - loss: 0.4254 - accuracy: 0.7980
Epoch 343/500
718/718 [==============================] - 1s 853us/step - loss: 0.4260 - accuracy: 0.7991
Epoch 344/500
718/718 [==============================] - 1s 876us/step - loss: 0.4258 - accuracy: 0.7980
Epoch 345/500
718/718 [==============================] - 1s 869us/step - loss: 0.4257 - accuracy: 0.8003
Epoch 346/500
718/718 [==============================] - 1s 852us/step - loss: 0.4260 - accuracy: 0.7985
Epoch 347/500
718/718 [==============================] - 1s 873us/step - loss: 0.4260 - accuracy: 0.80040s - loss: 0.4181 - 
Epoch 348/500
718/718 [==============================] - 1s 877us/step - loss: 0.4257 - accuracy: 0.7986
Epoch 349/500
718/718 [==============================] - 1s 850us/step - loss: 0.4257 - accuracy: 0.8002
Epoch 350/500
718/718 [==============================] - 1s 870us/step - loss: 0.4258 - accuracy: 0.8010
Epoch 351/500
718/718 [==============================] - 1s 858us/step - loss: 0.4253 - accuracy: 0.7977
Epoch 352/500
718/718 [==============================] - 1s 891us/step - loss: 0.4257 - accuracy: 0.8003
Epoch 353/500
718/718 [==============================] - 1s 888us/step - loss: 0.4268 - accuracy: 0.7999
Epoch 354/500
718/718 [==============================] - 1s 876us/step - loss: 0.4264 - accuracy: 0.7987
Epoch 355/500
718/718 [==============================] - 1s 893us/step - loss: 0.4259 - accuracy: 0.7971
Epoch 356/500
718/718 [==============================] - 1s 881us/step - loss: 0.4254 - accuracy: 0.7983
Epoch 357/500
718/718 [==============================] - 1s 921us/step - loss: 0.4257 - accuracy: 0.7999
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8000
Epoch 359/500
718/718 [==============================] - 1s 920us/step - loss: 0.4261 - accuracy: 0.7981
Epoch 360/500
718/718 [==============================] - 1s 995us/step - loss: 0.4265 - accuracy: 0.7993
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7983
Epoch 362/500
718/718 [==============================] - 1s 963us/step - loss: 0.4261 - accuracy: 0.7982
Epoch 363/500
718/718 [==============================] - 1s 937us/step - loss: 0.4254 - accuracy: 0.8009
Epoch 364/500
718/718 [==============================] - 1s 872us/step - loss: 0.4257 - accuracy: 0.7996
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7990
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8017
Epoch 367/500
718/718 [==============================] - 1s 947us/step - loss: 0.4260 - accuracy: 0.7976
Epoch 368/500
718/718 [==============================] - 1s 867us/step - loss: 0.4253 - accuracy: 0.8012
Epoch 369/500
718/718 [==============================] - 1s 882us/step - loss: 0.4260 - accuracy: 0.7989
Epoch 370/500
718/718 [==============================] - 1s 906us/step - loss: 0.4256 - accuracy: 0.7967
Epoch 371/500
718/718 [==============================] - 1s 873us/step - loss: 0.4254 - accuracy: 0.7988
Epoch 372/500
718/718 [==============================] - 1s 885us/step - loss: 0.4255 - accuracy: 0.7985
Epoch 373/500
718/718 [==============================] - 1s 876us/step - loss: 0.4256 - accuracy: 0.7985
Epoch 374/500
718/718 [==============================] - 1s 876us/step - loss: 0.4261 - accuracy: 0.7984
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7985
Epoch 376/500
718/718 [==============================] - 1s 891us/step - loss: 0.4258 - accuracy: 0.7985
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7996
Epoch 378/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.8002: 0s
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7987
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7985
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7993
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7997
Epoch 383/500
718/718 [==============================] - 1s 938us/step - loss: 0.4255 - accuracy: 0.7998
Epoch 384/500
718/718 [==============================] - 1s 975us/step - loss: 0.4262 - accuracy: 0.7995
Epoch 385/500
718/718 [==============================] - 1s 902us/step - loss: 0.4257 - accuracy: 0.8008
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7985
Epoch 387/500
718/718 [==============================] - 1s 922us/step - loss: 0.4264 - accuracy: 0.7990
Epoch 388/500
718/718 [==============================] - 1s 889us/step - loss: 0.4256 - accuracy: 0.7984
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7990
Epoch 390/500
718/718 [==============================] - 1s 917us/step - loss: 0.4256 - accuracy: 0.7976
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.8007
Epoch 392/500
718/718 [==============================] - 1s 885us/step - loss: 0.4250 - accuracy: 0.8017
Epoch 393/500
718/718 [==============================] - 1s 971us/step - loss: 0.4259 - accuracy: 0.8000
Epoch 394/500
718/718 [==============================] - 1s 902us/step - loss: 0.4251 - accuracy: 0.7973
Epoch 395/500
718/718 [==============================] - 1s 894us/step - loss: 0.4264 - accuracy: 0.7997
Epoch 396/500
718/718 [==============================] - 1s 873us/step - loss: 0.4264 - accuracy: 0.7990
Epoch 397/500
718/718 [==============================] - 1s 878us/step - loss: 0.4259 - accuracy: 0.7980
Epoch 398/500
718/718 [==============================] - 1s 902us/step - loss: 0.4260 - accuracy: 0.8006
Epoch 399/500
718/718 [==============================] - 1s 866us/step - loss: 0.4256 - accuracy: 0.8001
Epoch 400/500
718/718 [==============================] - 1s 875us/step - loss: 0.4263 - accuracy: 0.7978
Epoch 401/500
718/718 [==============================] - 1s 884us/step - loss: 0.4252 - accuracy: 0.7996
Epoch 402/500
718/718 [==============================] - 1s 875us/step - loss: 0.4253 - accuracy: 0.8001
Epoch 403/500
718/718 [==============================] - 1s 868us/step - loss: 0.4260 - accuracy: 0.7984
Epoch 404/500
718/718 [==============================] - 1s 871us/step - loss: 0.4258 - accuracy: 0.7976
Epoch 405/500
718/718 [==============================] - 1s 876us/step - loss: 0.4263 - accuracy: 0.8000
Epoch 406/500
718/718 [==============================] - 1s 868us/step - loss: 0.4249 - accuracy: 0.8006
Epoch 407/500
718/718 [==============================] - 1s 876us/step - loss: 0.4259 - accuracy: 0.7995
Epoch 408/500
718/718 [==============================] - 1s 867us/step - loss: 0.4257 - accuracy: 0.8011
Epoch 409/500
718/718 [==============================] - 1s 890us/step - loss: 0.4255 - accuracy: 0.8002
Epoch 410/500
718/718 [==============================] - 1s 864us/step - loss: 0.4260 - accuracy: 0.7990
Epoch 411/500
718/718 [==============================] - 1s 884us/step - loss: 0.4262 - accuracy: 0.7989
Epoch 412/500
718/718 [==============================] - 1s 889us/step - loss: 0.4256 - accuracy: 0.8002
Epoch 413/500
718/718 [==============================] - 1s 867us/step - loss: 0.4255 - accuracy: 0.7980
Epoch 414/500
718/718 [==============================] - 1s 882us/step - loss: 0.4258 - accuracy: 0.7993
Epoch 415/500
718/718 [==============================] - 1s 877us/step - loss: 0.4255 - accuracy: 0.8005
Epoch 416/500
718/718 [==============================] - 1s 885us/step - loss: 0.4257 - accuracy: 0.8005
Epoch 417/500
718/718 [==============================] - 1s 921us/step - loss: 0.4259 - accuracy: 0.7981
Epoch 418/500
718/718 [==============================] - 1s 874us/step - loss: 0.4256 - accuracy: 0.7988
Epoch 419/500
718/718 [==============================] - 1s 892us/step - loss: 0.4264 - accuracy: 0.8003
Epoch 420/500
718/718 [==============================] - 1s 884us/step - loss: 0.4262 - accuracy: 0.8020
Epoch 421/500
718/718 [==============================] - 1s 904us/step - loss: 0.4254 - accuracy: 0.7997
Epoch 422/500
718/718 [==============================] - 1s 876us/step - loss: 0.4254 - accuracy: 0.8001
Epoch 423/500
718/718 [==============================] - 1s 882us/step - loss: 0.4257 - accuracy: 0.7995
Epoch 424/500
718/718 [==============================] - 1s 872us/step - loss: 0.4262 - accuracy: 0.7985
Epoch 425/500
718/718 [==============================] - 1s 870us/step - loss: 0.4258 - accuracy: 0.7995
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7995
Epoch 427/500
718/718 [==============================] - 1s 885us/step - loss: 0.4251 - accuracy: 0.8003
Epoch 428/500
718/718 [==============================] - 1s 896us/step - loss: 0.4258 - accuracy: 0.7996
Epoch 429/500
718/718 [==============================] - 1s 875us/step - loss: 0.4260 - accuracy: 0.7969
Epoch 430/500
718/718 [==============================] - 1s 869us/step - loss: 0.4259 - accuracy: 0.7994
Epoch 431/500
718/718 [==============================] - 1s 893us/step - loss: 0.4254 - accuracy: 0.80100s - loss: 0.4241 - ac
Epoch 432/500
718/718 [==============================] - 1s 907us/step - loss: 0.4268 - accuracy: 0.7985
Epoch 433/500
718/718 [==============================] - 1s 874us/step - loss: 0.4255 - accuracy: 0.8009
Epoch 434/500
718/718 [==============================] - 1s 882us/step - loss: 0.4254 - accuracy: 0.7983
Epoch 435/500
718/718 [==============================] - 1s 864us/step - loss: 0.4260 - accuracy: 0.8010
Epoch 436/500
718/718 [==============================] - 1s 875us/step - loss: 0.4260 - accuracy: 0.8007
Epoch 437/500
718/718 [==============================] - 1s 909us/step - loss: 0.4261 - accuracy: 0.7985
Epoch 438/500
718/718 [==============================] - 1s 878us/step - loss: 0.4255 - accuracy: 0.8004
Epoch 439/500
718/718 [==============================] - 1s 861us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 440/500
718/718 [==============================] - 1s 867us/step - loss: 0.4255 - accuracy: 0.8012
Epoch 441/500
718/718 [==============================] - 1s 885us/step - loss: 0.4255 - accuracy: 0.8012
Epoch 442/500
718/718 [==============================] - 1s 875us/step - loss: 0.4260 - accuracy: 0.7974
Epoch 443/500
718/718 [==============================] - 1s 871us/step - loss: 0.4256 - accuracy: 0.7998
Epoch 444/500
718/718 [==============================] - 1s 859us/step - loss: 0.4256 - accuracy: 0.8005
Epoch 445/500
718/718 [==============================] - 1s 973us/step - loss: 0.4259 - accuracy: 0.7982
Epoch 446/500
718/718 [==============================] - 1s 907us/step - loss: 0.4260 - accuracy: 0.7993
Epoch 447/500
718/718 [==============================] - 1s 955us/step - loss: 0.4255 - accuracy: 0.7999
Epoch 448/500
718/718 [==============================] - 1s 997us/step - loss: 0.4250 - accuracy: 0.7967
Epoch 449/500
718/718 [==============================] - 1s 920us/step - loss: 0.4257 - accuracy: 0.8011
Epoch 450/500
718/718 [==============================] - 1s 885us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 451/500
718/718 [==============================] - 1s 882us/step - loss: 0.4257 - accuracy: 0.80030s - loss: 0.4289 - accura
Epoch 452/500
718/718 [==============================] - 1s 868us/step - loss: 0.4259 - accuracy: 0.7990
Epoch 453/500
718/718 [==============================] - 1s 867us/step - loss: 0.4257 - accuracy: 0.7988
Epoch 454/500
718/718 [==============================] - 1s 878us/step - loss: 0.4260 - accuracy: 0.7996
Epoch 455/500
718/718 [==============================] - 1s 894us/step - loss: 0.4255 - accuracy: 0.7983
Epoch 456/500
718/718 [==============================] - 1s 901us/step - loss: 0.4252 - accuracy: 0.8012
Epoch 457/500
718/718 [==============================] - 1s 891us/step - loss: 0.4258 - accuracy: 0.8007
Epoch 458/500
718/718 [==============================] - 1s 867us/step - loss: 0.4261 - accuracy: 0.7994
Epoch 459/500
718/718 [==============================] - 1s 882us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 460/500
718/718 [==============================] - 1s 884us/step - loss: 0.4255 - accuracy: 0.7998
Epoch 461/500
718/718 [==============================] - 1s 864us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 462/500
718/718 [==============================] - 1s 887us/step - loss: 0.4258 - accuracy: 0.7990
Epoch 463/500
718/718 [==============================] - 1s 868us/step - loss: 0.4259 - accuracy: 0.7987
Epoch 464/500
718/718 [==============================] - 1s 889us/step - loss: 0.4260 - accuracy: 0.79760s - loss: 0.4301 - 
Epoch 465/500
718/718 [==============================] - 1s 921us/step - loss: 0.4247 - accuracy: 0.8003
Epoch 466/500
718/718 [==============================] - 1s 864us/step - loss: 0.4257 - accuracy: 0.7989
Epoch 467/500
718/718 [==============================] - 1s 885us/step - loss: 0.4256 - accuracy: 0.7991
Epoch 468/500
718/718 [==============================] - 1s 887us/step - loss: 0.4257 - accuracy: 0.7996
Epoch 469/500
718/718 [==============================] - 1s 861us/step - loss: 0.4259 - accuracy: 0.7980
Epoch 470/500
718/718 [==============================] - 1s 882us/step - loss: 0.4262 - accuracy: 0.7997
Epoch 471/500
718/718 [==============================] - 1s 874us/step - loss: 0.4255 - accuracy: 0.7984
Epoch 472/500
718/718 [==============================] - 1s 866us/step - loss: 0.4252 - accuracy: 0.7977
Epoch 473/500
718/718 [==============================] - 1s 881us/step - loss: 0.4254 - accuracy: 0.8010
Epoch 474/500
718/718 [==============================] - 1s 881us/step - loss: 0.4257 - accuracy: 0.7983
Epoch 475/500
718/718 [==============================] - 1s 882us/step - loss: 0.4259 - accuracy: 0.7994
Epoch 476/500
718/718 [==============================] - 1s 881us/step - loss: 0.4256 - accuracy: 0.7984
Epoch 477/500
718/718 [==============================] - 1s 863us/step - loss: 0.4253 - accuracy: 0.7992
Epoch 478/500
718/718 [==============================] - 1s 872us/step - loss: 0.4260 - accuracy: 0.8010
Epoch 479/500
718/718 [==============================] - 1s 883us/step - loss: 0.4260 - accuracy: 0.8010
Epoch 480/500
718/718 [==============================] - 1s 949us/step - loss: 0.4250 - accuracy: 0.7989
Epoch 481/500
718/718 [==============================] - 1s 884us/step - loss: 0.4260 - accuracy: 0.8004
Epoch 482/500
718/718 [==============================] - 1s 884us/step - loss: 0.4256 - accuracy: 0.7983
Epoch 483/500
718/718 [==============================] - 1s 870us/step - loss: 0.4264 - accuracy: 0.7979
Epoch 484/500
718/718 [==============================] - 1s 875us/step - loss: 0.4251 - accuracy: 0.7988
Epoch 485/500
718/718 [==============================] - 1s 884us/step - loss: 0.4252 - accuracy: 0.79800s - loss: 0.4262 - accuracy: 0.79
Epoch 486/500
718/718 [==============================] - 1s 860us/step - loss: 0.4256 - accuracy: 0.8013
Epoch 487/500
718/718 [==============================] - 1s 903us/step - loss: 0.4253 - accuracy: 0.7972
Epoch 488/500
718/718 [==============================] - 1s 861us/step - loss: 0.4261 - accuracy: 0.7996
Epoch 489/500
718/718 [==============================] - 1s 872us/step - loss: 0.4252 - accuracy: 0.7992
Epoch 490/500
718/718 [==============================] - 1s 886us/step - loss: 0.4262 - accuracy: 0.7989
Epoch 491/500
718/718 [==============================] - 1s 883us/step - loss: 0.4252 - accuracy: 0.7989
Epoch 492/500
718/718 [==============================] - 1s 877us/step - loss: 0.4249 - accuracy: 0.7998
Epoch 493/500
718/718 [==============================] - 1s 868us/step - loss: 0.4262 - accuracy: 0.79770s - loss: 0.4250 - 
Epoch 494/500
718/718 [==============================] - 1s 867us/step - loss: 0.4258 - accuracy: 0.7996
Epoch 495/500
718/718 [==============================] - 1s 894us/step - loss: 0.4257 - accuracy: 0.7998
Epoch 496/500
718/718 [==============================] - 1s 866us/step - loss: 0.4252 - accuracy: 0.7997
Epoch 497/500
718/718 [==============================] - 1s 875us/step - loss: 0.4256 - accuracy: 0.7984
Epoch 498/500
718/718 [==============================] - 1s 889us/step - loss: 0.4258 - accuracy: 0.8006
Epoch 499/500
718/718 [==============================] - 1s 861us/step - loss: 0.4255 - accuracy: 0.7988
Epoch 500/500
718/718 [==============================] - 1s 871us/step - loss: 0.4256 - accuracy: 0.7992
Epoch 1/500
718/718 [==============================] - 1s 891us/step - loss: 0.6103 - accuracy: 0.6673
Epoch 2/500
718/718 [==============================] - 1s 941us/step - loss: 0.5201 - accuracy: 0.7448
Epoch 3/500
718/718 [==============================] - 1s 923us/step - loss: 0.4881 - accuracy: 0.7646
Epoch 4/500
718/718 [==============================] - 1s 925us/step - loss: 0.4706 - accuracy: 0.77160s - loss: 0.4690 - accura
Epoch 5/500
718/718 [==============================] - 1s 914us/step - loss: 0.4607 - accuracy: 0.7745
Epoch 6/500
718/718 [==============================] - 1s 930us/step - loss: 0.4536 - accuracy: 0.78240s - loss: 0.4540 - accuracy: 0.
Epoch 7/500
718/718 [==============================] - 1s 907us/step - loss: 0.4494 - accuracy: 0.7831
Epoch 8/500
718/718 [==============================] - 1s 923us/step - loss: 0.4473 - accuracy: 0.7855
Epoch 9/500
718/718 [==============================] - 1s 927us/step - loss: 0.4461 - accuracy: 0.7858
Epoch 10/500
718/718 [==============================] - 1s 930us/step - loss: 0.4449 - accuracy: 0.7860
Epoch 11/500
718/718 [==============================] - 1s 914us/step - loss: 0.4439 - accuracy: 0.7868
Epoch 12/500
718/718 [==============================] - 1s 871us/step - loss: 0.4432 - accuracy: 0.7895
Epoch 13/500
718/718 [==============================] - 1s 856us/step - loss: 0.4433 - accuracy: 0.7878
Epoch 14/500
718/718 [==============================] - 1s 892us/step - loss: 0.4426 - accuracy: 0.7902
Epoch 15/500
718/718 [==============================] - 1s 852us/step - loss: 0.4420 - accuracy: 0.7883
Epoch 16/500
718/718 [==============================] - 1s 863us/step - loss: 0.4420 - accuracy: 0.7911
Epoch 17/500
718/718 [==============================] - 1s 869us/step - loss: 0.4418 - accuracy: 0.7891
Epoch 18/500
718/718 [==============================] - 1s 880us/step - loss: 0.4410 - accuracy: 0.7883
Epoch 19/500
718/718 [==============================] - 1s 888us/step - loss: 0.4407 - accuracy: 0.7893
Epoch 20/500
718/718 [==============================] - 1s 864us/step - loss: 0.4396 - accuracy: 0.7908
Epoch 21/500
718/718 [==============================] - 1s 956us/step - loss: 0.4391 - accuracy: 0.7926
Epoch 22/500
718/718 [==============================] - 1s 866us/step - loss: 0.4393 - accuracy: 0.79080s - loss: 0.4368 - accuracy: 0.
Epoch 23/500
718/718 [==============================] - 1s 884us/step - loss: 0.4384 - accuracy: 0.7915
Epoch 24/500
718/718 [==============================] - 1s 856us/step - loss: 0.4379 - accuracy: 0.7940
Epoch 25/500
718/718 [==============================] - 1s 899us/step - loss: 0.4368 - accuracy: 0.7946
Epoch 26/500
718/718 [==============================] - 1s 862us/step - loss: 0.4357 - accuracy: 0.7942
Epoch 27/500
718/718 [==============================] - 1s 882us/step - loss: 0.4349 - accuracy: 0.7945
Epoch 28/500
718/718 [==============================] - 1s 934us/step - loss: 0.4348 - accuracy: 0.7955
Epoch 29/500
718/718 [==============================] - 1s 858us/step - loss: 0.4348 - accuracy: 0.7963
Epoch 30/500
718/718 [==============================] - 1s 912us/step - loss: 0.4341 - accuracy: 0.7968
Epoch 31/500
718/718 [==============================] - 1s 866us/step - loss: 0.4336 - accuracy: 0.7956
Epoch 32/500
718/718 [==============================] - 1s 862us/step - loss: 0.4320 - accuracy: 0.7955
Epoch 33/500
718/718 [==============================] - 1s 874us/step - loss: 0.4317 - accuracy: 0.7983
Epoch 34/500
718/718 [==============================] - 1s 867us/step - loss: 0.4317 - accuracy: 0.7963
Epoch 35/500
718/718 [==============================] - 1s 867us/step - loss: 0.4313 - accuracy: 0.7962
Epoch 36/500
718/718 [==============================] - 1s 876us/step - loss: 0.4311 - accuracy: 0.7974
Epoch 37/500
718/718 [==============================] - 1s 861us/step - loss: 0.4304 - accuracy: 0.7968
Epoch 38/500
718/718 [==============================] - 1s 978us/step - loss: 0.4295 - accuracy: 0.7974
Epoch 39/500
718/718 [==============================] - 1s 870us/step - loss: 0.4306 - accuracy: 0.7975
Epoch 40/500
718/718 [==============================] - 1s 863us/step - loss: 0.4295 - accuracy: 0.7976
Epoch 41/500
718/718 [==============================] - 1s 887us/step - loss: 0.4292 - accuracy: 0.7977
Epoch 42/500
718/718 [==============================] - 1s 874us/step - loss: 0.4292 - accuracy: 0.7990
Epoch 43/500
718/718 [==============================] - 1s 862us/step - loss: 0.4287 - accuracy: 0.7984
Epoch 44/500
718/718 [==============================] - 1s 874us/step - loss: 0.4281 - accuracy: 0.7983
Epoch 45/500
718/718 [==============================] - 1s 879us/step - loss: 0.4281 - accuracy: 0.7989
Epoch 46/500
718/718 [==============================] - 1s 871us/step - loss: 0.4284 - accuracy: 0.7974
Epoch 47/500
718/718 [==============================] - 1s 870us/step - loss: 0.4279 - accuracy: 0.7981
Epoch 48/500
718/718 [==============================] - 1s 858us/step - loss: 0.4282 - accuracy: 0.7976
Epoch 49/500
718/718 [==============================] - 1s 863us/step - loss: 0.4280 - accuracy: 0.7972
Epoch 50/500
718/718 [==============================] - 1s 948us/step - loss: 0.4276 - accuracy: 0.7981
Epoch 51/500
718/718 [==============================] - 1s 931us/step - loss: 0.4275 - accuracy: 0.7984
Epoch 52/500
718/718 [==============================] - 1s 882us/step - loss: 0.4271 - accuracy: 0.7993
Epoch 53/500
718/718 [==============================] - 1s 870us/step - loss: 0.4276 - accuracy: 0.7985
Epoch 54/500
718/718 [==============================] - 1s 856us/step - loss: 0.4266 - accuracy: 0.80060s - loss: 0.4232 - accuracy
Epoch 55/500
718/718 [==============================] - 1s 859us/step - loss: 0.4276 - accuracy: 0.7977
Epoch 56/500
718/718 [==============================] - 1s 849us/step - loss: 0.4276 - accuracy: 0.7975
Epoch 57/500
718/718 [==============================] - 1s 875us/step - loss: 0.4271 - accuracy: 0.7987
Epoch 58/500
718/718 [==============================] - 1s 866us/step - loss: 0.4273 - accuracy: 0.7963
Epoch 59/500
718/718 [==============================] - 1s 848us/step - loss: 0.4271 - accuracy: 0.7988
Epoch 60/500
718/718 [==============================] - 1s 864us/step - loss: 0.4276 - accuracy: 0.7973
Epoch 61/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.7974
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7985
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8012
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7994
Epoch 65/500
718/718 [==============================] - 1s 938us/step - loss: 0.4268 - accuracy: 0.7978
Epoch 66/500
718/718 [==============================] - 1s 918us/step - loss: 0.4260 - accuracy: 0.7996
Epoch 67/500
718/718 [==============================] - 1s 886us/step - loss: 0.4268 - accuracy: 0.8006
Epoch 68/500
718/718 [==============================] - 1s 889us/step - loss: 0.4274 - accuracy: 0.7989
Epoch 69/500
718/718 [==============================] - 1s 916us/step - loss: 0.4269 - accuracy: 0.7959
Epoch 70/500
718/718 [==============================] - 1s 961us/step - loss: 0.4266 - accuracy: 0.7958
Epoch 71/500
718/718 [==============================] - 1s 887us/step - loss: 0.4267 - accuracy: 0.7976
Epoch 72/500
718/718 [==============================] - 1s 874us/step - loss: 0.4270 - accuracy: 0.7972
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7991
Epoch 74/500
718/718 [==============================] - 1s 945us/step - loss: 0.4270 - accuracy: 0.7994
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7965
Epoch 76/500
718/718 [==============================] - 1s 900us/step - loss: 0.4269 - accuracy: 0.7985
Epoch 77/500
718/718 [==============================] - 1s 989us/step - loss: 0.4269 - accuracy: 0.7994
Epoch 78/500
718/718 [==============================] - 1s 904us/step - loss: 0.4265 - accuracy: 0.7982
Epoch 79/500
718/718 [==============================] - 1s 877us/step - loss: 0.4260 - accuracy: 0.7989
Epoch 80/500
718/718 [==============================] - 1s 858us/step - loss: 0.4264 - accuracy: 0.7990
Epoch 81/500
718/718 [==============================] - 1s 880us/step - loss: 0.4262 - accuracy: 0.7993
Epoch 82/500
718/718 [==============================] - 1s 860us/step - loss: 0.4273 - accuracy: 0.7985
Epoch 83/500
718/718 [==============================] - 1s 874us/step - loss: 0.4270 - accuracy: 0.7977
Epoch 84/500
718/718 [==============================] - 1s 866us/step - loss: 0.4263 - accuracy: 0.7976
Epoch 85/500
718/718 [==============================] - 1s 860us/step - loss: 0.4262 - accuracy: 0.7995
Epoch 86/500
718/718 [==============================] - 1s 877us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 87/500
718/718 [==============================] - 1s 875us/step - loss: 0.4270 - accuracy: 0.8001
Epoch 88/500
718/718 [==============================] - 1s 861us/step - loss: 0.4262 - accuracy: 0.7992
Epoch 89/500
718/718 [==============================] - 1s 885us/step - loss: 0.4268 - accuracy: 0.7966
Epoch 90/500
718/718 [==============================] - 1s 869us/step - loss: 0.4272 - accuracy: 0.7988
Epoch 91/500
718/718 [==============================] - 1s 965us/step - loss: 0.4264 - accuracy: 0.8004
Epoch 92/500
718/718 [==============================] - 1s 868us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 93/500
718/718 [==============================] - 1s 865us/step - loss: 0.4263 - accuracy: 0.7979
Epoch 94/500
718/718 [==============================] - 1s 895us/step - loss: 0.4271 - accuracy: 0.7984
Epoch 95/500
718/718 [==============================] - 1s 878us/step - loss: 0.4266 - accuracy: 0.7987
Epoch 96/500
718/718 [==============================] - 1s 898us/step - loss: 0.4261 - accuracy: 0.7992
Epoch 97/500
718/718 [==============================] - 1s 883us/step - loss: 0.4264 - accuracy: 0.8008
Epoch 98/500
718/718 [==============================] - 1s 880us/step - loss: 0.4267 - accuracy: 0.7990
Epoch 99/500
718/718 [==============================] - 1s 862us/step - loss: 0.4262 - accuracy: 0.7990
Epoch 100/500
718/718 [==============================] - 1s 880us/step - loss: 0.4262 - accuracy: 0.7983
Epoch 101/500
718/718 [==============================] - 1s 856us/step - loss: 0.4257 - accuracy: 0.7990
Epoch 102/500
718/718 [==============================] - 1s 922us/step - loss: 0.4263 - accuracy: 0.7984
Epoch 103/500
718/718 [==============================] - 1s 901us/step - loss: 0.4262 - accuracy: 0.80030s - loss: 0.4208 - 
Epoch 104/500
718/718 [==============================] - 1s 862us/step - loss: 0.4264 - accuracy: 0.7997
Epoch 105/500
718/718 [==============================] - 1s 866us/step - loss: 0.4257 - accuracy: 0.8003
Epoch 106/500
718/718 [==============================] - 1s 891us/step - loss: 0.4267 - accuracy: 0.7981
Epoch 107/500
718/718 [==============================] - 1s 882us/step - loss: 0.4270 - accuracy: 0.7983
Epoch 108/500
718/718 [==============================] - 1s 883us/step - loss: 0.4263 - accuracy: 0.7995
Epoch 109/500
718/718 [==============================] - 1s 875us/step - loss: 0.4260 - accuracy: 0.8007
Epoch 110/500
718/718 [==============================] - 1s 866us/step - loss: 0.4265 - accuracy: 0.7983
Epoch 111/500
718/718 [==============================] - 1s 894us/step - loss: 0.4266 - accuracy: 0.8015
Epoch 112/500
718/718 [==============================] - 1s 888us/step - loss: 0.4257 - accuracy: 0.7995
Epoch 113/500
718/718 [==============================] - 1s 878us/step - loss: 0.4256 - accuracy: 0.7997
Epoch 114/500
718/718 [==============================] - 1s 872us/step - loss: 0.4265 - accuracy: 0.7963
Epoch 115/500
718/718 [==============================] - 1s 877us/step - loss: 0.4259 - accuracy: 0.8009
Epoch 116/500
718/718 [==============================] - 1s 878us/step - loss: 0.4264 - accuracy: 0.7976
Epoch 117/500
718/718 [==============================] - 1s 881us/step - loss: 0.4262 - accuracy: 0.7986
Epoch 118/500
718/718 [==============================] - 1s 868us/step - loss: 0.4261 - accuracy: 0.7993
Epoch 119/500
718/718 [==============================] - 1s 881us/step - loss: 0.4261 - accuracy: 0.7983
Epoch 120/500
718/718 [==============================] - 1s 919us/step - loss: 0.4266 - accuracy: 0.7975
Epoch 121/500
718/718 [==============================] - 1s 860us/step - loss: 0.4262 - accuracy: 0.7985
Epoch 122/500
718/718 [==============================] - 1s 885us/step - loss: 0.4260 - accuracy: 0.8005
Epoch 123/500
718/718 [==============================] - 1s 878us/step - loss: 0.4264 - accuracy: 0.7957
Epoch 124/500
718/718 [==============================] - 1s 857us/step - loss: 0.4269 - accuracy: 0.7980
Epoch 125/500
718/718 [==============================] - 1s 874us/step - loss: 0.4264 - accuracy: 0.7985
Epoch 126/500
718/718 [==============================] - 1s 861us/step - loss: 0.4263 - accuracy: 0.7987
Epoch 127/500
718/718 [==============================] - 1s 874us/step - loss: 0.4261 - accuracy: 0.7988
Epoch 128/500
718/718 [==============================] - 1s 932us/step - loss: 0.4262 - accuracy: 0.7983
Epoch 129/500
718/718 [==============================] - 1s 898us/step - loss: 0.4262 - accuracy: 0.79830s - loss: 0.4263 - accura
Epoch 130/500
718/718 [==============================] - 1s 900us/step - loss: 0.4263 - accuracy: 0.7999
Epoch 131/500
718/718 [==============================] - 1s 891us/step - loss: 0.4263 - accuracy: 0.7993
Epoch 132/500
718/718 [==============================] - 1s 868us/step - loss: 0.4263 - accuracy: 0.7979
Epoch 133/500
718/718 [==============================] - 1s 944us/step - loss: 0.4270 - accuracy: 0.8001
Epoch 134/500
718/718 [==============================] - 1s 884us/step - loss: 0.4263 - accuracy: 0.7982
Epoch 135/500
718/718 [==============================] - 1s 865us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 136/500
718/718 [==============================] - 1s 894us/step - loss: 0.4265 - accuracy: 0.7982
Epoch 137/500
718/718 [==============================] - 1s 863us/step - loss: 0.4270 - accuracy: 0.7991
Epoch 138/500
718/718 [==============================] - 1s 867us/step - loss: 0.4263 - accuracy: 0.7979
Epoch 139/500
718/718 [==============================] - 1s 868us/step - loss: 0.4261 - accuracy: 0.7982
Epoch 140/500
718/718 [==============================] - 1s 865us/step - loss: 0.4264 - accuracy: 0.7985
Epoch 141/500
718/718 [==============================] - 1s 883us/step - loss: 0.4260 - accuracy: 0.8003
Epoch 142/500
718/718 [==============================] - 1s 871us/step - loss: 0.4264 - accuracy: 0.7958
Epoch 143/500
718/718 [==============================] - 1s 868us/step - loss: 0.4256 - accuracy: 0.8010
Epoch 144/500
718/718 [==============================] - 1s 897us/step - loss: 0.4258 - accuracy: 0.7982
Epoch 145/500
718/718 [==============================] - 1s 975us/step - loss: 0.4264 - accuracy: 0.7983
Epoch 146/500
718/718 [==============================] - 1s 864us/step - loss: 0.4263 - accuracy: 0.7974
Epoch 147/500
718/718 [==============================] - 1s 893us/step - loss: 0.4263 - accuracy: 0.79920s - loss: 0.4257 - accuracy: 0.80
Epoch 148/500
718/718 [==============================] - 1s 863us/step - loss: 0.4263 - accuracy: 0.7979
Epoch 149/500
718/718 [==============================] - 1s 882us/step - loss: 0.4264 - accuracy: 0.8008
Epoch 150/500
718/718 [==============================] - 1s 873us/step - loss: 0.4256 - accuracy: 0.8008
Epoch 151/500
718/718 [==============================] - 1s 865us/step - loss: 0.4263 - accuracy: 0.7966
Epoch 152/500
718/718 [==============================] - 1s 885us/step - loss: 0.4262 - accuracy: 0.7997
Epoch 153/500
718/718 [==============================] - 1s 880us/step - loss: 0.4262 - accuracy: 0.7973
Epoch 154/500
718/718 [==============================] - 1s 852us/step - loss: 0.4261 - accuracy: 0.7970
Epoch 155/500
718/718 [==============================] - 1s 896us/step - loss: 0.4262 - accuracy: 0.7977
Epoch 156/500
718/718 [==============================] - 1s 868us/step - loss: 0.4266 - accuracy: 0.7980
Epoch 157/500
718/718 [==============================] - 1s 877us/step - loss: 0.4264 - accuracy: 0.7963
Epoch 158/500
718/718 [==============================] - 1s 874us/step - loss: 0.4264 - accuracy: 0.7976
Epoch 159/500
718/718 [==============================] - 1s 877us/step - loss: 0.4263 - accuracy: 0.7988
Epoch 160/500
718/718 [==============================] - 1s 888us/step - loss: 0.4258 - accuracy: 0.7982
Epoch 161/500
718/718 [==============================] - 1s 914us/step - loss: 0.4269 - accuracy: 0.7992
Epoch 162/500
718/718 [==============================] - 1s 857us/step - loss: 0.4263 - accuracy: 0.7974
Epoch 163/500
718/718 [==============================] - 1s 888us/step - loss: 0.4257 - accuracy: 0.7994
Epoch 164/500
718/718 [==============================] - 1s 874us/step - loss: 0.4265 - accuracy: 0.7986
Epoch 165/500
718/718 [==============================] - 1s 871us/step - loss: 0.4261 - accuracy: 0.7990
Epoch 166/500
718/718 [==============================] - 1s 879us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 167/500
718/718 [==============================] - 1s 867us/step - loss: 0.4265 - accuracy: 0.7983
Epoch 168/500
718/718 [==============================] - 1s 870us/step - loss: 0.4261 - accuracy: 0.7998
Epoch 169/500
718/718 [==============================] - 1s 879us/step - loss: 0.4257 - accuracy: 0.7991
Epoch 170/500
718/718 [==============================] - 1s 881us/step - loss: 0.4258 - accuracy: 0.7983
Epoch 171/500
718/718 [==============================] - 1s 857us/step - loss: 0.4259 - accuracy: 0.7993
Epoch 172/500
718/718 [==============================] - 1s 900us/step - loss: 0.4265 - accuracy: 0.7990
Epoch 173/500
718/718 [==============================] - 1s 889us/step - loss: 0.4266 - accuracy: 0.7978
Epoch 174/500
718/718 [==============================] - 1s 883us/step - loss: 0.4261 - accuracy: 0.7991
Epoch 175/500
718/718 [==============================] - 1s 874us/step - loss: 0.4258 - accuracy: 0.7984
Epoch 176/500
718/718 [==============================] - 1s 911us/step - loss: 0.4262 - accuracy: 0.7974
Epoch 177/500
718/718 [==============================] - 1s 886us/step - loss: 0.4261 - accuracy: 0.7989
Epoch 178/500
718/718 [==============================] - 1s 873us/step - loss: 0.4259 - accuracy: 0.7983
Epoch 179/500
718/718 [==============================] - 1s 894us/step - loss: 0.4260 - accuracy: 0.7987
Epoch 180/500
718/718 [==============================] - 1s 883us/step - loss: 0.4253 - accuracy: 0.7967
Epoch 181/500
718/718 [==============================] - 1s 871us/step - loss: 0.4264 - accuracy: 0.7975
Epoch 182/500
718/718 [==============================] - 1s 884us/step - loss: 0.4264 - accuracy: 0.7988
Epoch 183/500
718/718 [==============================] - 1s 890us/step - loss: 0.4260 - accuracy: 0.7984
Epoch 184/500
718/718 [==============================] - 1s 868us/step - loss: 0.4258 - accuracy: 0.7988
Epoch 185/500
718/718 [==============================] - 1s 878us/step - loss: 0.4261 - accuracy: 0.7988
Epoch 186/500
718/718 [==============================] - 1s 876us/step - loss: 0.4266 - accuracy: 0.7968
Epoch 187/500
718/718 [==============================] - 1s 862us/step - loss: 0.4269 - accuracy: 0.7984
Epoch 188/500
718/718 [==============================] - 1s 884us/step - loss: 0.4261 - accuracy: 0.79970s - loss: 0.4254 - accuracy: 
Epoch 189/500
718/718 [==============================] - 1s 871us/step - loss: 0.4259 - accuracy: 0.7963
Epoch 190/500
718/718 [==============================] - 1s 878us/step - loss: 0.4255 - accuracy: 0.7987
Epoch 191/500
718/718 [==============================] - 1s 884us/step - loss: 0.4264 - accuracy: 0.7995
Epoch 192/500
718/718 [==============================] - 1s 865us/step - loss: 0.4260 - accuracy: 0.7996
Epoch 193/500
718/718 [==============================] - 1s 877us/step - loss: 0.4260 - accuracy: 0.7983
Epoch 194/500
718/718 [==============================] - 1s 912us/step - loss: 0.4262 - accuracy: 0.7980
Epoch 195/500
718/718 [==============================] - 1s 860us/step - loss: 0.4256 - accuracy: 0.8004
Epoch 196/500
718/718 [==============================] - 1s 897us/step - loss: 0.4250 - accuracy: 0.7974
Epoch 197/500
718/718 [==============================] - 1s 859us/step - loss: 0.4257 - accuracy: 0.7983
Epoch 198/500
718/718 [==============================] - 1s 897us/step - loss: 0.4256 - accuracy: 0.79760s - loss: 0.4260 - 
Epoch 199/500
718/718 [==============================] - 1s 884us/step - loss: 0.4260 - accuracy: 0.7983
Epoch 200/500
718/718 [==============================] - 1s 855us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 201/500
718/718 [==============================] - 1s 870us/step - loss: 0.4257 - accuracy: 0.8006
Epoch 202/500
718/718 [==============================] - 1s 875us/step - loss: 0.4258 - accuracy: 0.7983
Epoch 203/500
718/718 [==============================] - 1s 859us/step - loss: 0.4253 - accuracy: 0.7997
Epoch 204/500
718/718 [==============================] - 1s 874us/step - loss: 0.4270 - accuracy: 0.7970
Epoch 205/500
718/718 [==============================] - 1s 857us/step - loss: 0.4263 - accuracy: 0.7983
Epoch 206/500
718/718 [==============================] - 1s 891us/step - loss: 0.4258 - accuracy: 0.7985
Epoch 207/500
718/718 [==============================] - 1s 867us/step - loss: 0.4264 - accuracy: 0.7983
Epoch 208/500
718/718 [==============================] - 1s 976us/step - loss: 0.4256 - accuracy: 0.7986
Epoch 209/500
718/718 [==============================] - 1s 978us/step - loss: 0.4259 - accuracy: 0.8004
Epoch 210/500
718/718 [==============================] - 1s 887us/step - loss: 0.4263 - accuracy: 0.7994
Epoch 211/500
718/718 [==============================] - 1s 859us/step - loss: 0.4259 - accuracy: 0.7973
Epoch 212/500
718/718 [==============================] - 1s 882us/step - loss: 0.4256 - accuracy: 0.7970
Epoch 213/500
718/718 [==============================] - 1s 864us/step - loss: 0.4256 - accuracy: 0.7980
Epoch 214/500
718/718 [==============================] - 1s 874us/step - loss: 0.4264 - accuracy: 0.79880s - loss: 0.4307 - accu
Epoch 215/500
718/718 [==============================] - 1s 868us/step - loss: 0.4258 - accuracy: 0.7992
Epoch 216/500
718/718 [==============================] - 1s 885us/step - loss: 0.4254 - accuracy: 0.7972
Epoch 217/500
718/718 [==============================] - 1s 886us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 218/500
718/718 [==============================] - 1s 863us/step - loss: 0.4259 - accuracy: 0.7972
Epoch 219/500
718/718 [==============================] - 1s 862us/step - loss: 0.4260 - accuracy: 0.7970
Epoch 220/500
718/718 [==============================] - 1s 867us/step - loss: 0.4259 - accuracy: 0.8000
Epoch 221/500
718/718 [==============================] - 1s 874us/step - loss: 0.4256 - accuracy: 0.7999
Epoch 222/500
718/718 [==============================] - 1s 865us/step - loss: 0.4250 - accuracy: 0.7979
Epoch 223/500
718/718 [==============================] - 1s 876us/step - loss: 0.4260 - accuracy: 0.7982
Epoch 224/500
718/718 [==============================] - 1s 870us/step - loss: 0.4265 - accuracy: 0.7969
Epoch 225/500
718/718 [==============================] - 1s 872us/step - loss: 0.4261 - accuracy: 0.7990
Epoch 226/500
718/718 [==============================] - 1s 880us/step - loss: 0.4257 - accuracy: 0.7999
Epoch 227/500
718/718 [==============================] - 1s 900us/step - loss: 0.4262 - accuracy: 0.7995
Epoch 228/500
718/718 [==============================] - 1s 892us/step - loss: 0.4253 - accuracy: 0.7990
Epoch 229/500
718/718 [==============================] - 1s 882us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 230/500
718/718 [==============================] - 1s 860us/step - loss: 0.4259 - accuracy: 0.7968
Epoch 231/500
718/718 [==============================] - 1s 882us/step - loss: 0.4258 - accuracy: 0.7997
Epoch 232/500
718/718 [==============================] - 1s 885us/step - loss: 0.4254 - accuracy: 0.7988
Epoch 233/500
718/718 [==============================] - 1s 865us/step - loss: 0.4253 - accuracy: 0.79950s - loss: 0.4248 - accuracy: 0.80
Epoch 234/500
718/718 [==============================] - 1s 863us/step - loss: 0.4258 - accuracy: 0.7998
Epoch 235/500
718/718 [==============================] - 1s 886us/step - loss: 0.4260 - accuracy: 0.7996
Epoch 236/500
718/718 [==============================] - 1s 854us/step - loss: 0.4259 - accuracy: 0.7983
Epoch 237/500
718/718 [==============================] - 1s 892us/step - loss: 0.4255 - accuracy: 0.7979
Epoch 238/500
718/718 [==============================] - 1s 858us/step - loss: 0.4257 - accuracy: 0.7969
Epoch 239/500
718/718 [==============================] - 1s 884us/step - loss: 0.4258 - accuracy: 0.7982
Epoch 240/500
718/718 [==============================] - 1s 871us/step - loss: 0.4256 - accuracy: 0.7983
Epoch 241/500
718/718 [==============================] - 1s 864us/step - loss: 0.4252 - accuracy: 0.8010
Epoch 242/500
718/718 [==============================] - 1s 880us/step - loss: 0.4256 - accuracy: 0.7983
Epoch 243/500
718/718 [==============================] - 1s 885us/step - loss: 0.4254 - accuracy: 0.7996
Epoch 244/500
718/718 [==============================] - 1s 866us/step - loss: 0.4254 - accuracy: 0.7972
Epoch 245/500
718/718 [==============================] - 1s 878us/step - loss: 0.4256 - accuracy: 0.8011
Epoch 246/500
718/718 [==============================] - 1s 864us/step - loss: 0.4256 - accuracy: 0.7985
Epoch 247/500
718/718 [==============================] - 1s 865us/step - loss: 0.4258 - accuracy: 0.8002
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7979
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7984
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7987
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.8010
Epoch 252/500
718/718 [==============================] - 1s 988us/step - loss: 0.4256 - accuracy: 0.79970s - loss: 0.4266 - accu
Epoch 253/500
718/718 [==============================] - 1s 930us/step - loss: 0.4258 - accuracy: 0.8004
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7968
Epoch 255/500
718/718 [==============================] - 1s 867us/step - loss: 0.4250 - accuracy: 0.7980
Epoch 256/500
718/718 [==============================] - 1s 955us/step - loss: 0.4256 - accuracy: 0.79900s - loss: 0.4261 - ac
Epoch 257/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4257 - accuracy: 0.7979
Epoch 258/500
718/718 [==============================] - 1s 872us/step - loss: 0.4259 - accuracy: 0.7976
Epoch 259/500
718/718 [==============================] - 1s 880us/step - loss: 0.4256 - accuracy: 0.7992
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7989
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.8003: 0s - los
Epoch 262/500
718/718 [==============================] - 1s 856us/step - loss: 0.4262 - accuracy: 0.7987
Epoch 263/500
718/718 [==============================] - 1s 888us/step - loss: 0.4254 - accuracy: 0.7986
Epoch 264/500
718/718 [==============================] - 1s 966us/step - loss: 0.4254 - accuracy: 0.8005
Epoch 265/500
718/718 [==============================] - 1s 854us/step - loss: 0.4255 - accuracy: 0.7983
Epoch 266/500
718/718 [==============================] - 1s 875us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 267/500
718/718 [==============================] - 1s 860us/step - loss: 0.4258 - accuracy: 0.7975
Epoch 268/500
718/718 [==============================] - 1s 852us/step - loss: 0.4258 - accuracy: 0.7983
Epoch 269/500
718/718 [==============================] - 1s 860us/step - loss: 0.4251 - accuracy: 0.8004
Epoch 270/500
718/718 [==============================] - 1s 864us/step - loss: 0.4258 - accuracy: 0.7976
Epoch 271/500
718/718 [==============================] - 1s 865us/step - loss: 0.4258 - accuracy: 0.7983
Epoch 272/500
718/718 [==============================] - 1s 866us/step - loss: 0.4259 - accuracy: 0.7982
Epoch 273/500
718/718 [==============================] - 1s 866us/step - loss: 0.4254 - accuracy: 0.8007
Epoch 274/500
718/718 [==============================] - 1s 865us/step - loss: 0.4258 - accuracy: 0.7996
Epoch 275/500
718/718 [==============================] - 1s 859us/step - loss: 0.4254 - accuracy: 0.7972
Epoch 276/500
718/718 [==============================] - 1s 845us/step - loss: 0.4254 - accuracy: 0.7981
Epoch 277/500
718/718 [==============================] - 1s 884us/step - loss: 0.4256 - accuracy: 0.7982
Epoch 278/500
718/718 [==============================] - 1s 848us/step - loss: 0.4254 - accuracy: 0.7996
Epoch 279/500
718/718 [==============================] - 1s 878us/step - loss: 0.4258 - accuracy: 0.7994
Epoch 280/500
718/718 [==============================] - 1s 878us/step - loss: 0.4257 - accuracy: 0.8002
Epoch 281/500
718/718 [==============================] - 1s 887us/step - loss: 0.4254 - accuracy: 0.7981
Epoch 282/500
718/718 [==============================] - 1s 871us/step - loss: 0.4253 - accuracy: 0.7984
Epoch 283/500
718/718 [==============================] - 1s 898us/step - loss: 0.4256 - accuracy: 0.8006
Epoch 284/500
718/718 [==============================] - 1s 868us/step - loss: 0.4254 - accuracy: 0.7997
Epoch 285/500
718/718 [==============================] - 1s 878us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 286/500
718/718 [==============================] - 1s 861us/step - loss: 0.4250 - accuracy: 0.7997
Epoch 287/500
718/718 [==============================] - 1s 865us/step - loss: 0.4252 - accuracy: 0.7983
Epoch 288/500
718/718 [==============================] - 1s 879us/step - loss: 0.4252 - accuracy: 0.80030s - loss: 0.4218 - accuracy: 0.79 - ETA: 0s - loss: 0.4239 - accuracy
Epoch 289/500
718/718 [==============================] - 1s 861us/step - loss: 0.4262 - accuracy: 0.8001
Epoch 290/500
718/718 [==============================] - 1s 944us/step - loss: 0.4254 - accuracy: 0.7983
Epoch 291/500
718/718 [==============================] - 1s 866us/step - loss: 0.4260 - accuracy: 0.7997
Epoch 292/500
718/718 [==============================] - 1s 865us/step - loss: 0.4250 - accuracy: 0.7984
Epoch 293/500
718/718 [==============================] - 1s 874us/step - loss: 0.4257 - accuracy: 0.8017
Epoch 294/500
718/718 [==============================] - 1s 916us/step - loss: 0.4255 - accuracy: 0.7972
Epoch 295/500
718/718 [==============================] - 1s 859us/step - loss: 0.4258 - accuracy: 0.7978
Epoch 296/500
718/718 [==============================] - 1s 884us/step - loss: 0.4250 - accuracy: 0.79760s - loss: 0.4224 - accuracy: 0.
Epoch 297/500
718/718 [==============================] - 1s 852us/step - loss: 0.4254 - accuracy: 0.7980
Epoch 298/500
718/718 [==============================] - 1s 905us/step - loss: 0.4255 - accuracy: 0.7985
Epoch 299/500
718/718 [==============================] - 1s 885us/step - loss: 0.4260 - accuracy: 0.7981
Epoch 300/500
718/718 [==============================] - 1s 857us/step - loss: 0.4255 - accuracy: 0.7982
Epoch 301/500
718/718 [==============================] - 1s 985us/step - loss: 0.4256 - accuracy: 0.7977
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.7993
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7992
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7989
Epoch 305/500
718/718 [==============================] - 1s 972us/step - loss: 0.4251 - accuracy: 0.8000
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7981
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7993
Epoch 308/500
718/718 [==============================] - 1s 914us/step - loss: 0.4254 - accuracy: 0.7977
Epoch 309/500
718/718 [==============================] - 1s 881us/step - loss: 0.4257 - accuracy: 0.7992
Epoch 310/500
718/718 [==============================] - 1s 900us/step - loss: 0.4254 - accuracy: 0.80140s - loss: 0.4260 - accuracy: 0.
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7977: 1s - loss: 0.3960 - accuracy: 0.81 - ETA: 1s - los
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8010
Epoch 313/500
718/718 [==============================] - 1s 882us/step - loss: 0.4255 - accuracy: 0.7979
Epoch 314/500
718/718 [==============================] - 1s 903us/step - loss: 0.4256 - accuracy: 0.7976
Epoch 315/500
718/718 [==============================] - 1s 877us/step - loss: 0.4261 - accuracy: 0.8005
Epoch 316/500
718/718 [==============================] - 1s 877us/step - loss: 0.4251 - accuracy: 0.8001
Epoch 317/500
718/718 [==============================] - 1s 883us/step - loss: 0.4253 - accuracy: 0.7982
Epoch 318/500
718/718 [==============================] - 1s 881us/step - loss: 0.4259 - accuracy: 0.7987
Epoch 319/500
718/718 [==============================] - 1s 872us/step - loss: 0.4251 - accuracy: 0.8003
Epoch 320/500
718/718 [==============================] - 1s 882us/step - loss: 0.4253 - accuracy: 0.7996
Epoch 321/500
718/718 [==============================] - 1s 869us/step - loss: 0.4255 - accuracy: 0.7977
Epoch 322/500
718/718 [==============================] - 1s 892us/step - loss: 0.4254 - accuracy: 0.79920s - loss: 0.4242 - accura
Epoch 323/500
718/718 [==============================] - 1s 869us/step - loss: 0.4253 - accuracy: 0.7976
Epoch 324/500
718/718 [==============================] - 1s 874us/step - loss: 0.4253 - accuracy: 0.7985
Epoch 325/500
718/718 [==============================] - 1s 890us/step - loss: 0.4254 - accuracy: 0.8025
Epoch 326/500
718/718 [==============================] - 1s 871us/step - loss: 0.4253 - accuracy: 0.7989
Epoch 327/500
718/718 [==============================] - 1s 885us/step - loss: 0.4253 - accuracy: 0.7986
Epoch 328/500
718/718 [==============================] - 1s 896us/step - loss: 0.4251 - accuracy: 0.7986
Epoch 329/500
718/718 [==============================] - 1s 873us/step - loss: 0.4256 - accuracy: 0.7991
Epoch 330/500
718/718 [==============================] - 1s 881us/step - loss: 0.4256 - accuracy: 0.7990
Epoch 331/500
718/718 [==============================] - 1s 884us/step - loss: 0.4256 - accuracy: 0.7989
Epoch 332/500
718/718 [==============================] - 1s 863us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 333/500
718/718 [==============================] - 1s 887us/step - loss: 0.4264 - accuracy: 0.7982
Epoch 334/500
718/718 [==============================] - 1s 868us/step - loss: 0.4252 - accuracy: 0.7971
Epoch 335/500
718/718 [==============================] - 1s 881us/step - loss: 0.4255 - accuracy: 0.7991
Epoch 336/500
718/718 [==============================] - 1s 870us/step - loss: 0.4256 - accuracy: 0.7982
Epoch 337/500
718/718 [==============================] - 1s 868us/step - loss: 0.4256 - accuracy: 0.7990
Epoch 338/500
718/718 [==============================] - 1s 875us/step - loss: 0.4250 - accuracy: 0.7976
Epoch 339/500
718/718 [==============================] - 1s 872us/step - loss: 0.4249 - accuracy: 0.8000
Epoch 340/500
718/718 [==============================] - 1s 863us/step - loss: 0.4247 - accuracy: 0.7979
Epoch 341/500
718/718 [==============================] - 1s 886us/step - loss: 0.4254 - accuracy: 0.7993
Epoch 342/500
718/718 [==============================] - 1s 859us/step - loss: 0.4248 - accuracy: 0.7970
Epoch 343/500
718/718 [==============================] - 1s 904us/step - loss: 0.4249 - accuracy: 0.7988
Epoch 344/500
718/718 [==============================] - 1s 873us/step - loss: 0.4256 - accuracy: 0.7993
Epoch 345/500
718/718 [==============================] - 1s 864us/step - loss: 0.4250 - accuracy: 0.79970s - loss: 0.4243 - accuracy: 0.80
Epoch 346/500
718/718 [==============================] - 1s 879us/step - loss: 0.4257 - accuracy: 0.7976
Epoch 347/500
718/718 [==============================] - 1s 890us/step - loss: 0.4248 - accuracy: 0.8001
Epoch 348/500
718/718 [==============================] - 1s 857us/step - loss: 0.4251 - accuracy: 0.7979
Epoch 349/500
718/718 [==============================] - 1s 919us/step - loss: 0.4252 - accuracy: 0.7970
Epoch 350/500
718/718 [==============================] - 1s 873us/step - loss: 0.4261 - accuracy: 0.8010
Epoch 351/500
718/718 [==============================] - 1s 871us/step - loss: 0.4251 - accuracy: 0.7986
Epoch 352/500
718/718 [==============================] - 1s 873us/step - loss: 0.4258 - accuracy: 0.7977
Epoch 353/500
718/718 [==============================] - 1s 868us/step - loss: 0.4247 - accuracy: 0.7993
Epoch 354/500
718/718 [==============================] - 1s 882us/step - loss: 0.4256 - accuracy: 0.8003
Epoch 355/500
718/718 [==============================] - 1s 914us/step - loss: 0.4253 - accuracy: 0.79890s - loss: 0.4238 - accuracy: 0.
Epoch 356/500
718/718 [==============================] - 1s 876us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 357/500
718/718 [==============================] - 1s 868us/step - loss: 0.4250 - accuracy: 0.7991
Epoch 358/500
718/718 [==============================] - 1s 887us/step - loss: 0.4257 - accuracy: 0.7998
Epoch 359/500
718/718 [==============================] - 1s 859us/step - loss: 0.4256 - accuracy: 0.7984
Epoch 360/500
718/718 [==============================] - 1s 887us/step - loss: 0.4254 - accuracy: 0.7983
Epoch 361/500
718/718 [==============================] - 1s 872us/step - loss: 0.4252 - accuracy: 0.8004
Epoch 362/500
718/718 [==============================] - 1s 863us/step - loss: 0.4259 - accuracy: 0.8003
Epoch 363/500
718/718 [==============================] - 1s 884us/step - loss: 0.4254 - accuracy: 0.79900s - loss: 0.4210 - accura
Epoch 364/500
718/718 [==============================] - 1s 866us/step - loss: 0.4246 - accuracy: 0.7993
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7989: 0s - loss: 0.4184 - accuracy: 0. - ETA: 0s - loss: 0.4228 - ac
Epoch 366/500
718/718 [==============================] - 1s 884us/step - loss: 0.4252 - accuracy: 0.7984
Epoch 367/500
718/718 [==============================] - 1s 872us/step - loss: 0.4251 - accuracy: 0.8001
Epoch 368/500
718/718 [==============================] - 1s 869us/step - loss: 0.4251 - accuracy: 0.8008
Epoch 369/500
718/718 [==============================] - 1s 881us/step - loss: 0.4250 - accuracy: 0.7970
Epoch 370/500
718/718 [==============================] - 1s 867us/step - loss: 0.4254 - accuracy: 0.7997
Epoch 371/500
718/718 [==============================] - 1s 875us/step - loss: 0.4258 - accuracy: 0.7988
Epoch 372/500
718/718 [==============================] - 1s 881us/step - loss: 0.4255 - accuracy: 0.7990
Epoch 373/500
718/718 [==============================] - 1s 869us/step - loss: 0.4257 - accuracy: 0.7980
Epoch 374/500
718/718 [==============================] - 1s 886us/step - loss: 0.4254 - accuracy: 0.7974
Epoch 375/500
718/718 [==============================] - 1s 863us/step - loss: 0.4253 - accuracy: 0.7988
Epoch 376/500
718/718 [==============================] - 1s 889us/step - loss: 0.4255 - accuracy: 0.79840s - loss: 0.4242 - accuracy: 0.79
Epoch 377/500
718/718 [==============================] - 1s 879us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 378/500
718/718 [==============================] - 1s 863us/step - loss: 0.4251 - accuracy: 0.7991
Epoch 379/500
718/718 [==============================] - 1s 900us/step - loss: 0.4248 - accuracy: 0.7999
Epoch 380/500
718/718 [==============================] - 1s 874us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 381/500
718/718 [==============================] - 1s 875us/step - loss: 0.4257 - accuracy: 0.7966
Epoch 382/500
718/718 [==============================] - 1s 903us/step - loss: 0.4248 - accuracy: 0.8010
Epoch 383/500
718/718 [==============================] - 1s 884us/step - loss: 0.4255 - accuracy: 0.7983
Epoch 384/500
718/718 [==============================] - 1s 861us/step - loss: 0.4257 - accuracy: 0.7964
Epoch 385/500
718/718 [==============================] - 1s 865us/step - loss: 0.4251 - accuracy: 0.7998
Epoch 386/500
718/718 [==============================] - 1s 859us/step - loss: 0.4255 - accuracy: 0.8004
Epoch 387/500
718/718 [==============================] - 1s 886us/step - loss: 0.4255 - accuracy: 0.7996
Epoch 388/500
718/718 [==============================] - 1s 920us/step - loss: 0.4251 - accuracy: 0.7990
Epoch 389/500
718/718 [==============================] - 1s 889us/step - loss: 0.4251 - accuracy: 0.8010
Epoch 390/500
718/718 [==============================] - 1s 874us/step - loss: 0.4255 - accuracy: 0.7995
Epoch 391/500
718/718 [==============================] - 1s 898us/step - loss: 0.4247 - accuracy: 0.8010
Epoch 392/500
718/718 [==============================] - 1s 864us/step - loss: 0.4247 - accuracy: 0.8001
Epoch 393/500
718/718 [==============================] - 1s 886us/step - loss: 0.4251 - accuracy: 0.7990
Epoch 394/500
718/718 [==============================] - 1s 891us/step - loss: 0.4254 - accuracy: 0.7980
Epoch 395/500
718/718 [==============================] - 1s 870us/step - loss: 0.4251 - accuracy: 0.7992
Epoch 396/500
718/718 [==============================] - 1s 879us/step - loss: 0.4247 - accuracy: 0.8003
Epoch 397/500
718/718 [==============================] - 1s 875us/step - loss: 0.4251 - accuracy: 0.80070s - loss: 0.4307 - accura
Epoch 398/500
718/718 [==============================] - 1s 877us/step - loss: 0.4255 - accuracy: 0.8005
Epoch 399/500
718/718 [==============================] - 1s 917us/step - loss: 0.4254 - accuracy: 0.7999
Epoch 400/500
718/718 [==============================] - 1s 861us/step - loss: 0.4251 - accuracy: 0.7990
Epoch 401/500
718/718 [==============================] - 1s 887us/step - loss: 0.4252 - accuracy: 0.7983
Epoch 402/500
718/718 [==============================] - 1s 811us/step - loss: 0.4249 - accuracy: 0.7974
Epoch 403/500
718/718 [==============================] - 1s 821us/step - loss: 0.4252 - accuracy: 0.7973
Epoch 404/500
718/718 [==============================] - 1s 885us/step - loss: 0.4251 - accuracy: 0.7979
Epoch 405/500
718/718 [==============================] - 1s 874us/step - loss: 0.4246 - accuracy: 0.7981
Epoch 406/500
718/718 [==============================] - 1s 867us/step - loss: 0.4249 - accuracy: 0.8010
Epoch 407/500
718/718 [==============================] - 1s 886us/step - loss: 0.4249 - accuracy: 0.7997
Epoch 408/500
718/718 [==============================] - 1s 872us/step - loss: 0.4252 - accuracy: 0.7993
Epoch 409/500
718/718 [==============================] - 1s 890us/step - loss: 0.4250 - accuracy: 0.79790s - loss: 0.4198 
Epoch 410/500
718/718 [==============================] - 1s 901us/step - loss: 0.4252 - accuracy: 0.7987
Epoch 411/500
718/718 [==============================] - 1s 867us/step - loss: 0.4248 - accuracy: 0.7993
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7987
Epoch 413/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4253 - accuracy: 0.7973
Epoch 414/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4251 - accuracy: 0.7978
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.8011
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7976
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.7996: 0s - loss: 0.4239 - accuracy
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8018
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7983
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8005
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.8010
Epoch 422/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4252 - accuracy: 0.7995: 0s - loss: - ETA: 0s - loss: 0.4240 - accuracy: 
Epoch 423/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4254 - accuracy: 0.7986
Epoch 424/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4252 - accuracy: 0.7991: 0s
Epoch 425/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4255 - accuracy: 0.7983
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7990
Epoch 427/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4246 - accuracy: 0.8010
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7994
Epoch 429/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4245 - accuracy: 0.7986
Epoch 430/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4249 - accuracy: 0.7980
Epoch 431/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4249 - accuracy: 0.7983
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4251 - accuracy: 0.7978: 0s - loss: 0.4249 - accuracy: 0.79
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7983
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8005
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7995: 0s - loss: 0.4275 - accuracy: 0. - ETA: 0s - loss: 0.4245 - accuracy: 
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.7999: 0s - loss: 0.4250 - accuracy: 0.79
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7977
Epoch 438/500
718/718 [==============================] - 1s 981us/step - loss: 0.4249 - accuracy: 0.7987
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.7982
Epoch 440/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4246 - accuracy: 0.8003
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8002
Epoch 442/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4257 - accuracy: 0.7988
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.7976
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.7997
Epoch 445/500
718/718 [==============================] - 1s 877us/step - loss: 0.4253 - accuracy: 0.8008
Epoch 446/500
718/718 [==============================] - 1s 908us/step - loss: 0.4250 - accuracy: 0.7993
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4251 - accuracy: 0.8010
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8013
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.7989
Epoch 450/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4252 - accuracy: 0.8000
Epoch 451/500
718/718 [==============================] - 1s 995us/step - loss: 0.4248 - accuracy: 0.7994
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8005
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7990
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.7965
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.7996
Epoch 456/500
718/718 [==============================] - 1s 949us/step - loss: 0.4252 - accuracy: 0.7987
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7992
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7985: 0s - loss: 0.4241 - ac
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8006
Epoch 460/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4254 - accuracy: 0.7989
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.8012: 0s - loss: 0.4194 
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7991
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7995: 0s - loss: 0.4272 - accu
Epoch 464/500
718/718 [==============================] - 1s 877us/step - loss: 0.4260 - accuracy: 0.7985
Epoch 465/500
718/718 [==============================] - 1s 877us/step - loss: 0.4255 - accuracy: 0.7993
Epoch 466/500
718/718 [==============================] - 1s 938us/step - loss: 0.4243 - accuracy: 0.8008
Epoch 467/500
718/718 [==============================] - 1s 998us/step - loss: 0.4251 - accuracy: 0.7981
Epoch 468/500
718/718 [==============================] - 1s 988us/step - loss: 0.4247 - accuracy: 0.7998
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7986
Epoch 470/500
718/718 [==============================] - 1s 899us/step - loss: 0.4248 - accuracy: 0.8007
Epoch 471/500
718/718 [==============================] - 1s 894us/step - loss: 0.4250 - accuracy: 0.7975
Epoch 472/500
718/718 [==============================] - 1s 910us/step - loss: 0.4250 - accuracy: 0.8006
Epoch 473/500
718/718 [==============================] - 1s 945us/step - loss: 0.4249 - accuracy: 0.8005
Epoch 474/500
718/718 [==============================] - 1s 944us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 475/500
718/718 [==============================] - 1s 947us/step - loss: 0.4251 - accuracy: 0.7999
Epoch 476/500
718/718 [==============================] - 1s 947us/step - loss: 0.4251 - accuracy: 0.7991
Epoch 477/500
718/718 [==============================] - 1s 985us/step - loss: 0.4245 - accuracy: 0.8001
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.7986
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7996
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7990
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.7995
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7997
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7972
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.7996
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7984
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7980
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7984
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.7983
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8009
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7993
Epoch 491/500
718/718 [==============================] - 1s 892us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.8013
Epoch 493/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4249 - accuracy: 0.7990
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4246 - accuracy: 0.8005
Epoch 495/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8005
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.7991: 0s - loss: 0.4265 - accuracy: 0.79
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.7982
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7987
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.7987
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8001
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6044 - accuracy: 0.6752
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5505 - accuracy: 0.7191
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5380 - accuracy: 0.7317
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5260 - accuracy: 0.7442
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5089 - accuracy: 0.7551
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4939 - accuracy: 0.7658
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4824 - accuracy: 0.7714
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4730 - accuracy: 0.7768
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4631 - accuracy: 0.7817
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4580 - accuracy: 0.7855
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7887
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7882
Epoch 13/500
718/718 [==============================] - 1s 981us/step - loss: 0.4491 - accuracy: 0.7904
Epoch 14/500
718/718 [==============================] - 1s 977us/step - loss: 0.4486 - accuracy: 0.7902
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7916
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7916: 0s - loss: 0.4461 - accuracy: 0.79
Epoch 17/500
718/718 [==============================] - 1s 973us/step - loss: 0.4451 - accuracy: 0.79060s - loss: 0.4465 - accuracy: 0.
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7913
Epoch 19/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4429 - accuracy: 0.7914: 0s - loss: 0.447
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7926
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7927
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7930: 0s - loss: 0.4367 
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7931
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7916
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7949: 0s - loss: 0.4
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7954: 0s - loss: 0.4443 - accura
Epoch 27/500
718/718 [==============================] - 1s 976us/step - loss: 0.4388 - accuracy: 0.7949
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7935
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7946
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7953
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7960
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7922
Epoch 33/500
718/718 [==============================] - 1s 863us/step - loss: 0.4365 - accuracy: 0.7947
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7949
Epoch 35/500
718/718 [==============================] - 1s 906us/step - loss: 0.4368 - accuracy: 0.7923
Epoch 36/500
718/718 [==============================] - 1s 853us/step - loss: 0.4359 - accuracy: 0.7934
Epoch 37/500
718/718 [==============================] - 1s 878us/step - loss: 0.4359 - accuracy: 0.7946
Epoch 38/500
718/718 [==============================] - 1s 859us/step - loss: 0.4358 - accuracy: 0.7946
Epoch 39/500
718/718 [==============================] - 1s 862us/step - loss: 0.4352 - accuracy: 0.7948
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7963
Epoch 41/500
718/718 [==============================] - 1s 932us/step - loss: 0.4352 - accuracy: 0.7952
Epoch 42/500
718/718 [==============================] - 1s 895us/step - loss: 0.4349 - accuracy: 0.7928
Epoch 43/500
718/718 [==============================] - 1s 883us/step - loss: 0.4349 - accuracy: 0.7968
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7945
Epoch 45/500
718/718 [==============================] - 1s 888us/step - loss: 0.4344 - accuracy: 0.7956
Epoch 46/500
718/718 [==============================] - 1s 940us/step - loss: 0.4345 - accuracy: 0.7944
Epoch 47/500
718/718 [==============================] - 1s 890us/step - loss: 0.4345 - accuracy: 0.7936
Epoch 48/500
718/718 [==============================] - 1s 924us/step - loss: 0.4346 - accuracy: 0.7927
Epoch 49/500
718/718 [==============================] - 1s 890us/step - loss: 0.4355 - accuracy: 0.7934
Epoch 50/500
718/718 [==============================] - 1s 874us/step - loss: 0.4348 - accuracy: 0.7944
Epoch 51/500
718/718 [==============================] - 1s 866us/step - loss: 0.4341 - accuracy: 0.7942
Epoch 52/500
718/718 [==============================] - 1s 885us/step - loss: 0.4347 - accuracy: 0.79750s - loss: 0.4341 - accu
Epoch 53/500
718/718 [==============================] - 1s 856us/step - loss: 0.4345 - accuracy: 0.7942
Epoch 54/500
718/718 [==============================] - 1s 870us/step - loss: 0.4339 - accuracy: 0.7951
Epoch 55/500
718/718 [==============================] - 1s 862us/step - loss: 0.4337 - accuracy: 0.7976
Epoch 56/500
718/718 [==============================] - 1s 847us/step - loss: 0.4349 - accuracy: 0.7929
Epoch 57/500
718/718 [==============================] - 1s 862us/step - loss: 0.4345 - accuracy: 0.7944
Epoch 58/500
718/718 [==============================] - 1s 878us/step - loss: 0.4344 - accuracy: 0.7954
Epoch 59/500
718/718 [==============================] - 1s 882us/step - loss: 0.4346 - accuracy: 0.7952
Epoch 60/500
718/718 [==============================] - 1s 944us/step - loss: 0.4344 - accuracy: 0.7952
Epoch 61/500
718/718 [==============================] - 1s 870us/step - loss: 0.4330 - accuracy: 0.7958
Epoch 62/500
718/718 [==============================] - 1s 856us/step - loss: 0.4343 - accuracy: 0.7936
Epoch 63/500
718/718 [==============================] - 1s 862us/step - loss: 0.4350 - accuracy: 0.7955
Epoch 64/500
718/718 [==============================] - 1s 945us/step - loss: 0.4342 - accuracy: 0.7968
Epoch 65/500
718/718 [==============================] - 1s 875us/step - loss: 0.4350 - accuracy: 0.79430s - loss: 0.4381 - ac
Epoch 66/500
718/718 [==============================] - 1s 859us/step - loss: 0.4343 - accuracy: 0.7967
Epoch 67/500
718/718 [==============================] - 1s 853us/step - loss: 0.4342 - accuracy: 0.7955
Epoch 68/500
718/718 [==============================] - 1s 880us/step - loss: 0.4334 - accuracy: 0.7952
Epoch 69/500
718/718 [==============================] - 1s 859us/step - loss: 0.4348 - accuracy: 0.7937
Epoch 70/500
718/718 [==============================] - 1s 858us/step - loss: 0.4339 - accuracy: 0.7960
Epoch 71/500
718/718 [==============================] - 1s 865us/step - loss: 0.4344 - accuracy: 0.7931
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7943
Epoch 73/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4346 - accuracy: 0.7948
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7976
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7942
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7937
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7955: 0s - loss: 0.4313 - accuracy: 
Epoch 78/500
718/718 [==============================] - 1s 959us/step - loss: 0.4336 - accuracy: 0.7959
Epoch 79/500
718/718 [==============================] - 1s 929us/step - loss: 0.4342 - accuracy: 0.7930
Epoch 80/500
718/718 [==============================] - 1s 940us/step - loss: 0.4343 - accuracy: 0.7936
Epoch 81/500
718/718 [==============================] - 1s 948us/step - loss: 0.4340 - accuracy: 0.7979
Epoch 82/500
718/718 [==============================] - 1s 942us/step - loss: 0.4342 - accuracy: 0.79560s - loss: 0.4367 - ac
Epoch 83/500
718/718 [==============================] - 1s 952us/step - loss: 0.4334 - accuracy: 0.7950
Epoch 84/500
718/718 [==============================] - 1s 899us/step - loss: 0.4342 - accuracy: 0.7934
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7964
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7946: 0s - loss: 0.4303 - accuracy
Epoch 87/500
718/718 [==============================] - 1s 871us/step - loss: 0.4331 - accuracy: 0.7970
Epoch 88/500
718/718 [==============================] - 1s 941us/step - loss: 0.4332 - accuracy: 0.7963
Epoch 89/500
718/718 [==============================] - 1s 927us/step - loss: 0.4329 - accuracy: 0.7956
Epoch 90/500
718/718 [==============================] - 1s 909us/step - loss: 0.4336 - accuracy: 0.7943
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7984: 0s - loss:
Epoch 92/500
718/718 [==============================] - 1s 987us/step - loss: 0.4336 - accuracy: 0.7939
Epoch 93/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4336 - accuracy: 0.7958
Epoch 94/500
718/718 [==============================] - 1s 990us/step - loss: 0.4315 - accuracy: 0.7967
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7934
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7968: 0s - loss: 0.4411 
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7975
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7962
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7970: 0s - loss: 0.4328 - accuracy: 0.
Epoch 100/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7982
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7972
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7963
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7974
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7987
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7974: 0s - loss: 0.4343 - accuracy: 0.
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7976
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7965
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7976: 0s - loss: 0.4420 - 
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7963
Epoch 110/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4307 - accuracy: 0.7971: 0s
Epoch 111/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4318 - accuracy: 0.7988
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7979
Epoch 113/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7994
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7974
Epoch 115/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.8010
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7971
Epoch 117/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7979
Epoch 118/500
718/718 [==============================] - 1s 979us/step - loss: 0.4305 - accuracy: 0.7976
Epoch 119/500
718/718 [==============================] - 1s 999us/step - loss: 0.4312 - accuracy: 0.79620s - loss: 0.4328 - accuracy
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7976
Epoch 121/500
718/718 [==============================] - 1s 895us/step - loss: 0.4313 - accuracy: 0.7940
Epoch 122/500
718/718 [==============================] - 1s 959us/step - loss: 0.4303 - accuracy: 0.7970
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7983
Epoch 124/500
718/718 [==============================] - 1s 907us/step - loss: 0.4305 - accuracy: 0.7985
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7991
Epoch 126/500
718/718 [==============================] - 1s 978us/step - loss: 0.4303 - accuracy: 0.79960s - loss: 0.4274 - 
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7964
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7989
Epoch 129/500
718/718 [==============================] - 1s 942us/step - loss: 0.4306 - accuracy: 0.7975
Epoch 130/500
718/718 [==============================] - 1s 889us/step - loss: 0.4301 - accuracy: 0.7961
Epoch 131/500
718/718 [==============================] - 1s 858us/step - loss: 0.4293 - accuracy: 0.8001
Epoch 132/500
718/718 [==============================] - 1s 845us/step - loss: 0.4304 - accuracy: 0.7973
Epoch 133/500
718/718 [==============================] - 1s 854us/step - loss: 0.4308 - accuracy: 0.7976
Epoch 134/500
718/718 [==============================] - 1s 860us/step - loss: 0.4303 - accuracy: 0.7990
Epoch 135/500
718/718 [==============================] - 1s 922us/step - loss: 0.4306 - accuracy: 0.7993
Epoch 136/500
718/718 [==============================] - 1s 866us/step - loss: 0.4304 - accuracy: 0.7975
Epoch 137/500
718/718 [==============================] - 1s 852us/step - loss: 0.4301 - accuracy: 0.7994
Epoch 138/500
718/718 [==============================] - 1s 861us/step - loss: 0.4300 - accuracy: 0.7968
Epoch 139/500
718/718 [==============================] - 1s 857us/step - loss: 0.4299 - accuracy: 0.7992
Epoch 140/500
718/718 [==============================] - 1s 858us/step - loss: 0.4298 - accuracy: 0.7996
Epoch 141/500
718/718 [==============================] - 1s 857us/step - loss: 0.4296 - accuracy: 0.7990
Epoch 142/500
718/718 [==============================] - 1s 852us/step - loss: 0.4294 - accuracy: 0.7969
Epoch 143/500
718/718 [==============================] - 1s 865us/step - loss: 0.4298 - accuracy: 0.7956
Epoch 144/500
718/718 [==============================] - 1s 851us/step - loss: 0.4298 - accuracy: 0.7995
Epoch 145/500
718/718 [==============================] - 1s 874us/step - loss: 0.4307 - accuracy: 0.7990
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7994
Epoch 147/500
718/718 [==============================] - 1s 987us/step - loss: 0.4302 - accuracy: 0.7951
Epoch 148/500
718/718 [==============================] - 1s 863us/step - loss: 0.4296 - accuracy: 0.7985
Epoch 149/500
718/718 [==============================] - 1s 841us/step - loss: 0.4301 - accuracy: 0.7981
Epoch 150/500
718/718 [==============================] - 1s 932us/step - loss: 0.4292 - accuracy: 0.79860s - loss: 0.4
Epoch 151/500
718/718 [==============================] - 1s 861us/step - loss: 0.4295 - accuracy: 0.8004
Epoch 152/500
718/718 [==============================] - 1s 937us/step - loss: 0.4288 - accuracy: 0.7986
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7983
Epoch 154/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4299 - accuracy: 0.7968
Epoch 155/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4300 - accuracy: 0.7996
Epoch 156/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.7996
Epoch 157/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4297 - accuracy: 0.7992
Epoch 158/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4297 - accuracy: 0.7998
Epoch 159/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7996
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7993
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7975
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8005
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7983
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7993
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7971
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7991
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7961
Epoch 168/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.8000
Epoch 169/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4298 - accuracy: 0.7986: 0s - loss: 0.4268 - 
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7994
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7971
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8006
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8005
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7999
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7997
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8003
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7997
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7992
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7990
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7982
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8001
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7982
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8010: 0s - loss: 0.4293 - accu
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7976
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7990: 0s - loss: 0.4312 - accuracy
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7995
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7983
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7992: 0s - loss: 0.426
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7999
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7984
Epoch 191/500
718/718 [==============================] - 1s 975us/step - loss: 0.4290 - accuracy: 0.7990
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7990
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7983
Epoch 194/500
718/718 [==============================] - 1s 990us/step - loss: 0.4283 - accuracy: 0.8006
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7998
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8017: 0s - loss: 0.4288 - accuracy: 0.80
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7985
Epoch 198/500
718/718 [==============================] - 1s 983us/step - loss: 0.4289 - accuracy: 0.7991
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7990
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7974
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7984
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7995
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8003
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7997
Epoch 205/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7979: 0s
Epoch 206/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.8008
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7984
Epoch 208/500
718/718 [==============================] - 1s 873us/step - loss: 0.4291 - accuracy: 0.8008
Epoch 209/500
718/718 [==============================] - 1s 926us/step - loss: 0.4287 - accuracy: 0.7995
Epoch 210/500
718/718 [==============================] - 1s 887us/step - loss: 0.4298 - accuracy: 0.7996
Epoch 211/500
718/718 [==============================] - 1s 873us/step - loss: 0.4286 - accuracy: 0.8000
Epoch 212/500
718/718 [==============================] - 1s 880us/step - loss: 0.4282 - accuracy: 0.8000
Epoch 213/500
718/718 [==============================] - 1s 960us/step - loss: 0.4291 - accuracy: 0.8007
Epoch 214/500
718/718 [==============================] - 1s 865us/step - loss: 0.4291 - accuracy: 0.7985
Epoch 215/500
718/718 [==============================] - 1s 873us/step - loss: 0.4286 - accuracy: 0.7995
Epoch 216/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.8003
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7994
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7993: 0s - loss: 0.4272 - accuracy: 0.
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7998
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8013
Epoch 221/500
718/718 [==============================] - 1s 978us/step - loss: 0.4286 - accuracy: 0.7984
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8005
Epoch 223/500
718/718 [==============================] - 1s 928us/step - loss: 0.4284 - accuracy: 0.7981
Epoch 224/500
718/718 [==============================] - 1s 912us/step - loss: 0.4288 - accuracy: 0.8019
Epoch 225/500
718/718 [==============================] - 1s 943us/step - loss: 0.4280 - accuracy: 0.7998
Epoch 226/500
718/718 [==============================] - 1s 962us/step - loss: 0.4293 - accuracy: 0.8009
Epoch 227/500
718/718 [==============================] - 1s 915us/step - loss: 0.4289 - accuracy: 0.7988
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8012
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7992: 0s - l
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7987: 0s - loss: 0.4291 - 
Epoch 231/500
718/718 [==============================] - 1s 947us/step - loss: 0.4293 - accuracy: 0.7996
Epoch 232/500
718/718 [==============================] - 1s 969us/step - loss: 0.4287 - accuracy: 0.8002
Epoch 233/500
718/718 [==============================] - 1s 908us/step - loss: 0.4284 - accuracy: 0.7988
Epoch 234/500
718/718 [==============================] - 1s 850us/step - loss: 0.4281 - accuracy: 0.7990
Epoch 235/500
718/718 [==============================] - 1s 888us/step - loss: 0.4291 - accuracy: 0.7985
Epoch 236/500
718/718 [==============================] - 1s 876us/step - loss: 0.4285 - accuracy: 0.7997
Epoch 237/500
718/718 [==============================] - 1s 851us/step - loss: 0.4281 - accuracy: 0.7989
Epoch 238/500
718/718 [==============================] - 1s 970us/step - loss: 0.4287 - accuracy: 0.7981
Epoch 239/500
718/718 [==============================] - 1s 876us/step - loss: 0.4283 - accuracy: 0.7992
Epoch 240/500
718/718 [==============================] - 1s 857us/step - loss: 0.4284 - accuracy: 0.8016
Epoch 241/500
718/718 [==============================] - 1s 873us/step - loss: 0.4293 - accuracy: 0.8027
Epoch 242/500
718/718 [==============================] - 1s 847us/step - loss: 0.4285 - accuracy: 0.8016
Epoch 243/500
718/718 [==============================] - 1s 878us/step - loss: 0.4287 - accuracy: 0.7983
Epoch 244/500
718/718 [==============================] - 1s 865us/step - loss: 0.4287 - accuracy: 0.7997
Epoch 245/500
718/718 [==============================] - 1s 856us/step - loss: 0.4285 - accuracy: 0.7976
Epoch 246/500
718/718 [==============================] - 1s 865us/step - loss: 0.4282 - accuracy: 0.8000
Epoch 247/500
718/718 [==============================] - 1s 866us/step - loss: 0.4285 - accuracy: 0.7997
Epoch 248/500
718/718 [==============================] - 1s 871us/step - loss: 0.4285 - accuracy: 0.7969
Epoch 249/500
718/718 [==============================] - 1s 883us/step - loss: 0.4280 - accuracy: 0.7991
Epoch 250/500
718/718 [==============================] - 1s 851us/step - loss: 0.4285 - accuracy: 0.7986
Epoch 251/500
718/718 [==============================] - 1s 862us/step - loss: 0.4285 - accuracy: 0.8007
Epoch 252/500
718/718 [==============================] - 1s 875us/step - loss: 0.4286 - accuracy: 0.8003
Epoch 253/500
718/718 [==============================] - 1s 853us/step - loss: 0.4284 - accuracy: 0.7995
Epoch 254/500
718/718 [==============================] - 1s 862us/step - loss: 0.4282 - accuracy: 0.7989
Epoch 255/500
718/718 [==============================] - 1s 901us/step - loss: 0.4289 - accuracy: 0.8007
Epoch 256/500
718/718 [==============================] - 1s 863us/step - loss: 0.4287 - accuracy: 0.7992
Epoch 257/500
718/718 [==============================] - 1s 885us/step - loss: 0.4285 - accuracy: 0.80030s - loss: 0.4216 - accura
Epoch 258/500
718/718 [==============================] - 1s 856us/step - loss: 0.4288 - accuracy: 0.7984
Epoch 259/500
718/718 [==============================] - 1s 862us/step - loss: 0.4284 - accuracy: 0.8001
Epoch 260/500
718/718 [==============================] - 1s 865us/step - loss: 0.4280 - accuracy: 0.8001
Epoch 261/500
718/718 [==============================] - 1s 852us/step - loss: 0.4288 - accuracy: 0.7985
Epoch 262/500
718/718 [==============================] - 1s 863us/step - loss: 0.4285 - accuracy: 0.7985
Epoch 263/500
718/718 [==============================] - 1s 863us/step - loss: 0.4282 - accuracy: 0.7987
Epoch 264/500
718/718 [==============================] - 1s 853us/step - loss: 0.4280 - accuracy: 0.7987
Epoch 265/500
718/718 [==============================] - 1s 866us/step - loss: 0.4287 - accuracy: 0.79830s - loss: 0.4312 - accuracy: 0.
Epoch 266/500
718/718 [==============================] - 1s 876us/step - loss: 0.4278 - accuracy: 0.7992
Epoch 267/500
718/718 [==============================] - 1s 908us/step - loss: 0.4286 - accuracy: 0.8013
Epoch 268/500
718/718 [==============================] - 1s 873us/step - loss: 0.4287 - accuracy: 0.7979
Epoch 269/500
718/718 [==============================] - 1s 855us/step - loss: 0.4288 - accuracy: 0.7963
Epoch 270/500
718/718 [==============================] - 1s 865us/step - loss: 0.4282 - accuracy: 0.7995
Epoch 271/500
718/718 [==============================] - 1s 869us/step - loss: 0.4281 - accuracy: 0.8006
Epoch 272/500
718/718 [==============================] - 1s 869us/step - loss: 0.4282 - accuracy: 0.7976
Epoch 273/500
718/718 [==============================] - 1s 866us/step - loss: 0.4276 - accuracy: 0.8007
Epoch 274/500
718/718 [==============================] - 1s 855us/step - loss: 0.4278 - accuracy: 0.7997
Epoch 275/500
718/718 [==============================] - 1s 858us/step - loss: 0.4288 - accuracy: 0.7995
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7995
Epoch 277/500
718/718 [==============================] - 1s 853us/step - loss: 0.4288 - accuracy: 0.7975
Epoch 278/500
718/718 [==============================] - 1s 865us/step - loss: 0.4274 - accuracy: 0.8010
Epoch 279/500
718/718 [==============================] - 1s 855us/step - loss: 0.4279 - accuracy: 0.8020
Epoch 280/500
718/718 [==============================] - 1s 854us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 281/500
718/718 [==============================] - 1s 853us/step - loss: 0.4295 - accuracy: 0.7974
Epoch 282/500
718/718 [==============================] - 1s 849us/step - loss: 0.4281 - accuracy: 0.8009
Epoch 283/500
718/718 [==============================] - 1s 857us/step - loss: 0.4289 - accuracy: 0.8012
Epoch 284/500
718/718 [==============================] - 1s 865us/step - loss: 0.4283 - accuracy: 0.7986
Epoch 285/500
718/718 [==============================] - 1s 850us/step - loss: 0.4276 - accuracy: 0.8002
Epoch 286/500
718/718 [==============================] - 1s 852us/step - loss: 0.4285 - accuracy: 0.7981
Epoch 287/500
718/718 [==============================] - 1s 856us/step - loss: 0.4282 - accuracy: 0.7985
Epoch 288/500
718/718 [==============================] - 1s 883us/step - loss: 0.4278 - accuracy: 0.7988
Epoch 289/500
718/718 [==============================] - 1s 882us/step - loss: 0.4277 - accuracy: 0.8004
Epoch 290/500
718/718 [==============================] - 1s 846us/step - loss: 0.4281 - accuracy: 0.7982
Epoch 291/500
718/718 [==============================] - 1s 860us/step - loss: 0.4289 - accuracy: 0.8013
Epoch 292/500
718/718 [==============================] - 1s 868us/step - loss: 0.4282 - accuracy: 0.8001
Epoch 293/500
718/718 [==============================] - 1s 859us/step - loss: 0.4279 - accuracy: 0.7987
Epoch 294/500
718/718 [==============================] - 1s 851us/step - loss: 0.4287 - accuracy: 0.7967
Epoch 295/500
718/718 [==============================] - 1s 864us/step - loss: 0.4286 - accuracy: 0.7983
Epoch 296/500
718/718 [==============================] - 1s 836us/step - loss: 0.4285 - accuracy: 0.7986
Epoch 297/500
718/718 [==============================] - 1s 861us/step - loss: 0.4285 - accuracy: 0.7995
Epoch 298/500
718/718 [==============================] - 1s 843us/step - loss: 0.4282 - accuracy: 0.7996
Epoch 299/500
718/718 [==============================] - 1s 859us/step - loss: 0.4279 - accuracy: 0.7984
Epoch 300/500
718/718 [==============================] - 1s 874us/step - loss: 0.4273 - accuracy: 0.7997
Epoch 301/500
718/718 [==============================] - 1s 845us/step - loss: 0.4285 - accuracy: 0.7993
Epoch 302/500
718/718 [==============================] - 1s 861us/step - loss: 0.4285 - accuracy: 0.8006
Epoch 303/500
718/718 [==============================] - 1s 857us/step - loss: 0.4282 - accuracy: 0.7996
Epoch 304/500
718/718 [==============================] - 1s 861us/step - loss: 0.4277 - accuracy: 0.8003
Epoch 305/500
718/718 [==============================] - 1s 856us/step - loss: 0.4282 - accuracy: 0.7991
Epoch 306/500
718/718 [==============================] - 1s 851us/step - loss: 0.4279 - accuracy: 0.7983
Epoch 307/500
718/718 [==============================] - 1s 873us/step - loss: 0.4275 - accuracy: 0.7989
Epoch 308/500
718/718 [==============================] - 1s 866us/step - loss: 0.4281 - accuracy: 0.7985
Epoch 309/500
718/718 [==============================] - 1s 905us/step - loss: 0.4286 - accuracy: 0.8011
Epoch 310/500
718/718 [==============================] - 1s 875us/step - loss: 0.4277 - accuracy: 0.8013
Epoch 311/500
718/718 [==============================] - 1s 866us/step - loss: 0.4280 - accuracy: 0.7990
Epoch 312/500
718/718 [==============================] - 1s 842us/step - loss: 0.4281 - accuracy: 0.8003
Epoch 313/500
718/718 [==============================] - 1s 870us/step - loss: 0.4272 - accuracy: 0.7998
Epoch 314/500
718/718 [==============================] - 1s 868us/step - loss: 0.4278 - accuracy: 0.7983
Epoch 315/500
718/718 [==============================] - 1s 864us/step - loss: 0.4289 - accuracy: 0.8007
Epoch 316/500
718/718 [==============================] - 1s 861us/step - loss: 0.4279 - accuracy: 0.7995
Epoch 317/500
718/718 [==============================] - 1s 846us/step - loss: 0.4278 - accuracy: 0.7983
Epoch 318/500
718/718 [==============================] - 1s 861us/step - loss: 0.4277 - accuracy: 0.7972
Epoch 319/500
718/718 [==============================] - 1s 857us/step - loss: 0.4278 - accuracy: 0.7980
Epoch 320/500
718/718 [==============================] - 1s 865us/step - loss: 0.4284 - accuracy: 0.8006
Epoch 321/500
718/718 [==============================] - 1s 998us/step - loss: 0.4282 - accuracy: 0.7965
Epoch 322/500
718/718 [==============================] - 1s 867us/step - loss: 0.4279 - accuracy: 0.7976
Epoch 323/500
718/718 [==============================] - 1s 887us/step - loss: 0.4282 - accuracy: 0.7995
Epoch 324/500
718/718 [==============================] - 1s 872us/step - loss: 0.4281 - accuracy: 0.7995
Epoch 325/500
718/718 [==============================] - 1s 844us/step - loss: 0.4279 - accuracy: 0.8013
Epoch 326/500
718/718 [==============================] - 1s 865us/step - loss: 0.4287 - accuracy: 0.7993
Epoch 327/500
718/718 [==============================] - 1s 859us/step - loss: 0.4282 - accuracy: 0.7999
Epoch 328/500
718/718 [==============================] - 1s 850us/step - loss: 0.4283 - accuracy: 0.8010
Epoch 329/500
718/718 [==============================] - 1s 849us/step - loss: 0.4279 - accuracy: 0.8009
Epoch 330/500
718/718 [==============================] - 1s 858us/step - loss: 0.4284 - accuracy: 0.7987
Epoch 331/500
718/718 [==============================] - 1s 907us/step - loss: 0.4278 - accuracy: 0.7979
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7993: 0s - loss: 0.428
Epoch 333/500
718/718 [==============================] - 1s 855us/step - loss: 0.4272 - accuracy: 0.8013
Epoch 334/500
718/718 [==============================] - 1s 857us/step - loss: 0.4282 - accuracy: 0.7989
Epoch 335/500
718/718 [==============================] - 1s 890us/step - loss: 0.4278 - accuracy: 0.7992
Epoch 336/500
718/718 [==============================] - 1s 850us/step - loss: 0.4281 - accuracy: 0.8002
Epoch 337/500
718/718 [==============================] - 1s 850us/step - loss: 0.4278 - accuracy: 0.7984
Epoch 338/500
718/718 [==============================] - 1s 864us/step - loss: 0.4276 - accuracy: 0.7999
Epoch 339/500
718/718 [==============================] - 1s 837us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 340/500
718/718 [==============================] - 1s 862us/step - loss: 0.4283 - accuracy: 0.7978
Epoch 341/500
718/718 [==============================] - 1s 838us/step - loss: 0.4283 - accuracy: 0.7975
Epoch 342/500
718/718 [==============================] - 1s 849us/step - loss: 0.4285 - accuracy: 0.7998
Epoch 343/500
718/718 [==============================] - 1s 865us/step - loss: 0.4284 - accuracy: 0.7969
Epoch 344/500
718/718 [==============================] - 1s 876us/step - loss: 0.4278 - accuracy: 0.8013
Epoch 345/500
718/718 [==============================] - 1s 887us/step - loss: 0.4280 - accuracy: 0.8010
Epoch 346/500
718/718 [==============================] - 1s 872us/step - loss: 0.4281 - accuracy: 0.8017
Epoch 347/500
718/718 [==============================] - 1s 860us/step - loss: 0.4281 - accuracy: 0.7985
Epoch 348/500
718/718 [==============================] - 1s 855us/step - loss: 0.4283 - accuracy: 0.7989
Epoch 349/500
718/718 [==============================] - 1s 856us/step - loss: 0.4278 - accuracy: 0.8004
Epoch 350/500
718/718 [==============================] - 1s 868us/step - loss: 0.4284 - accuracy: 0.7979
Epoch 351/500
718/718 [==============================] - 1s 873us/step - loss: 0.4277 - accuracy: 0.8001
Epoch 352/500
718/718 [==============================] - 1s 862us/step - loss: 0.4274 - accuracy: 0.7990
Epoch 353/500
718/718 [==============================] - 1s 892us/step - loss: 0.4274 - accuracy: 0.8001
Epoch 354/500
718/718 [==============================] - 1s 866us/step - loss: 0.4283 - accuracy: 0.7985
Epoch 355/500
718/718 [==============================] - 1s 855us/step - loss: 0.4280 - accuracy: 0.7999
Epoch 356/500
718/718 [==============================] - 1s 900us/step - loss: 0.4282 - accuracy: 0.7993
Epoch 357/500
718/718 [==============================] - 1s 851us/step - loss: 0.4281 - accuracy: 0.8002
Epoch 358/500
718/718 [==============================] - 1s 981us/step - loss: 0.4277 - accuracy: 0.8013
Epoch 359/500
718/718 [==============================] - 1s 862us/step - loss: 0.4279 - accuracy: 0.7996
Epoch 360/500
718/718 [==============================] - 1s 848us/step - loss: 0.4280 - accuracy: 0.8005
Epoch 361/500
718/718 [==============================] - 1s 888us/step - loss: 0.4274 - accuracy: 0.7976
Epoch 362/500
718/718 [==============================] - 1s 874us/step - loss: 0.4284 - accuracy: 0.7997
Epoch 363/500
718/718 [==============================] - 1s 853us/step - loss: 0.4283 - accuracy: 0.8002
Epoch 364/500
718/718 [==============================] - 1s 858us/step - loss: 0.4282 - accuracy: 0.7982
Epoch 365/500
718/718 [==============================] - 1s 855us/step - loss: 0.4285 - accuracy: 0.7989
Epoch 366/500
718/718 [==============================] - 1s 870us/step - loss: 0.4278 - accuracy: 0.7993
Epoch 367/500
718/718 [==============================] - 1s 867us/step - loss: 0.4282 - accuracy: 0.7984
Epoch 368/500
718/718 [==============================] - 1s 864us/step - loss: 0.4281 - accuracy: 0.7977
Epoch 369/500
718/718 [==============================] - 1s 873us/step - loss: 0.4279 - accuracy: 0.8013
Epoch 370/500
718/718 [==============================] - 1s 861us/step - loss: 0.4281 - accuracy: 0.79660s - loss: 0.4301 - 
Epoch 371/500
718/718 [==============================] - 1s 853us/step - loss: 0.4282 - accuracy: 0.7996
Epoch 372/500
718/718 [==============================] - 1s 872us/step - loss: 0.4272 - accuracy: 0.7995
Epoch 373/500
718/718 [==============================] - 1s 853us/step - loss: 0.4280 - accuracy: 0.7992
Epoch 374/500
718/718 [==============================] - 1s 874us/step - loss: 0.4275 - accuracy: 0.7995
Epoch 375/500
718/718 [==============================] - 1s 876us/step - loss: 0.4276 - accuracy: 0.7980
Epoch 376/500
718/718 [==============================] - 1s 842us/step - loss: 0.4275 - accuracy: 0.7985
Epoch 377/500
718/718 [==============================] - 1s 887us/step - loss: 0.4279 - accuracy: 0.8004
Epoch 378/500
718/718 [==============================] - 1s 873us/step - loss: 0.4283 - accuracy: 0.7989
Epoch 379/500
718/718 [==============================] - 1s 858us/step - loss: 0.4280 - accuracy: 0.7996
Epoch 380/500
718/718 [==============================] - 1s 865us/step - loss: 0.4277 - accuracy: 0.8002
Epoch 381/500
718/718 [==============================] - 1s 841us/step - loss: 0.4279 - accuracy: 0.7993
Epoch 382/500
718/718 [==============================] - 1s 867us/step - loss: 0.4287 - accuracy: 0.7975
Epoch 383/500
718/718 [==============================] - 1s 868us/step - loss: 0.4279 - accuracy: 0.79910s - loss: 0.4285 - accu
Epoch 384/500
718/718 [==============================] - 1s 863us/step - loss: 0.4286 - accuracy: 0.8003
Epoch 385/500
718/718 [==============================] - 1s 868us/step - loss: 0.4283 - accuracy: 0.7997
Epoch 386/500
718/718 [==============================] - 1s 873us/step - loss: 0.4280 - accuracy: 0.7988
Epoch 387/500
718/718 [==============================] - 1s 850us/step - loss: 0.4278 - accuracy: 0.7973
Epoch 388/500
718/718 [==============================] - 1s 859us/step - loss: 0.4280 - accuracy: 0.7979
Epoch 389/500
718/718 [==============================] - 1s 842us/step - loss: 0.4279 - accuracy: 0.7997
Epoch 390/500
718/718 [==============================] - 1s 871us/step - loss: 0.4279 - accuracy: 0.7993
Epoch 391/500
718/718 [==============================] - 1s 877us/step - loss: 0.4276 - accuracy: 0.7987
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7998
Epoch 393/500
718/718 [==============================] - 1s 887us/step - loss: 0.4275 - accuracy: 0.7990
Epoch 394/500
718/718 [==============================] - 1s 883us/step - loss: 0.4283 - accuracy: 0.7988
Epoch 395/500
718/718 [==============================] - 1s 863us/step - loss: 0.4281 - accuracy: 0.8009
Epoch 396/500
718/718 [==============================] - 1s 864us/step - loss: 0.4281 - accuracy: 0.7979
Epoch 397/500
718/718 [==============================] - 1s 904us/step - loss: 0.4279 - accuracy: 0.8003
Epoch 398/500
718/718 [==============================] - 1s 850us/step - loss: 0.4276 - accuracy: 0.8001
Epoch 399/500
718/718 [==============================] - 1s 877us/step - loss: 0.4271 - accuracy: 0.8010
Epoch 400/500
718/718 [==============================] - 1s 850us/step - loss: 0.4280 - accuracy: 0.7997
Epoch 401/500
718/718 [==============================] - 1s 864us/step - loss: 0.4285 - accuracy: 0.7988
Epoch 402/500
718/718 [==============================] - 1s 865us/step - loss: 0.4280 - accuracy: 0.8013
Epoch 403/500
718/718 [==============================] - 1s 980us/step - loss: 0.4279 - accuracy: 0.7998
Epoch 404/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.8001
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8004
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7992
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7995
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8004
Epoch 409/500
718/718 [==============================] - 1s 951us/step - loss: 0.4282 - accuracy: 0.7983
Epoch 410/500
718/718 [==============================] - 1s 849us/step - loss: 0.4280 - accuracy: 0.7987
Epoch 411/500
718/718 [==============================] - 1s 890us/step - loss: 0.4278 - accuracy: 0.8011
Epoch 412/500
718/718 [==============================] - 1s 921us/step - loss: 0.4283 - accuracy: 0.7989
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7985
Epoch 414/500
718/718 [==============================] - 1s 880us/step - loss: 0.4281 - accuracy: 0.7983
Epoch 415/500
718/718 [==============================] - 1s 851us/step - loss: 0.4276 - accuracy: 0.7996
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8005
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8003
Epoch 418/500
718/718 [==============================] - 1s 858us/step - loss: 0.4269 - accuracy: 0.7997
Epoch 419/500
718/718 [==============================] - 1s 898us/step - loss: 0.4274 - accuracy: 0.7996
Epoch 420/500
718/718 [==============================] - 1s 977us/step - loss: 0.4274 - accuracy: 0.7991
Epoch 421/500
718/718 [==============================] - 1s 861us/step - loss: 0.4274 - accuracy: 0.7982
Epoch 422/500
718/718 [==============================] - 1s 855us/step - loss: 0.4279 - accuracy: 0.7987
Epoch 423/500
718/718 [==============================] - 1s 876us/step - loss: 0.4279 - accuracy: 0.7987
Epoch 424/500
718/718 [==============================] - 1s 856us/step - loss: 0.4279 - accuracy: 0.8002
Epoch 425/500
718/718 [==============================] - 1s 864us/step - loss: 0.4280 - accuracy: 0.7995
Epoch 426/500
718/718 [==============================] - 1s 852us/step - loss: 0.4278 - accuracy: 0.7998
Epoch 427/500
718/718 [==============================] - 1s 858us/step - loss: 0.4274 - accuracy: 0.8009
Epoch 428/500
718/718 [==============================] - 1s 872us/step - loss: 0.4277 - accuracy: 0.7988
Epoch 429/500
718/718 [==============================] - 1s 855us/step - loss: 0.4276 - accuracy: 0.7987
Epoch 430/500
718/718 [==============================] - 1s 861us/step - loss: 0.4280 - accuracy: 0.7988
Epoch 431/500
718/718 [==============================] - 1s 870us/step - loss: 0.4278 - accuracy: 0.7990
Epoch 432/500
718/718 [==============================] - 1s 845us/step - loss: 0.4275 - accuracy: 0.8021
Epoch 433/500
718/718 [==============================] - 1s 866us/step - loss: 0.4280 - accuracy: 0.7997
Epoch 434/500
718/718 [==============================] - 1s 869us/step - loss: 0.4273 - accuracy: 0.7992
Epoch 435/500
718/718 [==============================] - 1s 853us/step - loss: 0.4286 - accuracy: 0.7969
Epoch 436/500
718/718 [==============================] - 1s 867us/step - loss: 0.4277 - accuracy: 0.7990
Epoch 437/500
718/718 [==============================] - 1s 865us/step - loss: 0.4274 - accuracy: 0.7983
Epoch 438/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4282 - accuracy: 0.7983
Epoch 439/500
718/718 [==============================] - 1s 880us/step - loss: 0.4278 - accuracy: 0.8003
Epoch 440/500
718/718 [==============================] - 1s 855us/step - loss: 0.4278 - accuracy: 0.8001
Epoch 441/500
718/718 [==============================] - 1s 861us/step - loss: 0.4277 - accuracy: 0.8014
Epoch 442/500
718/718 [==============================] - 1s 868us/step - loss: 0.4273 - accuracy: 0.7998
Epoch 443/500
718/718 [==============================] - 1s 874us/step - loss: 0.4271 - accuracy: 0.7997
Epoch 444/500
718/718 [==============================] - 1s 877us/step - loss: 0.4279 - accuracy: 0.7978
Epoch 445/500
718/718 [==============================] - 1s 940us/step - loss: 0.4278 - accuracy: 0.7991
Epoch 446/500
718/718 [==============================] - 1s 860us/step - loss: 0.4272 - accuracy: 0.7997
Epoch 447/500
718/718 [==============================] - 1s 867us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 448/500
718/718 [==============================] - 1s 953us/step - loss: 0.4286 - accuracy: 0.7981
Epoch 449/500
718/718 [==============================] - 1s 867us/step - loss: 0.4281 - accuracy: 0.7978
Epoch 450/500
718/718 [==============================] - 1s 863us/step - loss: 0.4276 - accuracy: 0.7999
Epoch 451/500
718/718 [==============================] - 1s 871us/step - loss: 0.4270 - accuracy: 0.7974
Epoch 452/500
718/718 [==============================] - 1s 880us/step - loss: 0.4272 - accuracy: 0.7998
Epoch 453/500
718/718 [==============================] - 1s 870us/step - loss: 0.4279 - accuracy: 0.7982
Epoch 454/500
718/718 [==============================] - 1s 880us/step - loss: 0.4276 - accuracy: 0.8006
Epoch 455/500
718/718 [==============================] - 1s 852us/step - loss: 0.4279 - accuracy: 0.7988
Epoch 456/500
718/718 [==============================] - 1s 956us/step - loss: 0.4280 - accuracy: 0.7968
Epoch 457/500
718/718 [==============================] - 1s 862us/step - loss: 0.4273 - accuracy: 0.79930s - loss: 0.4286 - accuracy: 0.
Epoch 458/500
718/718 [==============================] - 1s 893us/step - loss: 0.4275 - accuracy: 0.7997
Epoch 459/500
718/718 [==============================] - 1s 857us/step - loss: 0.4279 - accuracy: 0.8004
Epoch 460/500
718/718 [==============================] - 1s 869us/step - loss: 0.4278 - accuracy: 0.7994
Epoch 461/500
718/718 [==============================] - 1s 863us/step - loss: 0.4275 - accuracy: 0.7985
Epoch 462/500
718/718 [==============================] - 1s 841us/step - loss: 0.4273 - accuracy: 0.8002
Epoch 463/500
718/718 [==============================] - 1s 880us/step - loss: 0.4275 - accuracy: 0.7997
Epoch 464/500
718/718 [==============================] - 1s 859us/step - loss: 0.4276 - accuracy: 0.7983
Epoch 465/500
718/718 [==============================] - 1s 842us/step - loss: 0.4281 - accuracy: 0.7982
Epoch 466/500
718/718 [==============================] - 1s 867us/step - loss: 0.4273 - accuracy: 0.8006
Epoch 467/500
718/718 [==============================] - 1s 840us/step - loss: 0.4276 - accuracy: 0.7990
Epoch 468/500
718/718 [==============================] - 1s 879us/step - loss: 0.4274 - accuracy: 0.7980
Epoch 469/500
718/718 [==============================] - 1s 857us/step - loss: 0.4283 - accuracy: 0.8003
Epoch 470/500
718/718 [==============================] - 1s 851us/step - loss: 0.4278 - accuracy: 0.8010
Epoch 471/500
718/718 [==============================] - 1s 872us/step - loss: 0.4281 - accuracy: 0.8005
Epoch 472/500
718/718 [==============================] - 1s 958us/step - loss: 0.4276 - accuracy: 0.7978
Epoch 473/500
718/718 [==============================] - 1s 874us/step - loss: 0.4276 - accuracy: 0.7980
Epoch 474/500
718/718 [==============================] - 1s 894us/step - loss: 0.4278 - accuracy: 0.8000
Epoch 475/500
718/718 [==============================] - 1s 874us/step - loss: 0.4277 - accuracy: 0.8008
Epoch 476/500
718/718 [==============================] - 1s 887us/step - loss: 0.4274 - accuracy: 0.7997
Epoch 477/500
718/718 [==============================] - 1s 891us/step - loss: 0.4273 - accuracy: 0.8010
Epoch 478/500
718/718 [==============================] - 1s 845us/step - loss: 0.4278 - accuracy: 0.8013
Epoch 479/500
718/718 [==============================] - 1s 870us/step - loss: 0.4275 - accuracy: 0.79910s - loss: 0.4352 - ac
Epoch 480/500
718/718 [==============================] - 1s 876us/step - loss: 0.4276 - accuracy: 0.7989
Epoch 481/500
718/718 [==============================] - 1s 873us/step - loss: 0.4274 - accuracy: 0.7989
Epoch 482/500
718/718 [==============================] - 1s 851us/step - loss: 0.4272 - accuracy: 0.7991
Epoch 483/500
718/718 [==============================] - 1s 856us/step - loss: 0.4280 - accuracy: 0.7988
Epoch 484/500
718/718 [==============================] - 1s 867us/step - loss: 0.4279 - accuracy: 0.8000
Epoch 485/500
718/718 [==============================] - 1s 866us/step - loss: 0.4269 - accuracy: 0.7988
Epoch 486/500
718/718 [==============================] - 1s 841us/step - loss: 0.4270 - accuracy: 0.8002
Epoch 487/500
718/718 [==============================] - 1s 883us/step - loss: 0.4274 - accuracy: 0.7997
Epoch 488/500
718/718 [==============================] - 1s 871us/step - loss: 0.4278 - accuracy: 0.7982
Epoch 489/500
718/718 [==============================] - 1s 845us/step - loss: 0.4273 - accuracy: 0.7996
Epoch 490/500
718/718 [==============================] - 1s 893us/step - loss: 0.4274 - accuracy: 0.7998
Epoch 491/500
718/718 [==============================] - 1s 851us/step - loss: 0.4275 - accuracy: 0.7997
Epoch 492/500
718/718 [==============================] - 1s 896us/step - loss: 0.4273 - accuracy: 0.7977
Epoch 493/500
718/718 [==============================] - 1s 864us/step - loss: 0.4275 - accuracy: 0.7980
Epoch 494/500
718/718 [==============================] - 1s 849us/step - loss: 0.4276 - accuracy: 0.7988
Epoch 495/500
718/718 [==============================] - 1s 862us/step - loss: 0.4279 - accuracy: 0.7981
Epoch 496/500
718/718 [==============================] - 1s 874us/step - loss: 0.4274 - accuracy: 0.79870s - loss: 0.4275 - accuracy
Epoch 497/500
718/718 [==============================] - 1s 850us/step - loss: 0.4281 - accuracy: 0.7993
Epoch 498/500
718/718 [==============================] - 1s 870us/step - loss: 0.4273 - accuracy: 0.8008
Epoch 499/500
718/718 [==============================] - 1s 851us/step - loss: 0.4271 - accuracy: 0.7994
Epoch 500/500
718/718 [==============================] - 1s 866us/step - loss: 0.4277 - accuracy: 0.7977
Epoch 1/500
718/718 [==============================] - 1s 841us/step - loss: 0.6094 - accuracy: 0.6685
Epoch 2/500
718/718 [==============================] - 1s 962us/step - loss: 0.5390 - accuracy: 0.7317
Epoch 3/500
718/718 [==============================] - 1s 913us/step - loss: 0.5085 - accuracy: 0.7537
Epoch 4/500
718/718 [==============================] - 1s 884us/step - loss: 0.4874 - accuracy: 0.7618
Epoch 5/500
718/718 [==============================] - 1s 866us/step - loss: 0.4764 - accuracy: 0.7677
Epoch 6/500
718/718 [==============================] - 1s 879us/step - loss: 0.4703 - accuracy: 0.7705
Epoch 7/500
718/718 [==============================] - 1s 857us/step - loss: 0.4666 - accuracy: 0.7732
Epoch 8/500
718/718 [==============================] - 1s 893us/step - loss: 0.4635 - accuracy: 0.7756
Epoch 9/500
718/718 [==============================] - 1s 882us/step - loss: 0.4620 - accuracy: 0.7762
Epoch 10/500
718/718 [==============================] - 1s 858us/step - loss: 0.4605 - accuracy: 0.7784
Epoch 11/500
718/718 [==============================] - 1s 885us/step - loss: 0.4591 - accuracy: 0.7798
Epoch 12/500
718/718 [==============================] - 1s 867us/step - loss: 0.4592 - accuracy: 0.7777
Epoch 13/500
718/718 [==============================] - 1s 864us/step - loss: 0.4581 - accuracy: 0.7795
Epoch 14/500
718/718 [==============================] - 1s 926us/step - loss: 0.4575 - accuracy: 0.7805
Epoch 15/500
718/718 [==============================] - 1s 864us/step - loss: 0.4574 - accuracy: 0.7802
Epoch 16/500
718/718 [==============================] - 1s 859us/step - loss: 0.4568 - accuracy: 0.7821
Epoch 17/500
718/718 [==============================] - 1s 878us/step - loss: 0.4566 - accuracy: 0.7812
Epoch 18/500
718/718 [==============================] - 1s 863us/step - loss: 0.4567 - accuracy: 0.7778
Epoch 19/500
718/718 [==============================] - 1s 876us/step - loss: 0.4557 - accuracy: 0.7818
Epoch 20/500
718/718 [==============================] - 1s 874us/step - loss: 0.4559 - accuracy: 0.7834
Epoch 21/500
718/718 [==============================] - 1s 865us/step - loss: 0.4547 - accuracy: 0.7834
Epoch 22/500
718/718 [==============================] - 1s 872us/step - loss: 0.4546 - accuracy: 0.7819
Epoch 23/500
718/718 [==============================] - 1s 875us/step - loss: 0.4548 - accuracy: 0.7828
Epoch 24/500
718/718 [==============================] - 1s 852us/step - loss: 0.4540 - accuracy: 0.7837
Epoch 25/500
718/718 [==============================] - 1s 889us/step - loss: 0.4533 - accuracy: 0.7875
Epoch 26/500
718/718 [==============================] - 1s 860us/step - loss: 0.4532 - accuracy: 0.7851
Epoch 27/500
718/718 [==============================] - 1s 895us/step - loss: 0.4527 - accuracy: 0.7874
Epoch 28/500
718/718 [==============================] - 1s 873us/step - loss: 0.4522 - accuracy: 0.7861
Epoch 29/500
718/718 [==============================] - 1s 869us/step - loss: 0.4512 - accuracy: 0.7854
Epoch 30/500
718/718 [==============================] - 1s 880us/step - loss: 0.4516 - accuracy: 0.7847
Epoch 31/500
718/718 [==============================] - 1s 873us/step - loss: 0.4497 - accuracy: 0.78590s - loss: 0.4508 - accuracy: 0.78
Epoch 32/500
718/718 [==============================] - 1s 846us/step - loss: 0.4497 - accuracy: 0.7857
Epoch 33/500
718/718 [==============================] - 1s 869us/step - loss: 0.4480 - accuracy: 0.7870
Epoch 34/500
718/718 [==============================] - 1s 859us/step - loss: 0.4466 - accuracy: 0.7867
Epoch 35/500
718/718 [==============================] - 1s 868us/step - loss: 0.4459 - accuracy: 0.7887
Epoch 36/500
718/718 [==============================] - 1s 876us/step - loss: 0.4453 - accuracy: 0.7852
Epoch 37/500
718/718 [==============================] - 1s 854us/step - loss: 0.4451 - accuracy: 0.7903
Epoch 38/500
718/718 [==============================] - 1s 890us/step - loss: 0.4441 - accuracy: 0.7888
Epoch 39/500
718/718 [==============================] - 1s 878us/step - loss: 0.4438 - accuracy: 0.7894
Epoch 40/500
718/718 [==============================] - 1s 858us/step - loss: 0.4427 - accuracy: 0.7892
Epoch 41/500
718/718 [==============================] - 1s 868us/step - loss: 0.4433 - accuracy: 0.7906
Epoch 42/500
718/718 [==============================] - 1s 857us/step - loss: 0.4432 - accuracy: 0.7893
Epoch 43/500
718/718 [==============================] - 1s 881us/step - loss: 0.4430 - accuracy: 0.7888
Epoch 44/500
718/718 [==============================] - 1s 855us/step - loss: 0.4435 - accuracy: 0.7904
Epoch 45/500
718/718 [==============================] - 1s 848us/step - loss: 0.4421 - accuracy: 0.7930
Epoch 46/500
718/718 [==============================] - 1s 883us/step - loss: 0.4427 - accuracy: 0.7904
Epoch 47/500
718/718 [==============================] - 1s 867us/step - loss: 0.4427 - accuracy: 0.7892
Epoch 48/500
718/718 [==============================] - 1s 858us/step - loss: 0.4425 - accuracy: 0.7909
Epoch 49/500
718/718 [==============================] - 1s 918us/step - loss: 0.4421 - accuracy: 0.7915
Epoch 50/500
718/718 [==============================] - 1s 847us/step - loss: 0.4429 - accuracy: 0.7900
Epoch 51/500
718/718 [==============================] - 1s 858us/step - loss: 0.4423 - accuracy: 0.7911
Epoch 52/500
718/718 [==============================] - 1s 862us/step - loss: 0.4427 - accuracy: 0.7899
Epoch 53/500
718/718 [==============================] - 1s 848us/step - loss: 0.4424 - accuracy: 0.7915
Epoch 54/500
718/718 [==============================] - 1s 886us/step - loss: 0.4424 - accuracy: 0.7913
Epoch 55/500
718/718 [==============================] - 1s 860us/step - loss: 0.4426 - accuracy: 0.7917
Epoch 56/500
718/718 [==============================] - 1s 842us/step - loss: 0.4430 - accuracy: 0.7910
Epoch 57/500
718/718 [==============================] - 1s 852us/step - loss: 0.4421 - accuracy: 0.7895
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7889
Epoch 59/500
718/718 [==============================] - 1s 865us/step - loss: 0.4419 - accuracy: 0.7927
Epoch 60/500
718/718 [==============================] - 1s 865us/step - loss: 0.4425 - accuracy: 0.7919
Epoch 61/500
718/718 [==============================] - 1s 845us/step - loss: 0.4424 - accuracy: 0.7906
Epoch 62/500
718/718 [==============================] - 1s 895us/step - loss: 0.4424 - accuracy: 0.7904
Epoch 63/500
718/718 [==============================] - 1s 879us/step - loss: 0.4424 - accuracy: 0.7904
Epoch 64/500
718/718 [==============================] - 1s 859us/step - loss: 0.4423 - accuracy: 0.7882
Epoch 65/500
718/718 [==============================] - 1s 882us/step - loss: 0.4427 - accuracy: 0.7901
Epoch 66/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7918: 0s - loss: 0.4465 - ac
Epoch 67/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4424 - accuracy: 0.7907
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7901
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7931
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7913
Epoch 71/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4415 - accuracy: 0.7932
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7895
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4417 - accuracy: 0.7911
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4417 - accuracy: 0.7889
Epoch 75/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7910
Epoch 76/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4422 - accuracy: 0.7915
Epoch 77/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4415 - accuracy: 0.7900
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7911
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7908: 0s - loss: 0.4359 - accuracy: 0. - ETA: 0s - loss:
Epoch 80/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4420 - accuracy: 0.7928
Epoch 81/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4415 - accuracy: 0.7905
Epoch 82/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4412 - accuracy: 0.7909: 0s - loss:
Epoch 83/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4413 - accuracy: 0.7915: 0s - loss: 0.4406 - accuracy: 0.
Epoch 84/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4415 - accuracy: 0.7899
Epoch 85/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4415 - accuracy: 0.7915
Epoch 86/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4413 - accuracy: 0.7935
Epoch 87/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4414 - accuracy: 0.7930
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4416 - accuracy: 0.7900
Epoch 89/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4409 - accuracy: 0.7921
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7918: 0s - loss: 0.4393 - accuracy
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7921
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7922
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7897
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7935
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7902
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7904
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7910
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7902
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7942
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7880
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7918: 0s - loss: 0.4407 - ac
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4413 - accuracy: 0.7915: 0s - loss: 0.4489 - ac
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7903
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7908
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7927
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7903
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7915
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4413 - accuracy: 0.7902
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7895: 0s - loss: 0.4476 
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7913
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7916
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7885
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7918
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7920
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7925
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7921: 0s - loss: 0.4404 - ac
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4413 - accuracy: 0.7927
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7926
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7893
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7902
Epoch 121/500
718/718 [==============================] - 1s 995us/step - loss: 0.4407 - accuracy: 0.7898
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7924
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7917
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7910: 0s - loss: 0.4421 - accura
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7895
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7919
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7908
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7923
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7935
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7922
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7913
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7910: 0s - loss: 0.4372 - accu
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7926
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7905: 0s - loss: 0.4415 - 
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7911
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7922: 0s - loss: 0.4425 - 
Epoch 137/500
718/718 [==============================] - 1s 991us/step - loss: 0.4411 - accuracy: 0.7902
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7935
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7920
Epoch 140/500
718/718 [==============================] - 1s 986us/step - loss: 0.4401 - accuracy: 0.7927
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7917
Epoch 142/500
718/718 [==============================] - 1s 980us/step - loss: 0.4403 - accuracy: 0.7928
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7926
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7908
Epoch 145/500
718/718 [==============================] - 1s 994us/step - loss: 0.4402 - accuracy: 0.7922
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7935
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7940
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7915: 0s - loss: 0.4399 
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7934
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7905
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7933
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7909
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7924
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7916
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7937: 0s - loss: 0.4370 - accuracy: 0.
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7908
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7918
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7930
Epoch 159/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7923
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7908
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7933
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7916
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7936: 0s - loss: 0.4433 - accu - ETA: 0s - loss: 0.4389 - accuracy: 0.
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7930
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7947
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7936
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7943
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7939
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7916
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7924
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7945
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7944
Epoch 173/500
718/718 [==============================] - 1s 990us/step - loss: 0.4375 - accuracy: 0.7935
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7940: 0s - loss: 0.4343 - accuracy
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7926: 0s - loss: 0.4370 - accuracy: 0.79
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7931
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7969
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7953
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7970: 0s - loss: 0.4443 - accuracy
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7967
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7957
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7954
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7944
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7956
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7942
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7942
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7947
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7944
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4356 - accuracy: 0.7957: 0s - loss: 0.4350 - accura
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7965
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7942
Epoch 192/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4349 - accuracy: 0.7945
Epoch 193/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4349 - accuracy: 0.7941
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7933
Epoch 195/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4343 - accuracy: 0.7949
Epoch 196/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4350 - accuracy: 0.7961
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7941
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7966: 0s - loss: 0.4396 - accuracy
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7985
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7941
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7959
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7966
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7982: 0s - loss: 0.424
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7963
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7978
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7972: 0s - loss: 0.4328 - accuracy: 
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7963
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7959
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7969
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7980
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7961: 0s - loss: 0.4371 - accuracy - ETA: 0s - loss: 0.4387 - accura
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7954
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7969
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7958
Epoch 215/500
718/718 [==============================] - 1s 992us/step - loss: 0.4337 - accuracy: 0.7970
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7962
Epoch 217/500
718/718 [==============================] - 1s 993us/step - loss: 0.4334 - accuracy: 0.7959
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7961: 0s - loss: 0.4304 - accura
Epoch 219/500
718/718 [==============================] - 1s 972us/step - loss: 0.4335 - accuracy: 0.7969
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7965
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7973
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7973
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7956
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7978: 0s - loss: 0.4405 - ac
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7976
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7978
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7976
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7971: 0s - l
Epoch 229/500
718/718 [==============================] - 1s 996us/step - loss: 0.4331 - accuracy: 0.7963
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7970
Epoch 231/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7976
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7973
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7973
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7953
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7971
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7971
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7973
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7956
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7960
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7949
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7959
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7983
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4333 - accuracy: 0.7971
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7971
Epoch 245/500
718/718 [==============================] - 1s 964us/step - loss: 0.4323 - accuracy: 0.7960
Epoch 246/500
718/718 [==============================] - 1s 973us/step - loss: 0.4325 - accuracy: 0.7969
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7989
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7982: 0s - loss: 0.4297 - ac
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7965: 0s - loss: 0.4329 - accu
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7963
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7983
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7982
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7965
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7974
Epoch 255/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7966
Epoch 256/500
718/718 [==============================] - 1s 977us/step - loss: 0.4323 - accuracy: 0.8002
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7960
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7983: 0s - loss: 0.4254 - ac
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7970
Epoch 260/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4320 - accuracy: 0.8009
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7972
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7969
Epoch 263/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4327 - accuracy: 0.7985
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7962
Epoch 265/500
718/718 [==============================] - 1s 997us/step - loss: 0.4321 - accuracy: 0.7977
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7981
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7985
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7983: 0s - loss: 0.4346 - ac
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7973
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7959
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7962
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7980
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7978
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7977
Epoch 275/500
718/718 [==============================] - 1s 999us/step - loss: 0.4320 - accuracy: 0.7976
Epoch 276/500
718/718 [==============================] - 1s 988us/step - loss: 0.4322 - accuracy: 0.7978
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7959
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7975
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7975
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7964
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7990
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7963: 0s - loss: 0.4334 - accuracy: 
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7956
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7983
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7962
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7978
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7976
Epoch 288/500
718/718 [==============================] - 1s 994us/step - loss: 0.4321 - accuracy: 0.79740s - loss: 0.437
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7957
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7963
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7985
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7988
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7969
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7959
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7963
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7971
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7989: 0s - loss: 0.4329 - accuracy: 
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7978
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7974
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7967
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7980: 0s - loss: 0.4329 
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7964
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7995
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7973: 0s - loss: 0.430
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7969
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7990
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7970
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7984: 0s - loss: 0.4371 - 
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7962
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7968
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7964
Epoch 312/500
718/718 [==============================] - 1s 997us/step - loss: 0.4314 - accuracy: 0.7954
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7974
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7974
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7967
Epoch 316/500
718/718 [==============================] - 1s 991us/step - loss: 0.4313 - accuracy: 0.7994
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7975
Epoch 318/500
718/718 [==============================] - 1s 994us/step - loss: 0.4318 - accuracy: 0.79630s - loss: 0.4315 - accuracy: 0.79
Epoch 319/500
718/718 [==============================] - 1s 973us/step - loss: 0.4313 - accuracy: 0.7988
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7986
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7956
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7976: 0s - loss: 0.428
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7966
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7983
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7977: 0s - loss: 0.4287 - accura
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7971
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7970
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7968
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7975
Epoch 330/500
718/718 [==============================] - 1s 970us/step - loss: 0.4314 - accuracy: 0.7975
Epoch 331/500
718/718 [==============================] - 1s 976us/step - loss: 0.4315 - accuracy: 0.7982
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7966
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7970
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7963
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7959
Epoch 336/500
718/718 [==============================] - 1s 991us/step - loss: 0.4313 - accuracy: 0.7983
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7968
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7958
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7963: 0s - loss: 0.4312 - ac
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7971
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7969: 0s - loss: 0.4305 - 
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7956
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7980
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7956
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7979
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7962
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7962: 0s - loss: 0.4371 - accuracy: 
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7969
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7983
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7964
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7989
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7961
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7974
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7987
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7977
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7968
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7981
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7961
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7955
Epoch 360/500
718/718 [==============================] - 1s 958us/step - loss: 0.4305 - accuracy: 0.7980
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7965: 0s - loss: 0.4308 - accuracy: 
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7969
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7959
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7963: 0s - loss: 0.4263 - accura
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7961
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7943
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7968
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7973
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7972
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7957: 0s - loss: 0.4277 - accuracy: 
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7948
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7954
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7962
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7975
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7969
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7975
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7971
Epoch 378/500
718/718 [==============================] - 1s 991us/step - loss: 0.4300 - accuracy: 0.7990
Epoch 379/500
718/718 [==============================] - 1s 997us/step - loss: 0.4305 - accuracy: 0.7956
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7971
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7981
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7957
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7965
Epoch 384/500
718/718 [==============================] - 1s 898us/step - loss: 0.4301 - accuracy: 0.7963
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7958
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7973: 0s - loss: 0.4324 - accu
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7963
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7966
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7974: 0s - loss: 0.4304 - accura
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7973
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7969
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7976
Epoch 393/500
718/718 [==============================] - 1s 983us/step - loss: 0.4299 - accuracy: 0.7984
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7964
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7985
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7965
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7967
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7974
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7963
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7947
Epoch 401/500
718/718 [==============================] - 1s 950us/step - loss: 0.4292 - accuracy: 0.7988
Epoch 402/500
718/718 [==============================] - 1s 966us/step - loss: 0.4300 - accuracy: 0.7979
Epoch 403/500
718/718 [==============================] - 1s 998us/step - loss: 0.4300 - accuracy: 0.79680s - loss: 0.4248 - accuracy
Epoch 404/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4296 - accuracy: 0.7972s - loss: 0.4292 - accuracy: 0.79
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7976: 0s - loss: 0.4342 
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7954
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7979
Epoch 408/500
718/718 [==============================] - 1s 999us/step - loss: 0.4298 - accuracy: 0.7968
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7972
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7981
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7955
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7968
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7980
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7960
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7970
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7982
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7959
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7984
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7961
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7980
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7977
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7965
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7959
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7963
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7977: 0s - loss: 0.4329 - accuracy: 0.79 - ETA: 0s - loss: 0.4338 - accura - ETA: 0s - loss: 0.4314 - accura
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7975
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7970
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7953
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7980
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7967
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7961
Epoch 432/500
718/718 [==============================] - 1s 992us/step - loss: 0.4295 - accuracy: 0.7966
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7993: 0s - loss:
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7980: 0s - loss: 0.4310 - accu
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7961
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7950
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7964
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7975
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7969
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7969
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7969
Epoch 442/500
718/718 [==============================] - 1s 992us/step - loss: 0.4298 - accuracy: 0.7978
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7983
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7948
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7965
Epoch 446/500
718/718 [==============================] - 1s 997us/step - loss: 0.4296 - accuracy: 0.7969
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7972: 0s - loss: 0.4235 - 
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7966
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7952: 0s - loss: 0.4265 - accu
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7948: 0s - loss: 0.4244 - accura
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7966
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7969: 0s - loss: 0.4299 - accuracy: 0.79
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7987
Epoch 454/500
718/718 [==============================] - 1s 992us/step - loss: 0.4290 - accuracy: 0.7954
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7951
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7978
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7955
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7958
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7965
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7965
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7949: 0s - loss: 0
Epoch 462/500
718/718 [==============================] - 1s 994us/step - loss: 0.4293 - accuracy: 0.79560s - loss: 0.4242 - accuracy
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7951
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7969
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7997
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7976: 0s - loss: 0.4
Epoch 467/500
718/718 [==============================] - 1s 989us/step - loss: 0.4296 - accuracy: 0.7985
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7955
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7963
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7970
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7973: 0s - loss: 0.4268 - accura
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7965: 0s - loss: 0.447
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7967
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7951
Epoch 475/500
718/718 [==============================] - 1s 999us/step - loss: 0.4293 - accuracy: 0.7979
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7949: 0s - loss: 0.4309 - accuracy: 0.79
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7970: 0s - loss: 0.436
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7976
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7951
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7971
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7972
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7962: 0s - loss: 0.4258 - accuracy: 0.79 - ETA: 0s - loss: 0.4242 - accura
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7976
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7971
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7970
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7979: 0s - loss: 0.4332 - accu
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7963
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7948
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7992
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7996
Epoch 491/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.7966
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7977
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7977: 
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4288 - accuracy: 0.7969: 0s - loss: 0.4
Epoch 495/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.7950
Epoch 496/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7964
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7963
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7980
Epoch 499/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4293 - accuracy: 0.7965: 0s - l
Epoch 500/500
718/718 [==============================] - 1s 906us/step - loss: 0.4297 - accuracy: 0.7976
Epoch 1/500
718/718 [==============================] - 1s 967us/step - loss: 0.6305 - accuracy: 0.6474
Epoch 2/500
718/718 [==============================] - 1s 972us/step - loss: 0.5500 - accuracy: 0.7324
Epoch 3/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5174 - accuracy: 0.7475: 0s - loss: 0.520
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4924 - accuracy: 0.7626
Epoch 5/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4779 - accuracy: 0.7674: 0s - loss: 0.4842 
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4699 - accuracy: 0.7711
Epoch 7/500
718/718 [==============================] - 1s 925us/step - loss: 0.4645 - accuracy: 0.7715
Epoch 8/500
718/718 [==============================] - 1s 909us/step - loss: 0.4610 - accuracy: 0.77550s - loss: 0.4644 - accu
Epoch 9/500
718/718 [==============================] - 1s 905us/step - loss: 0.4573 - accuracy: 0.7773
Epoch 10/500
718/718 [==============================] - 1s 890us/step - loss: 0.4546 - accuracy: 0.7787
Epoch 11/500
718/718 [==============================] - 1s 920us/step - loss: 0.4532 - accuracy: 0.7783
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7804
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7834
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7827
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7835
Epoch 16/500
718/718 [==============================] - 1s 965us/step - loss: 0.4495 - accuracy: 0.7837
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7841
Epoch 18/500
718/718 [==============================] - 1s 968us/step - loss: 0.4484 - accuracy: 0.7859
Epoch 19/500
718/718 [==============================] - 1s 997us/step - loss: 0.4480 - accuracy: 0.78510s - loss: 0.4265 
Epoch 20/500
718/718 [==============================] - 1s 974us/step - loss: 0.4478 - accuracy: 0.7861
Epoch 21/500
718/718 [==============================] - 1s 978us/step - loss: 0.4463 - accuracy: 0.7863
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7863
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7875: 0s - loss: 0.4514 
Epoch 24/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4446 - accuracy: 0.7875
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7869: 0s - loss: 0.4
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7911
Epoch 27/500
718/718 [==============================] - 1s 962us/step - loss: 0.4415 - accuracy: 0.7881
Epoch 28/500
718/718 [==============================] - 1s 937us/step - loss: 0.4407 - accuracy: 0.7922
Epoch 29/500
718/718 [==============================] - 1s 899us/step - loss: 0.4409 - accuracy: 0.7908
Epoch 30/500
718/718 [==============================] - 1s 938us/step - loss: 0.4402 - accuracy: 0.7922
Epoch 31/500
718/718 [==============================] - 1s 924us/step - loss: 0.4401 - accuracy: 0.79080s - loss: 0.4388 - accuracy
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7924
Epoch 33/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4393 - accuracy: 0.7922
Epoch 34/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4391 - accuracy: 0.7929
Epoch 35/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4387 - accuracy: 0.7902
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7931: 0s - loss: 0.4394 - accu
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7936
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7939: 0s - loss: 0.4
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7914
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7935
Epoch 41/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7920
Epoch 42/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4363 - accuracy: 0.7951
Epoch 43/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4363 - accuracy: 0.7942
Epoch 44/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4356 - accuracy: 0.7951
Epoch 45/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4350 - accuracy: 0.7938
Epoch 46/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4350 - accuracy: 0.7956
Epoch 47/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4354 - accuracy: 0.7928
Epoch 48/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4351 - accuracy: 0.7935: 0s - loss: 0.4
Epoch 49/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4348 - accuracy: 0.7918
Epoch 50/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4342 - accuracy: 0.7943
Epoch 51/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4340 - accuracy: 0.7938
Epoch 52/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4344 - accuracy: 0.7937
Epoch 53/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4346 - accuracy: 0.7961: 0s - loss: 0.4354 - accuracy: 0.
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7953
Epoch 55/500
718/718 [==============================] - 1s 918us/step - loss: 0.4339 - accuracy: 0.7937
Epoch 56/500
718/718 [==============================] - 1s 895us/step - loss: 0.4334 - accuracy: 0.7933
Epoch 57/500
718/718 [==============================] - 1s 880us/step - loss: 0.4329 - accuracy: 0.7941
Epoch 58/500
718/718 [==============================] - 1s 955us/step - loss: 0.4333 - accuracy: 0.7948
Epoch 59/500
718/718 [==============================] - 1s 894us/step - loss: 0.4332 - accuracy: 0.7936
Epoch 60/500
718/718 [==============================] - 1s 896us/step - loss: 0.4331 - accuracy: 0.7953
Epoch 61/500
718/718 [==============================] - 1s 897us/step - loss: 0.4327 - accuracy: 0.7920
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7951
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7945
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7942
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7939
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7948
Epoch 67/500
718/718 [==============================] - 1s 950us/step - loss: 0.4328 - accuracy: 0.7922
Epoch 68/500
718/718 [==============================] - 1s 899us/step - loss: 0.4321 - accuracy: 0.7950
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7922
Epoch 70/500
718/718 [==============================] - 1s 929us/step - loss: 0.4319 - accuracy: 0.7935
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7925
Epoch 72/500
718/718 [==============================] - 1s 997us/step - loss: 0.4316 - accuracy: 0.7945
Epoch 73/500
718/718 [==============================] - 1s 930us/step - loss: 0.4319 - accuracy: 0.7956
Epoch 74/500
718/718 [==============================] - 1s 916us/step - loss: 0.4323 - accuracy: 0.7952
Epoch 75/500
718/718 [==============================] - 1s 910us/step - loss: 0.4318 - accuracy: 0.7969
Epoch 76/500
718/718 [==============================] - 1s 912us/step - loss: 0.4319 - accuracy: 0.7947
Epoch 77/500
718/718 [==============================] - 1s 909us/step - loss: 0.4317 - accuracy: 0.7958
Epoch 78/500
718/718 [==============================] - 1s 924us/step - loss: 0.4315 - accuracy: 0.79310s - loss: 0.4361 - ac
Epoch 79/500
718/718 [==============================] - 1s 918us/step - loss: 0.4317 - accuracy: 0.7960
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7969
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7947: 0s - loss: 0.4368 - accuracy
Epoch 82/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7949
Epoch 83/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7923: 0s - loss: 0.4317 - accuracy
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7965
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7945
Epoch 86/500
718/718 [==============================] - 1s 945us/step - loss: 0.4309 - accuracy: 0.7941
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7942
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7984
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7973
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7952
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7976: 0s - loss: 0.4276 - accuracy
Epoch 92/500
718/718 [==============================] - 1s 947us/step - loss: 0.4304 - accuracy: 0.79510s - loss: 0.4260 - accuracy
Epoch 93/500
718/718 [==============================] - 1s 942us/step - loss: 0.4305 - accuracy: 0.7960
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7951
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7953
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7942
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7975
Epoch 98/500
718/718 [==============================] - 1s 959us/step - loss: 0.4298 - accuracy: 0.7948
Epoch 99/500
718/718 [==============================] - 1s 980us/step - loss: 0.4302 - accuracy: 0.7961
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7966
Epoch 101/500
718/718 [==============================] - 1s 997us/step - loss: 0.4297 - accuracy: 0.7963
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7951
Epoch 103/500
718/718 [==============================] - 1s 944us/step - loss: 0.4301 - accuracy: 0.7973
Epoch 104/500
718/718 [==============================] - 1s 912us/step - loss: 0.4295 - accuracy: 0.7962
Epoch 105/500
718/718 [==============================] - 1s 932us/step - loss: 0.4298 - accuracy: 0.7965
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7950
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7960
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7957: 0s - loss: 0.4
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7983: 0s - loss:
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7964
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7949
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7959
Epoch 113/500
718/718 [==============================] - 1s 970us/step - loss: 0.4295 - accuracy: 0.7959
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7968: 0s - loss: 0.4178 - 
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7958
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7978
Epoch 117/500
718/718 [==============================] - 1s 928us/step - loss: 0.4294 - accuracy: 0.7945
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7963
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7956
Epoch 120/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.7969
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7966
Epoch 122/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7980
Epoch 123/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4294 - accuracy: 0.7978
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7971
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7976
Epoch 126/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4291 - accuracy: 0.7969
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.7954
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7951
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7956
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7970
Epoch 131/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7976
Epoch 132/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4293 - accuracy: 0.7944
Epoch 133/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7974
Epoch 134/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4282 - accuracy: 0.7996
Epoch 135/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4288 - accuracy: 0.7976: 0s - loss: 0.4
Epoch 136/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7968
Epoch 137/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.7955
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7955
Epoch 139/500
718/718 [==============================] - 1s 932us/step - loss: 0.4287 - accuracy: 0.7985
Epoch 140/500
718/718 [==============================] - 1s 904us/step - loss: 0.4287 - accuracy: 0.7981
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7963
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7967
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7965
Epoch 144/500
718/718 [==============================] - 1s 977us/step - loss: 0.4286 - accuracy: 0.7992
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7955
Epoch 146/500
718/718 [==============================] - 1s 913us/step - loss: 0.4285 - accuracy: 0.7995
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7980: 0s - loss: 0
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7987
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7982
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7986
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7967
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7976
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7987
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7983
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7977
Epoch 156/500
718/718 [==============================] - 1s 952us/step - loss: 0.4283 - accuracy: 0.7969
Epoch 157/500
718/718 [==============================] - 1s 887us/step - loss: 0.4291 - accuracy: 0.7963
Epoch 158/500
718/718 [==============================] - 1s 893us/step - loss: 0.4279 - accuracy: 0.7978
Epoch 159/500
718/718 [==============================] - 1s 894us/step - loss: 0.4286 - accuracy: 0.79810s - loss: 0.4280 - accuracy: 0.79
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7993
Epoch 161/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4289 - accuracy: 0.7969
Epoch 162/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7968
Epoch 163/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7976
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7976
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7982
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7987
Epoch 167/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7983
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7975
Epoch 169/500
718/718 [==============================] - 1s 993us/step - loss: 0.4285 - accuracy: 0.7966
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7962
Epoch 171/500
718/718 [==============================] - 1s 983us/step - loss: 0.4285 - accuracy: 0.7987
Epoch 172/500
718/718 [==============================] - 1s 914us/step - loss: 0.4282 - accuracy: 0.7997
Epoch 173/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7983
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7976
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7986
Epoch 176/500
718/718 [==============================] - 1s 959us/step - loss: 0.4282 - accuracy: 0.7968
Epoch 177/500
718/718 [==============================] - 1s 949us/step - loss: 0.4285 - accuracy: 0.7967
Epoch 178/500
718/718 [==============================] - 1s 972us/step - loss: 0.4280 - accuracy: 0.7988
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7979
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7987
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7969
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7969
Epoch 183/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7964
Epoch 184/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4280 - accuracy: 0.7997
Epoch 185/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7989
Epoch 186/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7978
Epoch 187/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7965
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7962
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7991
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7988
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7991
Epoch 192/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7977
Epoch 193/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7991
Epoch 194/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7976
Epoch 195/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7988: 0s - loss:
Epoch 196/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7994
Epoch 197/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7994
Epoch 198/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7978
Epoch 199/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7979
Epoch 200/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4278 - accuracy: 0.7978
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7973
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7984
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8006
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8003
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7964
Epoch 206/500
718/718 [==============================] - 1s 965us/step - loss: 0.4286 - accuracy: 0.7989
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7997
Epoch 208/500
718/718 [==============================] - 1s 999us/step - loss: 0.4282 - accuracy: 0.7979
Epoch 209/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.8015
Epoch 210/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7978
Epoch 211/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4281 - accuracy: 0.7964
Epoch 212/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.7983
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7967
Epoch 214/500
718/718 [==============================] - 1s 908us/step - loss: 0.4277 - accuracy: 0.7976
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7990: 0s - loss: 0.4
Epoch 216/500
718/718 [==============================] - 1s 929us/step - loss: 0.4278 - accuracy: 0.7990
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7978: 0s - loss: 0.4228 - 
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7974
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8000
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7992
Epoch 221/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4273 - accuracy: 0.7986
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7971
Epoch 223/500
718/718 [==============================] - 1s 992us/step - loss: 0.4278 - accuracy: 0.8009
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7970
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7965
Epoch 226/500
718/718 [==============================] - 1s 952us/step - loss: 0.4274 - accuracy: 0.7987
Epoch 227/500
718/718 [==============================] - 1s 897us/step - loss: 0.4279 - accuracy: 0.7978
Epoch 228/500
718/718 [==============================] - 1s 927us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 229/500
718/718 [==============================] - 1s 896us/step - loss: 0.4279 - accuracy: 0.7992
Epoch 230/500
718/718 [==============================] - 1s 891us/step - loss: 0.4272 - accuracy: 0.7977
Epoch 231/500
718/718 [==============================] - 1s 997us/step - loss: 0.4275 - accuracy: 0.7969
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7984
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7970: 0s - loss: 0
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7962
Epoch 235/500
718/718 [==============================] - 1s 968us/step - loss: 0.4275 - accuracy: 0.7968
Epoch 236/500
718/718 [==============================] - 1s 907us/step - loss: 0.4270 - accuracy: 0.7998
Epoch 237/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7962
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8004: 1s - l
Epoch 239/500
718/718 [==============================] - 1s 928us/step - loss: 0.4274 - accuracy: 0.7977
Epoch 240/500
718/718 [==============================] - 1s 955us/step - loss: 0.4279 - accuracy: 0.7973
Epoch 241/500
718/718 [==============================] - 1s 914us/step - loss: 0.4269 - accuracy: 0.7986
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7992
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7994
Epoch 244/500
718/718 [==============================] - 1s 962us/step - loss: 0.4268 - accuracy: 0.7972
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7990
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7980
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7979: 0s - loss: 0.4280 - accuracy
Epoch 248/500
718/718 [==============================] - 1s 918us/step - loss: 0.4276 - accuracy: 0.7976
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7982
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7978
Epoch 251/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7977: 0s - loss: 0.4288 - accuracy
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7977
Epoch 253/500
718/718 [==============================] - 1s 941us/step - loss: 0.4269 - accuracy: 0.7979
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7975
Epoch 255/500
718/718 [==============================] - 1s 969us/step - loss: 0.4268 - accuracy: 0.7994
Epoch 256/500
718/718 [==============================] - 1s 913us/step - loss: 0.4281 - accuracy: 0.7981
Epoch 257/500
718/718 [==============================] - 1s 904us/step - loss: 0.4268 - accuracy: 0.7986
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8004
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7980
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7992: 0s - loss: 0.4261 - accura
Epoch 261/500
718/718 [==============================] - 1s 914us/step - loss: 0.4269 - accuracy: 0.8010
Epoch 262/500
718/718 [==============================] - 1s 896us/step - loss: 0.4275 - accuracy: 0.7990
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7984
Epoch 264/500
718/718 [==============================] - 1s 943us/step - loss: 0.4277 - accuracy: 0.7983
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7975
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8010
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7973
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7985
Epoch 269/500
718/718 [==============================] - 1s 936us/step - loss: 0.4270 - accuracy: 0.7978
Epoch 270/500
718/718 [==============================] - 1s 908us/step - loss: 0.4274 - accuracy: 0.7967
Epoch 271/500
718/718 [==============================] - 1s 885us/step - loss: 0.4277 - accuracy: 0.7985
Epoch 272/500
718/718 [==============================] - 1s 892us/step - loss: 0.4270 - accuracy: 0.7973
Epoch 273/500
718/718 [==============================] - 1s 887us/step - loss: 0.4270 - accuracy: 0.79940s - loss: 0.4240 - accuracy: 0.
Epoch 274/500
718/718 [==============================] - 1s 872us/step - loss: 0.4272 - accuracy: 0.7976
Epoch 275/500
718/718 [==============================] - 1s 870us/step - loss: 0.4275 - accuracy: 0.7979
Epoch 276/500
718/718 [==============================] - 1s 890us/step - loss: 0.4270 - accuracy: 0.7988
Epoch 277/500
718/718 [==============================] - 1s 875us/step - loss: 0.4270 - accuracy: 0.8000
Epoch 278/500
718/718 [==============================] - 1s 909us/step - loss: 0.4276 - accuracy: 0.7981
Epoch 279/500
718/718 [==============================] - 1s 878us/step - loss: 0.4266 - accuracy: 0.7961
Epoch 280/500
718/718 [==============================] - 1s 889us/step - loss: 0.4268 - accuracy: 0.7998
Epoch 281/500
718/718 [==============================] - 1s 882us/step - loss: 0.4270 - accuracy: 0.7991
Epoch 282/500
718/718 [==============================] - 1s 868us/step - loss: 0.4274 - accuracy: 0.7997
Epoch 283/500
718/718 [==============================] - 1s 870us/step - loss: 0.4272 - accuracy: 0.7973
Epoch 284/500
718/718 [==============================] - 1s 898us/step - loss: 0.4265 - accuracy: 0.7975
Epoch 285/500
718/718 [==============================] - 1s 866us/step - loss: 0.4269 - accuracy: 0.7991
Epoch 286/500
718/718 [==============================] - 1s 884us/step - loss: 0.4265 - accuracy: 0.7969
Epoch 287/500
718/718 [==============================] - 1s 881us/step - loss: 0.4269 - accuracy: 0.7985
Epoch 288/500
718/718 [==============================] - 1s 942us/step - loss: 0.4266 - accuracy: 0.79820s - loss: 0.4276 - accuracy: 0.
Epoch 289/500
718/718 [==============================] - 1s 957us/step - loss: 0.4268 - accuracy: 0.8001
Epoch 290/500
718/718 [==============================] - 1s 885us/step - loss: 0.4273 - accuracy: 0.7976
Epoch 291/500
718/718 [==============================] - 1s 873us/step - loss: 0.4262 - accuracy: 0.7979
Epoch 292/500
718/718 [==============================] - 1s 870us/step - loss: 0.4271 - accuracy: 0.7989
Epoch 293/500
718/718 [==============================] - 1s 876us/step - loss: 0.4262 - accuracy: 0.7997
Epoch 294/500
718/718 [==============================] - 1s 871us/step - loss: 0.4277 - accuracy: 0.7968
Epoch 295/500
718/718 [==============================] - 1s 897us/step - loss: 0.4276 - accuracy: 0.7969
Epoch 296/500
718/718 [==============================] - 1s 865us/step - loss: 0.4272 - accuracy: 0.7969
Epoch 297/500
718/718 [==============================] - 1s 887us/step - loss: 0.4266 - accuracy: 0.8006
Epoch 298/500
718/718 [==============================] - 1s 893us/step - loss: 0.4275 - accuracy: 0.7984
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7996
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7986
Epoch 301/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7970
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7990
Epoch 303/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7985
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7997: 0s - loss: 0.4245 - accuracy: 0.
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7984
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7979
Epoch 307/500
718/718 [==============================] - 1s 972us/step - loss: 0.4272 - accuracy: 0.7987
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7984
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7995
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7995
Epoch 311/500
718/718 [==============================] - 1s 908us/step - loss: 0.4272 - accuracy: 0.8000
Epoch 312/500
718/718 [==============================] - 1s 885us/step - loss: 0.4271 - accuracy: 0.7976
Epoch 313/500
718/718 [==============================] - 1s 872us/step - loss: 0.4265 - accuracy: 0.7977
Epoch 314/500
718/718 [==============================] - 1s 893us/step - loss: 0.4270 - accuracy: 0.7988
Epoch 315/500
718/718 [==============================] - 1s 884us/step - loss: 0.4266 - accuracy: 0.7995
Epoch 316/500
718/718 [==============================] - 1s 875us/step - loss: 0.4267 - accuracy: 0.7983
Epoch 317/500
718/718 [==============================] - 1s 921us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 318/500
718/718 [==============================] - 1s 952us/step - loss: 0.4269 - accuracy: 0.7982
Epoch 319/500
718/718 [==============================] - 1s 937us/step - loss: 0.4269 - accuracy: 0.79780s - loss: 0.4296 
Epoch 320/500
718/718 [==============================] - 1s 887us/step - loss: 0.4265 - accuracy: 0.7978
Epoch 321/500
718/718 [==============================] - 1s 891us/step - loss: 0.4268 - accuracy: 0.7968
Epoch 322/500
718/718 [==============================] - 1s 879us/step - loss: 0.4260 - accuracy: 0.7972
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7973
Epoch 324/500
718/718 [==============================] - 1s 994us/step - loss: 0.4266 - accuracy: 0.7975
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8000
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7979
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8011
Epoch 328/500
718/718 [==============================] - 1s 889us/step - loss: 0.4267 - accuracy: 0.7972
Epoch 329/500
718/718 [==============================] - 1s 917us/step - loss: 0.4268 - accuracy: 0.7996
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7987
Epoch 331/500
718/718 [==============================] - 1s 939us/step - loss: 0.4269 - accuracy: 0.7979
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7976
Epoch 333/500
718/718 [==============================] - 1s 894us/step - loss: 0.4259 - accuracy: 0.7990
Epoch 334/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.8009
Epoch 335/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4271 - accuracy: 0.8005
Epoch 336/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4270 - accuracy: 0.7978
Epoch 337/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4269 - accuracy: 0.7976
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7973
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7981
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7991
Epoch 341/500
718/718 [==============================] - 1s 920us/step - loss: 0.4276 - accuracy: 0.7983
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7995
Epoch 343/500
718/718 [==============================] - 1s 934us/step - loss: 0.4270 - accuracy: 0.7950
Epoch 344/500
718/718 [==============================] - 1s 898us/step - loss: 0.4265 - accuracy: 0.8003
Epoch 345/500
718/718 [==============================] - 1s 911us/step - loss: 0.4274 - accuracy: 0.7979
Epoch 346/500
718/718 [==============================] - 1s 904us/step - loss: 0.4261 - accuracy: 0.79750s - loss: 0.4272 - accuracy: 0.79
Epoch 347/500
718/718 [==============================] - 1s 903us/step - loss: 0.4270 - accuracy: 0.7965
Epoch 348/500
718/718 [==============================] - 1s 894us/step - loss: 0.4266 - accuracy: 0.7997
Epoch 349/500
718/718 [==============================] - 1s 905us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 350/500
718/718 [==============================] - 1s 929us/step - loss: 0.4262 - accuracy: 0.79780s - loss: 0.4223 - 
Epoch 351/500
718/718 [==============================] - 1s 890us/step - loss: 0.4270 - accuracy: 0.7974
Epoch 352/500
718/718 [==============================] - 1s 922us/step - loss: 0.4262 - accuracy: 0.7982
Epoch 353/500
718/718 [==============================] - 1s 890us/step - loss: 0.4269 - accuracy: 0.7987
Epoch 354/500
718/718 [==============================] - 1s 877us/step - loss: 0.4269 - accuracy: 0.7986
Epoch 355/500
718/718 [==============================] - 1s 895us/step - loss: 0.4265 - accuracy: 0.7992
Epoch 356/500
718/718 [==============================] - 1s 889us/step - loss: 0.4265 - accuracy: 0.7979
Epoch 357/500
718/718 [==============================] - 1s 894us/step - loss: 0.4268 - accuracy: 0.7967
Epoch 358/500
718/718 [==============================] - 1s 906us/step - loss: 0.4272 - accuracy: 0.7973
Epoch 359/500
718/718 [==============================] - 1s 895us/step - loss: 0.4268 - accuracy: 0.7990
Epoch 360/500
718/718 [==============================] - 1s 921us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 361/500
718/718 [==============================] - 1s 900us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 362/500
718/718 [==============================] - 1s 880us/step - loss: 0.4269 - accuracy: 0.7969
Epoch 363/500
718/718 [==============================] - 1s 894us/step - loss: 0.4267 - accuracy: 0.8002
Epoch 364/500
718/718 [==============================] - 1s 893us/step - loss: 0.4263 - accuracy: 0.7977
Epoch 365/500
718/718 [==============================] - 1s 885us/step - loss: 0.4262 - accuracy: 0.7983
Epoch 366/500
718/718 [==============================] - 1s 892us/step - loss: 0.4264 - accuracy: 0.8001
Epoch 367/500
718/718 [==============================] - 1s 902us/step - loss: 0.4271 - accuracy: 0.7973
Epoch 368/500
718/718 [==============================] - 1s 876us/step - loss: 0.4271 - accuracy: 0.7977
Epoch 369/500
718/718 [==============================] - 1s 902us/step - loss: 0.4264 - accuracy: 0.79760s - loss: 0.4273 - ac
Epoch 370/500
718/718 [==============================] - 1s 883us/step - loss: 0.4270 - accuracy: 0.7990
Epoch 371/500
718/718 [==============================] - 1s 918us/step - loss: 0.4268 - accuracy: 0.7973
Epoch 372/500
718/718 [==============================] - 1s 899us/step - loss: 0.4270 - accuracy: 0.7978
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7990
Epoch 374/500
718/718 [==============================] - 1s 976us/step - loss: 0.4267 - accuracy: 0.7990
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7993
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7990
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7973
Epoch 378/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7994: 0s - loss: 0.4
Epoch 379/500
718/718 [==============================] - 1s 954us/step - loss: 0.4264 - accuracy: 0.7990
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7985
Epoch 381/500
718/718 [==============================] - 1s 928us/step - loss: 0.4265 - accuracy: 0.7984
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7987
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7992
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7981
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7971: 0s - loss: 0.4271 - accuracy
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8003
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7988: 0s - loss: 0.4267 - accuracy: 0.
Epoch 388/500
718/718 [==============================] - 1s 971us/step - loss: 0.4264 - accuracy: 0.7990
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7991
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7978
Epoch 391/500
718/718 [==============================] - 1s 957us/step - loss: 0.4264 - accuracy: 0.7977
Epoch 392/500
718/718 [==============================] - 1s 966us/step - loss: 0.4263 - accuracy: 0.7994
Epoch 393/500
718/718 [==============================] - 1s 892us/step - loss: 0.4268 - accuracy: 0.8001
Epoch 394/500
718/718 [==============================] - 1s 937us/step - loss: 0.4270 - accuracy: 0.8002
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7988
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7992
Epoch 397/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7998
Epoch 398/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4257 - accuracy: 0.8010
Epoch 399/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4270 - accuracy: 0.8010
Epoch 400/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4266 - accuracy: 0.7977
Epoch 401/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7970
Epoch 402/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7981
Epoch 403/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7964: 0s - loss: 0.4257 - accuracy: 
Epoch 404/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4270 - accuracy: 0.8017
Epoch 405/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4269 - accuracy: 0.7979: 0s - loss: 0.4318 - accu
Epoch 406/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7983
Epoch 407/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7988
Epoch 408/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.7970
Epoch 409/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7979
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8010
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7997
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7973: 0s - loss: 0.4256 - accuracy: 0.
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7963
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7989
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7997
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7982
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.7994
Epoch 418/500
718/718 [==============================] - 1s 949us/step - loss: 0.4261 - accuracy: 0.7975
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7998
Epoch 420/500
718/718 [==============================] - 1s 967us/step - loss: 0.4267 - accuracy: 0.7990
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7996
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7980
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8011
Epoch 424/500
718/718 [==============================] - 1s 940us/step - loss: 0.4267 - accuracy: 0.7988
Epoch 425/500
718/718 [==============================] - 1s 914us/step - loss: 0.4264 - accuracy: 0.8009
Epoch 426/500
718/718 [==============================] - 1s 912us/step - loss: 0.4266 - accuracy: 0.8008
Epoch 427/500
718/718 [==============================] - 1s 900us/step - loss: 0.4262 - accuracy: 0.7979
Epoch 428/500
718/718 [==============================] - 1s 898us/step - loss: 0.4267 - accuracy: 0.7972
Epoch 429/500
718/718 [==============================] - 1s 906us/step - loss: 0.4267 - accuracy: 0.8025
Epoch 430/500
718/718 [==============================] - 1s 940us/step - loss: 0.4263 - accuracy: 0.8004
Epoch 431/500
718/718 [==============================] - 1s 969us/step - loss: 0.4263 - accuracy: 0.7993
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8003
Epoch 433/500
718/718 [==============================] - 1s 961us/step - loss: 0.4263 - accuracy: 0.7996
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7996
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7993
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7975
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7993
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7984
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7998
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8001
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8013
Epoch 442/500
718/718 [==============================] - 1s 921us/step - loss: 0.4270 - accuracy: 0.7995
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7999
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7969
Epoch 445/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4266 - accuracy: 0.7990
Epoch 446/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4263 - accuracy: 0.7999
Epoch 447/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4270 - accuracy: 0.7979
Epoch 448/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4264 - accuracy: 0.8003
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8011
Epoch 450/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7999
Epoch 451/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7996
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8005
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.8009
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7979
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7990
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8000
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8000
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7969
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7995
Epoch 460/500
718/718 [==============================] - 1s 994us/step - loss: 0.4267 - accuracy: 0.79760s - loss: 0.4230 - accura
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7981
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7982: 0s - loss: 0.4244 - 
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7994
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.7988
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8001
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7990
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7993
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8003
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7979
Epoch 470/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4264 - accuracy: 0.7981
Epoch 471/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.7975
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7997
Epoch 473/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4258 - accuracy: 0.7988
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7993
Epoch 475/500
718/718 [==============================] - 1s 940us/step - loss: 0.4262 - accuracy: 0.8000
Epoch 476/500
718/718 [==============================] - 1s 983us/step - loss: 0.4264 - accuracy: 0.7993
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7996
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7981: 0s - loss: 0
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7984: 0s - loss: 0
Epoch 480/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.7966
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7982
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.8004
Epoch 483/500
718/718 [==============================] - 1s 971us/step - loss: 0.4267 - accuracy: 0.7976
Epoch 484/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7984
Epoch 485/500
718/718 [==============================] - 1s 996us/step - loss: 0.4265 - accuracy: 0.8018
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.8002
Epoch 487/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4261 - accuracy: 0.7982: 0s - loss: 0.4
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7975
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7998
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7974
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8003
Epoch 492/500
718/718 [==============================] - 1s 955us/step - loss: 0.4260 - accuracy: 0.8008
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7980
Epoch 494/500
718/718 [==============================] - 1s 885us/step - loss: 0.4260 - accuracy: 0.8010
Epoch 495/500
718/718 [==============================] - 1s 879us/step - loss: 0.4269 - accuracy: 0.7982
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8006
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7997
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.7997
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7990
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7992
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6268 - accuracy: 0.6493
Epoch 2/500
718/718 [==============================] - 1s 998us/step - loss: 0.5506 - accuracy: 0.7330
Epoch 3/500
718/718 [==============================] - 1s 997us/step - loss: 0.5206 - accuracy: 0.7488
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4928 - accuracy: 0.7631
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4782 - accuracy: 0.7671
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4707 - accuracy: 0.7711
Epoch 7/500
718/718 [==============================] - 1s 903us/step - loss: 0.4662 - accuracy: 0.7736
Epoch 8/500
718/718 [==============================] - 1s 882us/step - loss: 0.4634 - accuracy: 0.7706
Epoch 9/500
718/718 [==============================] - 1s 904us/step - loss: 0.4607 - accuracy: 0.7755
Epoch 10/500
718/718 [==============================] - 1s 882us/step - loss: 0.4584 - accuracy: 0.7770
Epoch 11/500
718/718 [==============================] - 1s 888us/step - loss: 0.4562 - accuracy: 0.7771
Epoch 12/500
718/718 [==============================] - 1s 885us/step - loss: 0.4545 - accuracy: 0.7803
Epoch 13/500
718/718 [==============================] - 1s 860us/step - loss: 0.4537 - accuracy: 0.7825
Epoch 14/500
718/718 [==============================] - 1s 887us/step - loss: 0.4534 - accuracy: 0.7790
Epoch 15/500
718/718 [==============================] - 1s 875us/step - loss: 0.4525 - accuracy: 0.7827
Epoch 16/500
718/718 [==============================] - 1s 877us/step - loss: 0.4522 - accuracy: 0.77830s - loss: 0.4451 - ac
Epoch 17/500
718/718 [==============================] - 1s 862us/step - loss: 0.4518 - accuracy: 0.7834
Epoch 18/500
718/718 [==============================] - 1s 883us/step - loss: 0.4519 - accuracy: 0.7824
Epoch 19/500
718/718 [==============================] - 1s 866us/step - loss: 0.4513 - accuracy: 0.7799
Epoch 20/500
718/718 [==============================] - 1s 888us/step - loss: 0.4514 - accuracy: 0.7803
Epoch 21/500
718/718 [==============================] - 1s 859us/step - loss: 0.4511 - accuracy: 0.7834
Epoch 22/500
718/718 [==============================] - 1s 877us/step - loss: 0.4508 - accuracy: 0.7808
Epoch 23/500
718/718 [==============================] - 1s 864us/step - loss: 0.4507 - accuracy: 0.7783
Epoch 24/500
718/718 [==============================] - 1s 870us/step - loss: 0.4508 - accuracy: 0.7811
Epoch 25/500
718/718 [==============================] - 1s 886us/step - loss: 0.4510 - accuracy: 0.7818
Epoch 26/500
718/718 [==============================] - 1s 870us/step - loss: 0.4501 - accuracy: 0.7841
Epoch 27/500
718/718 [==============================] - 1s 875us/step - loss: 0.4507 - accuracy: 0.7803
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7831: 0s - loss: 0
Epoch 29/500
718/718 [==============================] - 1s 968us/step - loss: 0.4500 - accuracy: 0.7832
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7830
Epoch 31/500
718/718 [==============================] - 1s 984us/step - loss: 0.4497 - accuracy: 0.7815
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7807
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7841
Epoch 34/500
718/718 [==============================] - 1s 988us/step - loss: 0.4494 - accuracy: 0.7838
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7827
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7805
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7821
Epoch 38/500
718/718 [==============================] - 1s 901us/step - loss: 0.4491 - accuracy: 0.7840
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7807
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7842
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7832
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7827: 0s - loss: 0.4473 - accura
Epoch 43/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7842
Epoch 44/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7857: 0s - loss: 0.4
Epoch 45/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7843
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7844: 0s - loss: 0.4431 
Epoch 47/500
718/718 [==============================] - 1s 936us/step - loss: 0.4481 - accuracy: 0.7857
Epoch 48/500
718/718 [==============================] - 1s 902us/step - loss: 0.4485 - accuracy: 0.7842
Epoch 49/500
718/718 [==============================] - 1s 872us/step - loss: 0.4485 - accuracy: 0.7840
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7834
Epoch 51/500
718/718 [==============================] - 1s 947us/step - loss: 0.4483 - accuracy: 0.7827
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7859
Epoch 53/500
718/718 [==============================] - 1s 887us/step - loss: 0.4477 - accuracy: 0.7856
Epoch 54/500
718/718 [==============================] - 1s 889us/step - loss: 0.4471 - accuracy: 0.7855
Epoch 55/500
718/718 [==============================] - 1s 905us/step - loss: 0.4467 - accuracy: 0.7875
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7862
Epoch 57/500
718/718 [==============================] - 1s 928us/step - loss: 0.4468 - accuracy: 0.7864
Epoch 58/500
718/718 [==============================] - 1s 894us/step - loss: 0.4468 - accuracy: 0.7838
Epoch 59/500
718/718 [==============================] - 1s 905us/step - loss: 0.4467 - accuracy: 0.7858
Epoch 60/500
718/718 [==============================] - 1s 877us/step - loss: 0.4464 - accuracy: 0.7864
Epoch 61/500
718/718 [==============================] - 1s 875us/step - loss: 0.4457 - accuracy: 0.7876
Epoch 62/500
718/718 [==============================] - 1s 888us/step - loss: 0.4459 - accuracy: 0.7878
Epoch 63/500
718/718 [==============================] - 1s 894us/step - loss: 0.4453 - accuracy: 0.7858
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7877
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7897
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7895
Epoch 67/500
718/718 [==============================] - 1s 938us/step - loss: 0.4451 - accuracy: 0.7897
Epoch 68/500
718/718 [==============================] - 1s 893us/step - loss: 0.4448 - accuracy: 0.7884
Epoch 69/500
718/718 [==============================] - 1s 929us/step - loss: 0.4448 - accuracy: 0.7881
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7923
Epoch 71/500
718/718 [==============================] - 1s 932us/step - loss: 0.4446 - accuracy: 0.7888
Epoch 72/500
718/718 [==============================] - 1s 897us/step - loss: 0.4441 - accuracy: 0.7899
Epoch 73/500
718/718 [==============================] - 1s 927us/step - loss: 0.4447 - accuracy: 0.7897
Epoch 74/500
718/718 [==============================] - 1s 981us/step - loss: 0.4431 - accuracy: 0.7912
Epoch 75/500
718/718 [==============================] - 1s 875us/step - loss: 0.4438 - accuracy: 0.7902
Epoch 76/500
718/718 [==============================] - 1s 880us/step - loss: 0.4437 - accuracy: 0.7915
Epoch 77/500
718/718 [==============================] - 1s 882us/step - loss: 0.4428 - accuracy: 0.7896
Epoch 78/500
718/718 [==============================] - 1s 876us/step - loss: 0.4433 - accuracy: 0.7922
Epoch 79/500
718/718 [==============================] - 1s 873us/step - loss: 0.4435 - accuracy: 0.7892
Epoch 80/500
718/718 [==============================] - 1s 885us/step - loss: 0.4434 - accuracy: 0.7920
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7915
Epoch 82/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4436 - accuracy: 0.7894
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7907
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4433 - accuracy: 0.7902
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7906
Epoch 86/500
718/718 [==============================] - 1s 918us/step - loss: 0.4433 - accuracy: 0.7901
Epoch 87/500
718/718 [==============================] - 1s 875us/step - loss: 0.4430 - accuracy: 0.7912
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7904
Epoch 89/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4432 - accuracy: 0.7901
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7910
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7922
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7900
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7929
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7915
Epoch 95/500
718/718 [==============================] - 1s 991us/step - loss: 0.4424 - accuracy: 0.7916
Epoch 96/500
718/718 [==============================] - 1s 943us/step - loss: 0.4425 - accuracy: 0.7915
Epoch 97/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4421 - accuracy: 0.7902
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7907
Epoch 99/500
718/718 [==============================] - 1s 930us/step - loss: 0.4422 - accuracy: 0.7904
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7908
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7908
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7917
Epoch 103/500
718/718 [==============================] - 1s 948us/step - loss: 0.4416 - accuracy: 0.7915
Epoch 104/500
718/718 [==============================] - 1s 882us/step - loss: 0.4420 - accuracy: 0.7915
Epoch 105/500
718/718 [==============================] - 1s 907us/step - loss: 0.4416 - accuracy: 0.7920
Epoch 106/500
718/718 [==============================] - 1s 868us/step - loss: 0.4416 - accuracy: 0.7922
Epoch 107/500
718/718 [==============================] - 1s 963us/step - loss: 0.4416 - accuracy: 0.7916
Epoch 108/500
718/718 [==============================] - 1s 886us/step - loss: 0.4413 - accuracy: 0.7936
Epoch 109/500
718/718 [==============================] - 1s 875us/step - loss: 0.4414 - accuracy: 0.7962
Epoch 110/500
718/718 [==============================] - 1s 893us/step - loss: 0.4409 - accuracy: 0.7925
Epoch 111/500
718/718 [==============================] - 1s 889us/step - loss: 0.4411 - accuracy: 0.7924
Epoch 112/500
718/718 [==============================] - 1s 891us/step - loss: 0.4411 - accuracy: 0.7893
Epoch 113/500
718/718 [==============================] - 1s 865us/step - loss: 0.4406 - accuracy: 0.79150s - loss: 0.4449 - 
Epoch 114/500
718/718 [==============================] - 1s 878us/step - loss: 0.4409 - accuracy: 0.7937
Epoch 115/500
718/718 [==============================] - 1s 868us/step - loss: 0.4408 - accuracy: 0.7911
Epoch 116/500
718/718 [==============================] - 1s 898us/step - loss: 0.4408 - accuracy: 0.7938
Epoch 117/500
718/718 [==============================] - 1s 878us/step - loss: 0.4411 - accuracy: 0.7914
Epoch 118/500
718/718 [==============================] - 1s 888us/step - loss: 0.4404 - accuracy: 0.7901
Epoch 119/500
718/718 [==============================] - 1s 875us/step - loss: 0.4407 - accuracy: 0.7926
Epoch 120/500
718/718 [==============================] - 1s 873us/step - loss: 0.4404 - accuracy: 0.7913
Epoch 121/500
718/718 [==============================] - 1s 875us/step - loss: 0.4408 - accuracy: 0.7916
Epoch 122/500
718/718 [==============================] - 1s 890us/step - loss: 0.4409 - accuracy: 0.7906
Epoch 123/500
718/718 [==============================] - 1s 866us/step - loss: 0.4408 - accuracy: 0.7928
Epoch 124/500
718/718 [==============================] - 1s 875us/step - loss: 0.4407 - accuracy: 0.7917
Epoch 125/500
718/718 [==============================] - 1s 876us/step - loss: 0.4407 - accuracy: 0.7915
Epoch 126/500
718/718 [==============================] - 1s 907us/step - loss: 0.4408 - accuracy: 0.7915
Epoch 127/500
718/718 [==============================] - 1s 916us/step - loss: 0.4405 - accuracy: 0.7912
Epoch 128/500
718/718 [==============================] - 1s 871us/step - loss: 0.4404 - accuracy: 0.7912
Epoch 129/500
718/718 [==============================] - 1s 900us/step - loss: 0.4402 - accuracy: 0.7921
Epoch 130/500
718/718 [==============================] - 1s 868us/step - loss: 0.4401 - accuracy: 0.7929
Epoch 131/500
718/718 [==============================] - 1s 871us/step - loss: 0.4403 - accuracy: 0.7929
Epoch 132/500
718/718 [==============================] - 1s 873us/step - loss: 0.4400 - accuracy: 0.7908
Epoch 133/500
718/718 [==============================] - 1s 897us/step - loss: 0.4403 - accuracy: 0.7906
Epoch 134/500
718/718 [==============================] - 1s 872us/step - loss: 0.4407 - accuracy: 0.7897
Epoch 135/500
718/718 [==============================] - 1s 913us/step - loss: 0.4406 - accuracy: 0.7942
Epoch 136/500
718/718 [==============================] - 1s 899us/step - loss: 0.4397 - accuracy: 0.7923
Epoch 137/500
718/718 [==============================] - 1s 881us/step - loss: 0.4403 - accuracy: 0.7928
Epoch 138/500
718/718 [==============================] - 1s 880us/step - loss: 0.4406 - accuracy: 0.7915
Epoch 139/500
718/718 [==============================] - 1s 865us/step - loss: 0.4402 - accuracy: 0.7918
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7938
Epoch 141/500
718/718 [==============================] - 1s 931us/step - loss: 0.4403 - accuracy: 0.7923
Epoch 142/500
718/718 [==============================] - 1s 877us/step - loss: 0.4400 - accuracy: 0.7930
Epoch 143/500
718/718 [==============================] - 1s 883us/step - loss: 0.4398 - accuracy: 0.7917
Epoch 144/500
718/718 [==============================] - 1s 897us/step - loss: 0.4398 - accuracy: 0.7936
Epoch 145/500
718/718 [==============================] - 1s 876us/step - loss: 0.4401 - accuracy: 0.7923
Epoch 146/500
718/718 [==============================] - 1s 875us/step - loss: 0.4402 - accuracy: 0.7915
Epoch 147/500
718/718 [==============================] - 1s 904us/step - loss: 0.4399 - accuracy: 0.7902
Epoch 148/500
718/718 [==============================] - 1s 872us/step - loss: 0.4397 - accuracy: 0.7922
Epoch 149/500
718/718 [==============================] - 1s 874us/step - loss: 0.4400 - accuracy: 0.7915
Epoch 150/500
718/718 [==============================] - 1s 900us/step - loss: 0.4400 - accuracy: 0.7910
Epoch 151/500
718/718 [==============================] - 1s 879us/step - loss: 0.4401 - accuracy: 0.7932
Epoch 152/500
718/718 [==============================] - 1s 932us/step - loss: 0.4398 - accuracy: 0.7923
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7934
Epoch 154/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4400 - accuracy: 0.7929
Epoch 155/500
718/718 [==============================] - 1s 919us/step - loss: 0.4400 - accuracy: 0.7936
Epoch 156/500
718/718 [==============================] - 1s 911us/step - loss: 0.4391 - accuracy: 0.7921
Epoch 157/500
718/718 [==============================] - 1s 938us/step - loss: 0.4392 - accuracy: 0.7924
Epoch 158/500
718/718 [==============================] - 1s 878us/step - loss: 0.4398 - accuracy: 0.7925
Epoch 159/500
718/718 [==============================] - 1s 884us/step - loss: 0.4397 - accuracy: 0.7925
Epoch 160/500
718/718 [==============================] - 1s 883us/step - loss: 0.4396 - accuracy: 0.7930
Epoch 161/500
718/718 [==============================] - 1s 935us/step - loss: 0.4398 - accuracy: 0.7929
Epoch 162/500
718/718 [==============================] - 1s 879us/step - loss: 0.4396 - accuracy: 0.7916
Epoch 163/500
718/718 [==============================] - 1s 873us/step - loss: 0.4391 - accuracy: 0.7929
Epoch 164/500
718/718 [==============================] - 1s 909us/step - loss: 0.4393 - accuracy: 0.7915
Epoch 165/500
718/718 [==============================] - 1s 879us/step - loss: 0.4393 - accuracy: 0.7925
Epoch 166/500
718/718 [==============================] - 1s 871us/step - loss: 0.4391 - accuracy: 0.7929
Epoch 167/500
718/718 [==============================] - 1s 897us/step - loss: 0.4392 - accuracy: 0.7912
Epoch 168/500
718/718 [==============================] - 1s 877us/step - loss: 0.4394 - accuracy: 0.7916
Epoch 169/500
718/718 [==============================] - 1s 896us/step - loss: 0.4393 - accuracy: 0.7912
Epoch 170/500
718/718 [==============================] - 1s 982us/step - loss: 0.4395 - accuracy: 0.7913
Epoch 171/500
718/718 [==============================] - 1s 964us/step - loss: 0.4398 - accuracy: 0.7927
Epoch 172/500
718/718 [==============================] - 1s 861us/step - loss: 0.4396 - accuracy: 0.7929
Epoch 173/500
718/718 [==============================] - 1s 898us/step - loss: 0.4390 - accuracy: 0.7923
Epoch 174/500
718/718 [==============================] - 1s 874us/step - loss: 0.4392 - accuracy: 0.7908
Epoch 175/500
718/718 [==============================] - 1s 874us/step - loss: 0.4395 - accuracy: 0.7927
Epoch 176/500
718/718 [==============================] - 1s 919us/step - loss: 0.4395 - accuracy: 0.7936
Epoch 177/500
718/718 [==============================] - 1s 864us/step - loss: 0.4392 - accuracy: 0.7916
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7934
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4391 - accuracy: 0.7910
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7906: 0s - loss: 0.4363 - accura
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7922
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7923
Epoch 183/500
718/718 [==============================] - 1s 974us/step - loss: 0.4391 - accuracy: 0.7926
Epoch 184/500
718/718 [==============================] - 1s 939us/step - loss: 0.4391 - accuracy: 0.7928
Epoch 185/500
718/718 [==============================] - 1s 924us/step - loss: 0.4382 - accuracy: 0.79290s - loss: 0.4385 - accuracy: 0.79
Epoch 186/500
718/718 [==============================] - 1s 925us/step - loss: 0.4389 - accuracy: 0.7918
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7948
Epoch 188/500
718/718 [==============================] - 1s 938us/step - loss: 0.4386 - accuracy: 0.7932
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7921
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7920
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7932
Epoch 192/500
718/718 [==============================] - 1s 973us/step - loss: 0.4390 - accuracy: 0.7926
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7925
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7930
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7946: 0s - loss: 0.4378 - accuracy: 0.79
Epoch 196/500
718/718 [==============================] - 1s 966us/step - loss: 0.4380 - accuracy: 0.7958
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7918
Epoch 198/500
718/718 [==============================] - 1s 941us/step - loss: 0.4380 - accuracy: 0.7946
Epoch 199/500
718/718 [==============================] - 1s 950us/step - loss: 0.4380 - accuracy: 0.79290s - loss: 0.4323 - accura
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7946
Epoch 201/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4386 - accuracy: 0.7937
Epoch 202/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4382 - accuracy: 0.7917
Epoch 203/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4379 - accuracy: 0.7932
Epoch 204/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4382 - accuracy: 0.7934
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7922
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7948
Epoch 207/500
718/718 [==============================] - 1s 941us/step - loss: 0.4381 - accuracy: 0.7949
Epoch 208/500
718/718 [==============================] - 1s 907us/step - loss: 0.4375 - accuracy: 0.7944
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7943
Epoch 210/500
718/718 [==============================] - 1s 889us/step - loss: 0.4380 - accuracy: 0.7926
Epoch 211/500
718/718 [==============================] - 1s 901us/step - loss: 0.4375 - accuracy: 0.7931
Epoch 212/500
718/718 [==============================] - 1s 959us/step - loss: 0.4373 - accuracy: 0.7943
Epoch 213/500
718/718 [==============================] - 1s 865us/step - loss: 0.4379 - accuracy: 0.7946
Epoch 214/500
718/718 [==============================] - 1s 893us/step - loss: 0.4376 - accuracy: 0.7919
Epoch 215/500
718/718 [==============================] - 1s 885us/step - loss: 0.4377 - accuracy: 0.7929
Epoch 216/500
718/718 [==============================] - 1s 930us/step - loss: 0.4365 - accuracy: 0.7964
Epoch 217/500
718/718 [==============================] - 1s 886us/step - loss: 0.4376 - accuracy: 0.7925
Epoch 218/500
718/718 [==============================] - 1s 903us/step - loss: 0.4369 - accuracy: 0.7943
Epoch 219/500
718/718 [==============================] - 1s 891us/step - loss: 0.4379 - accuracy: 0.7919
Epoch 220/500
718/718 [==============================] - 1s 935us/step - loss: 0.4377 - accuracy: 0.7935
Epoch 221/500
718/718 [==============================] - 1s 880us/step - loss: 0.4378 - accuracy: 0.7943
Epoch 222/500
718/718 [==============================] - 1s 881us/step - loss: 0.4376 - accuracy: 0.7956
Epoch 223/500
718/718 [==============================] - 1s 884us/step - loss: 0.4380 - accuracy: 0.7922
Epoch 224/500
718/718 [==============================] - 1s 893us/step - loss: 0.4375 - accuracy: 0.7931
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7919
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7919
Epoch 227/500
718/718 [==============================] - 1s 939us/step - loss: 0.4369 - accuracy: 0.7916
Epoch 228/500
718/718 [==============================] - 1s 921us/step - loss: 0.4375 - accuracy: 0.7935
Epoch 229/500
718/718 [==============================] - 1s 893us/step - loss: 0.4372 - accuracy: 0.7920
Epoch 230/500
718/718 [==============================] - 1s 904us/step - loss: 0.4372 - accuracy: 0.7940
Epoch 231/500
718/718 [==============================] - 1s 894us/step - loss: 0.4370 - accuracy: 0.7945
Epoch 232/500
718/718 [==============================] - 1s 903us/step - loss: 0.4374 - accuracy: 0.7936
Epoch 233/500
718/718 [==============================] - 1s 903us/step - loss: 0.4374 - accuracy: 0.7935
Epoch 234/500
718/718 [==============================] - 1s 898us/step - loss: 0.4367 - accuracy: 0.79610s - loss: 0.4352 - accuracy: 0.
Epoch 235/500
718/718 [==============================] - 1s 911us/step - loss: 0.4370 - accuracy: 0.7922
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7947
Epoch 237/500
718/718 [==============================] - 1s 888us/step - loss: 0.4369 - accuracy: 0.7924
Epoch 238/500
718/718 [==============================] - 1s 957us/step - loss: 0.4372 - accuracy: 0.7934
Epoch 239/500
718/718 [==============================] - 1s 970us/step - loss: 0.4369 - accuracy: 0.79420s - loss: 0.4378 - accuracy
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7950: 0s - loss: 0.4420 - accuracy
Epoch 241/500
718/718 [==============================] - 1s 937us/step - loss: 0.4374 - accuracy: 0.7945
Epoch 242/500
718/718 [==============================] - 1s 895us/step - loss: 0.4374 - accuracy: 0.7932
Epoch 243/500
718/718 [==============================] - 1s 895us/step - loss: 0.4369 - accuracy: 0.7929
Epoch 244/500
718/718 [==============================] - 1s 887us/step - loss: 0.4366 - accuracy: 0.79540s - loss: 0.4333 - accura
Epoch 245/500
718/718 [==============================] - 1s 882us/step - loss: 0.4372 - accuracy: 0.7929
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7963
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7942
Epoch 248/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7922: 0s - los
Epoch 249/500
718/718 [==============================] - 1s 918us/step - loss: 0.4371 - accuracy: 0.7932
Epoch 250/500
718/718 [==============================] - 1s 890us/step - loss: 0.4364 - accuracy: 0.7958
Epoch 251/500
718/718 [==============================] - 1s 895us/step - loss: 0.4371 - accuracy: 0.7915
Epoch 252/500
718/718 [==============================] - 1s 896us/step - loss: 0.4366 - accuracy: 0.7963
Epoch 253/500
718/718 [==============================] - 1s 899us/step - loss: 0.4360 - accuracy: 0.79390s - loss: 0.4281 
Epoch 254/500
718/718 [==============================] - 1s 884us/step - loss: 0.4368 - accuracy: 0.7913
Epoch 255/500
718/718 [==============================] - 1s 884us/step - loss: 0.4374 - accuracy: 0.7932
Epoch 256/500
718/718 [==============================] - 1s 902us/step - loss: 0.4369 - accuracy: 0.7942
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7941
Epoch 258/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4371 - accuracy: 0.7955
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7959
Epoch 260/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4365 - accuracy: 0.7942
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7959
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7939
Epoch 263/500
718/718 [==============================] - 1s 890us/step - loss: 0.4370 - accuracy: 0.7943
Epoch 264/500
718/718 [==============================] - 1s 885us/step - loss: 0.4367 - accuracy: 0.7942
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7942
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7930: 0s - loss: 0.4399 - 
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7959
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7942: 0s -
Epoch 269/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4366 - accuracy: 0.7947
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7954: 0s - loss: 0.4374 - accuracy: 0.
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7942
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7943
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7952: 0s - loss: 0.4379 - 
Epoch 274/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4371 - accuracy: 0.7961
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7948
Epoch 276/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4368 - accuracy: 0.7956
Epoch 277/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4365 - accuracy: 0.7928: 0s - loss: 0.4356 - accuracy: 0.
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7940
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7944: 0s
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7936: 0s - loss: 0.4354 - accuracy - ETA: 0s - loss: 0.437
Epoch 281/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4361 - accuracy: 0.7950: 0s - loss:
Epoch 282/500
718/718 [==============================] - 1s 927us/step - loss: 0.4366 - accuracy: 0.7963
Epoch 283/500
718/718 [==============================] - 1s 890us/step - loss: 0.4365 - accuracy: 0.7944
Epoch 284/500
718/718 [==============================] - 1s 888us/step - loss: 0.4369 - accuracy: 0.7939
Epoch 285/500
718/718 [==============================] - 1s 896us/step - loss: 0.4365 - accuracy: 0.7959
Epoch 286/500
718/718 [==============================] - 1s 910us/step - loss: 0.4368 - accuracy: 0.7942
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4369 - accuracy: 0.7958
Epoch 288/500
718/718 [==============================] - 1s 989us/step - loss: 0.4366 - accuracy: 0.7956
Epoch 289/500
718/718 [==============================] - 1s 935us/step - loss: 0.4371 - accuracy: 0.7938
Epoch 290/500
718/718 [==============================] - 1s 941us/step - loss: 0.4365 - accuracy: 0.7940
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7952: 0s - loss: 0.4383 - ac
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7944
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7941
Epoch 294/500
718/718 [==============================] - 1s 962us/step - loss: 0.4366 - accuracy: 0.7951
Epoch 295/500
718/718 [==============================] - 1s 881us/step - loss: 0.4362 - accuracy: 0.7938
Epoch 296/500
718/718 [==============================] - 1s 903us/step - loss: 0.4367 - accuracy: 0.7959
Epoch 297/500
718/718 [==============================] - 1s 888us/step - loss: 0.4365 - accuracy: 0.7950
Epoch 298/500
718/718 [==============================] - 1s 872us/step - loss: 0.4363 - accuracy: 0.7946
Epoch 299/500
718/718 [==============================] - 1s 881us/step - loss: 0.4366 - accuracy: 0.7955
Epoch 300/500
718/718 [==============================] - 1s 888us/step - loss: 0.4362 - accuracy: 0.7930
Epoch 301/500
718/718 [==============================] - 1s 876us/step - loss: 0.4369 - accuracy: 0.7945
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7954
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7964
Epoch 304/500
718/718 [==============================] - 1s 964us/step - loss: 0.4359 - accuracy: 0.7939
Epoch 305/500
718/718 [==============================] - 1s 874us/step - loss: 0.4361 - accuracy: 0.7936
Epoch 306/500
718/718 [==============================] - 1s 875us/step - loss: 0.4362 - accuracy: 0.7951
Epoch 307/500
718/718 [==============================] - 1s 896us/step - loss: 0.4361 - accuracy: 0.79540s - loss: 0.4366 - accu
Epoch 308/500
718/718 [==============================] - 1s 864us/step - loss: 0.4361 - accuracy: 0.7951
Epoch 309/500
718/718 [==============================] - 1s 883us/step - loss: 0.4365 - accuracy: 0.7960
Epoch 310/500
718/718 [==============================] - 1s 896us/step - loss: 0.4358 - accuracy: 0.7956
Epoch 311/500
718/718 [==============================] - 1s 875us/step - loss: 0.4361 - accuracy: 0.7921
Epoch 312/500
718/718 [==============================] - 1s 881us/step - loss: 0.4363 - accuracy: 0.7939
Epoch 313/500
718/718 [==============================] - 1s 874us/step - loss: 0.4365 - accuracy: 0.7950
Epoch 314/500
718/718 [==============================] - 1s 884us/step - loss: 0.4364 - accuracy: 0.7943
Epoch 315/500
718/718 [==============================] - 1s 886us/step - loss: 0.4361 - accuracy: 0.7935
Epoch 316/500
718/718 [==============================] - 1s 902us/step - loss: 0.4363 - accuracy: 0.7935
Epoch 317/500
718/718 [==============================] - 1s 888us/step - loss: 0.4366 - accuracy: 0.7961
Epoch 318/500
718/718 [==============================] - 1s 893us/step - loss: 0.4365 - accuracy: 0.7936
Epoch 319/500
718/718 [==============================] - 1s 867us/step - loss: 0.4364 - accuracy: 0.7956
Epoch 320/500
718/718 [==============================] - 1s 876us/step - loss: 0.4362 - accuracy: 0.7931
Epoch 321/500
718/718 [==============================] - 1s 861us/step - loss: 0.4353 - accuracy: 0.7956
Epoch 322/500
718/718 [==============================] - 1s 888us/step - loss: 0.4369 - accuracy: 0.7917
Epoch 323/500
718/718 [==============================] - 1s 915us/step - loss: 0.4361 - accuracy: 0.7934
Epoch 324/500
718/718 [==============================] - 1s 882us/step - loss: 0.4353 - accuracy: 0.7937
Epoch 325/500
718/718 [==============================] - 1s 861us/step - loss: 0.4363 - accuracy: 0.7929
Epoch 326/500
718/718 [==============================] - 1s 903us/step - loss: 0.4363 - accuracy: 0.7931
Epoch 327/500
718/718 [==============================] - 1s 879us/step - loss: 0.4363 - accuracy: 0.7939
Epoch 328/500
718/718 [==============================] - 1s 887us/step - loss: 0.4358 - accuracy: 0.79430s - loss: 0.4332 - accu
Epoch 329/500
718/718 [==============================] - 1s 871us/step - loss: 0.4362 - accuracy: 0.7950
Epoch 330/500
718/718 [==============================] - 1s 865us/step - loss: 0.4359 - accuracy: 0.7962
Epoch 331/500
718/718 [==============================] - 1s 885us/step - loss: 0.4363 - accuracy: 0.7945
Epoch 332/500
718/718 [==============================] - 1s 872us/step - loss: 0.4357 - accuracy: 0.7929
Epoch 333/500
718/718 [==============================] - 1s 886us/step - loss: 0.4360 - accuracy: 0.7927
Epoch 334/500
718/718 [==============================] - 1s 962us/step - loss: 0.4358 - accuracy: 0.7952
Epoch 335/500
718/718 [==============================] - 1s 884us/step - loss: 0.4362 - accuracy: 0.7950
Epoch 336/500
718/718 [==============================] - 1s 882us/step - loss: 0.4352 - accuracy: 0.7936
Epoch 337/500
718/718 [==============================] - 1s 879us/step - loss: 0.4357 - accuracy: 0.7933
Epoch 338/500
718/718 [==============================] - 1s 875us/step - loss: 0.4361 - accuracy: 0.7943
Epoch 339/500
718/718 [==============================] - 1s 866us/step - loss: 0.4355 - accuracy: 0.7951
Epoch 340/500
718/718 [==============================] - 1s 887us/step - loss: 0.4356 - accuracy: 0.7943
Epoch 341/500
718/718 [==============================] - 1s 876us/step - loss: 0.4358 - accuracy: 0.7964
Epoch 342/500
718/718 [==============================] - 1s 883us/step - loss: 0.4348 - accuracy: 0.7959
Epoch 343/500
718/718 [==============================] - 1s 883us/step - loss: 0.4353 - accuracy: 0.7953
Epoch 344/500
718/718 [==============================] - 1s 880us/step - loss: 0.4357 - accuracy: 0.7938
Epoch 345/500
718/718 [==============================] - 1s 894us/step - loss: 0.4350 - accuracy: 0.7948
Epoch 346/500
718/718 [==============================] - 1s 868us/step - loss: 0.4354 - accuracy: 0.79830s - loss: 0.4305 - ac
Epoch 347/500
718/718 [==============================] - 1s 881us/step - loss: 0.4354 - accuracy: 0.7951
Epoch 348/500
718/718 [==============================] - 1s 884us/step - loss: 0.4357 - accuracy: 0.7942
Epoch 349/500
718/718 [==============================] - 1s 874us/step - loss: 0.4355 - accuracy: 0.7949
Epoch 350/500
718/718 [==============================] - 1s 879us/step - loss: 0.4347 - accuracy: 0.7954
Epoch 351/500
718/718 [==============================] - 1s 871us/step - loss: 0.4356 - accuracy: 0.7940
Epoch 352/500
718/718 [==============================] - 1s 857us/step - loss: 0.4352 - accuracy: 0.7954
Epoch 353/500
718/718 [==============================] - 1s 881us/step - loss: 0.4352 - accuracy: 0.7962
Epoch 354/500
718/718 [==============================] - 1s 879us/step - loss: 0.4349 - accuracy: 0.7957
Epoch 355/500
718/718 [==============================] - 1s 889us/step - loss: 0.4352 - accuracy: 0.7942
Epoch 356/500
718/718 [==============================] - 1s 891us/step - loss: 0.4355 - accuracy: 0.7943
Epoch 357/500
718/718 [==============================] - 1s 875us/step - loss: 0.4349 - accuracy: 0.7953
Epoch 358/500
718/718 [==============================] - 1s 882us/step - loss: 0.4351 - accuracy: 0.7942
Epoch 359/500
718/718 [==============================] - 1s 891us/step - loss: 0.4347 - accuracy: 0.79510s - loss: 0.4348 - accuracy: 0.
Epoch 360/500
718/718 [==============================] - 1s 871us/step - loss: 0.4346 - accuracy: 0.7948
Epoch 361/500
718/718 [==============================] - 1s 879us/step - loss: 0.4348 - accuracy: 0.7939
Epoch 362/500
718/718 [==============================] - 1s 897us/step - loss: 0.4352 - accuracy: 0.7943
Epoch 363/500
718/718 [==============================] - 1s 865us/step - loss: 0.4350 - accuracy: 0.7949
Epoch 364/500
718/718 [==============================] - 1s 903us/step - loss: 0.4341 - accuracy: 0.7956
Epoch 365/500
718/718 [==============================] - 1s 870us/step - loss: 0.4353 - accuracy: 0.79300s - loss: 0.4373 - accuracy: 0.79
Epoch 366/500
718/718 [==============================] - 1s 877us/step - loss: 0.4355 - accuracy: 0.7954
Epoch 367/500
718/718 [==============================] - 1s 882us/step - loss: 0.4352 - accuracy: 0.7946
Epoch 368/500
718/718 [==============================] - 1s 870us/step - loss: 0.4343 - accuracy: 0.7963
Epoch 369/500
718/718 [==============================] - 1s 880us/step - loss: 0.4349 - accuracy: 0.7941
Epoch 370/500
718/718 [==============================] - 1s 880us/step - loss: 0.4346 - accuracy: 0.7964
Epoch 371/500
718/718 [==============================] - 1s 872us/step - loss: 0.4346 - accuracy: 0.7938
Epoch 372/500
718/718 [==============================] - 1s 878us/step - loss: 0.4352 - accuracy: 0.7951
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7945
Epoch 374/500
718/718 [==============================] - 1s 966us/step - loss: 0.4346 - accuracy: 0.7963
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7953
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7948
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7956
Epoch 378/500
718/718 [==============================] - 1s 960us/step - loss: 0.4349 - accuracy: 0.7942
Epoch 379/500
718/718 [==============================] - 1s 911us/step - loss: 0.4348 - accuracy: 0.7968
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7949
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7952
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7942
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7950
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7961
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7950: 0s - loss: 0.4351 - accuracy: 0.
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7962
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7979
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7949
Epoch 389/500
718/718 [==============================] - 1s 936us/step - loss: 0.4351 - accuracy: 0.7945
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7957
Epoch 391/500
718/718 [==============================] - 1s 956us/step - loss: 0.4351 - accuracy: 0.7936
Epoch 392/500
718/718 [==============================] - 1s 932us/step - loss: 0.4349 - accuracy: 0.7943
Epoch 393/500
718/718 [==============================] - 1s 905us/step - loss: 0.4347 - accuracy: 0.7949
Epoch 394/500
718/718 [==============================] - 1s 915us/step - loss: 0.4347 - accuracy: 0.7959
Epoch 395/500
718/718 [==============================] - 1s 910us/step - loss: 0.4341 - accuracy: 0.7949
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7956
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7949
Epoch 398/500
718/718 [==============================] - 1s 977us/step - loss: 0.4345 - accuracy: 0.7943
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7952: 0s - loss: 0.432
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7974
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7960
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7942
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7956
Epoch 404/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4348 - accuracy: 0.7942
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7944
Epoch 406/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4354 - accuracy: 0.7936
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7958
Epoch 408/500
718/718 [==============================] - 1s 892us/step - loss: 0.4348 - accuracy: 0.7966
Epoch 409/500
718/718 [==============================] - 1s 894us/step - loss: 0.4347 - accuracy: 0.7942
Epoch 410/500
718/718 [==============================] - 1s 883us/step - loss: 0.4351 - accuracy: 0.7957
Epoch 411/500
718/718 [==============================] - 1s 887us/step - loss: 0.4349 - accuracy: 0.7949
Epoch 412/500
718/718 [==============================] - 1s 869us/step - loss: 0.4345 - accuracy: 0.7952
Epoch 413/500
718/718 [==============================] - 1s 875us/step - loss: 0.4351 - accuracy: 0.7952
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7928
Epoch 415/500
718/718 [==============================] - 1s 873us/step - loss: 0.4342 - accuracy: 0.7947
Epoch 416/500
718/718 [==============================] - 1s 903us/step - loss: 0.4348 - accuracy: 0.79450s - loss: 0.4335 - accuracy: 0.79
Epoch 417/500
718/718 [==============================] - 1s 886us/step - loss: 0.4346 - accuracy: 0.7947
Epoch 418/500
718/718 [==============================] - 1s 871us/step - loss: 0.4345 - accuracy: 0.7944
Epoch 419/500
718/718 [==============================] - 1s 876us/step - loss: 0.4351 - accuracy: 0.7956
Epoch 420/500
718/718 [==============================] - 1s 941us/step - loss: 0.4341 - accuracy: 0.7952
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7945
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7942
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7965
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7945
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7948
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7955
Epoch 427/500
718/718 [==============================] - 1s 964us/step - loss: 0.4346 - accuracy: 0.7936
Epoch 428/500
718/718 [==============================] - 1s 887us/step - loss: 0.4350 - accuracy: 0.7956
Epoch 429/500
718/718 [==============================] - 1s 898us/step - loss: 0.4347 - accuracy: 0.7966
Epoch 430/500
718/718 [==============================] - 1s 935us/step - loss: 0.4352 - accuracy: 0.7942
Epoch 431/500
718/718 [==============================] - 1s 962us/step - loss: 0.4344 - accuracy: 0.7942
Epoch 432/500
718/718 [==============================] - 1s 924us/step - loss: 0.4341 - accuracy: 0.7972
Epoch 433/500
718/718 [==============================] - 1s 871us/step - loss: 0.4348 - accuracy: 0.7962
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7949
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7936
Epoch 436/500
718/718 [==============================] - 1s 997us/step - loss: 0.4337 - accuracy: 0.7966
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7963
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7960
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7964
Epoch 440/500
718/718 [==============================] - 1s 879us/step - loss: 0.4342 - accuracy: 0.7962
Epoch 441/500
718/718 [==============================] - 1s 864us/step - loss: 0.4348 - accuracy: 0.7946
Epoch 442/500
718/718 [==============================] - 1s 862us/step - loss: 0.4344 - accuracy: 0.7956
Epoch 443/500
718/718 [==============================] - 1s 877us/step - loss: 0.4344 - accuracy: 0.7962
Epoch 444/500
718/718 [==============================] - 1s 863us/step - loss: 0.4351 - accuracy: 0.7956
Epoch 445/500
718/718 [==============================] - 1s 871us/step - loss: 0.4343 - accuracy: 0.7951
Epoch 446/500
718/718 [==============================] - 1s 859us/step - loss: 0.4344 - accuracy: 0.7944
Epoch 447/500
718/718 [==============================] - 1s 856us/step - loss: 0.4341 - accuracy: 0.7977
Epoch 448/500
718/718 [==============================] - 1s 877us/step - loss: 0.4347 - accuracy: 0.7950
Epoch 449/500
718/718 [==============================] - 1s 869us/step - loss: 0.4342 - accuracy: 0.7989
Epoch 450/500
718/718 [==============================] - 1s 871us/step - loss: 0.4348 - accuracy: 0.7927
Epoch 451/500
718/718 [==============================] - 1s 866us/step - loss: 0.4346 - accuracy: 0.7948
Epoch 452/500
718/718 [==============================] - 1s 860us/step - loss: 0.4346 - accuracy: 0.7948
Epoch 453/500
718/718 [==============================] - 1s 904us/step - loss: 0.4345 - accuracy: 0.7936
Epoch 454/500
718/718 [==============================] - 1s 905us/step - loss: 0.4345 - accuracy: 0.7921
Epoch 455/500
718/718 [==============================] - 1s 883us/step - loss: 0.4344 - accuracy: 0.7943
Epoch 456/500
718/718 [==============================] - 1s 880us/step - loss: 0.4350 - accuracy: 0.7944
Epoch 457/500
718/718 [==============================] - 1s 872us/step - loss: 0.4344 - accuracy: 0.79900s - loss: 0.4332 - ac
Epoch 458/500
718/718 [==============================] - 1s 873us/step - loss: 0.4341 - accuracy: 0.7949
Epoch 459/500
718/718 [==============================] - 1s 884us/step - loss: 0.4347 - accuracy: 0.7930
Epoch 460/500
718/718 [==============================] - 1s 865us/step - loss: 0.4345 - accuracy: 0.7964
Epoch 461/500
718/718 [==============================] - 1s 881us/step - loss: 0.4345 - accuracy: 0.7947
Epoch 462/500
718/718 [==============================] - 1s 899us/step - loss: 0.4347 - accuracy: 0.7954
Epoch 463/500
718/718 [==============================] - 1s 876us/step - loss: 0.4342 - accuracy: 0.7930
Epoch 464/500
718/718 [==============================] - 1s 869us/step - loss: 0.4348 - accuracy: 0.7956
Epoch 465/500
718/718 [==============================] - 1s 886us/step - loss: 0.4352 - accuracy: 0.7960
Epoch 466/500
718/718 [==============================] - 1s 880us/step - loss: 0.4343 - accuracy: 0.7967
Epoch 467/500
718/718 [==============================] - 1s 884us/step - loss: 0.4346 - accuracy: 0.7954
Epoch 468/500
718/718 [==============================] - 1s 887us/step - loss: 0.4349 - accuracy: 0.7956
Epoch 469/500
718/718 [==============================] - 1s 894us/step - loss: 0.4346 - accuracy: 0.7937
Epoch 470/500
718/718 [==============================] - 1s 890us/step - loss: 0.4346 - accuracy: 0.7945
Epoch 471/500
718/718 [==============================] - 1s 918us/step - loss: 0.4349 - accuracy: 0.7963
Epoch 472/500
718/718 [==============================] - 1s 882us/step - loss: 0.4343 - accuracy: 0.7957
Epoch 473/500
718/718 [==============================] - 1s 888us/step - loss: 0.4346 - accuracy: 0.7982
Epoch 474/500
718/718 [==============================] - 1s 874us/step - loss: 0.4344 - accuracy: 0.7970
Epoch 475/500
718/718 [==============================] - 1s 882us/step - loss: 0.4349 - accuracy: 0.7955
Epoch 476/500
718/718 [==============================] - 1s 879us/step - loss: 0.4344 - accuracy: 0.7946
Epoch 477/500
718/718 [==============================] - 1s 875us/step - loss: 0.4343 - accuracy: 0.7957
Epoch 478/500
718/718 [==============================] - 1s 883us/step - loss: 0.4346 - accuracy: 0.7958
Epoch 479/500
718/718 [==============================] - 1s 870us/step - loss: 0.4342 - accuracy: 0.7945
Epoch 480/500
718/718 [==============================] - 1s 864us/step - loss: 0.4342 - accuracy: 0.7934
Epoch 481/500
718/718 [==============================] - 1s 895us/step - loss: 0.4341 - accuracy: 0.7963
Epoch 482/500
718/718 [==============================] - 1s 895us/step - loss: 0.4345 - accuracy: 0.7943
Epoch 483/500
718/718 [==============================] - 1s 861us/step - loss: 0.4340 - accuracy: 0.7951
Epoch 484/500
718/718 [==============================] - 1s 870us/step - loss: 0.4340 - accuracy: 0.7922
Epoch 485/500
718/718 [==============================] - 1s 904us/step - loss: 0.4354 - accuracy: 0.7961
Epoch 486/500
718/718 [==============================] - 1s 869us/step - loss: 0.4347 - accuracy: 0.7929
Epoch 487/500
718/718 [==============================] - 1s 886us/step - loss: 0.4342 - accuracy: 0.7947
Epoch 488/500
718/718 [==============================] - 1s 863us/step - loss: 0.4343 - accuracy: 0.7952
Epoch 489/500
718/718 [==============================] - 1s 915us/step - loss: 0.4338 - accuracy: 0.7959
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7949
Epoch 491/500
718/718 [==============================] - 1s 938us/step - loss: 0.4345 - accuracy: 0.7942
Epoch 492/500
718/718 [==============================] - 1s 909us/step - loss: 0.4342 - accuracy: 0.7956
Epoch 493/500
718/718 [==============================] - 1s 903us/step - loss: 0.4346 - accuracy: 0.7922
Epoch 494/500
718/718 [==============================] - 1s 888us/step - loss: 0.4334 - accuracy: 0.7953
Epoch 495/500
718/718 [==============================] - 1s 877us/step - loss: 0.4342 - accuracy: 0.7948
Epoch 496/500
718/718 [==============================] - 1s 905us/step - loss: 0.4337 - accuracy: 0.7942
Epoch 497/500
718/718 [==============================] - 1s 881us/step - loss: 0.4336 - accuracy: 0.7944
Epoch 498/500
718/718 [==============================] - 1s 887us/step - loss: 0.4337 - accuracy: 0.7950
Epoch 499/500
718/718 [==============================] - 1s 875us/step - loss: 0.4330 - accuracy: 0.7952
Epoch 500/500
718/718 [==============================] - 1s 867us/step - loss: 0.4336 - accuracy: 0.7942
Epoch 1/500
718/718 [==============================] - 1s 935us/step - loss: 0.6452 - accuracy: 0.5936
Epoch 2/500
718/718 [==============================] - 1s 995us/step - loss: 0.5868 - accuracy: 0.7301
Epoch 3/500
718/718 [==============================] - 1s 903us/step - loss: 0.5546 - accuracy: 0.7482
Epoch 4/500
718/718 [==============================] - 1s 896us/step - loss: 0.5246 - accuracy: 0.7567
Epoch 5/500
718/718 [==============================] - 1s 889us/step - loss: 0.5029 - accuracy: 0.7636
Epoch 6/500
718/718 [==============================] - 1s 871us/step - loss: 0.4892 - accuracy: 0.7656
Epoch 7/500
718/718 [==============================] - 1s 872us/step - loss: 0.4802 - accuracy: 0.7704
Epoch 8/500
718/718 [==============================] - 1s 872us/step - loss: 0.4738 - accuracy: 0.7697
Epoch 9/500
718/718 [==============================] - 1s 867us/step - loss: 0.4700 - accuracy: 0.7681
Epoch 10/500
718/718 [==============================] - 1s 879us/step - loss: 0.4672 - accuracy: 0.7712
Epoch 11/500
718/718 [==============================] - 1s 887us/step - loss: 0.4647 - accuracy: 0.7714
Epoch 12/500
718/718 [==============================] - 1s 868us/step - loss: 0.4627 - accuracy: 0.7705
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4616 - accuracy: 0.7722
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4604 - accuracy: 0.7728
Epoch 15/500
718/718 [==============================] - 1s 950us/step - loss: 0.4598 - accuracy: 0.7729
Epoch 16/500
718/718 [==============================] - 1s 978us/step - loss: 0.4587 - accuracy: 0.7738
Epoch 17/500
718/718 [==============================] - 1s 928us/step - loss: 0.4576 - accuracy: 0.77610s - loss: 0.4560 - accuracy: 0.
Epoch 18/500
718/718 [==============================] - 1s 969us/step - loss: 0.4576 - accuracy: 0.7753
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4565 - accuracy: 0.7772
Epoch 20/500
718/718 [==============================] - 1s 960us/step - loss: 0.4559 - accuracy: 0.7786
Epoch 21/500
718/718 [==============================] - 1s 909us/step - loss: 0.4549 - accuracy: 0.7793
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7786
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7799
Epoch 24/500
718/718 [==============================] - 1s 930us/step - loss: 0.4530 - accuracy: 0.7825
Epoch 25/500
718/718 [==============================] - 1s 901us/step - loss: 0.4521 - accuracy: 0.7838
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7829
Epoch 27/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7820
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7837
Epoch 29/500
718/718 [==============================] - 1s 974us/step - loss: 0.4473 - accuracy: 0.7827
Epoch 30/500
718/718 [==============================] - 1s 937us/step - loss: 0.4461 - accuracy: 0.7835
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7843
Epoch 32/500
718/718 [==============================] - 1s 976us/step - loss: 0.4440 - accuracy: 0.7871
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7865
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7881
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4432 - accuracy: 0.7874
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7879
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4426 - accuracy: 0.7878
Epoch 38/500
718/718 [==============================] - 1s 965us/step - loss: 0.4413 - accuracy: 0.7880
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7887
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7895
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4413 - accuracy: 0.7880
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7906
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7881
Epoch 44/500
718/718 [==============================] - 1s 943us/step - loss: 0.4416 - accuracy: 0.7878
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7879
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7907
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7885
Epoch 48/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4406 - accuracy: 0.7888
Epoch 49/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4413 - accuracy: 0.7897
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7898: 0s - loss: 0.4402 - 
Epoch 51/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4402 - accuracy: 0.7879
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7879: 0s - loss: 0.4356 - accuracy
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7895
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7895: 0s - loss: 0.4380 - 
Epoch 55/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4403 - accuracy: 0.7896: 0s - loss: 0.4404 - accuracy: 0.78
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7899: 0s - loss: 0.4358 
Epoch 57/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7881
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7884
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7884
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7881: 0s -
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7892: 0s - loss: 0.4388 
Epoch 62/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4386 - accuracy: 0.7898
Epoch 63/500
718/718 [==============================] - ETA: 0s - loss: 0.4380 - accuracy: 0.79 - 1s 1ms/step - loss: 0.4380 - accuracy: 0.7903
Epoch 64/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4383 - accuracy: 0.7912
Epoch 65/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4378 - accuracy: 0.7939
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7895
Epoch 67/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4372 - accuracy: 0.7888
Epoch 68/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7890
Epoch 69/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4363 - accuracy: 0.7899
Epoch 70/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4370 - accuracy: 0.7919
Epoch 71/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4364 - accuracy: 0.7901
Epoch 72/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7894
Epoch 73/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4359 - accuracy: 0.7899: 0s - loss: 0.4361 - accuracy: 0.79
Epoch 74/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4355 - accuracy: 0.7925
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7915
Epoch 76/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4355 - accuracy: 0.7921
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7906
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7908
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7904: 0s - loss: 0.4243 - 
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7914: 0s - loss: 0.4392 - 
Epoch 81/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4347 - accuracy: 0.7899
Epoch 82/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4348 - accuracy: 0.7913
Epoch 83/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4344 - accuracy: 0.7931
Epoch 84/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4347 - accuracy: 0.7914
Epoch 85/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4350 - accuracy: 0.7917
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7911
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7898
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4351 - accuracy: 0.7915
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7895
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7910
Epoch 91/500
718/718 [==============================] - 1s 910us/step - loss: 0.4349 - accuracy: 0.7897
Epoch 92/500
718/718 [==============================] - 1s 929us/step - loss: 0.4342 - accuracy: 0.79480s - loss: 0.4
Epoch 93/500
718/718 [==============================] - 1s 932us/step - loss: 0.4349 - accuracy: 0.7895
Epoch 94/500
718/718 [==============================] - 1s 912us/step - loss: 0.4340 - accuracy: 0.7922
Epoch 95/500
718/718 [==============================] - 1s 892us/step - loss: 0.4346 - accuracy: 0.7905
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7915
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4343 - accuracy: 0.7929
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7944
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7923: 0s - loss: 0.437
Epoch 100/500
718/718 [==============================] - 1s 916us/step - loss: 0.4339 - accuracy: 0.7921
Epoch 101/500
718/718 [==============================] - 1s 971us/step - loss: 0.4338 - accuracy: 0.7944
Epoch 102/500
718/718 [==============================] - 1s 925us/step - loss: 0.4333 - accuracy: 0.7925
Epoch 103/500
718/718 [==============================] - 1s 910us/step - loss: 0.4335 - accuracy: 0.7912
Epoch 104/500
718/718 [==============================] - 1s 915us/step - loss: 0.4337 - accuracy: 0.7913
Epoch 105/500
718/718 [==============================] - 1s 932us/step - loss: 0.4327 - accuracy: 0.7910
Epoch 106/500
718/718 [==============================] - 1s 919us/step - loss: 0.4330 - accuracy: 0.7907
Epoch 107/500
718/718 [==============================] - 1s 905us/step - loss: 0.4323 - accuracy: 0.7925
Epoch 108/500
718/718 [==============================] - 1s 907us/step - loss: 0.4329 - accuracy: 0.7911
Epoch 109/500
718/718 [==============================] - 1s 974us/step - loss: 0.4333 - accuracy: 0.7948
Epoch 110/500
718/718 [==============================] - 1s 929us/step - loss: 0.4329 - accuracy: 0.7931
Epoch 111/500
718/718 [==============================] - 1s 904us/step - loss: 0.4325 - accuracy: 0.7942
Epoch 112/500
718/718 [==============================] - 1s 937us/step - loss: 0.4328 - accuracy: 0.7940
Epoch 113/500
718/718 [==============================] - 1s 884us/step - loss: 0.4322 - accuracy: 0.7928
Epoch 114/500
718/718 [==============================] - 1s 866us/step - loss: 0.4324 - accuracy: 0.7944
Epoch 115/500
718/718 [==============================] - 1s 908us/step - loss: 0.4327 - accuracy: 0.7922
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7970
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7957: 0s - loss: 0.4324 - accuracy: 
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7954: 0s - loss: 0.4333 - accuracy: 0.79
Epoch 119/500
718/718 [==============================] - 1s 946us/step - loss: 0.4324 - accuracy: 0.7936
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7930
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7953
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7946
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7942
Epoch 124/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7956
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7938
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7971
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7954
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7953
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7957
Epoch 130/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7962
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7926
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7951
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7962
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7970
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7957
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7959
Epoch 137/500
718/718 [==============================] - 1s 968us/step - loss: 0.4308 - accuracy: 0.7955
Epoch 138/500
718/718 [==============================] - 1s 896us/step - loss: 0.4308 - accuracy: 0.7949
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7951
Epoch 140/500
718/718 [==============================] - 1s 896us/step - loss: 0.4308 - accuracy: 0.7961
Epoch 141/500
718/718 [==============================] - 1s 965us/step - loss: 0.4305 - accuracy: 0.7959
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7978
Epoch 143/500
718/718 [==============================] - 1s 936us/step - loss: 0.4304 - accuracy: 0.7952
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7956
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7943: 0s - loss: 0.4312 - accuracy: 0.
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7963
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7957: 0s - loss: 0.4
Epoch 148/500
718/718 [==============================] - 1s 956us/step - loss: 0.4295 - accuracy: 0.7967
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7970: 0s - loss: 0.4321 - accuracy: 
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7970
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7969
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7972
Epoch 153/500
718/718 [==============================] - 1s 942us/step - loss: 0.4294 - accuracy: 0.7967
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7974: 0s - loss: 0.4298 - accuracy: 
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7969: 0s - loss: 0.4275 - accuracy: 0.79
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7991
Epoch 157/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.7974
Epoch 158/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4286 - accuracy: 0.7958
Epoch 159/500
718/718 [==============================] - 1s 997us/step - loss: 0.4288 - accuracy: 0.7972
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7995
Epoch 161/500
718/718 [==============================] - 1s 899us/step - loss: 0.4289 - accuracy: 0.7979
Epoch 162/500
718/718 [==============================] - 1s 860us/step - loss: 0.4282 - accuracy: 0.7958
Epoch 163/500
718/718 [==============================] - 1s 892us/step - loss: 0.4283 - accuracy: 0.7949
Epoch 164/500
718/718 [==============================] - 1s 870us/step - loss: 0.4283 - accuracy: 0.7969
Epoch 165/500
718/718 [==============================] - 1s 863us/step - loss: 0.4277 - accuracy: 0.8007
Epoch 166/500
718/718 [==============================] - 1s 872us/step - loss: 0.4280 - accuracy: 0.7979
Epoch 167/500
718/718 [==============================] - 1s 894us/step - loss: 0.4281 - accuracy: 0.7986
Epoch 168/500
718/718 [==============================] - 1s 859us/step - loss: 0.4280 - accuracy: 0.7976
Epoch 169/500
718/718 [==============================] - 1s 910us/step - loss: 0.4281 - accuracy: 0.8003
Epoch 170/500
718/718 [==============================] - 1s 871us/step - loss: 0.4271 - accuracy: 0.7980
Epoch 171/500
718/718 [==============================] - 1s 882us/step - loss: 0.4271 - accuracy: 0.7991
Epoch 172/500
718/718 [==============================] - 1s 958us/step - loss: 0.4280 - accuracy: 0.7982
Epoch 173/500
718/718 [==============================] - 1s 888us/step - loss: 0.4267 - accuracy: 0.7963
Epoch 174/500
718/718 [==============================] - 1s 890us/step - loss: 0.4270 - accuracy: 0.7987
Epoch 175/500
718/718 [==============================] - 1s 867us/step - loss: 0.4275 - accuracy: 0.7977
Epoch 176/500
718/718 [==============================] - 1s 873us/step - loss: 0.4270 - accuracy: 0.7997
Epoch 177/500
718/718 [==============================] - 1s 868us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 178/500
718/718 [==============================] - 1s 903us/step - loss: 0.4273 - accuracy: 0.7997
Epoch 179/500
718/718 [==============================] - 1s 853us/step - loss: 0.4272 - accuracy: 0.7995
Epoch 180/500
718/718 [==============================] - 1s 877us/step - loss: 0.4273 - accuracy: 0.7988
Epoch 181/500
718/718 [==============================] - 1s 854us/step - loss: 0.4273 - accuracy: 0.7983
Epoch 182/500
718/718 [==============================] - 1s 869us/step - loss: 0.4273 - accuracy: 0.7973
Epoch 183/500
718/718 [==============================] - 1s 868us/step - loss: 0.4266 - accuracy: 0.7982
Epoch 184/500
718/718 [==============================] - 1s 859us/step - loss: 0.4275 - accuracy: 0.7973
Epoch 185/500
718/718 [==============================] - 1s 868us/step - loss: 0.4268 - accuracy: 0.7997
Epoch 186/500
718/718 [==============================] - 1s 891us/step - loss: 0.4266 - accuracy: 0.7983
Epoch 187/500
718/718 [==============================] - 1s 882us/step - loss: 0.4268 - accuracy: 0.7996
Epoch 188/500
718/718 [==============================] - 1s 897us/step - loss: 0.4259 - accuracy: 0.7988
Epoch 189/500
718/718 [==============================] - 1s 855us/step - loss: 0.4264 - accuracy: 0.7987
Epoch 190/500
718/718 [==============================] - 1s 870us/step - loss: 0.4266 - accuracy: 0.7986
Epoch 191/500
718/718 [==============================] - 1s 874us/step - loss: 0.4257 - accuracy: 0.7981
Epoch 192/500
718/718 [==============================] - 1s 860us/step - loss: 0.4267 - accuracy: 0.7985
Epoch 193/500
718/718 [==============================] - 1s 866us/step - loss: 0.4262 - accuracy: 0.7985
Epoch 194/500
718/718 [==============================] - 1s 876us/step - loss: 0.4267 - accuracy: 0.79760s - loss: 0.4176 - 
Epoch 195/500
718/718 [==============================] - 1s 863us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 196/500
718/718 [==============================] - 1s 876us/step - loss: 0.4261 - accuracy: 0.7999
Epoch 197/500
718/718 [==============================] - 1s 859us/step - loss: 0.4260 - accuracy: 0.7996
Epoch 198/500
718/718 [==============================] - 1s 893us/step - loss: 0.4256 - accuracy: 0.7990
Epoch 199/500
718/718 [==============================] - 1s 869us/step - loss: 0.4267 - accuracy: 0.7997
Epoch 200/500
718/718 [==============================] - 1s 871us/step - loss: 0.4258 - accuracy: 0.7963
Epoch 201/500
718/718 [==============================] - 1s 871us/step - loss: 0.4257 - accuracy: 0.8011
Epoch 202/500
718/718 [==============================] - 1s 874us/step - loss: 0.4255 - accuracy: 0.7981
Epoch 203/500
718/718 [==============================] - 1s 879us/step - loss: 0.4260 - accuracy: 0.7976
Epoch 204/500
718/718 [==============================] - 1s 876us/step - loss: 0.4260 - accuracy: 0.8003
Epoch 205/500
718/718 [==============================] - 1s 871us/step - loss: 0.4253 - accuracy: 0.8010
Epoch 206/500
718/718 [==============================] - 1s 868us/step - loss: 0.4262 - accuracy: 0.7994
Epoch 207/500
718/718 [==============================] - 1s 876us/step - loss: 0.4257 - accuracy: 0.7966
Epoch 208/500
718/718 [==============================] - 1s 872us/step - loss: 0.4251 - accuracy: 0.7993
Epoch 209/500
718/718 [==============================] - 1s 856us/step - loss: 0.4253 - accuracy: 0.7997
Epoch 210/500
718/718 [==============================] - 1s 856us/step - loss: 0.4256 - accuracy: 0.7977
Epoch 211/500
718/718 [==============================] - 1s 859us/step - loss: 0.4252 - accuracy: 0.7990
Epoch 212/500
718/718 [==============================] - 1s 934us/step - loss: 0.4256 - accuracy: 0.8024
Epoch 213/500
718/718 [==============================] - 1s 868us/step - loss: 0.4250 - accuracy: 0.8008
Epoch 214/500
718/718 [==============================] - 1s 863us/step - loss: 0.4257 - accuracy: 0.8015
Epoch 215/500
718/718 [==============================] - 1s 873us/step - loss: 0.4251 - accuracy: 0.7989
Epoch 216/500
718/718 [==============================] - 1s 884us/step - loss: 0.4248 - accuracy: 0.7978
Epoch 217/500
718/718 [==============================] - 1s 883us/step - loss: 0.4254 - accuracy: 0.7984
Epoch 218/500
718/718 [==============================] - 1s 869us/step - loss: 0.4251 - accuracy: 0.7999
Epoch 219/500
718/718 [==============================] - 1s 973us/step - loss: 0.4253 - accuracy: 0.7976
Epoch 220/500
718/718 [==============================] - 1s 874us/step - loss: 0.4247 - accuracy: 0.8010
Epoch 221/500
718/718 [==============================] - 1s 870us/step - loss: 0.4256 - accuracy: 0.8018
Epoch 222/500
718/718 [==============================] - 1s 851us/step - loss: 0.4250 - accuracy: 0.7977
Epoch 223/500
718/718 [==============================] - 1s 864us/step - loss: 0.4248 - accuracy: 0.7985
Epoch 224/500
718/718 [==============================] - 1s 857us/step - loss: 0.4247 - accuracy: 0.7988
Epoch 225/500
718/718 [==============================] - 1s 921us/step - loss: 0.4252 - accuracy: 0.7996
Epoch 226/500
718/718 [==============================] - 1s 876us/step - loss: 0.4248 - accuracy: 0.8009
Epoch 227/500
718/718 [==============================] - 1s 862us/step - loss: 0.4246 - accuracy: 0.7984
Epoch 228/500
718/718 [==============================] - 1s 873us/step - loss: 0.4255 - accuracy: 0.7996
Epoch 229/500
718/718 [==============================] - 1s 864us/step - loss: 0.4250 - accuracy: 0.8018
Epoch 230/500
718/718 [==============================] - 1s 858us/step - loss: 0.4249 - accuracy: 0.8003
Epoch 231/500
718/718 [==============================] - 1s 870us/step - loss: 0.4243 - accuracy: 0.8001
Epoch 232/500
718/718 [==============================] - 1s 871us/step - loss: 0.4244 - accuracy: 0.8023
Epoch 233/500
718/718 [==============================] - 1s 861us/step - loss: 0.4249 - accuracy: 0.7990
Epoch 234/500
718/718 [==============================] - 1s 949us/step - loss: 0.4244 - accuracy: 0.7986
Epoch 235/500
718/718 [==============================] - 1s 914us/step - loss: 0.4249 - accuracy: 0.7991
Epoch 236/500
718/718 [==============================] - 1s 887us/step - loss: 0.4246 - accuracy: 0.7999
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8015
Epoch 238/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4244 - accuracy: 0.8003
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.8010
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.8017
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.7989
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8006
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.7996
Epoch 244/500
718/718 [==============================] - 1s 950us/step - loss: 0.4249 - accuracy: 0.7984
Epoch 245/500
718/718 [==============================] - 1s 911us/step - loss: 0.4242 - accuracy: 0.7983
Epoch 246/500
718/718 [==============================] - 1s 864us/step - loss: 0.4247 - accuracy: 0.7990
Epoch 247/500
718/718 [==============================] - 1s 898us/step - loss: 0.4241 - accuracy: 0.8023
Epoch 248/500
718/718 [==============================] - 1s 928us/step - loss: 0.4245 - accuracy: 0.8001
Epoch 249/500
718/718 [==============================] - 1s 919us/step - loss: 0.4247 - accuracy: 0.7987
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4244 - accuracy: 0.8004
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.7997: 0s - loss: 0.4232 - accuracy
Epoch 252/500
718/718 [==============================] - 1s 890us/step - loss: 0.4245 - accuracy: 0.8007
Epoch 253/500
718/718 [==============================] - 1s 867us/step - loss: 0.4248 - accuracy: 0.7991
Epoch 254/500
718/718 [==============================] - 1s 855us/step - loss: 0.4241 - accuracy: 0.8024
Epoch 255/500
718/718 [==============================] - 1s 875us/step - loss: 0.4241 - accuracy: 0.7991
Epoch 256/500
718/718 [==============================] - 1s 857us/step - loss: 0.4243 - accuracy: 0.7990
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4243 - accuracy: 0.8010
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.8018
Epoch 259/500
718/718 [==============================] - 1s 880us/step - loss: 0.4245 - accuracy: 0.7990
Epoch 260/500
718/718 [==============================] - 1s 858us/step - loss: 0.4239 - accuracy: 0.7993
Epoch 261/500
718/718 [==============================] - 1s 882us/step - loss: 0.4241 - accuracy: 0.7989
Epoch 262/500
718/718 [==============================] - 1s 875us/step - loss: 0.4232 - accuracy: 0.7993
Epoch 263/500
718/718 [==============================] - 1s 871us/step - loss: 0.4243 - accuracy: 0.7996
Epoch 264/500
718/718 [==============================] - 1s 882us/step - loss: 0.4244 - accuracy: 0.80090s - loss: 0.4123 - 
Epoch 265/500
718/718 [==============================] - 1s 892us/step - loss: 0.4244 - accuracy: 0.8005
Epoch 266/500
718/718 [==============================] - 1s 870us/step - loss: 0.4242 - accuracy: 0.7976
Epoch 267/500
718/718 [==============================] - 1s 876us/step - loss: 0.4244 - accuracy: 0.7987
Epoch 268/500
718/718 [==============================] - 1s 886us/step - loss: 0.4239 - accuracy: 0.7980
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.7989
Epoch 270/500
718/718 [==============================] - 1s 880us/step - loss: 0.4240 - accuracy: 0.8008
Epoch 271/500
718/718 [==============================] - 1s 864us/step - loss: 0.4243 - accuracy: 0.7992
Epoch 272/500
718/718 [==============================] - 1s 862us/step - loss: 0.4238 - accuracy: 0.8003
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.7976
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8001
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.7997
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8010
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.8003
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8001
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.8001: 0s - loss: 0.4133 
Epoch 280/500
718/718 [==============================] - 1s 929us/step - loss: 0.4238 - accuracy: 0.7978
Epoch 281/500
718/718 [==============================] - 1s 872us/step - loss: 0.4238 - accuracy: 0.7994
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8005
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4233 - accuracy: 0.8012
Epoch 284/500
718/718 [==============================] - 1s 989us/step - loss: 0.4238 - accuracy: 0.7999
Epoch 285/500
718/718 [==============================] - 1s 895us/step - loss: 0.4240 - accuracy: 0.8001
Epoch 286/500
718/718 [==============================] - 1s 879us/step - loss: 0.4244 - accuracy: 0.8014
Epoch 287/500
718/718 [==============================] - 1s 899us/step - loss: 0.4237 - accuracy: 0.7998
Epoch 288/500
718/718 [==============================] - 1s 889us/step - loss: 0.4243 - accuracy: 0.8006
Epoch 289/500
718/718 [==============================] - 1s 861us/step - loss: 0.4237 - accuracy: 0.79990s - loss: 0.4258 - accuracy: 
Epoch 290/500
718/718 [==============================] - 1s 877us/step - loss: 0.4237 - accuracy: 0.8000
Epoch 291/500
718/718 [==============================] - 1s 868us/step - loss: 0.4239 - accuracy: 0.8007
Epoch 292/500
718/718 [==============================] - 1s 881us/step - loss: 0.4234 - accuracy: 0.7992
Epoch 293/500
718/718 [==============================] - 1s 867us/step - loss: 0.4242 - accuracy: 0.8003
Epoch 294/500
718/718 [==============================] - 1s 859us/step - loss: 0.4242 - accuracy: 0.8012
Epoch 295/500
718/718 [==============================] - 1s 859us/step - loss: 0.4233 - accuracy: 0.8000
Epoch 296/500
718/718 [==============================] - 1s 903us/step - loss: 0.4240 - accuracy: 0.8007
Epoch 297/500
718/718 [==============================] - 1s 869us/step - loss: 0.4243 - accuracy: 0.7974
Epoch 298/500
718/718 [==============================] - 1s 881us/step - loss: 0.4235 - accuracy: 0.8027
Epoch 299/500
718/718 [==============================] - 1s 872us/step - loss: 0.4234 - accuracy: 0.8010
Epoch 300/500
718/718 [==============================] - 1s 866us/step - loss: 0.4238 - accuracy: 0.8009
Epoch 301/500
718/718 [==============================] - 1s 892us/step - loss: 0.4235 - accuracy: 0.8017
Epoch 302/500
718/718 [==============================] - 1s 864us/step - loss: 0.4238 - accuracy: 0.8009
Epoch 303/500
718/718 [==============================] - 1s 869us/step - loss: 0.4238 - accuracy: 0.7984
Epoch 304/500
718/718 [==============================] - 1s 899us/step - loss: 0.4240 - accuracy: 0.7990
Epoch 305/500
718/718 [==============================] - 1s 858us/step - loss: 0.4231 - accuracy: 0.7998
Epoch 306/500
718/718 [==============================] - 1s 892us/step - loss: 0.4238 - accuracy: 0.7979
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4244 - accuracy: 0.7988: 0s - loss: 0.4242 - accuracy: 0.
Epoch 308/500
718/718 [==============================] - 1s 898us/step - loss: 0.4237 - accuracy: 0.7983
Epoch 309/500
718/718 [==============================] - 1s 883us/step - loss: 0.4245 - accuracy: 0.7997
Epoch 310/500
718/718 [==============================] - 1s 879us/step - loss: 0.4239 - accuracy: 0.8003
Epoch 311/500
718/718 [==============================] - 1s 858us/step - loss: 0.4235 - accuracy: 0.7992
Epoch 312/500
718/718 [==============================] - 1s 872us/step - loss: 0.4235 - accuracy: 0.7995
Epoch 313/500
718/718 [==============================] - 1s 857us/step - loss: 0.4235 - accuracy: 0.8010
Epoch 314/500
718/718 [==============================] - 1s 852us/step - loss: 0.4235 - accuracy: 0.7980
Epoch 315/500
718/718 [==============================] - 1s 861us/step - loss: 0.4229 - accuracy: 0.8010
Epoch 316/500
718/718 [==============================] - 1s 847us/step - loss: 0.4233 - accuracy: 0.8007
Epoch 317/500
718/718 [==============================] - 1s 861us/step - loss: 0.4240 - accuracy: 0.7996
Epoch 318/500
718/718 [==============================] - 1s 875us/step - loss: 0.4230 - accuracy: 0.8003
Epoch 319/500
718/718 [==============================] - 1s 854us/step - loss: 0.4241 - accuracy: 0.8006
Epoch 320/500
718/718 [==============================] - 1s 857us/step - loss: 0.4231 - accuracy: 0.8020
Epoch 321/500
718/718 [==============================] - 1s 905us/step - loss: 0.4233 - accuracy: 0.8011
Epoch 322/500
718/718 [==============================] - 1s 847us/step - loss: 0.4232 - accuracy: 0.7999
Epoch 323/500
718/718 [==============================] - 1s 965us/step - loss: 0.4234 - accuracy: 0.8019
Epoch 324/500
718/718 [==============================] - 1s 871us/step - loss: 0.4233 - accuracy: 0.8003
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8016
Epoch 326/500
718/718 [==============================] - 1s 878us/step - loss: 0.4234 - accuracy: 0.7986
Epoch 327/500
718/718 [==============================] - 1s 849us/step - loss: 0.4233 - accuracy: 0.8003
Epoch 328/500
718/718 [==============================] - 1s 855us/step - loss: 0.4231 - accuracy: 0.7976
Epoch 329/500
718/718 [==============================] - 1s 858us/step - loss: 0.4240 - accuracy: 0.8022
Epoch 330/500
718/718 [==============================] - 1s 900us/step - loss: 0.4238 - accuracy: 0.8003
Epoch 331/500
718/718 [==============================] - 1s 932us/step - loss: 0.4236 - accuracy: 0.7983
Epoch 332/500
718/718 [==============================] - 1s 913us/step - loss: 0.4238 - accuracy: 0.7998
Epoch 333/500
718/718 [==============================] - 1s 895us/step - loss: 0.4234 - accuracy: 0.8013
Epoch 334/500
718/718 [==============================] - 1s 887us/step - loss: 0.4239 - accuracy: 0.8026
Epoch 335/500
718/718 [==============================] - 1s 883us/step - loss: 0.4228 - accuracy: 0.8004
Epoch 336/500
718/718 [==============================] - 1s 878us/step - loss: 0.4233 - accuracy: 0.8018
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.7992
Epoch 338/500
718/718 [==============================] - 1s 989us/step - loss: 0.4233 - accuracy: 0.8016
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.8003
Epoch 340/500
718/718 [==============================] - 1s 946us/step - loss: 0.4239 - accuracy: 0.8010
Epoch 341/500
718/718 [==============================] - 1s 994us/step - loss: 0.4231 - accuracy: 0.79770s - loss: 0.4206 - accuracy
Epoch 342/500
718/718 [==============================] - 1s 912us/step - loss: 0.4236 - accuracy: 0.8009
Epoch 343/500
718/718 [==============================] - 1s 893us/step - loss: 0.4238 - accuracy: 0.8010
Epoch 344/500
718/718 [==============================] - 1s 880us/step - loss: 0.4226 - accuracy: 0.8035
Epoch 345/500
718/718 [==============================] - 1s 880us/step - loss: 0.4239 - accuracy: 0.7999
Epoch 346/500
718/718 [==============================] - 1s 884us/step - loss: 0.4223 - accuracy: 0.8010
Epoch 347/500
718/718 [==============================] - 1s 886us/step - loss: 0.4239 - accuracy: 0.7984
Epoch 348/500
718/718 [==============================] - 1s 867us/step - loss: 0.4239 - accuracy: 0.8002
Epoch 349/500
718/718 [==============================] - 1s 945us/step - loss: 0.4235 - accuracy: 0.8003
Epoch 350/500
718/718 [==============================] - 1s 898us/step - loss: 0.4232 - accuracy: 0.8020
Epoch 351/500
718/718 [==============================] - 1s 870us/step - loss: 0.4235 - accuracy: 0.7983
Epoch 352/500
718/718 [==============================] - 1s 884us/step - loss: 0.4236 - accuracy: 0.8031
Epoch 353/500
718/718 [==============================] - 1s 876us/step - loss: 0.4238 - accuracy: 0.8016
Epoch 354/500
718/718 [==============================] - 1s 883us/step - loss: 0.4234 - accuracy: 0.7993
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8009
Epoch 356/500
718/718 [==============================] - 1s 934us/step - loss: 0.4231 - accuracy: 0.8009
Epoch 357/500
718/718 [==============================] - 1s 870us/step - loss: 0.4238 - accuracy: 0.7976
Epoch 358/500
718/718 [==============================] - 1s 889us/step - loss: 0.4237 - accuracy: 0.8002
Epoch 359/500
718/718 [==============================] - 1s 887us/step - loss: 0.4234 - accuracy: 0.8007
Epoch 360/500
718/718 [==============================] - 1s 873us/step - loss: 0.4235 - accuracy: 0.8012
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8010
Epoch 362/500
718/718 [==============================] - 1s 921us/step - loss: 0.4236 - accuracy: 0.8006
Epoch 363/500
718/718 [==============================] - 1s 883us/step - loss: 0.4237 - accuracy: 0.7989
Epoch 364/500
718/718 [==============================] - 1s 897us/step - loss: 0.4232 - accuracy: 0.8004
Epoch 365/500
718/718 [==============================] - 1s 927us/step - loss: 0.4235 - accuracy: 0.8007
Epoch 366/500
718/718 [==============================] - 1s 874us/step - loss: 0.4226 - accuracy: 0.7996
Epoch 367/500
718/718 [==============================] - 1s 870us/step - loss: 0.4237 - accuracy: 0.8002
Epoch 368/500
718/718 [==============================] - 1s 889us/step - loss: 0.4237 - accuracy: 0.7988
Epoch 369/500
718/718 [==============================] - 1s 879us/step - loss: 0.4234 - accuracy: 0.8013
Epoch 370/500
718/718 [==============================] - 1s 899us/step - loss: 0.4240 - accuracy: 0.8003
Epoch 371/500
718/718 [==============================] - 1s 871us/step - loss: 0.4233 - accuracy: 0.8010
Epoch 372/500
718/718 [==============================] - 1s 891us/step - loss: 0.4233 - accuracy: 0.8007
Epoch 373/500
718/718 [==============================] - 1s 886us/step - loss: 0.4234 - accuracy: 0.8003
Epoch 374/500
718/718 [==============================] - 1s 873us/step - loss: 0.4233 - accuracy: 0.7992
Epoch 375/500
718/718 [==============================] - 1s 874us/step - loss: 0.4232 - accuracy: 0.8025
Epoch 376/500
718/718 [==============================] - 1s 885us/step - loss: 0.4239 - accuracy: 0.8009
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8012
Epoch 378/500
718/718 [==============================] - 1s 887us/step - loss: 0.4234 - accuracy: 0.8001
Epoch 379/500
718/718 [==============================] - 1s 953us/step - loss: 0.4237 - accuracy: 0.8010
Epoch 380/500
718/718 [==============================] - 1s 875us/step - loss: 0.4237 - accuracy: 0.7999
Epoch 381/500
718/718 [==============================] - 1s 882us/step - loss: 0.4233 - accuracy: 0.8020
Epoch 382/500
718/718 [==============================] - 1s 893us/step - loss: 0.4236 - accuracy: 0.8000
Epoch 383/500
718/718 [==============================] - 1s 868us/step - loss: 0.4229 - accuracy: 0.8015
Epoch 384/500
718/718 [==============================] - 1s 906us/step - loss: 0.4233 - accuracy: 0.8006
Epoch 385/500
718/718 [==============================] - 1s 874us/step - loss: 0.4233 - accuracy: 0.8015
Epoch 386/500
718/718 [==============================] - 1s 871us/step - loss: 0.4238 - accuracy: 0.79970s - loss: 0.4255 - accuracy: 0.79
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.7990
Epoch 388/500
718/718 [==============================] - 1s 943us/step - loss: 0.4229 - accuracy: 0.8012
Epoch 389/500
718/718 [==============================] - 1s 878us/step - loss: 0.4238 - accuracy: 0.8010
Epoch 390/500
718/718 [==============================] - 1s 882us/step - loss: 0.4235 - accuracy: 0.7994
Epoch 391/500
718/718 [==============================] - 1s 874us/step - loss: 0.4233 - accuracy: 0.8003
Epoch 392/500
718/718 [==============================] - 1s 893us/step - loss: 0.4234 - accuracy: 0.8003
Epoch 393/500
718/718 [==============================] - 1s 886us/step - loss: 0.4235 - accuracy: 0.8001
Epoch 394/500
718/718 [==============================] - 1s 895us/step - loss: 0.4235 - accuracy: 0.8022
Epoch 395/500
718/718 [==============================] - 1s 871us/step - loss: 0.4235 - accuracy: 0.8012
Epoch 396/500
718/718 [==============================] - 1s 901us/step - loss: 0.4240 - accuracy: 0.8017
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.7995
Epoch 398/500
718/718 [==============================] - 1s 991us/step - loss: 0.4234 - accuracy: 0.8019
Epoch 399/500
718/718 [==============================] - 1s 916us/step - loss: 0.4231 - accuracy: 0.8014
Epoch 400/500
718/718 [==============================] - 1s 924us/step - loss: 0.4236 - accuracy: 0.8009
Epoch 401/500
718/718 [==============================] - 1s 912us/step - loss: 0.4230 - accuracy: 0.8001
Epoch 402/500
718/718 [==============================] - 1s 910us/step - loss: 0.4227 - accuracy: 0.8010
Epoch 403/500
718/718 [==============================] - 1s 910us/step - loss: 0.4231 - accuracy: 0.8010
Epoch 404/500
718/718 [==============================] - 1s 872us/step - loss: 0.4229 - accuracy: 0.8011
Epoch 405/500
718/718 [==============================] - 1s 909us/step - loss: 0.4241 - accuracy: 0.8018
Epoch 406/500
718/718 [==============================] - 1s 886us/step - loss: 0.4235 - accuracy: 0.8001
Epoch 407/500
718/718 [==============================] - 1s 906us/step - loss: 0.4236 - accuracy: 0.8003
Epoch 408/500
718/718 [==============================] - 1s 879us/step - loss: 0.4225 - accuracy: 0.7998
Epoch 409/500
718/718 [==============================] - 1s 889us/step - loss: 0.4236 - accuracy: 0.8006
Epoch 410/500
718/718 [==============================] - 1s 877us/step - loss: 0.4231 - accuracy: 0.7993
Epoch 411/500
718/718 [==============================] - 1s 974us/step - loss: 0.4231 - accuracy: 0.8005
Epoch 412/500
718/718 [==============================] - 1s 919us/step - loss: 0.4232 - accuracy: 0.8010
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8010
Epoch 414/500
718/718 [==============================] - 1s 973us/step - loss: 0.4232 - accuracy: 0.8014
Epoch 415/500
718/718 [==============================] - 1s 900us/step - loss: 0.4228 - accuracy: 0.8021
Epoch 416/500
718/718 [==============================] - 1s 945us/step - loss: 0.4235 - accuracy: 0.8016
Epoch 417/500
718/718 [==============================] - 1s 966us/step - loss: 0.4227 - accuracy: 0.7994
Epoch 418/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4238 - accuracy: 0.8018
Epoch 419/500
718/718 [==============================] - 1s 984us/step - loss: 0.4229 - accuracy: 0.7993
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.7989
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8004
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8002
Epoch 423/500
718/718 [==============================] - 1s 948us/step - loss: 0.4240 - accuracy: 0.7997
Epoch 424/500
718/718 [==============================] - 1s 884us/step - loss: 0.4221 - accuracy: 0.8014
Epoch 425/500
718/718 [==============================] - 1s 872us/step - loss: 0.4228 - accuracy: 0.8003
Epoch 426/500
718/718 [==============================] - 1s 980us/step - loss: 0.4232 - accuracy: 0.8009
Epoch 427/500
718/718 [==============================] - 1s 952us/step - loss: 0.4235 - accuracy: 0.7999
Epoch 428/500
718/718 [==============================] - 1s 909us/step - loss: 0.4233 - accuracy: 0.8019
Epoch 429/500
718/718 [==============================] - 1s 876us/step - loss: 0.4229 - accuracy: 0.8009
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.7984
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8003: 0s - loss: 0.4228 - accuracy: 
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.7997
Epoch 433/500
718/718 [==============================] - 1s 933us/step - loss: 0.4240 - accuracy: 0.7989
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.7994
Epoch 435/500
718/718 [==============================] - 1s 965us/step - loss: 0.4227 - accuracy: 0.8013
Epoch 436/500
718/718 [==============================] - 1s 907us/step - loss: 0.4232 - accuracy: 0.7996
Epoch 437/500
718/718 [==============================] - 1s 945us/step - loss: 0.4235 - accuracy: 0.7998
Epoch 438/500
718/718 [==============================] - 1s 883us/step - loss: 0.4228 - accuracy: 0.8005
Epoch 439/500
718/718 [==============================] - 1s 880us/step - loss: 0.4232 - accuracy: 0.8008
Epoch 440/500
718/718 [==============================] - 1s 907us/step - loss: 0.4233 - accuracy: 0.8003
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8025
Epoch 442/500
718/718 [==============================] - 1s 940us/step - loss: 0.4236 - accuracy: 0.8003
Epoch 443/500
718/718 [==============================] - 1s 888us/step - loss: 0.4230 - accuracy: 0.7997
Epoch 444/500
718/718 [==============================] - 1s 882us/step - loss: 0.4233 - accuracy: 0.8004
Epoch 445/500
718/718 [==============================] - 1s 998us/step - loss: 0.4232 - accuracy: 0.8018
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.7988
Epoch 447/500
718/718 [==============================] - 1s 924us/step - loss: 0.4230 - accuracy: 0.8006
Epoch 448/500
718/718 [==============================] - 1s 881us/step - loss: 0.4236 - accuracy: 0.8013
Epoch 449/500
718/718 [==============================] - 1s 902us/step - loss: 0.4231 - accuracy: 0.8003
Epoch 450/500
718/718 [==============================] - 1s 894us/step - loss: 0.4230 - accuracy: 0.8010
Epoch 451/500
718/718 [==============================] - 1s 869us/step - loss: 0.4237 - accuracy: 0.8015
Epoch 452/500
718/718 [==============================] - 1s 895us/step - loss: 0.4236 - accuracy: 0.8012
Epoch 453/500
718/718 [==============================] - 1s 872us/step - loss: 0.4230 - accuracy: 0.8000
Epoch 454/500
718/718 [==============================] - 1s 885us/step - loss: 0.4239 - accuracy: 0.7996
Epoch 455/500
718/718 [==============================] - 1s 897us/step - loss: 0.4224 - accuracy: 0.8017
Epoch 456/500
718/718 [==============================] - 1s 885us/step - loss: 0.4233 - accuracy: 0.7990
Epoch 457/500
718/718 [==============================] - 1s 903us/step - loss: 0.4231 - accuracy: 0.7988
Epoch 458/500
718/718 [==============================] - 1s 934us/step - loss: 0.4230 - accuracy: 0.7990
Epoch 459/500
718/718 [==============================] - 1s 900us/step - loss: 0.4232 - accuracy: 0.8006
Epoch 460/500
718/718 [==============================] - 1s 903us/step - loss: 0.4231 - accuracy: 0.8005
Epoch 461/500
718/718 [==============================] - 1s 904us/step - loss: 0.4232 - accuracy: 0.7989
Epoch 462/500
718/718 [==============================] - 1s 879us/step - loss: 0.4232 - accuracy: 0.8011
Epoch 463/500
718/718 [==============================] - 1s 906us/step - loss: 0.4229 - accuracy: 0.8015
Epoch 464/500
718/718 [==============================] - 1s 911us/step - loss: 0.4226 - accuracy: 0.8024
Epoch 465/500
718/718 [==============================] - 1s 897us/step - loss: 0.4230 - accuracy: 0.7999
Epoch 466/500
718/718 [==============================] - 1s 980us/step - loss: 0.4230 - accuracy: 0.8011
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.8007
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8008
Epoch 469/500
718/718 [==============================] - 1s 926us/step - loss: 0.4239 - accuracy: 0.79970s - loss: 0.4197 - accu
Epoch 470/500
718/718 [==============================] - 1s 895us/step - loss: 0.4231 - accuracy: 0.8017
Epoch 471/500
718/718 [==============================] - 1s 882us/step - loss: 0.4233 - accuracy: 0.7999
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7996
Epoch 473/500
718/718 [==============================] - 1s 920us/step - loss: 0.4227 - accuracy: 0.8007
Epoch 474/500
718/718 [==============================] - 1s 877us/step - loss: 0.4228 - accuracy: 0.8014
Epoch 475/500
718/718 [==============================] - 1s 892us/step - loss: 0.4231 - accuracy: 0.8010
Epoch 476/500
718/718 [==============================] - 1s 897us/step - loss: 0.4239 - accuracy: 0.7983
Epoch 477/500
718/718 [==============================] - 1s 887us/step - loss: 0.4231 - accuracy: 0.8015
Epoch 478/500
718/718 [==============================] - 1s 871us/step - loss: 0.4230 - accuracy: 0.8010
Epoch 479/500
718/718 [==============================] - 1s 882us/step - loss: 0.4228 - accuracy: 0.80080s - loss: 0.4249 - accuracy: 
Epoch 480/500
718/718 [==============================] - 1s 874us/step - loss: 0.4230 - accuracy: 0.7993
Epoch 481/500
718/718 [==============================] - 1s 883us/step - loss: 0.4233 - accuracy: 0.7999
Epoch 482/500
718/718 [==============================] - 1s 877us/step - loss: 0.4230 - accuracy: 0.7993
Epoch 483/500
718/718 [==============================] - 1s 876us/step - loss: 0.4229 - accuracy: 0.8020
Epoch 484/500
718/718 [==============================] - 1s 888us/step - loss: 0.4229 - accuracy: 0.8000
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.7992
Epoch 486/500
718/718 [==============================] - 1s 883us/step - loss: 0.4228 - accuracy: 0.8007
Epoch 487/500
718/718 [==============================] - 1s 906us/step - loss: 0.4228 - accuracy: 0.8010
Epoch 488/500
718/718 [==============================] - 1s 870us/step - loss: 0.4235 - accuracy: 0.8005
Epoch 489/500
718/718 [==============================] - 1s 917us/step - loss: 0.4226 - accuracy: 0.7983
Epoch 490/500
718/718 [==============================] - 1s 875us/step - loss: 0.4228 - accuracy: 0.8017
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.7990
Epoch 492/500
718/718 [==============================] - 1s 986us/step - loss: 0.4228 - accuracy: 0.8014
Epoch 493/500
718/718 [==============================] - 1s 909us/step - loss: 0.4229 - accuracy: 0.7997
Epoch 494/500
718/718 [==============================] - 1s 883us/step - loss: 0.4229 - accuracy: 0.8007
Epoch 495/500
718/718 [==============================] - 1s 874us/step - loss: 0.4230 - accuracy: 0.8004
Epoch 496/500
718/718 [==============================] - 1s 881us/step - loss: 0.4227 - accuracy: 0.8036
Epoch 497/500
718/718 [==============================] - 1s 876us/step - loss: 0.4230 - accuracy: 0.8010
Epoch 498/500
718/718 [==============================] - 1s 892us/step - loss: 0.4228 - accuracy: 0.8013
Epoch 499/500
718/718 [==============================] - 1s 884us/step - loss: 0.4233 - accuracy: 0.7998
Epoch 500/500
718/718 [==============================] - 1s 886us/step - loss: 0.4229 - accuracy: 0.8017
Epoch 1/500
718/718 [==============================] - 1s 963us/step - loss: 0.6393 - accuracy: 0.6620
Epoch 2/500
718/718 [==============================] - 1s 936us/step - loss: 0.5503 - accuracy: 0.7355
Epoch 3/500
718/718 [==============================] - 1s 929us/step - loss: 0.5257 - accuracy: 0.7460
Epoch 4/500
718/718 [==============================] - 1s 929us/step - loss: 0.5028 - accuracy: 0.7570
Epoch 5/500
718/718 [==============================] - 1s 939us/step - loss: 0.4865 - accuracy: 0.7613
Epoch 6/500
718/718 [==============================] - 1s 980us/step - loss: 0.4768 - accuracy: 0.7674
Epoch 7/500
718/718 [==============================] - 1s 884us/step - loss: 0.4706 - accuracy: 0.7702
Epoch 8/500
718/718 [==============================] - 1s 901us/step - loss: 0.4677 - accuracy: 0.7713
Epoch 9/500
718/718 [==============================] - 1s 865us/step - loss: 0.4653 - accuracy: 0.7702
Epoch 10/500
718/718 [==============================] - 1s 887us/step - loss: 0.4631 - accuracy: 0.7731
Epoch 11/500
718/718 [==============================] - 1s 872us/step - loss: 0.4616 - accuracy: 0.7728
Epoch 12/500
718/718 [==============================] - 1s 851us/step - loss: 0.4599 - accuracy: 0.7761
Epoch 13/500
718/718 [==============================] - 1s 861us/step - loss: 0.4586 - accuracy: 0.7749
Epoch 14/500
718/718 [==============================] - 1s 855us/step - loss: 0.4574 - accuracy: 0.7781
Epoch 15/500
718/718 [==============================] - 1s 874us/step - loss: 0.4565 - accuracy: 0.7780
Epoch 16/500
718/718 [==============================] - 1s 853us/step - loss: 0.4554 - accuracy: 0.7793
Epoch 17/500
718/718 [==============================] - 1s 882us/step - loss: 0.4555 - accuracy: 0.7812
Epoch 18/500
718/718 [==============================] - 1s 855us/step - loss: 0.4551 - accuracy: 0.7793
Epoch 19/500
718/718 [==============================] - 1s 851us/step - loss: 0.4547 - accuracy: 0.7797
Epoch 20/500
718/718 [==============================] - 1s 865us/step - loss: 0.4541 - accuracy: 0.7790
Epoch 21/500
718/718 [==============================] - 1s 872us/step - loss: 0.4535 - accuracy: 0.7804
Epoch 22/500
718/718 [==============================] - 1s 878us/step - loss: 0.4529 - accuracy: 0.7815
Epoch 23/500
718/718 [==============================] - 1s 866us/step - loss: 0.4514 - accuracy: 0.7819
Epoch 24/500
718/718 [==============================] - 1s 893us/step - loss: 0.4504 - accuracy: 0.7814
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7833
Epoch 26/500
718/718 [==============================] - 1s 967us/step - loss: 0.4487 - accuracy: 0.7838
Epoch 27/500
718/718 [==============================] - 1s 864us/step - loss: 0.4484 - accuracy: 0.7834
Epoch 28/500
718/718 [==============================] - 1s 867us/step - loss: 0.4479 - accuracy: 0.7846
Epoch 29/500
718/718 [==============================] - 1s 868us/step - loss: 0.4479 - accuracy: 0.7861
Epoch 30/500
718/718 [==============================] - 1s 872us/step - loss: 0.4473 - accuracy: 0.7838
Epoch 31/500
718/718 [==============================] - 1s 868us/step - loss: 0.4475 - accuracy: 0.7843
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7862
Epoch 33/500
718/718 [==============================] - 1s 990us/step - loss: 0.4463 - accuracy: 0.7856
Epoch 34/500
718/718 [==============================] - 1s 926us/step - loss: 0.4462 - accuracy: 0.7885
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7875
Epoch 36/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4453 - accuracy: 0.7865
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7884
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7868
Epoch 39/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4446 - accuracy: 0.7881
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4436 - accuracy: 0.7868
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7912
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7875
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4434 - accuracy: 0.7888: 0s - loss: 0.4414 - 
Epoch 44/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4437 - accuracy: 0.7886
Epoch 45/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4434 - accuracy: 0.7883
Epoch 46/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4430 - accuracy: 0.7898
Epoch 47/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4428 - accuracy: 0.7901
Epoch 48/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4425 - accuracy: 0.7897
Epoch 49/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7878
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7886
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7868
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7876
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7879
Epoch 54/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4412 - accuracy: 0.7913
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7895
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7915
Epoch 57/500
718/718 [==============================] - 1s 879us/step - loss: 0.4410 - accuracy: 0.7891
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7888
Epoch 59/500
718/718 [==============================] - 1s 924us/step - loss: 0.4411 - accuracy: 0.78840s - loss: 0.4341 - accu
Epoch 60/500
718/718 [==============================] - 1s 893us/step - loss: 0.4403 - accuracy: 0.7886
Epoch 61/500
718/718 [==============================] - 1s 888us/step - loss: 0.4403 - accuracy: 0.7868
Epoch 62/500
718/718 [==============================] - 1s 884us/step - loss: 0.4405 - accuracy: 0.7911
Epoch 63/500
718/718 [==============================] - 1s 882us/step - loss: 0.4407 - accuracy: 0.7909
Epoch 64/500
718/718 [==============================] - 1s 883us/step - loss: 0.4408 - accuracy: 0.7895
Epoch 65/500
718/718 [==============================] - 1s 896us/step - loss: 0.4408 - accuracy: 0.7925
Epoch 66/500
718/718 [==============================] - 1s 884us/step - loss: 0.4397 - accuracy: 0.7944
Epoch 67/500
718/718 [==============================] - 1s 914us/step - loss: 0.4409 - accuracy: 0.7880
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7915
Epoch 69/500
718/718 [==============================] - 1s 915us/step - loss: 0.4403 - accuracy: 0.7922
Epoch 70/500
718/718 [==============================] - 1s 894us/step - loss: 0.4402 - accuracy: 0.7926
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7918
Epoch 72/500
718/718 [==============================] - 1s 912us/step - loss: 0.4402 - accuracy: 0.7930
Epoch 73/500
718/718 [==============================] - 1s 918us/step - loss: 0.4403 - accuracy: 0.7921
Epoch 74/500
718/718 [==============================] - 1s 913us/step - loss: 0.4402 - accuracy: 0.7927
Epoch 75/500
718/718 [==============================] - 1s 899us/step - loss: 0.4402 - accuracy: 0.7907
Epoch 76/500
718/718 [==============================] - 1s 999us/step - loss: 0.4398 - accuracy: 0.7924
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7924
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7919
Epoch 79/500
718/718 [==============================] - 1s 929us/step - loss: 0.4404 - accuracy: 0.79000s - loss: 0.4416 - accu
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7922
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7928
Epoch 82/500
718/718 [==============================] - 1s 882us/step - loss: 0.4403 - accuracy: 0.7900
Epoch 83/500
718/718 [==============================] - 1s 885us/step - loss: 0.4400 - accuracy: 0.7916
Epoch 84/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4400 - accuracy: 0.7890: 0s
Epoch 85/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4403 - accuracy: 0.7919
Epoch 86/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4394 - accuracy: 0.7929
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7911
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7910
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7934
Epoch 90/500
718/718 [==============================] - 1s 986us/step - loss: 0.4404 - accuracy: 0.7908
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7912: 0s - loss: 0.4384 - accura
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7883: 0s - loss: 0.4367 - ac
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7938: 0s - loss: 0.4322 
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7906
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7919
Epoch 96/500
718/718 [==============================] - 1s 892us/step - loss: 0.4397 - accuracy: 0.7927
Epoch 97/500
718/718 [==============================] - 1s 981us/step - loss: 0.4398 - accuracy: 0.7915
Epoch 98/500
718/718 [==============================] - 1s 937us/step - loss: 0.4400 - accuracy: 0.7906
Epoch 99/500
718/718 [==============================] - 1s 901us/step - loss: 0.4399 - accuracy: 0.7905
Epoch 100/500
718/718 [==============================] - 1s 890us/step - loss: 0.4395 - accuracy: 0.7918
Epoch 101/500
718/718 [==============================] - 1s 878us/step - loss: 0.4398 - accuracy: 0.7929
Epoch 102/500
718/718 [==============================] - 1s 905us/step - loss: 0.4397 - accuracy: 0.7910
Epoch 103/500
718/718 [==============================] - 1s 880us/step - loss: 0.4398 - accuracy: 0.7928
Epoch 104/500
718/718 [==============================] - 1s 877us/step - loss: 0.4398 - accuracy: 0.7930
Epoch 105/500
718/718 [==============================] - 1s 895us/step - loss: 0.4401 - accuracy: 0.7913
Epoch 106/500
718/718 [==============================] - 1s 901us/step - loss: 0.4393 - accuracy: 0.7906
Epoch 107/500
718/718 [==============================] - 1s 883us/step - loss: 0.4393 - accuracy: 0.7954
Epoch 108/500
718/718 [==============================] - 1s 872us/step - loss: 0.4399 - accuracy: 0.7922
Epoch 109/500
718/718 [==============================] - 1s 883us/step - loss: 0.4400 - accuracy: 0.7922
Epoch 110/500
718/718 [==============================] - 1s 882us/step - loss: 0.4400 - accuracy: 0.7932
Epoch 111/500
718/718 [==============================] - 1s 914us/step - loss: 0.4395 - accuracy: 0.7926
Epoch 112/500
718/718 [==============================] - 1s 875us/step - loss: 0.4397 - accuracy: 0.7914
Epoch 113/500
718/718 [==============================] - 1s 893us/step - loss: 0.4399 - accuracy: 0.7925
Epoch 114/500
718/718 [==============================] - 1s 884us/step - loss: 0.4395 - accuracy: 0.79200s - loss: 0.4441 - accuracy: 
Epoch 115/500
718/718 [==============================] - 1s 873us/step - loss: 0.4392 - accuracy: 0.7918
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7915
Epoch 117/500
718/718 [==============================] - 1s 963us/step - loss: 0.4396 - accuracy: 0.7918
Epoch 118/500
718/718 [==============================] - 1s 897us/step - loss: 0.4397 - accuracy: 0.7908
Epoch 119/500
718/718 [==============================] - 1s 886us/step - loss: 0.4402 - accuracy: 0.7910
Epoch 120/500
718/718 [==============================] - 1s 883us/step - loss: 0.4398 - accuracy: 0.7923
Epoch 121/500
718/718 [==============================] - 1s 880us/step - loss: 0.4394 - accuracy: 0.7914
Epoch 122/500
718/718 [==============================] - 1s 903us/step - loss: 0.4398 - accuracy: 0.7921
Epoch 123/500
718/718 [==============================] - 1s 868us/step - loss: 0.4395 - accuracy: 0.7922
Epoch 124/500
718/718 [==============================] - 1s 873us/step - loss: 0.4396 - accuracy: 0.7908
Epoch 125/500
718/718 [==============================] - 1s 871us/step - loss: 0.4389 - accuracy: 0.7931
Epoch 126/500
718/718 [==============================] - 1s 883us/step - loss: 0.4399 - accuracy: 0.7898
Epoch 127/500
718/718 [==============================] - 1s 895us/step - loss: 0.4399 - accuracy: 0.7912
Epoch 128/500
718/718 [==============================] - 1s 886us/step - loss: 0.4391 - accuracy: 0.7917
Epoch 129/500
718/718 [==============================] - 1s 872us/step - loss: 0.4394 - accuracy: 0.7935
Epoch 130/500
718/718 [==============================] - 1s 965us/step - loss: 0.4393 - accuracy: 0.7917
Epoch 131/500
718/718 [==============================] - 1s 874us/step - loss: 0.4396 - accuracy: 0.7919
Epoch 132/500
718/718 [==============================] - 1s 942us/step - loss: 0.4396 - accuracy: 0.7928
Epoch 133/500
718/718 [==============================] - 1s 880us/step - loss: 0.4395 - accuracy: 0.79030s - loss: 0.4402 - accuracy: 0.
Epoch 134/500
718/718 [==============================] - 1s 883us/step - loss: 0.4388 - accuracy: 0.7916
Epoch 135/500
718/718 [==============================] - 1s 878us/step - loss: 0.4392 - accuracy: 0.7909
Epoch 136/500
718/718 [==============================] - 1s 888us/step - loss: 0.4390 - accuracy: 0.7909
Epoch 137/500
718/718 [==============================] - 1s 966us/step - loss: 0.4394 - accuracy: 0.7910
Epoch 138/500
718/718 [==============================] - 1s 953us/step - loss: 0.4390 - accuracy: 0.7949
Epoch 139/500
718/718 [==============================] - 1s 910us/step - loss: 0.4390 - accuracy: 0.7909
Epoch 140/500
718/718 [==============================] - 1s 891us/step - loss: 0.4389 - accuracy: 0.7908
Epoch 141/500
718/718 [==============================] - 1s 872us/step - loss: 0.4394 - accuracy: 0.7916
Epoch 142/500
718/718 [==============================] - 1s 861us/step - loss: 0.4392 - accuracy: 0.7910
Epoch 143/500
718/718 [==============================] - 1s 863us/step - loss: 0.4380 - accuracy: 0.7936
Epoch 144/500
718/718 [==============================] - 1s 863us/step - loss: 0.4390 - accuracy: 0.7915
Epoch 145/500
718/718 [==============================] - 1s 869us/step - loss: 0.4394 - accuracy: 0.7910
Epoch 146/500
718/718 [==============================] - 1s 857us/step - loss: 0.4389 - accuracy: 0.7925
Epoch 147/500
718/718 [==============================] - 1s 869us/step - loss: 0.4388 - accuracy: 0.7908
Epoch 148/500
718/718 [==============================] - 1s 870us/step - loss: 0.4387 - accuracy: 0.7917
Epoch 149/500
718/718 [==============================] - 1s 859us/step - loss: 0.4388 - accuracy: 0.7922
Epoch 150/500
718/718 [==============================] - 1s 872us/step - loss: 0.4387 - accuracy: 0.7921
Epoch 151/500
718/718 [==============================] - 1s 853us/step - loss: 0.4384 - accuracy: 0.7935
Epoch 152/500
718/718 [==============================] - 1s 884us/step - loss: 0.4386 - accuracy: 0.7895
Epoch 153/500
718/718 [==============================] - 1s 900us/step - loss: 0.4386 - accuracy: 0.7913
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7926
Epoch 155/500
718/718 [==============================] - 1s 948us/step - loss: 0.4385 - accuracy: 0.7921
Epoch 156/500
718/718 [==============================] - 1s 941us/step - loss: 0.4382 - accuracy: 0.7933
Epoch 157/500
718/718 [==============================] - 1s 878us/step - loss: 0.4390 - accuracy: 0.7909
Epoch 158/500
718/718 [==============================] - 1s 886us/step - loss: 0.4388 - accuracy: 0.7915
Epoch 159/500
718/718 [==============================] - 1s 882us/step - loss: 0.4382 - accuracy: 0.7942
Epoch 160/500
718/718 [==============================] - 1s 873us/step - loss: 0.4386 - accuracy: 0.7924
Epoch 161/500
718/718 [==============================] - 1s 872us/step - loss: 0.4385 - accuracy: 0.7921
Epoch 162/500
718/718 [==============================] - 1s 909us/step - loss: 0.4388 - accuracy: 0.7908
Epoch 163/500
718/718 [==============================] - 1s 874us/step - loss: 0.4385 - accuracy: 0.7926
Epoch 164/500
718/718 [==============================] - 1s 882us/step - loss: 0.4384 - accuracy: 0.7915
Epoch 165/500
718/718 [==============================] - 1s 886us/step - loss: 0.4387 - accuracy: 0.7918
Epoch 166/500
718/718 [==============================] - 1s 870us/step - loss: 0.4388 - accuracy: 0.7917
Epoch 167/500
718/718 [==============================] - 1s 899us/step - loss: 0.4383 - accuracy: 0.79300s - loss: 0.4307 - accura
Epoch 168/500
718/718 [==============================] - 1s 866us/step - loss: 0.4382 - accuracy: 0.7920
Epoch 169/500
718/718 [==============================] - 1s 888us/step - loss: 0.4379 - accuracy: 0.7921
Epoch 170/500
718/718 [==============================] - 1s 884us/step - loss: 0.4380 - accuracy: 0.7922
Epoch 171/500
718/718 [==============================] - 1s 879us/step - loss: 0.4383 - accuracy: 0.7922
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7916
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7936
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7922
Epoch 175/500
718/718 [==============================] - 1s 918us/step - loss: 0.4383 - accuracy: 0.7918
Epoch 176/500
718/718 [==============================] - 1s 892us/step - loss: 0.4382 - accuracy: 0.7898
Epoch 177/500
718/718 [==============================] - 1s 892us/step - loss: 0.4384 - accuracy: 0.7915
Epoch 178/500
718/718 [==============================] - 1s 881us/step - loss: 0.4382 - accuracy: 0.7929
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4379 - accuracy: 0.7939
Epoch 180/500
718/718 [==============================] - 1s 925us/step - loss: 0.4382 - accuracy: 0.7920
Epoch 181/500
718/718 [==============================] - 1s 869us/step - loss: 0.4375 - accuracy: 0.7942
Epoch 182/500
718/718 [==============================] - 1s 967us/step - loss: 0.4380 - accuracy: 0.7943
Epoch 183/500
718/718 [==============================] - 1s 988us/step - loss: 0.4380 - accuracy: 0.7931
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4382 - accuracy: 0.7935
Epoch 185/500
718/718 [==============================] - 1s 874us/step - loss: 0.4379 - accuracy: 0.7911
Epoch 186/500
718/718 [==============================] - 1s 894us/step - loss: 0.4381 - accuracy: 0.7941
Epoch 187/500
718/718 [==============================] - 1s 881us/step - loss: 0.4373 - accuracy: 0.7929
Epoch 188/500
718/718 [==============================] - 1s 873us/step - loss: 0.4375 - accuracy: 0.79260s - loss: 0.4377 - accuracy: 
Epoch 189/500
718/718 [==============================] - 1s 872us/step - loss: 0.4378 - accuracy: 0.7903
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4376 - accuracy: 0.7931
Epoch 191/500
718/718 [==============================] - 1s 920us/step - loss: 0.4378 - accuracy: 0.7918
Epoch 192/500
718/718 [==============================] - 1s 899us/step - loss: 0.4372 - accuracy: 0.7943
Epoch 193/500
718/718 [==============================] - 1s 879us/step - loss: 0.4370 - accuracy: 0.7922
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7933
Epoch 195/500
718/718 [==============================] - 1s 935us/step - loss: 0.4369 - accuracy: 0.7930
Epoch 196/500
718/718 [==============================] - 1s 877us/step - loss: 0.4361 - accuracy: 0.7935
Epoch 197/500
718/718 [==============================] - 1s 894us/step - loss: 0.4364 - accuracy: 0.7933
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7962
Epoch 199/500
718/718 [==============================] - 1s 933us/step - loss: 0.4363 - accuracy: 0.7952
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7915
Epoch 201/500
718/718 [==============================] - 1s 980us/step - loss: 0.4361 - accuracy: 0.7930
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7937: 0s - loss: 0.4328 - accuracy:  - ETA: 0s - loss: 0.4338 - accu
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4349 - accuracy: 0.7938
Epoch 204/500
718/718 [==============================] - 1s 987us/step - loss: 0.4353 - accuracy: 0.7942
Epoch 205/500
718/718 [==============================] - 1s 943us/step - loss: 0.4349 - accuracy: 0.7921
Epoch 206/500
718/718 [==============================] - 1s 882us/step - loss: 0.4348 - accuracy: 0.7920
Epoch 207/500
718/718 [==============================] - 1s 958us/step - loss: 0.4346 - accuracy: 0.7939
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7922
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7931
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7923
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.7936
Epoch 212/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4338 - accuracy: 0.7912
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7926
Epoch 214/500
718/718 [==============================] - 1s 970us/step - loss: 0.4338 - accuracy: 0.7941
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7931
Epoch 216/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4332 - accuracy: 0.7939
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7940: 0s - loss: 0.4316 - accuracy: 
Epoch 218/500
718/718 [==============================] - 1s 986us/step - loss: 0.4333 - accuracy: 0.7936
Epoch 219/500
718/718 [==============================] - 1s 931us/step - loss: 0.4326 - accuracy: 0.7940
Epoch 220/500
718/718 [==============================] - 1s 878us/step - loss: 0.4337 - accuracy: 0.7931
Epoch 221/500
718/718 [==============================] - 1s 862us/step - loss: 0.4330 - accuracy: 0.7959
Epoch 222/500
718/718 [==============================] - 1s 864us/step - loss: 0.4327 - accuracy: 0.7946
Epoch 223/500
718/718 [==============================] - 1s 861us/step - loss: 0.4330 - accuracy: 0.7942
Epoch 224/500
718/718 [==============================] - 1s 874us/step - loss: 0.4328 - accuracy: 0.7949
Epoch 225/500
718/718 [==============================] - 1s 850us/step - loss: 0.4326 - accuracy: 0.7968
Epoch 226/500
718/718 [==============================] - 1s 856us/step - loss: 0.4328 - accuracy: 0.7929
Epoch 227/500
718/718 [==============================] - 1s 869us/step - loss: 0.4331 - accuracy: 0.7953
Epoch 228/500
718/718 [==============================] - 1s 856us/step - loss: 0.4328 - accuracy: 0.7943
Epoch 229/500
718/718 [==============================] - 1s 847us/step - loss: 0.4326 - accuracy: 0.7949
Epoch 230/500
718/718 [==============================] - 1s 939us/step - loss: 0.4328 - accuracy: 0.7937
Epoch 231/500
718/718 [==============================] - 1s 941us/step - loss: 0.4323 - accuracy: 0.7941
Epoch 232/500
718/718 [==============================] - 1s 865us/step - loss: 0.4327 - accuracy: 0.7930
Epoch 233/500
718/718 [==============================] - 1s 878us/step - loss: 0.4325 - accuracy: 0.7947
Epoch 234/500
718/718 [==============================] - 1s 898us/step - loss: 0.4317 - accuracy: 0.7963
Epoch 235/500
718/718 [==============================] - 1s 882us/step - loss: 0.4329 - accuracy: 0.7934
Epoch 236/500
718/718 [==============================] - 1s 864us/step - loss: 0.4324 - accuracy: 0.7939
Epoch 237/500
718/718 [==============================] - 1s 991us/step - loss: 0.4325 - accuracy: 0.7951
Epoch 238/500
718/718 [==============================] - 1s 879us/step - loss: 0.4322 - accuracy: 0.7954
Epoch 239/500
718/718 [==============================] - 1s 860us/step - loss: 0.4322 - accuracy: 0.7949
Epoch 240/500
718/718 [==============================] - 1s 885us/step - loss: 0.4322 - accuracy: 0.7962
Epoch 241/500
718/718 [==============================] - 1s 879us/step - loss: 0.4318 - accuracy: 0.7929
Epoch 242/500
718/718 [==============================] - 1s 867us/step - loss: 0.4323 - accuracy: 0.7965
Epoch 243/500
718/718 [==============================] - 1s 877us/step - loss: 0.4331 - accuracy: 0.7924
Epoch 244/500
718/718 [==============================] - 1s 869us/step - loss: 0.4317 - accuracy: 0.7961
Epoch 245/500
718/718 [==============================] - 1s 879us/step - loss: 0.4325 - accuracy: 0.7942
Epoch 246/500
718/718 [==============================] - 1s 874us/step - loss: 0.4320 - accuracy: 0.79760s - loss: 0.4289 - accu
Epoch 247/500
718/718 [==============================] - 1s 898us/step - loss: 0.4328 - accuracy: 0.7963
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7939
Epoch 249/500
718/718 [==============================] - 1s 916us/step - loss: 0.4323 - accuracy: 0.7955
Epoch 250/500
718/718 [==============================] - 1s 877us/step - loss: 0.4321 - accuracy: 0.7974
Epoch 251/500
718/718 [==============================] - 1s 863us/step - loss: 0.4328 - accuracy: 0.7947
Epoch 252/500
718/718 [==============================] - 1s 879us/step - loss: 0.4322 - accuracy: 0.7941
Epoch 253/500
718/718 [==============================] - 1s 857us/step - loss: 0.4323 - accuracy: 0.7960
Epoch 254/500
718/718 [==============================] - 1s 867us/step - loss: 0.4325 - accuracy: 0.7954
Epoch 255/500
718/718 [==============================] - 1s 869us/step - loss: 0.4322 - accuracy: 0.7981
Epoch 256/500
718/718 [==============================] - 1s 855us/step - loss: 0.4321 - accuracy: 0.7953
Epoch 257/500
718/718 [==============================] - 1s 871us/step - loss: 0.4324 - accuracy: 0.7933
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7954
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7956
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7939
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7962
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7952
Epoch 263/500
718/718 [==============================] - 1s 993us/step - loss: 0.4321 - accuracy: 0.7966
Epoch 264/500
718/718 [==============================] - 1s 945us/step - loss: 0.4325 - accuracy: 0.7942
Epoch 265/500
718/718 [==============================] - 1s 879us/step - loss: 0.4325 - accuracy: 0.7942
Epoch 266/500
718/718 [==============================] - 1s 902us/step - loss: 0.4324 - accuracy: 0.7938
Epoch 267/500
718/718 [==============================] - 1s 980us/step - loss: 0.4318 - accuracy: 0.7963
Epoch 268/500
718/718 [==============================] - 1s 955us/step - loss: 0.4320 - accuracy: 0.7954
Epoch 269/500
718/718 [==============================] - 1s 963us/step - loss: 0.4321 - accuracy: 0.7947
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7944
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7949
Epoch 272/500
718/718 [==============================] - 1s 885us/step - loss: 0.4317 - accuracy: 0.7950
Epoch 273/500
718/718 [==============================] - 1s 889us/step - loss: 0.4310 - accuracy: 0.7957
Epoch 274/500
718/718 [==============================] - 1s 967us/step - loss: 0.4316 - accuracy: 0.7965
Epoch 275/500
718/718 [==============================] - 1s 936us/step - loss: 0.4306 - accuracy: 0.7978
Epoch 276/500
718/718 [==============================] - 1s 900us/step - loss: 0.4309 - accuracy: 0.7946
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7941
Epoch 278/500
718/718 [==============================] - 1s 894us/step - loss: 0.4309 - accuracy: 0.7978
Epoch 279/500
718/718 [==============================] - 1s 921us/step - loss: 0.4308 - accuracy: 0.7963
Epoch 280/500
718/718 [==============================] - 1s 867us/step - loss: 0.4314 - accuracy: 0.7961
Epoch 281/500
718/718 [==============================] - 1s 867us/step - loss: 0.4309 - accuracy: 0.7966
Epoch 282/500
718/718 [==============================] - 1s 876us/step - loss: 0.4312 - accuracy: 0.7969
Epoch 283/500
718/718 [==============================] - 1s 858us/step - loss: 0.4306 - accuracy: 0.7963
Epoch 284/500
718/718 [==============================] - 1s 869us/step - loss: 0.4307 - accuracy: 0.7951
Epoch 285/500
718/718 [==============================] - 1s 861us/step - loss: 0.4312 - accuracy: 0.7962
Epoch 286/500
718/718 [==============================] - 1s 860us/step - loss: 0.4304 - accuracy: 0.7987
Epoch 287/500
718/718 [==============================] - 1s 877us/step - loss: 0.4307 - accuracy: 0.7971
Epoch 288/500
718/718 [==============================] - 1s 858us/step - loss: 0.4307 - accuracy: 0.7969
Epoch 289/500
718/718 [==============================] - 1s 940us/step - loss: 0.4309 - accuracy: 0.7965
Epoch 290/500
718/718 [==============================] - 1s 864us/step - loss: 0.4311 - accuracy: 0.7955
Epoch 291/500
718/718 [==============================] - 1s 868us/step - loss: 0.4312 - accuracy: 0.7988
Epoch 292/500
718/718 [==============================] - 1s 870us/step - loss: 0.4310 - accuracy: 0.7942
Epoch 293/500
718/718 [==============================] - 1s 865us/step - loss: 0.4309 - accuracy: 0.7969
Epoch 294/500
718/718 [==============================] - 1s 860us/step - loss: 0.4306 - accuracy: 0.7973
Epoch 295/500
718/718 [==============================] - 1s 868us/step - loss: 0.4304 - accuracy: 0.7961
Epoch 296/500
718/718 [==============================] - 1s 876us/step - loss: 0.4308 - accuracy: 0.7960
Epoch 297/500
718/718 [==============================] - 1s 892us/step - loss: 0.4309 - accuracy: 0.7967
Epoch 298/500
718/718 [==============================] - 1s 887us/step - loss: 0.4302 - accuracy: 0.7961
Epoch 299/500
718/718 [==============================] - 1s 855us/step - loss: 0.4303 - accuracy: 0.7969
Epoch 300/500
718/718 [==============================] - 1s 883us/step - loss: 0.4308 - accuracy: 0.7974
Epoch 301/500
718/718 [==============================] - 1s 866us/step - loss: 0.4302 - accuracy: 0.7958
Epoch 302/500
718/718 [==============================] - 1s 857us/step - loss: 0.4306 - accuracy: 0.7963
Epoch 303/500
718/718 [==============================] - 1s 868us/step - loss: 0.4304 - accuracy: 0.7979
Epoch 304/500
718/718 [==============================] - 1s 898us/step - loss: 0.4301 - accuracy: 0.7961
Epoch 305/500
718/718 [==============================] - 1s 857us/step - loss: 0.4306 - accuracy: 0.7950
Epoch 306/500
718/718 [==============================] - 1s 870us/step - loss: 0.4305 - accuracy: 0.7968
Epoch 307/500
718/718 [==============================] - 1s 859us/step - loss: 0.4303 - accuracy: 0.7976
Epoch 308/500
718/718 [==============================] - 1s 886us/step - loss: 0.4308 - accuracy: 0.7970
Epoch 309/500
718/718 [==============================] - 1s 865us/step - loss: 0.4306 - accuracy: 0.7969
Epoch 310/500
718/718 [==============================] - 1s 871us/step - loss: 0.4301 - accuracy: 0.7975
Epoch 311/500
718/718 [==============================] - 1s 870us/step - loss: 0.4307 - accuracy: 0.7979
Epoch 312/500
718/718 [==============================] - 1s 872us/step - loss: 0.4303 - accuracy: 0.7959
Epoch 313/500
718/718 [==============================] - 1s 852us/step - loss: 0.4307 - accuracy: 0.7980
Epoch 314/500
718/718 [==============================] - 1s 875us/step - loss: 0.4302 - accuracy: 0.7958
Epoch 315/500
718/718 [==============================] - 1s 862us/step - loss: 0.4300 - accuracy: 0.7974
Epoch 316/500
718/718 [==============================] - 1s 882us/step - loss: 0.4304 - accuracy: 0.7972
Epoch 317/500
718/718 [==============================] - 1s 866us/step - loss: 0.4307 - accuracy: 0.7984
Epoch 318/500
718/718 [==============================] - 1s 870us/step - loss: 0.4298 - accuracy: 0.7970
Epoch 319/500
718/718 [==============================] - 1s 865us/step - loss: 0.4305 - accuracy: 0.7961
Epoch 320/500
718/718 [==============================] - 1s 873us/step - loss: 0.4297 - accuracy: 0.7976
Epoch 321/500
718/718 [==============================] - 1s 859us/step - loss: 0.4303 - accuracy: 0.7963
Epoch 322/500
718/718 [==============================] - 1s 865us/step - loss: 0.4308 - accuracy: 0.7985
Epoch 323/500
718/718 [==============================] - 1s 862us/step - loss: 0.4303 - accuracy: 0.7983
Epoch 324/500
718/718 [==============================] - 1s 858us/step - loss: 0.4304 - accuracy: 0.7971
Epoch 325/500
718/718 [==============================] - 1s 863us/step - loss: 0.4301 - accuracy: 0.7984
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7976
Epoch 327/500
718/718 [==============================] - 1s 944us/step - loss: 0.4297 - accuracy: 0.7974
Epoch 328/500
718/718 [==============================] - 1s 892us/step - loss: 0.4298 - accuracy: 0.7983
Epoch 329/500
718/718 [==============================] - 1s 955us/step - loss: 0.4300 - accuracy: 0.7977
Epoch 330/500
718/718 [==============================] - 1s 878us/step - loss: 0.4298 - accuracy: 0.7963
Epoch 331/500
718/718 [==============================] - 1s 895us/step - loss: 0.4306 - accuracy: 0.79640s - loss: 0.4334 - accuracy
Epoch 332/500
718/718 [==============================] - 1s 885us/step - loss: 0.4302 - accuracy: 0.7967
Epoch 333/500
718/718 [==============================] - 1s 870us/step - loss: 0.4303 - accuracy: 0.7972
Epoch 334/500
718/718 [==============================] - 1s 884us/step - loss: 0.4302 - accuracy: 0.7973
Epoch 335/500
718/718 [==============================] - 1s 890us/step - loss: 0.4306 - accuracy: 0.7972
Epoch 336/500
718/718 [==============================] - 1s 867us/step - loss: 0.4296 - accuracy: 0.7958
Epoch 337/500
718/718 [==============================] - 1s 877us/step - loss: 0.4301 - accuracy: 0.7946
Epoch 338/500
718/718 [==============================] - 1s 851us/step - loss: 0.4307 - accuracy: 0.7982
Epoch 339/500
718/718 [==============================] - 1s 884us/step - loss: 0.4297 - accuracy: 0.7968
Epoch 340/500
718/718 [==============================] - 1s 861us/step - loss: 0.4296 - accuracy: 0.7956
Epoch 341/500
718/718 [==============================] - 1s 862us/step - loss: 0.4300 - accuracy: 0.7971
Epoch 342/500
718/718 [==============================] - 1s 868us/step - loss: 0.4298 - accuracy: 0.7968
Epoch 343/500
718/718 [==============================] - 1s 857us/step - loss: 0.4294 - accuracy: 0.7952
Epoch 344/500
718/718 [==============================] - 1s 872us/step - loss: 0.4302 - accuracy: 0.7962
Epoch 345/500
718/718 [==============================] - 1s 883us/step - loss: 0.4301 - accuracy: 0.7957
Epoch 346/500
718/718 [==============================] - 1s 867us/step - loss: 0.4305 - accuracy: 0.7949
Epoch 347/500
718/718 [==============================] - 1s 865us/step - loss: 0.4301 - accuracy: 0.7976
Epoch 348/500
718/718 [==============================] - 1s 865us/step - loss: 0.4299 - accuracy: 0.7940
Epoch 349/500
718/718 [==============================] - 1s 861us/step - loss: 0.4298 - accuracy: 0.7963
Epoch 350/500
718/718 [==============================] - 1s 943us/step - loss: 0.4301 - accuracy: 0.7951
Epoch 351/500
718/718 [==============================] - 1s 880us/step - loss: 0.4300 - accuracy: 0.7965
Epoch 352/500
718/718 [==============================] - 1s 858us/step - loss: 0.4297 - accuracy: 0.7972
Epoch 353/500
718/718 [==============================] - 1s 875us/step - loss: 0.4305 - accuracy: 0.7949
Epoch 354/500
718/718 [==============================] - 1s 855us/step - loss: 0.4297 - accuracy: 0.7969
Epoch 355/500
718/718 [==============================] - 1s 887us/step - loss: 0.4297 - accuracy: 0.7975
Epoch 356/500
718/718 [==============================] - 1s 866us/step - loss: 0.4301 - accuracy: 0.7977
Epoch 357/500
718/718 [==============================] - 1s 879us/step - loss: 0.4295 - accuracy: 0.7969
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7962
Epoch 359/500
718/718 [==============================] - 1s 933us/step - loss: 0.4294 - accuracy: 0.7978
Epoch 360/500
718/718 [==============================] - 1s 892us/step - loss: 0.4297 - accuracy: 0.7977
Epoch 361/500
718/718 [==============================] - 1s 893us/step - loss: 0.4300 - accuracy: 0.7959
Epoch 362/500
718/718 [==============================] - 1s 881us/step - loss: 0.4303 - accuracy: 0.7958
Epoch 363/500
718/718 [==============================] - 1s 890us/step - loss: 0.4301 - accuracy: 0.7959
Epoch 364/500
718/718 [==============================] - 1s 886us/step - loss: 0.4300 - accuracy: 0.7963
Epoch 365/500
718/718 [==============================] - 1s 885us/step - loss: 0.4300 - accuracy: 0.7971
Epoch 366/500
718/718 [==============================] - 1s 881us/step - loss: 0.4293 - accuracy: 0.7983
Epoch 367/500
718/718 [==============================] - 1s 891us/step - loss: 0.4297 - accuracy: 0.7971
Epoch 368/500
718/718 [==============================] - 1s 879us/step - loss: 0.4298 - accuracy: 0.7957
Epoch 369/500
718/718 [==============================] - 1s 881us/step - loss: 0.4302 - accuracy: 0.7977
Epoch 370/500
718/718 [==============================] - 1s 892us/step - loss: 0.4299 - accuracy: 0.7969
Epoch 371/500
718/718 [==============================] - 1s 901us/step - loss: 0.4293 - accuracy: 0.7956
Epoch 372/500
718/718 [==============================] - 1s 900us/step - loss: 0.4293 - accuracy: 0.7971
Epoch 373/500
718/718 [==============================] - 1s 935us/step - loss: 0.4294 - accuracy: 0.7964
Epoch 374/500
718/718 [==============================] - 1s 883us/step - loss: 0.4299 - accuracy: 0.7974
Epoch 375/500
718/718 [==============================] - 1s 897us/step - loss: 0.4301 - accuracy: 0.7963
Epoch 376/500
718/718 [==============================] - 1s 904us/step - loss: 0.4292 - accuracy: 0.7968
Epoch 377/500
718/718 [==============================] - 1s 918us/step - loss: 0.4298 - accuracy: 0.7968
Epoch 378/500
718/718 [==============================] - 1s 982us/step - loss: 0.4296 - accuracy: 0.79690s - loss: 0.4341 - accuracy: 
Epoch 379/500
718/718 [==============================] - 1s 898us/step - loss: 0.4291 - accuracy: 0.79530s - loss: 0.4287 - ac
Epoch 380/500
718/718 [==============================] - 1s 863us/step - loss: 0.4299 - accuracy: 0.7956
Epoch 381/500
718/718 [==============================] - 1s 873us/step - loss: 0.4296 - accuracy: 0.7969
Epoch 382/500
718/718 [==============================] - 1s 869us/step - loss: 0.4299 - accuracy: 0.7977
Epoch 383/500
718/718 [==============================] - 1s 861us/step - loss: 0.4294 - accuracy: 0.7978
Epoch 384/500
718/718 [==============================] - 1s 864us/step - loss: 0.4293 - accuracy: 0.7959
Epoch 385/500
718/718 [==============================] - 1s 863us/step - loss: 0.4297 - accuracy: 0.7979
Epoch 386/500
718/718 [==============================] - 1s 899us/step - loss: 0.4303 - accuracy: 0.7951
Epoch 387/500
718/718 [==============================] - 1s 896us/step - loss: 0.4296 - accuracy: 0.7966
Epoch 388/500
718/718 [==============================] - 1s 872us/step - loss: 0.4296 - accuracy: 0.7982
Epoch 389/500
718/718 [==============================] - 1s 866us/step - loss: 0.4299 - accuracy: 0.7964
Epoch 390/500
718/718 [==============================] - 1s 869us/step - loss: 0.4299 - accuracy: 0.7942
Epoch 391/500
718/718 [==============================] - 1s 879us/step - loss: 0.4295 - accuracy: 0.7970
Epoch 392/500
718/718 [==============================] - 1s 901us/step - loss: 0.4292 - accuracy: 0.7975
Epoch 393/500
718/718 [==============================] - 1s 869us/step - loss: 0.4297 - accuracy: 0.7970
Epoch 394/500
718/718 [==============================] - 1s 911us/step - loss: 0.4297 - accuracy: 0.7966
Epoch 395/500
718/718 [==============================] - 1s 888us/step - loss: 0.4285 - accuracy: 0.7991
Epoch 396/500
718/718 [==============================] - 1s 878us/step - loss: 0.4301 - accuracy: 0.7983
Epoch 397/500
718/718 [==============================] - 1s 881us/step - loss: 0.4299 - accuracy: 0.7962
Epoch 398/500
718/718 [==============================] - 1s 971us/step - loss: 0.4289 - accuracy: 0.7975
Epoch 399/500
718/718 [==============================] - 1s 964us/step - loss: 0.4299 - accuracy: 0.7994
Epoch 400/500
718/718 [==============================] - 1s 925us/step - loss: 0.4287 - accuracy: 0.7942
Epoch 401/500
718/718 [==============================] - 1s 882us/step - loss: 0.4294 - accuracy: 0.7979
Epoch 402/500
718/718 [==============================] - 1s 901us/step - loss: 0.4298 - accuracy: 0.7963
Epoch 403/500
718/718 [==============================] - 1s 883us/step - loss: 0.4293 - accuracy: 0.7973
Epoch 404/500
718/718 [==============================] - 1s 887us/step - loss: 0.4298 - accuracy: 0.7962
Epoch 405/500
718/718 [==============================] - 1s 874us/step - loss: 0.4289 - accuracy: 0.7959
Epoch 406/500
718/718 [==============================] - 1s 889us/step - loss: 0.4296 - accuracy: 0.7990
Epoch 407/500
718/718 [==============================] - 1s 878us/step - loss: 0.4290 - accuracy: 0.7965
Epoch 408/500
718/718 [==============================] - 1s 881us/step - loss: 0.4295 - accuracy: 0.7977
Epoch 409/500
718/718 [==============================] - 1s 885us/step - loss: 0.4299 - accuracy: 0.7964
Epoch 410/500
718/718 [==============================] - 1s 873us/step - loss: 0.4294 - accuracy: 0.7949
Epoch 411/500
718/718 [==============================] - 1s 935us/step - loss: 0.4295 - accuracy: 0.7980
Epoch 412/500
718/718 [==============================] - 1s 886us/step - loss: 0.4298 - accuracy: 0.7982
Epoch 413/500
718/718 [==============================] - 1s 896us/step - loss: 0.4297 - accuracy: 0.7956
Epoch 414/500
718/718 [==============================] - 1s 869us/step - loss: 0.4295 - accuracy: 0.7975
Epoch 415/500
718/718 [==============================] - 1s 872us/step - loss: 0.4290 - accuracy: 0.7974
Epoch 416/500
718/718 [==============================] - 1s 921us/step - loss: 0.4292 - accuracy: 0.7957
Epoch 417/500
718/718 [==============================] - 1s 901us/step - loss: 0.4292 - accuracy: 0.7966
Epoch 418/500
718/718 [==============================] - 1s 891us/step - loss: 0.4298 - accuracy: 0.7969
Epoch 419/500
718/718 [==============================] - 1s 883us/step - loss: 0.4293 - accuracy: 0.7967
Epoch 420/500
718/718 [==============================] - 1s 899us/step - loss: 0.4297 - accuracy: 0.7994
Epoch 421/500
718/718 [==============================] - 1s 871us/step - loss: 0.4291 - accuracy: 0.7964
Epoch 422/500
718/718 [==============================] - 1s 929us/step - loss: 0.4297 - accuracy: 0.7959
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7990
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7968
Epoch 425/500
718/718 [==============================] - 1s 921us/step - loss: 0.4292 - accuracy: 0.7958
Epoch 426/500
718/718 [==============================] - 1s 951us/step - loss: 0.4296 - accuracy: 0.7959
Epoch 427/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.7975
Epoch 428/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4293 - accuracy: 0.7975
Epoch 429/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4290 - accuracy: 0.7996
Epoch 430/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4296 - accuracy: 0.8006
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7976
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7969
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7981
Epoch 434/500
718/718 [==============================] - 1s 891us/step - loss: 0.4292 - accuracy: 0.7978
Epoch 435/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4296 - accuracy: 0.7976: 0s - loss: 0.4322 - ac
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8003
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7988
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7990
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7999
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7963
Epoch 441/500
718/718 [==============================] - 1s 945us/step - loss: 0.4293 - accuracy: 0.7975
Epoch 442/500
718/718 [==============================] - 1s 892us/step - loss: 0.4290 - accuracy: 0.7966
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7976
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7979
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7988
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7996
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7978
Epoch 448/500
718/718 [==============================] - 1s 899us/step - loss: 0.4289 - accuracy: 0.7981
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7975
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7987: 0s - loss:
Epoch 451/500
718/718 [==============================] - 1s 979us/step - loss: 0.4290 - accuracy: 0.8002
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8008
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7971
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8008
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7999
Epoch 456/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7979
Epoch 457/500
718/718 [==============================] - 1s 936us/step - loss: 0.4298 - accuracy: 0.7979
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7984
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7996
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7991
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7963: 0s - loss: 0.4304 - 
Epoch 462/500
718/718 [==============================] - 1s 974us/step - loss: 0.4286 - accuracy: 0.7981
Epoch 463/500
718/718 [==============================] - 1s 938us/step - loss: 0.4293 - accuracy: 0.7976
Epoch 464/500
718/718 [==============================] - 1s 931us/step - loss: 0.4292 - accuracy: 0.7993
Epoch 465/500
718/718 [==============================] - 1s 945us/step - loss: 0.4292 - accuracy: 0.7989
Epoch 466/500
718/718 [==============================] - 1s 929us/step - loss: 0.4289 - accuracy: 0.7977
Epoch 467/500
718/718 [==============================] - 1s 924us/step - loss: 0.4292 - accuracy: 0.7992
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8000
Epoch 469/500
718/718 [==============================] - 1s 961us/step - loss: 0.4292 - accuracy: 0.7978
Epoch 470/500
718/718 [==============================] - 1s 941us/step - loss: 0.4299 - accuracy: 0.7983
Epoch 471/500
718/718 [==============================] - 1s 930us/step - loss: 0.4288 - accuracy: 0.7991
Epoch 472/500
718/718 [==============================] - 1s 948us/step - loss: 0.4289 - accuracy: 0.7990
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8001
Epoch 474/500
718/718 [==============================] - 1s 946us/step - loss: 0.4282 - accuracy: 0.7992
Epoch 475/500
718/718 [==============================] - 1s 920us/step - loss: 0.4292 - accuracy: 0.7976
Epoch 476/500
718/718 [==============================] - 1s 907us/step - loss: 0.4293 - accuracy: 0.79760s - loss: 0.4289 - accuracy: 0.79
Epoch 477/500
718/718 [==============================] - 1s 911us/step - loss: 0.4295 - accuracy: 0.7984
Epoch 478/500
718/718 [==============================] - 1s 924us/step - loss: 0.4281 - accuracy: 0.8020
Epoch 479/500
718/718 [==============================] - 1s 904us/step - loss: 0.4296 - accuracy: 0.8001
Epoch 480/500
718/718 [==============================] - 1s 910us/step - loss: 0.4289 - accuracy: 0.7984
Epoch 481/500
718/718 [==============================] - 1s 932us/step - loss: 0.4290 - accuracy: 0.7984
Epoch 482/500
718/718 [==============================] - 1s 939us/step - loss: 0.4291 - accuracy: 0.7996
Epoch 483/500
718/718 [==============================] - 1s 907us/step - loss: 0.4288 - accuracy: 0.79920s - loss: 0.4308 - ac
Epoch 484/500
718/718 [==============================] - 1s 928us/step - loss: 0.4290 - accuracy: 0.7974
Epoch 485/500
718/718 [==============================] - 1s 922us/step - loss: 0.4288 - accuracy: 0.7979
Epoch 486/500
718/718 [==============================] - 1s 915us/step - loss: 0.4291 - accuracy: 0.7976
Epoch 487/500
718/718 [==============================] - 1s 903us/step - loss: 0.4289 - accuracy: 0.8009
Epoch 488/500
718/718 [==============================] - 1s 937us/step - loss: 0.4288 - accuracy: 0.7987
Epoch 489/500
718/718 [==============================] - 1s 923us/step - loss: 0.4296 - accuracy: 0.7976
Epoch 490/500
718/718 [==============================] - 1s 893us/step - loss: 0.4291 - accuracy: 0.7988
Epoch 491/500
718/718 [==============================] - 1s 914us/step - loss: 0.4285 - accuracy: 0.7994
Epoch 492/500
718/718 [==============================] - 1s 911us/step - loss: 0.4290 - accuracy: 0.7983
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7974
Epoch 494/500
718/718 [==============================] - 1s 959us/step - loss: 0.4292 - accuracy: 0.8003
Epoch 495/500
718/718 [==============================] - 1s 939us/step - loss: 0.4288 - accuracy: 0.7992
Epoch 496/500
718/718 [==============================] - 1s 915us/step - loss: 0.4290 - accuracy: 0.7972
Epoch 497/500
718/718 [==============================] - 1s 930us/step - loss: 0.4290 - accuracy: 0.8006
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.7971
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7999
Epoch 500/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7983
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6357 - accuracy: 0.6397
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5565 - accuracy: 0.7325
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5160 - accuracy: 0.7537
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4885 - accuracy: 0.7628: 0s - loss: 0.4924 - ac
Epoch 5/500
718/718 [==============================] - 1s 995us/step - loss: 0.4772 - accuracy: 0.7685
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4713 - accuracy: 0.7690
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4672 - accuracy: 0.7709
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7717
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4633 - accuracy: 0.7739
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4621 - accuracy: 0.7740
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4622 - accuracy: 0.7739
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4615 - accuracy: 0.7747
Epoch 13/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4610 - accuracy: 0.7745
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4603 - accuracy: 0.7757
Epoch 15/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4606 - accuracy: 0.7737
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4596 - accuracy: 0.7754: 0s - loss: 0.459
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7746
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7749
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7752
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7745
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7749
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4595 - accuracy: 0.7759
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4599 - accuracy: 0.7782
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4590 - accuracy: 0.7752
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7768
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7773
Epoch 27/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4588 - accuracy: 0.7752
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7766: 0s - loss: 0.453
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7755
Epoch 30/500
718/718 [==============================] - 1s 963us/step - loss: 0.4583 - accuracy: 0.7785
Epoch 31/500
718/718 [==============================] - 1s 990us/step - loss: 0.4582 - accuracy: 0.7739
Epoch 32/500
718/718 [==============================] - 1s 959us/step - loss: 0.4578 - accuracy: 0.7770
Epoch 33/500
718/718 [==============================] - 1s 990us/step - loss: 0.4582 - accuracy: 0.7755
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7771
Epoch 35/500
718/718 [==============================] - 1s 992us/step - loss: 0.4582 - accuracy: 0.7763
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7758
Epoch 37/500
718/718 [==============================] - 1s 993us/step - loss: 0.4581 - accuracy: 0.7737
Epoch 38/500
718/718 [==============================] - 1s 998us/step - loss: 0.4580 - accuracy: 0.7773
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7756
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7759
Epoch 41/500
718/718 [==============================] - 1s 997us/step - loss: 0.4580 - accuracy: 0.7780
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4580 - accuracy: 0.7742
Epoch 43/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4572 - accuracy: 0.7772
Epoch 44/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4579 - accuracy: 0.7731
Epoch 45/500
718/718 [==============================] - 1s 957us/step - loss: 0.4576 - accuracy: 0.77650s - loss: 0.4583 - accuracy: 
Epoch 46/500
718/718 [==============================] - 1s 864us/step - loss: 0.4579 - accuracy: 0.7772
Epoch 47/500
718/718 [==============================] - 1s 877us/step - loss: 0.4569 - accuracy: 0.7757
Epoch 48/500
718/718 [==============================] - 1s 856us/step - loss: 0.4579 - accuracy: 0.7772
Epoch 49/500
718/718 [==============================] - 1s 865us/step - loss: 0.4582 - accuracy: 0.7746
Epoch 50/500
718/718 [==============================] - 1s 849us/step - loss: 0.4573 - accuracy: 0.7776
Epoch 51/500
718/718 [==============================] - 1s 857us/step - loss: 0.4574 - accuracy: 0.7795
Epoch 52/500
718/718 [==============================] - 1s 872us/step - loss: 0.4572 - accuracy: 0.7761
Epoch 53/500
718/718 [==============================] - 1s 918us/step - loss: 0.4574 - accuracy: 0.77440s - loss: 0.4592  - ETA: 0s - loss: 0.4574 - accuracy: 0.77
Epoch 54/500
718/718 [==============================] - 1s 868us/step - loss: 0.4568 - accuracy: 0.7799
Epoch 55/500
718/718 [==============================] - 1s 865us/step - loss: 0.4575 - accuracy: 0.7765
Epoch 56/500
718/718 [==============================] - 1s 842us/step - loss: 0.4572 - accuracy: 0.7761
Epoch 57/500
718/718 [==============================] - 1s 884us/step - loss: 0.4576 - accuracy: 0.7767
Epoch 58/500
718/718 [==============================] - 1s 867us/step - loss: 0.4572 - accuracy: 0.7782
Epoch 59/500
718/718 [==============================] - 1s 874us/step - loss: 0.4569 - accuracy: 0.7765
Epoch 60/500
718/718 [==============================] - 1s 862us/step - loss: 0.4572 - accuracy: 0.7762
Epoch 61/500
718/718 [==============================] - 1s 853us/step - loss: 0.4568 - accuracy: 0.7763
Epoch 62/500
718/718 [==============================] - 1s 878us/step - loss: 0.4569 - accuracy: 0.7773
Epoch 63/500
718/718 [==============================] - 1s 874us/step - loss: 0.4569 - accuracy: 0.7744
Epoch 64/500
718/718 [==============================] - 1s 874us/step - loss: 0.4570 - accuracy: 0.7739
Epoch 65/500
718/718 [==============================] - 1s 849us/step - loss: 0.4566 - accuracy: 0.7753
Epoch 66/500
718/718 [==============================] - 1s 843us/step - loss: 0.4569 - accuracy: 0.7758
Epoch 67/500
718/718 [==============================] - 1s 879us/step - loss: 0.4569 - accuracy: 0.7768
Epoch 68/500
718/718 [==============================] - 1s 855us/step - loss: 0.4566 - accuracy: 0.77340s - loss: 0.4552 - accu
Epoch 69/500
718/718 [==============================] - 1s 849us/step - loss: 0.4569 - accuracy: 0.7780
Epoch 70/500
718/718 [==============================] - 1s 867us/step - loss: 0.4567 - accuracy: 0.7774
Epoch 71/500
718/718 [==============================] - 1s 895us/step - loss: 0.4569 - accuracy: 0.7782
Epoch 72/500
718/718 [==============================] - 1s 939us/step - loss: 0.4568 - accuracy: 0.7760
Epoch 73/500
718/718 [==============================] - 1s 977us/step - loss: 0.4566 - accuracy: 0.7773
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7759
Epoch 75/500
718/718 [==============================] - 1s 883us/step - loss: 0.4567 - accuracy: 0.7783
Epoch 76/500
718/718 [==============================] - 1s 867us/step - loss: 0.4568 - accuracy: 0.7750
Epoch 77/500
718/718 [==============================] - 1s 871us/step - loss: 0.4564 - accuracy: 0.7777
Epoch 78/500
718/718 [==============================] - 1s 844us/step - loss: 0.4568 - accuracy: 0.7765
Epoch 79/500
718/718 [==============================] - 1s 872us/step - loss: 0.4567 - accuracy: 0.7759
Epoch 80/500
718/718 [==============================] - 1s 847us/step - loss: 0.4564 - accuracy: 0.7754
Epoch 81/500
718/718 [==============================] - 1s 872us/step - loss: 0.4566 - accuracy: 0.7786
Epoch 82/500
718/718 [==============================] - 1s 872us/step - loss: 0.4566 - accuracy: 0.7805
Epoch 83/500
718/718 [==============================] - 1s 851us/step - loss: 0.4565 - accuracy: 0.7774
Epoch 84/500
718/718 [==============================] - 1s 855us/step - loss: 0.4565 - accuracy: 0.7771
Epoch 85/500
718/718 [==============================] - 1s 869us/step - loss: 0.4557 - accuracy: 0.7788
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4559 - accuracy: 0.7771
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7776
Epoch 88/500
718/718 [==============================] - 1s 959us/step - loss: 0.4560 - accuracy: 0.7805
Epoch 89/500
718/718 [==============================] - 1s 888us/step - loss: 0.4561 - accuracy: 0.7790
Epoch 90/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4562 - accuracy: 0.7783
Epoch 91/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4559 - accuracy: 0.7781
Epoch 92/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4559 - accuracy: 0.7773
Epoch 93/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4555 - accuracy: 0.7785
Epoch 94/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7774
Epoch 95/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7761
Epoch 96/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7765
Epoch 97/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7756
Epoch 98/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4558 - accuracy: 0.7793
Epoch 99/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7798
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7792
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7806
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7764
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7790
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7814
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7808
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7781: 0s - loss: 0.4543 
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7767
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7785: 0s - loss: 0.4544 - accuracy: 0.77
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7767
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7769
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7785
Epoch 112/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4545 - accuracy: 0.7773
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7785
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7779
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7782
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7791
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7800
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7802: 0s - loss:
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7780
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7779: 0s - loss: 0.4
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7793
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7792
Epoch 123/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4541 - accuracy: 0.7778
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7773
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7800
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7796: 0s - loss: 0.4529 - accuracy - ETA: 0s - loss: 0.4559 - accu
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4541 - accuracy: 0.7785
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7776
Epoch 129/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4541 - accuracy: 0.7772
Epoch 130/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4531 - accuracy: 0.7783
Epoch 131/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4536 - accuracy: 0.7769
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7797
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7800
Epoch 134/500
718/718 [==============================] - 1s 976us/step - loss: 0.4531 - accuracy: 0.7807
Epoch 135/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4536 - accuracy: 0.7779
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7799
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4535 - accuracy: 0.7778
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7795: 0s - loss: 0.4512 - accu
Epoch 139/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4535 - accuracy: 0.7801: 0s - loss: 0.4454 - 
Epoch 140/500
718/718 [==============================] - 1s 970us/step - loss: 0.4535 - accuracy: 0.7803
Epoch 141/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4532 - accuracy: 0.7792
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7800
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7781
Epoch 144/500
718/718 [==============================] - 1s 991us/step - loss: 0.4535 - accuracy: 0.7777
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7785
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7797
Epoch 147/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4534 - accuracy: 0.7772
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7791
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7810
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7796
Epoch 151/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4534 - accuracy: 0.7805
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7780
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7781
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7791
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7802
Epoch 156/500
718/718 [==============================] - 1s 990us/step - loss: 0.4534 - accuracy: 0.7806
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7777
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7799
Epoch 159/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7790
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7800
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7786
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7779
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7792
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7776
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7785
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7782
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7807
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4522 - accuracy: 0.7792
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7793: 0s - loss: 0.4429 - accura
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7780
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7790
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7808
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7786
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7796
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7796
Epoch 176/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4523 - accuracy: 0.7774s - loss: 0.452
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7801
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7801
Epoch 179/500
718/718 [==============================] - 1s 978us/step - loss: 0.4517 - accuracy: 0.7783
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7782
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4521 - accuracy: 0.7766
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7798: 0s - loss: 0.4536 - accura
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7773
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7797
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7805
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7803
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7772
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7810: 0s - loss: 0.4512 - accuracy: 0.78
Epoch 189/500
718/718 [==============================] - 1s 990us/step - loss: 0.4516 - accuracy: 0.7785
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7796
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7778
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7814
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7806
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7783
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7793
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7802
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7800
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4508 - accuracy: 0.7802
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7806
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7800
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7803
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7803
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7804
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7786
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7790
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7803
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7786: 0s - loss: 0.443
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7788
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7779
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7800
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7793
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7798
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7803
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7784
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7782
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7793
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7779
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7781
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7777
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7811
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7784
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7802
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7769: 0s - loss: 0.4474 
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7795
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7797
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7772
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7800
Epoch 228/500
718/718 [==============================] - 1s 985us/step - loss: 0.4497 - accuracy: 0.7792
Epoch 229/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4503 - accuracy: 0.7774
Epoch 230/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7791
Epoch 231/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7782
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7809
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7786: 0s - loss: 0.4476 - accuracy: 0. - ETA: 0s - loss: 0.4497 - accuracy: 0.
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7820: 0s - loss: 0.4538 - 
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7793
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7778
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7791
Epoch 238/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7810
Epoch 239/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7799
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7799
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7764
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7793
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7802
Epoch 244/500
718/718 [==============================] - 1s 993us/step - loss: 0.4500 - accuracy: 0.7810
Epoch 245/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4496 - accuracy: 0.7800
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7800
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7809: 0s - loss: 0.4477 - accuracy
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7798
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7792
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7800
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7786
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7788
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7779
Epoch 254/500
718/718 [==============================] - 1s 986us/step - loss: 0.4496 - accuracy: 0.77930s - loss: 0.4491 - 
Epoch 255/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7800
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7794
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7802: 0s - loss: 0.4483 - accuracy: 0.78
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7793
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7798
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7776
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7817
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7801
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7795
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7804
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7799
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7807
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7800
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7777
Epoch 269/500
718/718 [==============================] - 1s 982us/step - loss: 0.4497 - accuracy: 0.7779
Epoch 270/500
718/718 [==============================] - 1s 946us/step - loss: 0.4499 - accuracy: 0.7814
Epoch 271/500
718/718 [==============================] - 1s 969us/step - loss: 0.4498 - accuracy: 0.7800
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7793
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7807
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7814
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7816
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7779
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7791
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7792
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7796
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7779
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7786
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7802
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7780
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7792
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7777
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7773
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7786
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7789
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7820
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7783
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7773
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7816
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7800
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7781
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7783
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7815: 0s - loss: 0.4500 - accuracy: 0.
Epoch 297/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4499 - accuracy: 0.7789
Epoch 298/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7815
Epoch 299/500
718/718 [==============================] - 1s 984us/step - loss: 0.4499 - accuracy: 0.7814
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7795
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7811
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7792
Epoch 303/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4497 - accuracy: 0.7774
Epoch 304/500
718/718 [==============================] - 1s 963us/step - loss: 0.4497 - accuracy: 0.7768
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7803: 0s - loss: 0.4462 - accu
Epoch 306/500
718/718 [==============================] - 1s 999us/step - loss: 0.4492 - accuracy: 0.7783
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7815: 0s - loss: 0.4514 - accu
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7813
Epoch 309/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4498 - accuracy: 0.7820
Epoch 310/500
718/718 [==============================] - 1s 884us/step - loss: 0.4492 - accuracy: 0.7802
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7788
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7813
Epoch 313/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4495 - accuracy: 0.7799
Epoch 314/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7799
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7806
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7778
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7816
Epoch 318/500
718/718 [==============================] - 1s 987us/step - loss: 0.4495 - accuracy: 0.7800
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7798
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7792
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7799
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7798
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7812
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7800
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7801
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7807
Epoch 327/500
718/718 [==============================] - 1s 999us/step - loss: 0.4493 - accuracy: 0.7816
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7781
Epoch 329/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7805: 0s - los
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7793
Epoch 331/500
718/718 [==============================] - 1s 896us/step - loss: 0.4494 - accuracy: 0.7791
Epoch 332/500
718/718 [==============================] - 1s 933us/step - loss: 0.4496 - accuracy: 0.7805
Epoch 333/500
718/718 [==============================] - 1s 884us/step - loss: 0.4497 - accuracy: 0.7809
Epoch 334/500
718/718 [==============================] - 1s 903us/step - loss: 0.4494 - accuracy: 0.78040s - loss: 0.4506 - accuracy: 
Epoch 335/500
718/718 [==============================] - 1s 902us/step - loss: 0.4499 - accuracy: 0.7793
Epoch 336/500
718/718 [==============================] - 1s 896us/step - loss: 0.4496 - accuracy: 0.7789
Epoch 337/500
718/718 [==============================] - 1s 879us/step - loss: 0.4495 - accuracy: 0.7790
Epoch 338/500
718/718 [==============================] - 1s 894us/step - loss: 0.4499 - accuracy: 0.7788
Epoch 339/500
718/718 [==============================] - 1s 928us/step - loss: 0.4496 - accuracy: 0.7812
Epoch 340/500
718/718 [==============================] - 1s 887us/step - loss: 0.4497 - accuracy: 0.7814
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7808
Epoch 342/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7811
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7793
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7790
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7798: 0s - loss: 0.4478 - 
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7789
Epoch 347/500
718/718 [==============================] - 1s 893us/step - loss: 0.4488 - accuracy: 0.7774
Epoch 348/500
718/718 [==============================] - 1s 900us/step - loss: 0.4494 - accuracy: 0.7816
Epoch 349/500
718/718 [==============================] - 1s 952us/step - loss: 0.4491 - accuracy: 0.7794
Epoch 350/500
718/718 [==============================] - 1s 923us/step - loss: 0.4498 - accuracy: 0.7784
Epoch 351/500
718/718 [==============================] - 1s 898us/step - loss: 0.4494 - accuracy: 0.7782
Epoch 352/500
718/718 [==============================] - 1s 932us/step - loss: 0.4499 - accuracy: 0.7793
Epoch 353/500
718/718 [==============================] - 1s 896us/step - loss: 0.4498 - accuracy: 0.7792
Epoch 354/500
718/718 [==============================] - 1s 918us/step - loss: 0.4495 - accuracy: 0.7781
Epoch 355/500
718/718 [==============================] - 1s 955us/step - loss: 0.4496 - accuracy: 0.7793
Epoch 356/500
718/718 [==============================] - 1s 884us/step - loss: 0.4497 - accuracy: 0.7790
Epoch 357/500
718/718 [==============================] - 1s 885us/step - loss: 0.4497 - accuracy: 0.7805
Epoch 358/500
718/718 [==============================] - 1s 895us/step - loss: 0.4495 - accuracy: 0.7807
Epoch 359/500
718/718 [==============================] - 1s 885us/step - loss: 0.4495 - accuracy: 0.7799
Epoch 360/500
718/718 [==============================] - 1s 927us/step - loss: 0.4497 - accuracy: 0.7789
Epoch 361/500
718/718 [==============================] - 1s 889us/step - loss: 0.4490 - accuracy: 0.7794
Epoch 362/500
718/718 [==============================] - 1s 893us/step - loss: 0.4486 - accuracy: 0.7796
Epoch 363/500
718/718 [==============================] - 1s 874us/step - loss: 0.4495 - accuracy: 0.7785
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7805
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7797
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7807
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7816
Epoch 368/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7802
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7782: 0s - loss: 0
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7801
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7812
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7798
Epoch 373/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7813
Epoch 374/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7804: 1s - los
Epoch 375/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7789
Epoch 376/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4495 - accuracy: 0.7781
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7794
Epoch 378/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4492 - accuracy: 0.7798
Epoch 379/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7800
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7784
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7783: 0s - loss: 0.4432 - ac
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7803
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7801
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7814
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7815
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7796
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7789
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7791
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7813
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7793
Epoch 391/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7793
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7816: 0s - los
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7792: 0s - loss: 0.4463 - ac
Epoch 394/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4493 - accuracy: 0.7790
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7797
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7778
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7805
Epoch 398/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4497 - accuracy: 0.7808
Epoch 399/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4498 - accuracy: 0.7802
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7791
Epoch 401/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4499 - accuracy: 0.7780: 0s - loss: 0.446
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7814
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7805
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7810: 0s - loss: 0.463
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7792
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7802
Epoch 407/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7798
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7826: 1s -
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7807: 0s - loss: 0.4463 - accuracy: 
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7805
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7800
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7798
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7820
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7786
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7791: 0s - loss: 0.452
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7813
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7793
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7784
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7796
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7794
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7808
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7822
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7813
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7805
Epoch 425/500
718/718 [==============================] - 1s 976us/step - loss: 0.4497 - accuracy: 0.7795
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7785
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7804
Epoch 428/500
718/718 [==============================] - 1s 992us/step - loss: 0.4495 - accuracy: 0.7793
Epoch 429/500
718/718 [==============================] - 1s 989us/step - loss: 0.4491 - accuracy: 0.7809
Epoch 430/500
718/718 [==============================] - 1s 987us/step - loss: 0.4492 - accuracy: 0.7815
Epoch 431/500
718/718 [==============================] - 1s 982us/step - loss: 0.4496 - accuracy: 0.7814
Epoch 432/500
718/718 [==============================] - 1s 972us/step - loss: 0.4494 - accuracy: 0.7812
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7790
Epoch 434/500
718/718 [==============================] - 1s 994us/step - loss: 0.4496 - accuracy: 0.7811
Epoch 435/500
718/718 [==============================] - 1s 970us/step - loss: 0.4495 - accuracy: 0.7799
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7798
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7806
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7800
Epoch 439/500
718/718 [==============================] - 1s 976us/step - loss: 0.4493 - accuracy: 0.78000s - loss: 0.4434 - accu
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7814
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7813
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7808
Epoch 443/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7793
Epoch 444/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7803
Epoch 445/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7788
Epoch 446/500
718/718 [==============================] - 1s 991us/step - loss: 0.4489 - accuracy: 0.7794
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7806
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7810
Epoch 449/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4491 - accuracy: 0.7796: 0s - l
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7783
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7785
Epoch 452/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7806
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7804: 0s - loss: 0.4504 - ac
Epoch 454/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7780
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7817
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7785: 0s - loss: 0.4477 - accura
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7799
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7828
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7804
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7791
Epoch 461/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4491 - accuracy: 0.7809: 0s - loss: 0.451
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7799
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7808
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7832: 0s - loss:
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7813
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7796
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7801
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7781: 0s - loss: 0.4489 - accuracy
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7810
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7826: 0s - loss: 0.4
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7807
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7788
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7814
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7800
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7799
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7800
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7807
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7808
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7805
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7807
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7787: 0s - loss: 0.4479 - accuracy
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7784
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7800
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7795
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7795
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7812
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7804: 0s - los
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7800
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7819
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7808
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7819
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7793: 0s - loss: 0.4525 - accura
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7795: 0s - loss: 0.4499 - accuracy: 0.
Epoch 494/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4488 - accuracy: 0.7823
Epoch 495/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7800
Epoch 496/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4496 - accuracy: 0.7818
Epoch 497/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4482 - accuracy: 0.7837
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7790
Epoch 499/500
718/718 [==============================] - 1s 895us/step - loss: 0.4488 - accuracy: 0.7822
Epoch 500/500
718/718 [==============================] - 1s 887us/step - loss: 0.4491 - accuracy: 0.7802
Epoch 1/500
718/718 [==============================] - 1s 925us/step - loss: 0.6620 - accuracy: 0.5554
Epoch 2/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5824 - accuracy: 0.7081
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5463 - accuracy: 0.7447
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5230 - accuracy: 0.7544
Epoch 5/500
718/718 [==============================] - 1s 974us/step - loss: 0.5077 - accuracy: 0.7638
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4983 - accuracy: 0.7672
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4905 - accuracy: 0.7710
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4850 - accuracy: 0.7719
Epoch 9/500
718/718 [==============================] - 1s 939us/step - loss: 0.4808 - accuracy: 0.7712
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4776 - accuracy: 0.7713
Epoch 11/500
718/718 [==============================] - 1s 971us/step - loss: 0.4750 - accuracy: 0.7745
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4733 - accuracy: 0.7741
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4702 - accuracy: 0.7732
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4674 - accuracy: 0.7751
Epoch 15/500
718/718 [==============================] - 1s 891us/step - loss: 0.4659 - accuracy: 0.7746
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4644 - accuracy: 0.7732
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4643 - accuracy: 0.7751
Epoch 18/500
718/718 [==============================] - 1s 963us/step - loss: 0.4633 - accuracy: 0.7751
Epoch 19/500
718/718 [==============================] - 1s 877us/step - loss: 0.4632 - accuracy: 0.7737
Epoch 20/500
718/718 [==============================] - 1s 935us/step - loss: 0.4626 - accuracy: 0.7749
Epoch 21/500
718/718 [==============================] - 1s 884us/step - loss: 0.4627 - accuracy: 0.7769
Epoch 22/500
718/718 [==============================] - 1s 900us/step - loss: 0.4624 - accuracy: 0.7741
Epoch 23/500
718/718 [==============================] - 1s 900us/step - loss: 0.4623 - accuracy: 0.7769
Epoch 24/500
718/718 [==============================] - 1s 935us/step - loss: 0.4622 - accuracy: 0.7733
Epoch 25/500
718/718 [==============================] - 1s 973us/step - loss: 0.4610 - accuracy: 0.7743
Epoch 26/500
718/718 [==============================] - 1s 937us/step - loss: 0.4615 - accuracy: 0.7754
Epoch 27/500
718/718 [==============================] - 1s 902us/step - loss: 0.4604 - accuracy: 0.7755
Epoch 28/500
718/718 [==============================] - 1s 906us/step - loss: 0.4608 - accuracy: 0.7743
Epoch 29/500
718/718 [==============================] - 1s 897us/step - loss: 0.4602 - accuracy: 0.7766
Epoch 30/500
718/718 [==============================] - 1s 882us/step - loss: 0.4601 - accuracy: 0.7753
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4598 - accuracy: 0.7760: 0s - loss: 0.4675 - accuracy:  - ETA: 0s - loss: 0.4633 - ac
Epoch 32/500
718/718 [==============================] - 1s 927us/step - loss: 0.4595 - accuracy: 0.7762
Epoch 33/500
718/718 [==============================] - 1s 900us/step - loss: 0.4593 - accuracy: 0.7764
Epoch 34/500
718/718 [==============================] - 1s 915us/step - loss: 0.4582 - accuracy: 0.7786
Epoch 35/500
718/718 [==============================] - 1s 958us/step - loss: 0.4585 - accuracy: 0.7781
Epoch 36/500
718/718 [==============================] - 1s 894us/step - loss: 0.4582 - accuracy: 0.7774
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7786: 0s - loss: 0.4578 - accuracy: 0.77
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7802
Epoch 39/500
718/718 [==============================] - 1s 930us/step - loss: 0.4565 - accuracy: 0.7801
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7783
Epoch 41/500
718/718 [==============================] - 1s 911us/step - loss: 0.4561 - accuracy: 0.7799
Epoch 42/500
718/718 [==============================] - 1s 903us/step - loss: 0.4564 - accuracy: 0.7787
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7796
Epoch 44/500
718/718 [==============================] - 1s 913us/step - loss: 0.4562 - accuracy: 0.7791
Epoch 45/500
718/718 [==============================] - 1s 906us/step - loss: 0.4555 - accuracy: 0.7798
Epoch 46/500
718/718 [==============================] - 1s 898us/step - loss: 0.4552 - accuracy: 0.7799
Epoch 47/500
718/718 [==============================] - 1s 959us/step - loss: 0.4547 - accuracy: 0.7824
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7793
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7796
Epoch 50/500
718/718 [==============================] - 1s 960us/step - loss: 0.4543 - accuracy: 0.7818
Epoch 51/500
718/718 [==============================] - 1s 885us/step - loss: 0.4543 - accuracy: 0.7793
Epoch 52/500
718/718 [==============================] - 1s 895us/step - loss: 0.4549 - accuracy: 0.7793
Epoch 53/500
718/718 [==============================] - 1s 889us/step - loss: 0.4543 - accuracy: 0.7790
Epoch 54/500
718/718 [==============================] - 1s 870us/step - loss: 0.4537 - accuracy: 0.7825
Epoch 55/500
718/718 [==============================] - 1s 875us/step - loss: 0.4546 - accuracy: 0.7784
Epoch 56/500
718/718 [==============================] - 1s 866us/step - loss: 0.4547 - accuracy: 0.7796
Epoch 57/500
718/718 [==============================] - 1s 875us/step - loss: 0.4542 - accuracy: 0.7798
Epoch 58/500
718/718 [==============================] - 1s 885us/step - loss: 0.4542 - accuracy: 0.7807
Epoch 59/500
718/718 [==============================] - 1s 884us/step - loss: 0.4538 - accuracy: 0.7799
Epoch 60/500
718/718 [==============================] - 1s 862us/step - loss: 0.4535 - accuracy: 0.7825
Epoch 61/500
718/718 [==============================] - 1s 860us/step - loss: 0.4536 - accuracy: 0.7820
Epoch 62/500
718/718 [==============================] - 1s 896us/step - loss: 0.4533 - accuracy: 0.7795
Epoch 63/500
718/718 [==============================] - 1s 874us/step - loss: 0.4541 - accuracy: 0.7800
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7798
Epoch 65/500
718/718 [==============================] - 1s 944us/step - loss: 0.4540 - accuracy: 0.7801
Epoch 66/500
718/718 [==============================] - 1s 930us/step - loss: 0.4536 - accuracy: 0.7807
Epoch 67/500
718/718 [==============================] - 1s 936us/step - loss: 0.4535 - accuracy: 0.7817
Epoch 68/500
718/718 [==============================] - 1s 891us/step - loss: 0.4538 - accuracy: 0.7803
Epoch 69/500
718/718 [==============================] - 1s 904us/step - loss: 0.4544 - accuracy: 0.7786
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4532 - accuracy: 0.7804
Epoch 71/500
718/718 [==============================] - 1s 944us/step - loss: 0.4537 - accuracy: 0.7820
Epoch 72/500
718/718 [==============================] - 1s 946us/step - loss: 0.4531 - accuracy: 0.7822
Epoch 73/500
718/718 [==============================] - 1s 907us/step - loss: 0.4538 - accuracy: 0.7812
Epoch 74/500
718/718 [==============================] - 1s 878us/step - loss: 0.4542 - accuracy: 0.7813
Epoch 75/500
718/718 [==============================] - 1s 890us/step - loss: 0.4536 - accuracy: 0.7800
Epoch 76/500
718/718 [==============================] - 1s 877us/step - loss: 0.4541 - accuracy: 0.7797
Epoch 77/500
718/718 [==============================] - 1s 862us/step - loss: 0.4534 - accuracy: 0.7819
Epoch 78/500
718/718 [==============================] - 1s 877us/step - loss: 0.4539 - accuracy: 0.7801
Epoch 79/500
718/718 [==============================] - 1s 874us/step - loss: 0.4540 - accuracy: 0.7808
Epoch 80/500
718/718 [==============================] - 1s 858us/step - loss: 0.4539 - accuracy: 0.7790
Epoch 81/500
718/718 [==============================] - 1s 892us/step - loss: 0.4544 - accuracy: 0.78070s - loss: 0.4538 - accuracy: 
Epoch 82/500
718/718 [==============================] - 1s 859us/step - loss: 0.4542 - accuracy: 0.7808
Epoch 83/500
718/718 [==============================] - 1s 911us/step - loss: 0.4538 - accuracy: 0.7784
Epoch 84/500
718/718 [==============================] - 1s 877us/step - loss: 0.4544 - accuracy: 0.7819
Epoch 85/500
718/718 [==============================] - 1s 878us/step - loss: 0.4541 - accuracy: 0.7800
Epoch 86/500
718/718 [==============================] - 1s 890us/step - loss: 0.4535 - accuracy: 0.7793
Epoch 87/500
718/718 [==============================] - 1s 877us/step - loss: 0.4547 - accuracy: 0.7786
Epoch 88/500
718/718 [==============================] - 1s 880us/step - loss: 0.4539 - accuracy: 0.7802
Epoch 89/500
718/718 [==============================] - 1s 876us/step - loss: 0.4548 - accuracy: 0.7795
Epoch 90/500
718/718 [==============================] - 1s 859us/step - loss: 0.4542 - accuracy: 0.7811
Epoch 91/500
718/718 [==============================] - 1s 886us/step - loss: 0.4546 - accuracy: 0.78140s - loss: 0.4556 - accu
Epoch 92/500
718/718 [==============================] - 1s 881us/step - loss: 0.4540 - accuracy: 0.7783
Epoch 93/500
718/718 [==============================] - 1s 970us/step - loss: 0.4532 - accuracy: 0.7797
Epoch 94/500
718/718 [==============================] - 1s 885us/step - loss: 0.4535 - accuracy: 0.7812
Epoch 95/500
718/718 [==============================] - 1s 893us/step - loss: 0.4532 - accuracy: 0.7800
Epoch 96/500
718/718 [==============================] - 1s 854us/step - loss: 0.4542 - accuracy: 0.7795
Epoch 97/500
718/718 [==============================] - 1s 871us/step - loss: 0.4536 - accuracy: 0.7794
Epoch 98/500
718/718 [==============================] - 1s 882us/step - loss: 0.4537 - accuracy: 0.7798
Epoch 99/500
718/718 [==============================] - 1s 855us/step - loss: 0.4540 - accuracy: 0.7805
Epoch 100/500
718/718 [==============================] - 1s 909us/step - loss: 0.4547 - accuracy: 0.7797
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7785
Epoch 102/500
718/718 [==============================] - 1s 924us/step - loss: 0.4543 - accuracy: 0.7788
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7812
Epoch 104/500
718/718 [==============================] - 1s 907us/step - loss: 0.4539 - accuracy: 0.7777
Epoch 105/500
718/718 [==============================] - 1s 962us/step - loss: 0.4542 - accuracy: 0.7792
Epoch 106/500
718/718 [==============================] - 1s 942us/step - loss: 0.4539 - accuracy: 0.7792
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7786
Epoch 108/500
718/718 [==============================] - 1s 889us/step - loss: 0.4533 - accuracy: 0.7800
Epoch 109/500
718/718 [==============================] - 1s 984us/step - loss: 0.4540 - accuracy: 0.7785
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7807
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7800
Epoch 112/500
718/718 [==============================] - 1s 873us/step - loss: 0.4536 - accuracy: 0.7814
Epoch 113/500
718/718 [==============================] - 1s 925us/step - loss: 0.4535 - accuracy: 0.7807
Epoch 114/500
718/718 [==============================] - 1s 886us/step - loss: 0.4528 - accuracy: 0.7815
Epoch 115/500
718/718 [==============================] - 1s 901us/step - loss: 0.4529 - accuracy: 0.7832
Epoch 116/500
718/718 [==============================] - 1s 905us/step - loss: 0.4521 - accuracy: 0.7803
Epoch 117/500
718/718 [==============================] - 1s 882us/step - loss: 0.4529 - accuracy: 0.7814
Epoch 118/500
718/718 [==============================] - 1s 878us/step - loss: 0.4522 - accuracy: 0.7809
Epoch 119/500
718/718 [==============================] - 1s 887us/step - loss: 0.4520 - accuracy: 0.7833
Epoch 120/500
718/718 [==============================] - 1s 881us/step - loss: 0.4521 - accuracy: 0.7800
Epoch 121/500
718/718 [==============================] - 1s 908us/step - loss: 0.4516 - accuracy: 0.7812
Epoch 122/500
718/718 [==============================] - 1s 937us/step - loss: 0.4522 - accuracy: 0.7808
Epoch 123/500
718/718 [==============================] - 1s 967us/step - loss: 0.4518 - accuracy: 0.7803
Epoch 124/500
718/718 [==============================] - 1s 864us/step - loss: 0.4514 - accuracy: 0.7818
Epoch 125/500
718/718 [==============================] - 1s 882us/step - loss: 0.4519 - accuracy: 0.7800
Epoch 126/500
718/718 [==============================] - 1s 859us/step - loss: 0.4517 - accuracy: 0.7819
Epoch 127/500
718/718 [==============================] - 1s 872us/step - loss: 0.4508 - accuracy: 0.7827
Epoch 128/500
718/718 [==============================] - 1s 874us/step - loss: 0.4511 - accuracy: 0.7816
Epoch 129/500
718/718 [==============================] - 1s 869us/step - loss: 0.4511 - accuracy: 0.7809
Epoch 130/500
718/718 [==============================] - 1s 883us/step - loss: 0.4516 - accuracy: 0.7813
Epoch 131/500
718/718 [==============================] - 1s 909us/step - loss: 0.4509 - accuracy: 0.7787
Epoch 132/500
718/718 [==============================] - 1s 854us/step - loss: 0.4513 - accuracy: 0.7798
Epoch 133/500
718/718 [==============================] - 1s 881us/step - loss: 0.4515 - accuracy: 0.7806
Epoch 134/500
718/718 [==============================] - 1s 853us/step - loss: 0.4513 - accuracy: 0.7802
Epoch 135/500
718/718 [==============================] - 1s 879us/step - loss: 0.4512 - accuracy: 0.7800
Epoch 136/500
718/718 [==============================] - 1s 889us/step - loss: 0.4508 - accuracy: 0.7806
Epoch 137/500
718/718 [==============================] - 1s 924us/step - loss: 0.4508 - accuracy: 0.7807
Epoch 138/500
718/718 [==============================] - 1s 979us/step - loss: 0.4500 - accuracy: 0.7810
Epoch 139/500
718/718 [==============================] - 1s 929us/step - loss: 0.4509 - accuracy: 0.7803
Epoch 140/500
718/718 [==============================] - 1s 979us/step - loss: 0.4512 - accuracy: 0.7809
Epoch 141/500
718/718 [==============================] - 1s 906us/step - loss: 0.4510 - accuracy: 0.7809
Epoch 142/500
718/718 [==============================] - 1s 900us/step - loss: 0.4508 - accuracy: 0.7786
Epoch 143/500
718/718 [==============================] - 1s 882us/step - loss: 0.4503 - accuracy: 0.7822
Epoch 144/500
718/718 [==============================] - 1s 897us/step - loss: 0.4513 - accuracy: 0.7802
Epoch 145/500
718/718 [==============================] - 1s 892us/step - loss: 0.4511 - accuracy: 0.7805
Epoch 146/500
718/718 [==============================] - 1s 938us/step - loss: 0.4498 - accuracy: 0.7809
Epoch 147/500
718/718 [==============================] - 1s 908us/step - loss: 0.4507 - accuracy: 0.7808
Epoch 148/500
718/718 [==============================] - 1s 905us/step - loss: 0.4499 - accuracy: 0.7830
Epoch 149/500
718/718 [==============================] - 1s 882us/step - loss: 0.4493 - accuracy: 0.7803
Epoch 150/500
718/718 [==============================] - 1s 900us/step - loss: 0.4499 - accuracy: 0.77980s - loss: 0.4511 - accuracy: 0.
Epoch 151/500
718/718 [==============================] - 1s 898us/step - loss: 0.4497 - accuracy: 0.7793
Epoch 152/500
718/718 [==============================] - 1s 873us/step - loss: 0.4496 - accuracy: 0.7820
Epoch 153/500
718/718 [==============================] - 1s 933us/step - loss: 0.4493 - accuracy: 0.7802
Epoch 154/500
718/718 [==============================] - 1s 897us/step - loss: 0.4491 - accuracy: 0.7795
Epoch 155/500
718/718 [==============================] - 1s 874us/step - loss: 0.4484 - accuracy: 0.7817
Epoch 156/500
718/718 [==============================] - 1s 899us/step - loss: 0.4488 - accuracy: 0.7804
Epoch 157/500
718/718 [==============================] - 1s 885us/step - loss: 0.4485 - accuracy: 0.7811
Epoch 158/500
718/718 [==============================] - 1s 890us/step - loss: 0.4487 - accuracy: 0.7811
Epoch 159/500
718/718 [==============================] - 1s 885us/step - loss: 0.4482 - accuracy: 0.7814
Epoch 160/500
718/718 [==============================] - 1s 871us/step - loss: 0.4487 - accuracy: 0.7811
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7791: 0s - loss: 0.4543 - ac
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7791
Epoch 163/500
718/718 [==============================] - 1s 957us/step - loss: 0.4487 - accuracy: 0.7793
Epoch 164/500
718/718 [==============================] - 1s 895us/step - loss: 0.4489 - accuracy: 0.7778
Epoch 165/500
718/718 [==============================] - 1s 876us/step - loss: 0.4488 - accuracy: 0.7805
Epoch 166/500
718/718 [==============================] - 1s 892us/step - loss: 0.4485 - accuracy: 0.7777
Epoch 167/500
718/718 [==============================] - 1s 998us/step - loss: 0.4482 - accuracy: 0.7786
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7803
Epoch 169/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7793
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7816
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7800
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7810
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7794
Epoch 174/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4487 - accuracy: 0.7792
Epoch 175/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7792
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7791
Epoch 177/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4480 - accuracy: 0.7792: 0s -
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7810
Epoch 179/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7800
Epoch 180/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4482 - accuracy: 0.7785
Epoch 181/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7808
Epoch 182/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4484 - accuracy: 0.7794
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7810
Epoch 184/500
718/718 [==============================] - 1s 876us/step - loss: 0.4484 - accuracy: 0.7790
Epoch 185/500
718/718 [==============================] - 1s 873us/step - loss: 0.4482 - accuracy: 0.7792
Epoch 186/500
718/718 [==============================] - 1s 864us/step - loss: 0.4486 - accuracy: 0.7787
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7786
Epoch 188/500
718/718 [==============================] - 1s 897us/step - loss: 0.4485 - accuracy: 0.7779
Epoch 189/500
718/718 [==============================] - 1s 862us/step - loss: 0.4481 - accuracy: 0.7783
Epoch 190/500
718/718 [==============================] - 1s 873us/step - loss: 0.4488 - accuracy: 0.7800
Epoch 191/500
718/718 [==============================] - 1s 893us/step - loss: 0.4480 - accuracy: 0.7814
Epoch 192/500
718/718 [==============================] - 1s 871us/step - loss: 0.4486 - accuracy: 0.7800
Epoch 193/500
718/718 [==============================] - 1s 895us/step - loss: 0.4487 - accuracy: 0.7790
Epoch 194/500
718/718 [==============================] - 1s 894us/step - loss: 0.4484 - accuracy: 0.7799
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7794
Epoch 196/500
718/718 [==============================] - 1s 939us/step - loss: 0.4484 - accuracy: 0.7815
Epoch 197/500
718/718 [==============================] - 1s 953us/step - loss: 0.4484 - accuracy: 0.78050s - loss: 0.4485 - accuracy: 0.78
Epoch 198/500
718/718 [==============================] - 1s 900us/step - loss: 0.4480 - accuracy: 0.7804
Epoch 199/500
718/718 [==============================] - 1s 922us/step - loss: 0.4486 - accuracy: 0.7806
Epoch 200/500
718/718 [==============================] - 1s 891us/step - loss: 0.4487 - accuracy: 0.7796
Epoch 201/500
718/718 [==============================] - 1s 862us/step - loss: 0.4486 - accuracy: 0.7788
Epoch 202/500
718/718 [==============================] - 1s 917us/step - loss: 0.4487 - accuracy: 0.7801
Epoch 203/500
718/718 [==============================] - 1s 915us/step - loss: 0.4487 - accuracy: 0.7793
Epoch 204/500
718/718 [==============================] - 1s 858us/step - loss: 0.4482 - accuracy: 0.7800
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7814
Epoch 206/500
718/718 [==============================] - 1s 886us/step - loss: 0.4485 - accuracy: 0.7773
Epoch 207/500
718/718 [==============================] - 1s 863us/step - loss: 0.4482 - accuracy: 0.7802
Epoch 208/500
718/718 [==============================] - 1s 969us/step - loss: 0.4488 - accuracy: 0.7772
Epoch 209/500
718/718 [==============================] - 1s 926us/step - loss: 0.4487 - accuracy: 0.7777
Epoch 210/500
718/718 [==============================] - 1s 939us/step - loss: 0.4477 - accuracy: 0.7787
Epoch 211/500
718/718 [==============================] - 1s 938us/step - loss: 0.4484 - accuracy: 0.77960s - loss: 0.4363 
Epoch 212/500
718/718 [==============================] - 1s 936us/step - loss: 0.4489 - accuracy: 0.7803
Epoch 213/500
718/718 [==============================] - 1s 888us/step - loss: 0.4489 - accuracy: 0.7784
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7800: 0s - loss: 0.4499 - accu
Epoch 215/500
718/718 [==============================] - 1s 985us/step - loss: 0.4489 - accuracy: 0.7775
Epoch 216/500
718/718 [==============================] - 1s 901us/step - loss: 0.4487 - accuracy: 0.7811
Epoch 217/500
718/718 [==============================] - 1s 886us/step - loss: 0.4489 - accuracy: 0.7796
Epoch 218/500
718/718 [==============================] - 1s 891us/step - loss: 0.4492 - accuracy: 0.7801
Epoch 219/500
718/718 [==============================] - 1s 874us/step - loss: 0.4490 - accuracy: 0.7808
Epoch 220/500
718/718 [==============================] - 1s 889us/step - loss: 0.4488 - accuracy: 0.7788
Epoch 221/500
718/718 [==============================] - 1s 887us/step - loss: 0.4489 - accuracy: 0.7801
Epoch 222/500
718/718 [==============================] - 1s 863us/step - loss: 0.4491 - accuracy: 0.7811
Epoch 223/500
718/718 [==============================] - 1s 890us/step - loss: 0.4494 - accuracy: 0.7805
Epoch 224/500
718/718 [==============================] - 1s 879us/step - loss: 0.4484 - accuracy: 0.7810
Epoch 225/500
718/718 [==============================] - 1s 870us/step - loss: 0.4482 - accuracy: 0.7786
Epoch 226/500
718/718 [==============================] - 1s 874us/step - loss: 0.4486 - accuracy: 0.7793
Epoch 227/500
718/718 [==============================] - 1s 871us/step - loss: 0.4488 - accuracy: 0.7770
Epoch 228/500
718/718 [==============================] - 1s 895us/step - loss: 0.4489 - accuracy: 0.7786
Epoch 229/500
718/718 [==============================] - 1s 884us/step - loss: 0.4487 - accuracy: 0.7794
Epoch 230/500
718/718 [==============================] - 1s 886us/step - loss: 0.4485 - accuracy: 0.7786
Epoch 231/500
718/718 [==============================] - 1s 857us/step - loss: 0.4490 - accuracy: 0.7805
Epoch 232/500
718/718 [==============================] - 1s 868us/step - loss: 0.4491 - accuracy: 0.7790
Epoch 233/500
718/718 [==============================] - 1s 879us/step - loss: 0.4482 - accuracy: 0.7792
Epoch 234/500
718/718 [==============================] - 1s 885us/step - loss: 0.4487 - accuracy: 0.7799
Epoch 235/500
718/718 [==============================] - 1s 879us/step - loss: 0.4489 - accuracy: 0.7808
Epoch 236/500
718/718 [==============================] - 1s 902us/step - loss: 0.4494 - accuracy: 0.7779
Epoch 237/500
718/718 [==============================] - 1s 904us/step - loss: 0.4495 - accuracy: 0.7806
Epoch 238/500
718/718 [==============================] - 1s 881us/step - loss: 0.4485 - accuracy: 0.7807
Epoch 239/500
718/718 [==============================] - 1s 898us/step - loss: 0.4485 - accuracy: 0.7797
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7786
Epoch 241/500
718/718 [==============================] - 1s 882us/step - loss: 0.4484 - accuracy: 0.7799
Epoch 242/500
718/718 [==============================] - 1s 890us/step - loss: 0.4481 - accuracy: 0.7786
Epoch 243/500
718/718 [==============================] - 1s 890us/step - loss: 0.4480 - accuracy: 0.7801
Epoch 244/500
718/718 [==============================] - 1s 882us/step - loss: 0.4479 - accuracy: 0.7794
Epoch 245/500
718/718 [==============================] - 1s 928us/step - loss: 0.4466 - accuracy: 0.7801
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7802: 0s - loss: 0.4546 
Epoch 247/500
718/718 [==============================] - 1s 923us/step - loss: 0.4466 - accuracy: 0.7817
Epoch 248/500
718/718 [==============================] - 1s 892us/step - loss: 0.4474 - accuracy: 0.7817
Epoch 249/500
718/718 [==============================] - 1s 896us/step - loss: 0.4461 - accuracy: 0.7798
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7826
Epoch 251/500
718/718 [==============================] - 1s 946us/step - loss: 0.4467 - accuracy: 0.7804
Epoch 252/500
718/718 [==============================] - 1s 905us/step - loss: 0.4461 - accuracy: 0.7815
Epoch 253/500
718/718 [==============================] - 1s 894us/step - loss: 0.4466 - accuracy: 0.7814
Epoch 254/500
718/718 [==============================] - 1s 852us/step - loss: 0.4461 - accuracy: 0.7820
Epoch 255/500
718/718 [==============================] - 1s 886us/step - loss: 0.4460 - accuracy: 0.7807
Epoch 256/500
718/718 [==============================] - 1s 871us/step - loss: 0.4466 - accuracy: 0.7805
Epoch 257/500
718/718 [==============================] - 1s 871us/step - loss: 0.4468 - accuracy: 0.7821
Epoch 258/500
718/718 [==============================] - 1s 875us/step - loss: 0.4461 - accuracy: 0.7826
Epoch 259/500
718/718 [==============================] - 1s 867us/step - loss: 0.4463 - accuracy: 0.7810
Epoch 260/500
718/718 [==============================] - 1s 878us/step - loss: 0.4454 - accuracy: 0.7791
Epoch 261/500
718/718 [==============================] - 1s 879us/step - loss: 0.4466 - accuracy: 0.7823
Epoch 262/500
718/718 [==============================] - 1s 889us/step - loss: 0.4467 - accuracy: 0.7820
Epoch 263/500
718/718 [==============================] - 1s 931us/step - loss: 0.4462 - accuracy: 0.7817
Epoch 264/500
718/718 [==============================] - 1s 861us/step - loss: 0.4456 - accuracy: 0.7820
Epoch 265/500
718/718 [==============================] - 1s 878us/step - loss: 0.4462 - accuracy: 0.7796
Epoch 266/500
718/718 [==============================] - 1s 878us/step - loss: 0.4463 - accuracy: 0.7817
Epoch 267/500
718/718 [==============================] - 1s 852us/step - loss: 0.4458 - accuracy: 0.7802
Epoch 268/500
718/718 [==============================] - 1s 872us/step - loss: 0.4460 - accuracy: 0.7817
Epoch 269/500
718/718 [==============================] - 1s 887us/step - loss: 0.4457 - accuracy: 0.7819
Epoch 270/500
718/718 [==============================] - 1s 857us/step - loss: 0.4459 - accuracy: 0.7831
Epoch 271/500
718/718 [==============================] - 1s 884us/step - loss: 0.4451 - accuracy: 0.7833
Epoch 272/500
718/718 [==============================] - 1s 871us/step - loss: 0.4460 - accuracy: 0.7825
Epoch 273/500
718/718 [==============================] - 1s 853us/step - loss: 0.4462 - accuracy: 0.7818
Epoch 274/500
718/718 [==============================] - 1s 877us/step - loss: 0.4456 - accuracy: 0.7839
Epoch 275/500
718/718 [==============================] - 1s 855us/step - loss: 0.4454 - accuracy: 0.7812
Epoch 276/500
718/718 [==============================] - 1s 892us/step - loss: 0.4453 - accuracy: 0.7848
Epoch 277/500
718/718 [==============================] - 1s 863us/step - loss: 0.4448 - accuracy: 0.7843
Epoch 278/500
718/718 [==============================] - 1s 860us/step - loss: 0.4439 - accuracy: 0.7841
Epoch 279/500
718/718 [==============================] - 1s 887us/step - loss: 0.4435 - accuracy: 0.7843
Epoch 280/500
718/718 [==============================] - 1s 884us/step - loss: 0.4434 - accuracy: 0.7834
Epoch 281/500
718/718 [==============================] - 1s 854us/step - loss: 0.4433 - accuracy: 0.7841
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7861
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4426 - accuracy: 0.7847
Epoch 284/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4413 - accuracy: 0.7856
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7876
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7855
Epoch 287/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4417 - accuracy: 0.7858
Epoch 288/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4417 - accuracy: 0.7856
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4422 - accuracy: 0.7877
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7844
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4413 - accuracy: 0.7861
Epoch 292/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4414 - accuracy: 0.7870
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7879
Epoch 294/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4406 - accuracy: 0.7870
Epoch 295/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4414 - accuracy: 0.7858
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7882
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7864
Epoch 298/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4407 - accuracy: 0.7881
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4430 - accuracy: 0.7869
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7885
Epoch 301/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4411 - accuracy: 0.7887
Epoch 302/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4403 - accuracy: 0.7880: 0s -
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7868
Epoch 304/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4404 - accuracy: 0.7887
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7892
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7907
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7889
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7901: 0s - loss: 0.4325 - ac
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7905
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4385 - accuracy: 0.7907
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7894
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7908
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7901
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7874
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7916
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7893: 0s - loss: 0.4456  - ETA: 0s - loss: 0.4398 - accuracy: 0. - ETA: 0s - loss: 0.4397 - accuracy: 0.78
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7899
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7891
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7893
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7888
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7877
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7862: 0s - loss: 0.4403 - accuracy: 0.78 - ETA: 0s - loss: 0.4441 - accuracy:  - ETA: 0s - loss: 0.4447 - ac
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7893
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7886
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7903
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7899
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7912
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7890
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4387 - accuracy: 0.7892
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7881
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7915
Epoch 332/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4382 - accuracy: 0.7898
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7906
Epoch 334/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4377 - accuracy: 0.7901
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7910
Epoch 336/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7893
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7901
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7901
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7903
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7888
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7900
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7893
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7890
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7912
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7922
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7905
Epoch 347/500
718/718 [==============================] - 1s 984us/step - loss: 0.4396 - accuracy: 0.7896
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7901
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7897
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7867
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7913
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7905
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7912
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7893
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7905
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7881
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7916
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7904
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7886
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7862
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7881: 0s - loss: 0.4429 - 
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7915
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7904
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7917
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7881: 0s - loss: 0.443
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7895: 0s - loss: 0.4366 - accura
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7895
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7908
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7896
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7915
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7889
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7892
Epoch 373/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4398 - accuracy: 0.7898
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7922
Epoch 375/500
718/718 [==============================] - 1s 999us/step - loss: 0.4406 - accuracy: 0.7905
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7892
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7897
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7905
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7891: 0s - loss: 0.4403 - accura
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7914
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7907
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7894: 0s - loss: 0.4443 - accuracy - ETA: 0s - loss: 0.4419 - accura
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7917
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7902: 0s - loss: 0.4407 - accuracy: 
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7898
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7896: 0s - loss: 0.4347 - 
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7904
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7909
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7904
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7907
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7888
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7898
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7893: 0s - loss: 0.4445 - ac
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7921
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7902
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7900
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7900
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7884
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7891
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7899
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7902: 0s - loss: 0.442
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7900
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7901: 0s - loss: 0.4389 - accuracy: 0.
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7904: 0s - loss: 0.4379 - ac
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7905
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7909: 0s - loss: 0.4450 - accuracy: 0. - ETA: 0s - loss: 0.4406 
Epoch 407/500
718/718 [==============================] - 1s 992us/step - loss: 0.4402 - accuracy: 0.7885
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7899
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7900
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7897
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7902: 0s - loss: 0.4370 - accuracy: 
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7889: 0s - los
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7891
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7908
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7883
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7904
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7887
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7902: 0s - loss: 0.4440 - accu
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7894
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7904: 0s - loss: 0.4328 - accu - ETA: 0s - loss: 0.4380 - accuracy
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7895
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4398 - accuracy: 0.7899
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7881
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7908
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7907
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7889
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7901
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7882: 0s - loss: 0.4404 - accuracy: 
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7881
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7875
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7882
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4393 - accuracy: 0.7893
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7908
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7923
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7935
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7882
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4401 - accuracy: 0.7885
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7905
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7885: 0s - loss: 0.4401 - accuracy: 0.78
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7910
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7915
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7900
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7906
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7906
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7891
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7893
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7902: 0s - loss: 0.4419 - accuracy: 0.
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7899
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7886
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7904
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7896: 0s - loss: 0.4395 - accura
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7914
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7897: 0s - loss: 0.4421 - accuracy: 0.
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7896
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7891
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7895
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7896
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7917
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7893
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7888: 0s - loss: 0.4408 - accuracy: 0.78
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7901
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7895
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7895
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7895
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7875
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7892
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7908
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7895
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7902
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7895
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7896
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7887
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7917: 0s - loss: 0.4399 - accuracy: 0.79
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7902
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7902
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7894: 0s - loss: 0.4417 - accuracy: 
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7902
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7902
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7915
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7902
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7903
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7915
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7898
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7902
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7904: 0s - loss: 0.4386 - accuracy: 0.
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7895
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7923
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7906
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7897
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7925
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7895
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7898
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7885
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4405 - accuracy: 0.7888
Epoch 495/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7894: 0s - loss: 0.4335 - ac
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4400 - accuracy: 0.7923
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7915
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7895
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4408 - accuracy: 0.7908
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7888
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6347 - accuracy: 0.6694
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5554 - accuracy: 0.7168
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5363 - accuracy: 0.7296
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5125 - accuracy: 0.7507
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4893 - accuracy: 0.7664: 0s - loss: 0.4925 - accuracy: 0.
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4730 - accuracy: 0.7752
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4623 - accuracy: 0.7796
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7857
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7857
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7916
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4431 - accuracy: 0.7927
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7929
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7948
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4388 - accuracy: 0.7963: 0s - loss: 0.4363 - accura
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4384 - accuracy: 0.7963
Epoch 16/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7952
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7978
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7956
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4362 - accuracy: 0.7969: 0s - loss: 0.4395 
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7971
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7985
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7972: 0s - loss: 0.4368 - accura
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7962
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7990
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7984
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7987
Epoch 27/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7981
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4351 - accuracy: 0.7987
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7997
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.8007: 0s - loss: 0.4339 - accuracy: 0.
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4345 - accuracy: 0.7989
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.8002
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7990: 0s - loss: 0.4335 - accuracy: 
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7989
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7964
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7983
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4342 - accuracy: 0.8000
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7969
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.8007
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7985
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.8003
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4338 - accuracy: 0.7990
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7984
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7997
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7983
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7961
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.8011
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.8005
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7997
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7981
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7988
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.8006
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7990
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7967
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.8004
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7985
Epoch 57/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.8009
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7971: 0s - loss: 0.4334 
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7985: 0s - loss: 0.4378 
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7980
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7985
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7997
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7994: 0s - loss: 0.4309 - accuracy
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7976: 0s - loss: 0.4249 
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7986
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7991
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.8009
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8003: 0s - loss: 0.4343 - accu
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7989
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7983
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7998
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8002
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8020
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8002
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7993
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8007
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7997
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.8001
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8014
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8022
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8034: 0s - loss: 0.4287 - accuracy: 0.
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8008
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8020
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8029: 0s - loss: 0.424
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8008
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8024
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8023: 0s - loss: 0.4270 
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8003: 0s - loss: 0.434
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.8010
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8030
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8041
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8046
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8028
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8015
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8014
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8021
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8024
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8013
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8020: 0s - loss: 0.4254 - accu
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8016
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.7996
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8018
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8024: 0s - loss: 0.4270 - accura
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8032
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8024
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8019
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8017: 0s - loss: 0.4288 - accuracy: 0.80
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8039
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8013
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8019
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8007
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8016
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8008
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8009: 0s - loss: 0.419
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8034
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8016
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8001
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8011
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8005: 0s - loss: 0.433
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8020
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8037
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8020
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8006
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8015
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8038
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8024: 0s - loss: 0.4281 - accuracy: 0.
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8027
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8028
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8039
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8039
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8019
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8039
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8028
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8024
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8015
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8013
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8013
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8030: 0s -
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8038
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8003
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8023
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8002: 0s - loss: 0.4272 - 
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8018
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8018
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8027
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8024
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8014
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8037
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8013
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8025
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8022
Epoch 152/500
718/718 [==============================] - 1s 996us/step - loss: 0.4286 - accuracy: 0.8008
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8023: 0s - loss: 0.4256 - accuracy
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8032
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8024
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8069
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8027
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8010
Epoch 159/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8025
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8031
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8019
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8035
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8043
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8042
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8036
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8041
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8024
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8028
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8058
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8003
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8012
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8003
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8027
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8020
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8050
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8032
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8037
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8036
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8028
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8029
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.8031
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8013
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8030
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8003
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8010
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8014
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8029
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8026
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8030
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8023
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8023
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8030
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8027
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8004
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8024
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8027
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8014
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7997
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8019
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8005
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8029
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8021
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8006
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8030
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8002
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8020
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8007: 0s - loss: 0.4319 - accuracy
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8030
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8025: 0s - loss: 0.434
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8016
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8013: 0s - loss: 0.4336 - accu
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7994
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8013
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8016
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8010
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8012
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8019
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8015
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7997
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8008
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8021
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8014
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8024
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8000
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7998
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8010
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7996: 0s - loss: 0.4285 - accuracy: 
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8003: 0s - loss: 0.4293 - accura
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8011
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8021
Epoch 231/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7995
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8017
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8008
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8013: 0s - loss: 0.4280 - accuracy: 0.80
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8005: 0s - loss: 0.4236 - 
Epoch 236/500
718/718 [==============================] - ETA: 0s - loss: 0.4267 - accuracy: 0.80 - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8003
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8017: 0s - loss: 0.4256 - accuracy: 
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8015
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8004
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8003
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7990
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8008
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8024
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8011
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8010
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8003: 0s - loss: 0.4306 - accuracy:  - ETA: 0s - loss: 0.4280 - accuracy: 0.79
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8008
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8012
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8005: 0s - loss: 0.4292 - accura
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8013
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8013: 0s - loss: 0.4224 - accuracy - ETA: 0s - loss: 0.4275 - accuracy: 0.
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8009
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8016
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8013: 0s - loss: 0.4253 
Epoch 255/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8040: 0s - loss: 0.4342 
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8003
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7992
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8006
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7997
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7984
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7995: 0s - loss: 0.4278 - accuracy: 
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8013: 0s - loss: 0.4269 - accuracy: 0. - ETA: 0s - loss: 0.4249 - accura
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8025: 0s - loss: 0.425
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7996
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8010
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8023
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8012
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8018
Epoch 269/500
718/718 [==============================] - 1s 976us/step - loss: 0.4275 - accuracy: 0.7989
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7996: 1s - loss: - ETA: 0s - loss: 0.4266 - accuracy: 0.
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8001
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8001
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8012
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7998
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8007
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8004
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.8015
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8015
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8018
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8003
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7995
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8006
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7996
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8001
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7993
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7998
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7992
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7994
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8026
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8017
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7985
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8025
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8001
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.8005
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8003
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.8026
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7991
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8007
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7992
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8003
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8006
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7992: 0s - loss: 0.4285 - accu
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8017: 0s - loss: 0.4313 - accura
Epoch 304/500
718/718 [==============================] - 1s 992us/step - loss: 0.4273 - accuracy: 0.7997
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8001
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.8008
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7995
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8011
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8013
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8018
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8003
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8014
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8010
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7988
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7989
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7970
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7999
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8010
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.8002
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7991
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8012
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7989
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7987
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7981
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7989
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7992: 0s - loss: 0.4239 - accuracy: 0.
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7996
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7995
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7984
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7990
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7999: 0s - loss: 0.4264 - accuracy: 0.80
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7976
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7983
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7996
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4277 - accuracy: 0.7993: 0s - loss: 0.4
Epoch 336/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7995
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8003
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8003
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.8012
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.8008
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7984
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8003
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7985
Epoch 344/500
718/718 [==============================] - 1s 982us/step - loss: 0.4270 - accuracy: 0.7978
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7983: 0s - loss: 0.4251 - accura
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7981
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7992
Epoch 348/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4270 - accuracy: 0.7991
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7990
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7990
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7986: 0s - loss: 0.4260 - accu
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8011
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8005
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.8007
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7973: 0s - loss: 0.4219 
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7995
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7997
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7989
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7978
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7983
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7992
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7991
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7999
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8007
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8003
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7998
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.8003
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8005
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7961
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8000
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8010
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8003
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7984
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7997
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7990: 0s - loss: 0.4268 - accuracy: 0. - ETA: 0s - loss: 0.4242 - accu
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8010
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8006: 0s - loss: 0.424
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7984
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8003
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.8002
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7990
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8017
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7998: 0s - loss: 0.4245 - accu
Epoch 384/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7988
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.7993
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7990: 0s - loss: 0
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8014: 0s - loss: 0.4
Epoch 388/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.8005
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7997
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8009
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7991: 0s - loss: 0.4327 
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7987
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8021
Epoch 394/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.8001
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8004
Epoch 396/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.8001
Epoch 397/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7976
Epoch 398/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4258 - accuracy: 0.7984
Epoch 399/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.8021
Epoch 400/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7994
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8003
Epoch 402/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4258 - accuracy: 0.8013: 0s - loss: 0.423
Epoch 403/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4258 - accuracy: 0.8012
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8010
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8005
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8016
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8002
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7991
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8006
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8002
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8005
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8015: 0s - loss: 0.4168 
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7993
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.8005
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8025
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8016
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7992
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.8019
Epoch 419/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4257 - accuracy: 0.7985
Epoch 420/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4260 - accuracy: 0.8003
Epoch 421/500
718/718 [==============================] - 1s 906us/step - loss: 0.4257 - accuracy: 0.8018
Epoch 422/500
718/718 [==============================] - 1s 898us/step - loss: 0.4260 - accuracy: 0.7979
Epoch 423/500
718/718 [==============================] - 1s 897us/step - loss: 0.4259 - accuracy: 0.7991
Epoch 424/500
718/718 [==============================] - 1s 870us/step - loss: 0.4263 - accuracy: 0.7993
Epoch 425/500
718/718 [==============================] - 1s 891us/step - loss: 0.4259 - accuracy: 0.7991
Epoch 426/500
718/718 [==============================] - 1s 875us/step - loss: 0.4259 - accuracy: 0.8007
Epoch 427/500
718/718 [==============================] - 1s 895us/step - loss: 0.4261 - accuracy: 0.7997
Epoch 428/500
718/718 [==============================] - 1s 897us/step - loss: 0.4258 - accuracy: 0.8031
Epoch 429/500
718/718 [==============================] - 1s 867us/step - loss: 0.4266 - accuracy: 0.7997
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7988
Epoch 431/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4261 - accuracy: 0.7989
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8005
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7985
Epoch 434/500
718/718 [==============================] - 1s 969us/step - loss: 0.4256 - accuracy: 0.8017
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8002
Epoch 436/500
718/718 [==============================] - 1s 973us/step - loss: 0.4261 - accuracy: 0.7989
Epoch 437/500
718/718 [==============================] - 1s 924us/step - loss: 0.4260 - accuracy: 0.79900s - loss: 0.4379 - 
Epoch 438/500
718/718 [==============================] - 1s 948us/step - loss: 0.4256 - accuracy: 0.8006
Epoch 439/500
718/718 [==============================] - 1s 980us/step - loss: 0.4260 - accuracy: 0.8004
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.8025
Epoch 441/500
718/718 [==============================] - 1s 975us/step - loss: 0.4257 - accuracy: 0.80220s - loss: 0.4270 - accuracy: 0.80
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7994: 0s - loss: 0.4284 - accuracy: 
Epoch 443/500
718/718 [==============================] - 1s 925us/step - loss: 0.4260 - accuracy: 0.8029
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7998
Epoch 445/500
718/718 [==============================] - 1s 889us/step - loss: 0.4260 - accuracy: 0.7995
Epoch 446/500
718/718 [==============================] - 1s 956us/step - loss: 0.4261 - accuracy: 0.7980
Epoch 447/500
718/718 [==============================] - 1s 950us/step - loss: 0.4259 - accuracy: 0.7989
Epoch 448/500
718/718 [==============================] - 1s 953us/step - loss: 0.4257 - accuracy: 0.7998
Epoch 449/500
718/718 [==============================] - 1s 862us/step - loss: 0.4260 - accuracy: 0.7986
Epoch 450/500
718/718 [==============================] - 1s 899us/step - loss: 0.4262 - accuracy: 0.8003
Epoch 451/500
718/718 [==============================] - 1s 894us/step - loss: 0.4252 - accuracy: 0.8015
Epoch 452/500
718/718 [==============================] - 1s 861us/step - loss: 0.4261 - accuracy: 0.8004
Epoch 453/500
718/718 [==============================] - 1s 893us/step - loss: 0.4252 - accuracy: 0.8010
Epoch 454/500
718/718 [==============================] - 1s 893us/step - loss: 0.4261 - accuracy: 0.8016
Epoch 455/500
718/718 [==============================] - 1s 870us/step - loss: 0.4258 - accuracy: 0.7993
Epoch 456/500
718/718 [==============================] - 1s 875us/step - loss: 0.4257 - accuracy: 0.8019
Epoch 457/500
718/718 [==============================] - 1s 892us/step - loss: 0.4257 - accuracy: 0.7997
Epoch 458/500
718/718 [==============================] - 1s 867us/step - loss: 0.4262 - accuracy: 0.7980
Epoch 459/500
718/718 [==============================] - 1s 894us/step - loss: 0.4256 - accuracy: 0.7988
Epoch 460/500
718/718 [==============================] - 1s 876us/step - loss: 0.4256 - accuracy: 0.8000
Epoch 461/500
718/718 [==============================] - 1s 879us/step - loss: 0.4259 - accuracy: 0.8013
Epoch 462/500
718/718 [==============================] - 1s 885us/step - loss: 0.4260 - accuracy: 0.7985
Epoch 463/500
718/718 [==============================] - 1s 877us/step - loss: 0.4256 - accuracy: 0.7978
Epoch 464/500
718/718 [==============================] - 1s 886us/step - loss: 0.4263 - accuracy: 0.8014
Epoch 465/500
718/718 [==============================] - 1s 890us/step - loss: 0.4260 - accuracy: 0.8006
Epoch 466/500
718/718 [==============================] - 1s 875us/step - loss: 0.4259 - accuracy: 0.8013
Epoch 467/500
718/718 [==============================] - 1s 885us/step - loss: 0.4260 - accuracy: 0.7976
Epoch 468/500
718/718 [==============================] - 1s 873us/step - loss: 0.4263 - accuracy: 0.7981
Epoch 469/500
718/718 [==============================] - 1s 869us/step - loss: 0.4256 - accuracy: 0.7990
Epoch 470/500
718/718 [==============================] - 1s 936us/step - loss: 0.4258 - accuracy: 0.8000
Epoch 471/500
718/718 [==============================] - 1s 863us/step - loss: 0.4260 - accuracy: 0.7992
Epoch 472/500
718/718 [==============================] - 1s 917us/step - loss: 0.4262 - accuracy: 0.7982
Epoch 473/500
718/718 [==============================] - 1s 889us/step - loss: 0.4254 - accuracy: 0.7998
Epoch 474/500
718/718 [==============================] - 1s 865us/step - loss: 0.4264 - accuracy: 0.7976
Epoch 475/500
718/718 [==============================] - 1s 899us/step - loss: 0.4258 - accuracy: 0.7996
Epoch 476/500
718/718 [==============================] - 1s 883us/step - loss: 0.4256 - accuracy: 0.7987
Epoch 477/500
718/718 [==============================] - 1s 872us/step - loss: 0.4261 - accuracy: 0.8003
Epoch 478/500
718/718 [==============================] - 1s 878us/step - loss: 0.4252 - accuracy: 0.8010
Epoch 479/500
718/718 [==============================] - 1s 883us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 480/500
718/718 [==============================] - 1s 892us/step - loss: 0.4259 - accuracy: 0.7994
Epoch 481/500
718/718 [==============================] - 1s 897us/step - loss: 0.4259 - accuracy: 0.8003
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7993
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7999
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8017
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7997
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.8001
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8004
Epoch 488/500
718/718 [==============================] - 1s 942us/step - loss: 0.4261 - accuracy: 0.7999
Epoch 489/500
718/718 [==============================] - 1s 924us/step - loss: 0.4253 - accuracy: 0.8004
Epoch 490/500
718/718 [==============================] - 1s 881us/step - loss: 0.4265 - accuracy: 0.7994
Epoch 491/500
718/718 [==============================] - 1s 884us/step - loss: 0.4251 - accuracy: 0.7996
Epoch 492/500
718/718 [==============================] - 1s 888us/step - loss: 0.4261 - accuracy: 0.7998
Epoch 493/500
718/718 [==============================] - 1s 870us/step - loss: 0.4259 - accuracy: 0.8002
Epoch 494/500
718/718 [==============================] - 1s 871us/step - loss: 0.4256 - accuracy: 0.8000
Epoch 495/500
718/718 [==============================] - 1s 887us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 496/500
718/718 [==============================] - 1s 873us/step - loss: 0.4256 - accuracy: 0.7978
Epoch 497/500
718/718 [==============================] - 1s 886us/step - loss: 0.4256 - accuracy: 0.7988
Epoch 498/500
718/718 [==============================] - 1s 885us/step - loss: 0.4259 - accuracy: 0.8007
Epoch 499/500
718/718 [==============================] - 1s 864us/step - loss: 0.4257 - accuracy: 0.7986
Epoch 500/500
718/718 [==============================] - 1s 915us/step - loss: 0.4254 - accuracy: 0.8020
Epoch 1/500
718/718 [==============================] - 1s 947us/step - loss: 0.6315 - accuracy: 0.6263
Epoch 2/500
718/718 [==============================] - 1s 910us/step - loss: 0.5705 - accuracy: 0.7165
Epoch 3/500
718/718 [==============================] - 1s 925us/step - loss: 0.5617 - accuracy: 0.7206
Epoch 4/500
718/718 [==============================] - 1s 864us/step - loss: 0.5532 - accuracy: 0.7234
Epoch 5/500
718/718 [==============================] - 1s 843us/step - loss: 0.5419 - accuracy: 0.7277
Epoch 6/500
718/718 [==============================] - 1s 860us/step - loss: 0.5313 - accuracy: 0.7355
Epoch 7/500
718/718 [==============================] - 1s 842us/step - loss: 0.5250 - accuracy: 0.7408
Epoch 8/500
718/718 [==============================] - 1s 859us/step - loss: 0.5215 - accuracy: 0.7449
Epoch 9/500
718/718 [==============================] - 1s 865us/step - loss: 0.5182 - accuracy: 0.7481
Epoch 10/500
718/718 [==============================] - 1s 841us/step - loss: 0.5161 - accuracy: 0.7496
Epoch 11/500
718/718 [==============================] - 1s 854us/step - loss: 0.5142 - accuracy: 0.7511
Epoch 12/500
718/718 [==============================] - 1s 856us/step - loss: 0.5131 - accuracy: 0.7497
Epoch 13/500
718/718 [==============================] - 1s 857us/step - loss: 0.5116 - accuracy: 0.7499
Epoch 14/500
718/718 [==============================] - 1s 868us/step - loss: 0.5112 - accuracy: 0.7507
Epoch 15/500
718/718 [==============================] - 1s 843us/step - loss: 0.5103 - accuracy: 0.7481
Epoch 16/500
718/718 [==============================] - 1s 862us/step - loss: 0.5094 - accuracy: 0.7544
Epoch 17/500
718/718 [==============================] - 1s 857us/step - loss: 0.5087 - accuracy: 0.7542
Epoch 18/500
718/718 [==============================] - 1s 840us/step - loss: 0.5082 - accuracy: 0.7521
Epoch 19/500
718/718 [==============================] - 1s 861us/step - loss: 0.5076 - accuracy: 0.7529
Epoch 20/500
718/718 [==============================] - 1s 837us/step - loss: 0.5068 - accuracy: 0.7542
Epoch 21/500
718/718 [==============================] - 1s 901us/step - loss: 0.5068 - accuracy: 0.7525
Epoch 22/500
718/718 [==============================] - 1s 883us/step - loss: 0.5061 - accuracy: 0.7558
Epoch 23/500
718/718 [==============================] - 1s 856us/step - loss: 0.5061 - accuracy: 0.7542
Epoch 24/500
718/718 [==============================] - 1s 894us/step - loss: 0.5054 - accuracy: 0.7542
Epoch 25/500
718/718 [==============================] - 1s 877us/step - loss: 0.5047 - accuracy: 0.7543
Epoch 26/500
718/718 [==============================] - 1s 857us/step - loss: 0.5042 - accuracy: 0.7508
Epoch 27/500
718/718 [==============================] - 1s 871us/step - loss: 0.5034 - accuracy: 0.7543
Epoch 28/500
718/718 [==============================] - 1s 854us/step - loss: 0.5030 - accuracy: 0.7529
Epoch 29/500
718/718 [==============================] - 1s 896us/step - loss: 0.5021 - accuracy: 0.7544
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5018 - accuracy: 0.7542: 0s - loss: 0.4986 - accuracy: 0.
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5009 - accuracy: 0.7549
Epoch 32/500
718/718 [==============================] - 1s 865us/step - loss: 0.5000 - accuracy: 0.7538
Epoch 33/500
718/718 [==============================] - 1s 887us/step - loss: 0.4999 - accuracy: 0.7568
Epoch 34/500
718/718 [==============================] - 1s 999us/step - loss: 0.4995 - accuracy: 0.75610s - loss: 0.4992 - accuracy: 0.75
Epoch 35/500
718/718 [==============================] - 1s 862us/step - loss: 0.4987 - accuracy: 0.7573
Epoch 36/500
718/718 [==============================] - 1s 877us/step - loss: 0.4990 - accuracy: 0.7580
Epoch 37/500
718/718 [==============================] - 1s 855us/step - loss: 0.4977 - accuracy: 0.7582
Epoch 38/500
718/718 [==============================] - 1s 876us/step - loss: 0.4967 - accuracy: 0.7599
Epoch 39/500
718/718 [==============================] - 1s 885us/step - loss: 0.4960 - accuracy: 0.7593
Epoch 40/500
718/718 [==============================] - 1s 894us/step - loss: 0.4954 - accuracy: 0.7585
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4943 - accuracy: 0.7585: 0s - loss: 0.4959 - accuracy: 0.75 - ETA: 0s - loss: 0.4948 - accuracy: 0.
Epoch 42/500
718/718 [==============================] - 1s 964us/step - loss: 0.4938 - accuracy: 0.76120s - loss: 0.4911 - accura
Epoch 43/500
718/718 [==============================] - 1s 999us/step - loss: 0.4936 - accuracy: 0.7597
Epoch 44/500
718/718 [==============================] - 1s 889us/step - loss: 0.4927 - accuracy: 0.7612
Epoch 45/500
718/718 [==============================] - 1s 902us/step - loss: 0.4922 - accuracy: 0.76100s - loss: 0.4901 - accura
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4918 - accuracy: 0.7584
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4917 - accuracy: 0.7612
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4917 - accuracy: 0.7603
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4914 - accuracy: 0.7611
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4906 - accuracy: 0.7632
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4912 - accuracy: 0.7615: 0s - loss: 0
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4908 - accuracy: 0.7618
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4901 - accuracy: 0.7618
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4905 - accuracy: 0.7622: 0s - loss: 0.4909 - 
Epoch 55/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4901 - accuracy: 0.7603
Epoch 56/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4900 - accuracy: 0.7619
Epoch 57/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4901 - accuracy: 0.7635
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4896 - accuracy: 0.7635: 0s - loss: 0.4
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4896 - accuracy: 0.7602
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4898 - accuracy: 0.7615
Epoch 61/500
718/718 [==============================] - 1s 980us/step - loss: 0.4891 - accuracy: 0.7620
Epoch 62/500
718/718 [==============================] - 1s 923us/step - loss: 0.4894 - accuracy: 0.7613
Epoch 63/500
718/718 [==============================] - 1s 882us/step - loss: 0.4895 - accuracy: 0.7617
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4893 - accuracy: 0.7625: 0s - loss: 0.4843 - accu
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4888 - accuracy: 0.7606
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4891 - accuracy: 0.7623
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4887 - accuracy: 0.7616
Epoch 68/500
718/718 [==============================] - 1s 999us/step - loss: 0.4890 - accuracy: 0.7635
Epoch 69/500
718/718 [==============================] - 1s 942us/step - loss: 0.4883 - accuracy: 0.7628
Epoch 70/500
718/718 [==============================] - 1s 912us/step - loss: 0.4890 - accuracy: 0.7608
Epoch 71/500
718/718 [==============================] - 1s 870us/step - loss: 0.4888 - accuracy: 0.7617
Epoch 72/500
718/718 [==============================] - 1s 900us/step - loss: 0.4883 - accuracy: 0.7624
Epoch 73/500
718/718 [==============================] - 1s 867us/step - loss: 0.4883 - accuracy: 0.7640
Epoch 74/500
718/718 [==============================] - 1s 906us/step - loss: 0.4881 - accuracy: 0.7655
Epoch 75/500
718/718 [==============================] - 1s 890us/step - loss: 0.4882 - accuracy: 0.7626
Epoch 76/500
718/718 [==============================] - 1s 895us/step - loss: 0.4881 - accuracy: 0.7631
Epoch 77/500
718/718 [==============================] - 1s 898us/step - loss: 0.4879 - accuracy: 0.7611
Epoch 78/500
718/718 [==============================] - 1s 886us/step - loss: 0.4882 - accuracy: 0.7625
Epoch 79/500
718/718 [==============================] - 1s 869us/step - loss: 0.4881 - accuracy: 0.7637
Epoch 80/500
718/718 [==============================] - 1s 901us/step - loss: 0.4883 - accuracy: 0.7631
Epoch 81/500
718/718 [==============================] - 1s 969us/step - loss: 0.4883 - accuracy: 0.7619
Epoch 82/500
718/718 [==============================] - 1s 868us/step - loss: 0.4880 - accuracy: 0.7638
Epoch 83/500
718/718 [==============================] - 1s 961us/step - loss: 0.4878 - accuracy: 0.7617
Epoch 84/500
718/718 [==============================] - 1s 906us/step - loss: 0.4880 - accuracy: 0.7633
Epoch 85/500
718/718 [==============================] - 1s 885us/step - loss: 0.4875 - accuracy: 0.7637
Epoch 86/500
718/718 [==============================] - 1s 891us/step - loss: 0.4876 - accuracy: 0.7638
Epoch 87/500
718/718 [==============================] - 1s 873us/step - loss: 0.4876 - accuracy: 0.7628
Epoch 88/500
718/718 [==============================] - 1s 898us/step - loss: 0.4875 - accuracy: 0.7622
Epoch 89/500
718/718 [==============================] - 1s 888us/step - loss: 0.4880 - accuracy: 0.7616
Epoch 90/500
718/718 [==============================] - 1s 873us/step - loss: 0.4870 - accuracy: 0.7658
Epoch 91/500
718/718 [==============================] - 1s 914us/step - loss: 0.4878 - accuracy: 0.7631
Epoch 92/500
718/718 [==============================] - 1s 892us/step - loss: 0.4877 - accuracy: 0.7621
Epoch 93/500
718/718 [==============================] - 1s 880us/step - loss: 0.4877 - accuracy: 0.7631
Epoch 94/500
718/718 [==============================] - 1s 891us/step - loss: 0.4876 - accuracy: 0.7620
Epoch 95/500
718/718 [==============================] - 1s 886us/step - loss: 0.4876 - accuracy: 0.7618
Epoch 96/500
718/718 [==============================] - 1s 884us/step - loss: 0.4868 - accuracy: 0.7631
Epoch 97/500
718/718 [==============================] - 1s 908us/step - loss: 0.4877 - accuracy: 0.7629
Epoch 98/500
718/718 [==============================] - 1s 882us/step - loss: 0.4871 - accuracy: 0.7614
Epoch 99/500
718/718 [==============================] - 1s 936us/step - loss: 0.4867 - accuracy: 0.7637
Epoch 100/500
718/718 [==============================] - 1s 898us/step - loss: 0.4869 - accuracy: 0.7628
Epoch 101/500
718/718 [==============================] - 1s 885us/step - loss: 0.4868 - accuracy: 0.7624
Epoch 102/500
718/718 [==============================] - 1s 918us/step - loss: 0.4863 - accuracy: 0.7637
Epoch 103/500
718/718 [==============================] - 1s 905us/step - loss: 0.4868 - accuracy: 0.7615
Epoch 104/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4871 - accuracy: 0.7621
Epoch 105/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4859 - accuracy: 0.7621
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4858 - accuracy: 0.7605
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4860 - accuracy: 0.7659
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4855 - accuracy: 0.7643: 0s - loss: 0.4867 - accu
Epoch 109/500
718/718 [==============================] - 1s 940us/step - loss: 0.4856 - accuracy: 0.7624
Epoch 110/500
718/718 [==============================] - 1s 941us/step - loss: 0.4854 - accuracy: 0.7631
Epoch 111/500
718/718 [==============================] - 1s 917us/step - loss: 0.4851 - accuracy: 0.7649
Epoch 112/500
718/718 [==============================] - 1s 999us/step - loss: 0.4843 - accuracy: 0.7670
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4847 - accuracy: 0.7640
Epoch 114/500
718/718 [==============================] - 1s 950us/step - loss: 0.4842 - accuracy: 0.7640
Epoch 115/500
718/718 [==============================] - 1s 868us/step - loss: 0.4846 - accuracy: 0.7645
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4845 - accuracy: 0.7659
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4842 - accuracy: 0.7639
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4837 - accuracy: 0.7643
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4841 - accuracy: 0.7653
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4841 - accuracy: 0.7656
Epoch 121/500
718/718 [==============================] - 1s 985us/step - loss: 0.4841 - accuracy: 0.76530s - loss: 0.4827 - accuracy: 0.
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4836 - accuracy: 0.7653
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4841 - accuracy: 0.7633
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4826 - accuracy: 0.7644
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4830 - accuracy: 0.7644: 0s - loss: 0.4810 - accuracy: 0.76
Epoch 126/500
718/718 [==============================] - 1s 963us/step - loss: 0.4832 - accuracy: 0.7680
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4831 - accuracy: 0.7644
Epoch 128/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4832 - accuracy: 0.7647
Epoch 129/500
718/718 [==============================] - 1s 953us/step - loss: 0.4832 - accuracy: 0.7633
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4828 - accuracy: 0.7638
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4826 - accuracy: 0.7653
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4825 - accuracy: 0.7642
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4825 - accuracy: 0.7669
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4828 - accuracy: 0.7648
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4817 - accuracy: 0.7664
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4821 - accuracy: 0.7651
Epoch 137/500
718/718 [==============================] - 1s 938us/step - loss: 0.4813 - accuracy: 0.7664
Epoch 138/500
718/718 [==============================] - 1s 898us/step - loss: 0.4824 - accuracy: 0.7653
Epoch 139/500
718/718 [==============================] - 1s 935us/step - loss: 0.4811 - accuracy: 0.7660
Epoch 140/500
718/718 [==============================] - 1s 898us/step - loss: 0.4815 - accuracy: 0.7657
Epoch 141/500
718/718 [==============================] - 1s 892us/step - loss: 0.4814 - accuracy: 0.7641
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4811 - accuracy: 0.7658
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4808 - accuracy: 0.7643
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4803 - accuracy: 0.7640: 0s - loss: 0.4901 - accuracy: 0. - ETA: 0s - loss: 0.4894 - 
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4804 - accuracy: 0.7645
Epoch 146/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4794 - accuracy: 0.7655
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4797 - accuracy: 0.7638
Epoch 148/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4794 - accuracy: 0.7667
Epoch 149/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4791 - accuracy: 0.7651: 0s - loss: 0.4770 - accuracy
Epoch 150/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4789 - accuracy: 0.7661
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4787 - accuracy: 0.7651
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4772 - accuracy: 0.7651
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4776 - accuracy: 0.7678
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4766 - accuracy: 0.7680
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4765 - accuracy: 0.7680
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4763 - accuracy: 0.7672
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4759 - accuracy: 0.7652
Epoch 158/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4758 - accuracy: 0.7666
Epoch 159/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4748 - accuracy: 0.7694
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4739 - accuracy: 0.7686
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4731 - accuracy: 0.7683
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4723 - accuracy: 0.7655
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4703 - accuracy: 0.7643
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4684 - accuracy: 0.7664
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4668 - accuracy: 0.7682
Epoch 166/500
718/718 [==============================] - 1s 954us/step - loss: 0.4658 - accuracy: 0.7693
Epoch 167/500
718/718 [==============================] - 1s 916us/step - loss: 0.4651 - accuracy: 0.7677
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4636 - accuracy: 0.7715
Epoch 169/500
718/718 [==============================] - 1s 995us/step - loss: 0.4627 - accuracy: 0.7716
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4616 - accuracy: 0.7752
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4610 - accuracy: 0.7737
Epoch 172/500
718/718 [==============================] - 1s 962us/step - loss: 0.4598 - accuracy: 0.7749
Epoch 173/500
718/718 [==============================] - 1s 996us/step - loss: 0.4601 - accuracy: 0.7758
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7766
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7774
Epoch 176/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4578 - accuracy: 0.7785: 0s - loss:
Epoch 177/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4561 - accuracy: 0.7769
Epoch 178/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4561 - accuracy: 0.7784
Epoch 179/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4549 - accuracy: 0.7780
Epoch 180/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4535 - accuracy: 0.7778
Epoch 181/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4527 - accuracy: 0.7801
Epoch 182/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4519 - accuracy: 0.7788
Epoch 183/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7846
Epoch 184/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4462 - accuracy: 0.7847
Epoch 185/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4436 - accuracy: 0.7849
Epoch 186/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4411 - accuracy: 0.7901
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4396 - accuracy: 0.7887: 0s - loss: 0.4360 - accu
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7897
Epoch 189/500
718/718 [==============================] - 1s 999us/step - loss: 0.4363 - accuracy: 0.7942
Epoch 190/500
718/718 [==============================] - 1s 920us/step - loss: 0.4363 - accuracy: 0.79490s - loss: 0.4383 - 
Epoch 191/500
718/718 [==============================] - 1s 880us/step - loss: 0.4350 - accuracy: 0.7936
Epoch 192/500
718/718 [==============================] - 1s 902us/step - loss: 0.4348 - accuracy: 0.79620s - loss: 0.4346 - accuracy: 0.79
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7969: 0s - loss:
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4341 - accuracy: 0.7968
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4337 - accuracy: 0.7976
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7980
Epoch 197/500
718/718 [==============================] - 1s 934us/step - loss: 0.4329 - accuracy: 0.7982
Epoch 198/500
718/718 [==============================] - 1s 915us/step - loss: 0.4331 - accuracy: 0.7975
Epoch 199/500
718/718 [==============================] - 1s 972us/step - loss: 0.4319 - accuracy: 0.7983
Epoch 200/500
718/718 [==============================] - 1s 983us/step - loss: 0.4316 - accuracy: 0.8011
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7981: 0s - loss: 0.4311 - 
Epoch 202/500
718/718 [==============================] - 1s 946us/step - loss: 0.4318 - accuracy: 0.7992
Epoch 203/500
718/718 [==============================] - 1s 897us/step - loss: 0.4321 - accuracy: 0.7980
Epoch 204/500
718/718 [==============================] - 1s 929us/step - loss: 0.4311 - accuracy: 0.7980
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.8003
Epoch 206/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7974: 0s - loss: 0.4292 - accuracy: 0.
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7990: 0s - loss: 0.4315 - accuracy: 0.79
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7990
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7997
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7981
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7984
Epoch 212/500
718/718 [==============================] - 1s 955us/step - loss: 0.4304 - accuracy: 0.8020
Epoch 213/500
718/718 [==============================] - 1s 990us/step - loss: 0.4300 - accuracy: 0.8015
Epoch 214/500
718/718 [==============================] - 1s 914us/step - loss: 0.4295 - accuracy: 0.8023
Epoch 215/500
718/718 [==============================] - 1s 941us/step - loss: 0.4309 - accuracy: 0.7990
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7971
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8003: 0s - l
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8012
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.8000
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8011
Epoch 221/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.8001
Epoch 222/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4301 - accuracy: 0.7993
Epoch 223/500
718/718 [==============================] - 1s 893us/step - loss: 0.4292 - accuracy: 0.8016
Epoch 224/500
718/718 [==============================] - 1s 967us/step - loss: 0.4293 - accuracy: 0.8009
Epoch 225/500
718/718 [==============================] - 1s 886us/step - loss: 0.4295 - accuracy: 0.7984
Epoch 226/500
718/718 [==============================] - 1s 935us/step - loss: 0.4299 - accuracy: 0.7999
Epoch 227/500
718/718 [==============================] - 1s 870us/step - loss: 0.4294 - accuracy: 0.80160s - loss: 0.4280 - accuracy
Epoch 228/500
718/718 [==============================] - 1s 879us/step - loss: 0.4297 - accuracy: 0.7990
Epoch 229/500
718/718 [==============================] - 1s 880us/step - loss: 0.4296 - accuracy: 0.8021
Epoch 230/500
718/718 [==============================] - 1s 941us/step - loss: 0.4292 - accuracy: 0.7986
Epoch 231/500
718/718 [==============================] - 1s 904us/step - loss: 0.4290 - accuracy: 0.8019
Epoch 232/500
718/718 [==============================] - 1s 892us/step - loss: 0.4297 - accuracy: 0.8021
Epoch 233/500
718/718 [==============================] - 1s 874us/step - loss: 0.4287 - accuracy: 0.8006
Epoch 234/500
718/718 [==============================] - 1s 906us/step - loss: 0.4295 - accuracy: 0.8030
Epoch 235/500
718/718 [==============================] - 1s 917us/step - loss: 0.4285 - accuracy: 0.7989
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4288 - accuracy: 0.8014
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7999: 2s -
Epoch 238/500
718/718 [==============================] - 1s 883us/step - loss: 0.4283 - accuracy: 0.8027
Epoch 239/500
718/718 [==============================] - 1s 881us/step - loss: 0.4299 - accuracy: 0.8017
Epoch 240/500
718/718 [==============================] - 1s 872us/step - loss: 0.4287 - accuracy: 0.7992
Epoch 241/500
718/718 [==============================] - 1s 866us/step - loss: 0.4291 - accuracy: 0.8022
Epoch 242/500
718/718 [==============================] - 1s 870us/step - loss: 0.4290 - accuracy: 0.8017
Epoch 243/500
718/718 [==============================] - 1s 901us/step - loss: 0.4291 - accuracy: 0.8010
Epoch 244/500
718/718 [==============================] - 1s 893us/step - loss: 0.4292 - accuracy: 0.8017
Epoch 245/500
718/718 [==============================] - 1s 891us/step - loss: 0.4279 - accuracy: 0.8014
Epoch 246/500
718/718 [==============================] - 1s 871us/step - loss: 0.4285 - accuracy: 0.7980
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7995
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.8005
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8022
Epoch 250/500
718/718 [==============================] - 1s 963us/step - loss: 0.4286 - accuracy: 0.7990
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8000
Epoch 252/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4286 - accuracy: 0.8019
Epoch 253/500
718/718 [==============================] - 1s 915us/step - loss: 0.4287 - accuracy: 0.8030
Epoch 254/500
718/718 [==============================] - 1s 907us/step - loss: 0.4288 - accuracy: 0.7998
Epoch 255/500
718/718 [==============================] - 1s 955us/step - loss: 0.4288 - accuracy: 0.8010
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.8008
Epoch 257/500
718/718 [==============================] - 1s 931us/step - loss: 0.4287 - accuracy: 0.7985
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8012
Epoch 259/500
718/718 [==============================] - 1s 968us/step - loss: 0.4284 - accuracy: 0.8009
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8028
Epoch 261/500
718/718 [==============================] - 1s 868us/step - loss: 0.4287 - accuracy: 0.8019
Epoch 262/500
718/718 [==============================] - 1s 882us/step - loss: 0.4293 - accuracy: 0.8018
Epoch 263/500
718/718 [==============================] - 1s 932us/step - loss: 0.4292 - accuracy: 0.8022
Epoch 264/500
718/718 [==============================] - 1s 939us/step - loss: 0.4289 - accuracy: 0.8019
Epoch 265/500
718/718 [==============================] - 1s 885us/step - loss: 0.4288 - accuracy: 0.8014
Epoch 266/500
718/718 [==============================] - 1s 868us/step - loss: 0.4289 - accuracy: 0.8012
Epoch 267/500
718/718 [==============================] - 1s 868us/step - loss: 0.4290 - accuracy: 0.8019
Epoch 268/500
718/718 [==============================] - 1s 875us/step - loss: 0.4283 - accuracy: 0.8019
Epoch 269/500
718/718 [==============================] - 1s 862us/step - loss: 0.4286 - accuracy: 0.7998
Epoch 270/500
718/718 [==============================] - 1s 872us/step - loss: 0.4282 - accuracy: 0.8014
Epoch 271/500
718/718 [==============================] - 1s 874us/step - loss: 0.4284 - accuracy: 0.80240s - loss: 0.4259 - accura
Epoch 272/500
718/718 [==============================] - 1s 870us/step - loss: 0.4285 - accuracy: 0.8031
Epoch 273/500
718/718 [==============================] - 1s 866us/step - loss: 0.4283 - accuracy: 0.8026
Epoch 274/500
718/718 [==============================] - 1s 868us/step - loss: 0.4293 - accuracy: 0.8024
Epoch 275/500
718/718 [==============================] - 1s 963us/step - loss: 0.4285 - accuracy: 0.8006
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8000
Epoch 277/500
718/718 [==============================] - 1s 961us/step - loss: 0.4282 - accuracy: 0.8012
Epoch 278/500
718/718 [==============================] - 1s 973us/step - loss: 0.4285 - accuracy: 0.8002
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8000
Epoch 280/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.8016
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.8018
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8030
Epoch 283/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4286 - accuracy: 0.8036
Epoch 284/500
718/718 [==============================] - 1s 988us/step - loss: 0.4280 - accuracy: 0.8037
Epoch 285/500
718/718 [==============================] - 1s 889us/step - loss: 0.4276 - accuracy: 0.8035
Epoch 286/500
718/718 [==============================] - 1s 892us/step - loss: 0.4280 - accuracy: 0.8031
Epoch 287/500
718/718 [==============================] - 1s 925us/step - loss: 0.4279 - accuracy: 0.8032
Epoch 288/500
718/718 [==============================] - 1s 978us/step - loss: 0.4288 - accuracy: 0.8015
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8010: 0s - loss: 0.4
Epoch 290/500
718/718 [==============================] - 1s 936us/step - loss: 0.4289 - accuracy: 0.8019
Epoch 291/500
718/718 [==============================] - 1s 892us/step - loss: 0.4276 - accuracy: 0.8032
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.8014
Epoch 293/500
718/718 [==============================] - 1s 956us/step - loss: 0.4287 - accuracy: 0.80130s - loss: 0.4321 - accuracy: 0.
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8017
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8038
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.8025
Epoch 297/500
718/718 [==============================] - 1s 919us/step - loss: 0.4280 - accuracy: 0.8032
Epoch 298/500
718/718 [==============================] - 1s 907us/step - loss: 0.4284 - accuracy: 0.8005
Epoch 299/500
718/718 [==============================] - 1s 913us/step - loss: 0.4283 - accuracy: 0.7987
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8016
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8011
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8022
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.8013
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7997
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7998
Epoch 306/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4279 - accuracy: 0.8024
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.8024
Epoch 308/500
718/718 [==============================] - 1s 950us/step - loss: 0.4284 - accuracy: 0.8003
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7997
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.8025
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.8037
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7991: 0s - loss: 0.424
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7984: 0s - loss: 0.4263 - accuracy: 0.
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7997
Epoch 315/500
718/718 [==============================] - 1s 994us/step - loss: 0.4284 - accuracy: 0.7993
Epoch 316/500
718/718 [==============================] - 1s 934us/step - loss: 0.4282 - accuracy: 0.8023
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7995
Epoch 318/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4285 - accuracy: 0.8016
Epoch 319/500
718/718 [==============================] - 1s 959us/step - loss: 0.4279 - accuracy: 0.8019
Epoch 320/500
718/718 [==============================] - 1s 880us/step - loss: 0.4280 - accuracy: 0.8017
Epoch 321/500
718/718 [==============================] - 1s 874us/step - loss: 0.4283 - accuracy: 0.8017
Epoch 322/500
718/718 [==============================] - 1s 878us/step - loss: 0.4284 - accuracy: 0.8003
Epoch 323/500
718/718 [==============================] - 1s 865us/step - loss: 0.4281 - accuracy: 0.7996
Epoch 324/500
718/718 [==============================] - 1s 890us/step - loss: 0.4279 - accuracy: 0.8021
Epoch 325/500
718/718 [==============================] - 1s 869us/step - loss: 0.4288 - accuracy: 0.7980
Epoch 326/500
718/718 [==============================] - 1s 866us/step - loss: 0.4288 - accuracy: 0.8001
Epoch 327/500
718/718 [==============================] - 1s 873us/step - loss: 0.4292 - accuracy: 0.7997
Epoch 328/500
718/718 [==============================] - 1s 868us/step - loss: 0.4292 - accuracy: 0.8022
Epoch 329/500
718/718 [==============================] - 1s 874us/step - loss: 0.4289 - accuracy: 0.8006
Epoch 330/500
718/718 [==============================] - 1s 890us/step - loss: 0.4286 - accuracy: 0.8015
Epoch 331/500
718/718 [==============================] - 1s 880us/step - loss: 0.4292 - accuracy: 0.7999
Epoch 332/500
718/718 [==============================] - 1s 879us/step - loss: 0.4312 - accuracy: 0.7993
Epoch 333/500
718/718 [==============================] - 1s 855us/step - loss: 0.4315 - accuracy: 0.7989
Epoch 334/500
718/718 [==============================] - 1s 891us/step - loss: 0.4317 - accuracy: 0.7971
Epoch 335/500
718/718 [==============================] - 1s 886us/step - loss: 0.4319 - accuracy: 0.8004
Epoch 336/500
718/718 [==============================] - 1s 857us/step - loss: 0.4326 - accuracy: 0.8010
Epoch 337/500
718/718 [==============================] - 1s 878us/step - loss: 0.4335 - accuracy: 0.7993
Epoch 338/500
718/718 [==============================] - 1s 878us/step - loss: 0.4322 - accuracy: 0.8012
Epoch 339/500
718/718 [==============================] - 1s 866us/step - loss: 0.4328 - accuracy: 0.8004
Epoch 340/500
718/718 [==============================] - 1s 878us/step - loss: 0.4312 - accuracy: 0.8001
Epoch 341/500
718/718 [==============================] - 1s 871us/step - loss: 0.4303 - accuracy: 0.7997
Epoch 342/500
718/718 [==============================] - 1s 858us/step - loss: 0.4285 - accuracy: 0.8003
Epoch 343/500
718/718 [==============================] - 1s 872us/step - loss: 0.4269 - accuracy: 0.8009
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8004
Epoch 345/500
718/718 [==============================] - 1s 973us/step - loss: 0.4265 - accuracy: 0.8032
Epoch 346/500
718/718 [==============================] - 1s 907us/step - loss: 0.4259 - accuracy: 0.8017
Epoch 347/500
718/718 [==============================] - 1s 876us/step - loss: 0.4252 - accuracy: 0.8049
Epoch 348/500
718/718 [==============================] - 1s 890us/step - loss: 0.4252 - accuracy: 0.8031
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.8045
Epoch 350/500
718/718 [==============================] - 1s 932us/step - loss: 0.4250 - accuracy: 0.8015
Epoch 351/500
718/718 [==============================] - 1s 876us/step - loss: 0.4242 - accuracy: 0.8017
Epoch 352/500
718/718 [==============================] - 1s 972us/step - loss: 0.4235 - accuracy: 0.8032
Epoch 353/500
718/718 [==============================] - 1s 977us/step - loss: 0.4234 - accuracy: 0.8026
Epoch 354/500
718/718 [==============================] - 1s 911us/step - loss: 0.4236 - accuracy: 0.8029
Epoch 355/500
718/718 [==============================] - 1s 898us/step - loss: 0.4232 - accuracy: 0.8051
Epoch 356/500
718/718 [==============================] - 1s 887us/step - loss: 0.4236 - accuracy: 0.8037
Epoch 357/500
718/718 [==============================] - 1s 876us/step - loss: 0.4234 - accuracy: 0.8031
Epoch 358/500
718/718 [==============================] - 1s 945us/step - loss: 0.4234 - accuracy: 0.8017
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8035
Epoch 360/500
718/718 [==============================] - 1s 943us/step - loss: 0.4231 - accuracy: 0.8037
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8036: 0s - loss: 0.4253 - accura
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8027
Epoch 363/500
718/718 [==============================] - 1s 978us/step - loss: 0.4248 - accuracy: 0.8029
Epoch 364/500
718/718 [==============================] - 1s 910us/step - loss: 0.4250 - accuracy: 0.80180s - loss: 0.4253 - accu
Epoch 365/500
718/718 [==============================] - 1s 897us/step - loss: 0.4249 - accuracy: 0.8037
Epoch 366/500
718/718 [==============================] - 1s 898us/step - loss: 0.4250 - accuracy: 0.8045
Epoch 367/500
718/718 [==============================] - 1s 873us/step - loss: 0.4256 - accuracy: 0.8033
Epoch 368/500
718/718 [==============================] - 1s 891us/step - loss: 0.4254 - accuracy: 0.80380s - loss: 0.4238 - accuracy: 0.
Epoch 369/500
718/718 [==============================] - 1s 885us/step - loss: 0.4253 - accuracy: 0.8014
Epoch 370/500
718/718 [==============================] - 1s 897us/step - loss: 0.4259 - accuracy: 0.8006
Epoch 371/500
718/718 [==============================] - 1s 921us/step - loss: 0.4252 - accuracy: 0.8028
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.8027
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4256 - accuracy: 0.8012
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8030
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8004
Epoch 376/500
718/718 [==============================] - 1s 969us/step - loss: 0.4262 - accuracy: 0.8022
Epoch 377/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4271 - accuracy: 0.8006
Epoch 378/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4272 - accuracy: 0.8026
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8001: 0s - loss:
Epoch 380/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.8017
Epoch 381/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4259 - accuracy: 0.8012
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.8005
Epoch 383/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4247 - accuracy: 0.8014
Epoch 384/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4250 - accuracy: 0.8044
Epoch 385/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4246 - accuracy: 0.8035
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8038
Epoch 387/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4238 - accuracy: 0.8025
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.8031
Epoch 389/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4235 - accuracy: 0.8022: 0s - loss: 0.4321 
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8022: 0s - loss: 0.4233 - accuracy: 0.80
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8044: 0s - loss: 0.4274 - ac
Epoch 392/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4232 - accuracy: 0.8040
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8013: 0s - loss:
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8034
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8029
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8030
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8038
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8033
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8032
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8037
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8042: 0s - loss: 0.4213 - accuracy: 0.80
Epoch 402/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4230 - accuracy: 0.8020
Epoch 403/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4226 - accuracy: 0.8050
Epoch 404/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4231 - accuracy: 0.8037
Epoch 405/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4232 - accuracy: 0.8041
Epoch 406/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4233 - accuracy: 0.8034
Epoch 407/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4227 - accuracy: 0.8060
Epoch 408/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4226 - accuracy: 0.8036
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8033
Epoch 410/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4226 - accuracy: 0.8057
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8027
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8053
Epoch 413/500
718/718 [==============================] - 1s 996us/step - loss: 0.4231 - accuracy: 0.8048
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8039
Epoch 415/500
718/718 [==============================] - 1s 969us/step - loss: 0.4226 - accuracy: 0.8047
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8041
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8037
Epoch 418/500
718/718 [==============================] - 1s 978us/step - loss: 0.4226 - accuracy: 0.8042
Epoch 419/500
718/718 [==============================] - 1s 932us/step - loss: 0.4222 - accuracy: 0.8010
Epoch 420/500
718/718 [==============================] - 1s 909us/step - loss: 0.4230 - accuracy: 0.8031
Epoch 421/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4226 - accuracy: 0.8059
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8021
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8027
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8058
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8054: 0s - loss: 0.4170 
Epoch 426/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4230 - accuracy: 0.8004
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8041
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8032
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4226 - accuracy: 0.8057
Epoch 430/500
718/718 [==============================] - 1s 973us/step - loss: 0.4229 - accuracy: 0.8036
Epoch 431/500
718/718 [==============================] - 1s 982us/step - loss: 0.4224 - accuracy: 0.8031
Epoch 432/500
718/718 [==============================] - 1s 969us/step - loss: 0.4228 - accuracy: 0.8037
Epoch 433/500
718/718 [==============================] - 1s 947us/step - loss: 0.4223 - accuracy: 0.8045
Epoch 434/500
718/718 [==============================] - 1s 965us/step - loss: 0.4224 - accuracy: 0.8033
Epoch 435/500
718/718 [==============================] - 1s 884us/step - loss: 0.4216 - accuracy: 0.8024
Epoch 436/500
718/718 [==============================] - 1s 925us/step - loss: 0.4228 - accuracy: 0.8036
Epoch 437/500
718/718 [==============================] - 1s 894us/step - loss: 0.4230 - accuracy: 0.8016
Epoch 438/500
718/718 [==============================] - 1s 873us/step - loss: 0.4228 - accuracy: 0.8050
Epoch 439/500
718/718 [==============================] - 1s 914us/step - loss: 0.4228 - accuracy: 0.8027
Epoch 440/500
718/718 [==============================] - 1s 903us/step - loss: 0.4225 - accuracy: 0.8037
Epoch 441/500
718/718 [==============================] - 1s 879us/step - loss: 0.4222 - accuracy: 0.8031
Epoch 442/500
718/718 [==============================] - 1s 897us/step - loss: 0.4224 - accuracy: 0.8036
Epoch 443/500
718/718 [==============================] - 1s 882us/step - loss: 0.4228 - accuracy: 0.8048
Epoch 444/500
718/718 [==============================] - 1s 905us/step - loss: 0.4235 - accuracy: 0.8017
Epoch 445/500
718/718 [==============================] - 1s 877us/step - loss: 0.4231 - accuracy: 0.8057
Epoch 446/500
718/718 [==============================] - 1s 877us/step - loss: 0.4239 - accuracy: 0.8043
Epoch 447/500
718/718 [==============================] - 1s 885us/step - loss: 0.4232 - accuracy: 0.8030
Epoch 448/500
718/718 [==============================] - 1s 907us/step - loss: 0.4230 - accuracy: 0.8042
Epoch 449/500
718/718 [==============================] - 1s 874us/step - loss: 0.4225 - accuracy: 0.8022
Epoch 450/500
718/718 [==============================] - 1s 906us/step - loss: 0.4228 - accuracy: 0.8044
Epoch 451/500
718/718 [==============================] - 1s 885us/step - loss: 0.4224 - accuracy: 0.8044
Epoch 452/500
718/718 [==============================] - 1s 876us/step - loss: 0.4224 - accuracy: 0.8017
Epoch 453/500
718/718 [==============================] - 1s 891us/step - loss: 0.4232 - accuracy: 0.8038
Epoch 454/500
718/718 [==============================] - 1s 885us/step - loss: 0.4214 - accuracy: 0.8038
Epoch 455/500
718/718 [==============================] - 1s 882us/step - loss: 0.4227 - accuracy: 0.8048
Epoch 456/500
718/718 [==============================] - 1s 881us/step - loss: 0.4229 - accuracy: 0.8027
Epoch 457/500
718/718 [==============================] - 1s 890us/step - loss: 0.4224 - accuracy: 0.8042
Epoch 458/500
718/718 [==============================] - 1s 918us/step - loss: 0.4221 - accuracy: 0.8034
Epoch 459/500
718/718 [==============================] - 1s 901us/step - loss: 0.4220 - accuracy: 0.8041
Epoch 460/500
718/718 [==============================] - 1s 875us/step - loss: 0.4226 - accuracy: 0.8039
Epoch 461/500
718/718 [==============================] - 1s 886us/step - loss: 0.4224 - accuracy: 0.8019
Epoch 462/500
718/718 [==============================] - 1s 891us/step - loss: 0.4222 - accuracy: 0.8037
Epoch 463/500
718/718 [==============================] - 1s 874us/step - loss: 0.4225 - accuracy: 0.8022
Epoch 464/500
718/718 [==============================] - 1s 899us/step - loss: 0.4218 - accuracy: 0.8049
Epoch 465/500
718/718 [==============================] - 1s 876us/step - loss: 0.4223 - accuracy: 0.8054
Epoch 466/500
718/718 [==============================] - 1s 888us/step - loss: 0.4231 - accuracy: 0.8013
Epoch 467/500
718/718 [==============================] - 1s 882us/step - loss: 0.4228 - accuracy: 0.8044
Epoch 468/500
718/718 [==============================] - 1s 885us/step - loss: 0.4220 - accuracy: 0.8037
Epoch 469/500
718/718 [==============================] - 1s 909us/step - loss: 0.4225 - accuracy: 0.8011
Epoch 470/500
718/718 [==============================] - 1s 893us/step - loss: 0.4221 - accuracy: 0.80370s - loss: 0.4202 - accuracy: 0.
Epoch 471/500
718/718 [==============================] - 1s 923us/step - loss: 0.4223 - accuracy: 0.8024
Epoch 472/500
718/718 [==============================] - 1s 888us/step - loss: 0.4223 - accuracy: 0.8016
Epoch 473/500
718/718 [==============================] - 1s 906us/step - loss: 0.4217 - accuracy: 0.8041
Epoch 474/500
718/718 [==============================] - 1s 869us/step - loss: 0.4222 - accuracy: 0.8042
Epoch 475/500
718/718 [==============================] - 1s 983us/step - loss: 0.4224 - accuracy: 0.8013
Epoch 476/500
718/718 [==============================] - 1s 962us/step - loss: 0.4218 - accuracy: 0.8053
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8038
Epoch 478/500
718/718 [==============================] - 1s 941us/step - loss: 0.4223 - accuracy: 0.8045
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8037
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8032
Epoch 481/500
718/718 [==============================] - 1s 856us/step - loss: 0.4232 - accuracy: 0.8031
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8036
Epoch 483/500
718/718 [==============================] - 1s 874us/step - loss: 0.4225 - accuracy: 0.8034
Epoch 484/500
718/718 [==============================] - 1s 872us/step - loss: 0.4225 - accuracy: 0.8031
Epoch 485/500
718/718 [==============================] - 1s 998us/step - loss: 0.4226 - accuracy: 0.8033
Epoch 486/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4226 - accuracy: 0.8027
Epoch 487/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4218 - accuracy: 0.8024
Epoch 488/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4225 - accuracy: 0.8036
Epoch 489/500
718/718 [==============================] - 4s 6ms/step - loss: 0.4223 - accuracy: 0.8048: 2s - - ETA: 0s - loss: 0.4221  - ETA: 0s - loss: 0.4226 - accuracy: 
Epoch 490/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4221 - accuracy: 0.8049
Epoch 491/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4221 - accuracy: 0.8025
Epoch 492/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4231 - accuracy: 0.8028
Epoch 493/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4230 - accuracy: 0.8037
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4219 - accuracy: 0.8046
Epoch 495/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4231 - accuracy: 0.8040
Epoch 496/500
718/718 [==============================] - 3s 5ms/step - loss: 0.4234 - accuracy: 0.8025
Epoch 497/500
718/718 [==============================] - 4s 5ms/step - loss: 0.4233 - accuracy: 0.8017
Epoch 498/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4226 - accuracy: 0.8033: 0s - loss: 0.420
Epoch 499/500
718/718 [==============================] - 1s 901us/step - loss: 0.4226 - accuracy: 0.8048
Epoch 500/500
718/718 [==============================] - 1s 964us/step - loss: 0.4233 - accuracy: 0.8037
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6390 - accuracy: 0.6731
Epoch 2/500
718/718 [==============================] - 1s 981us/step - loss: 0.5535 - accuracy: 0.7226
Epoch 3/500
718/718 [==============================] - 1s 971us/step - loss: 0.5238 - accuracy: 0.7439
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4991 - accuracy: 0.7595
Epoch 5/500
718/718 [==============================] - 1s 909us/step - loss: 0.4830 - accuracy: 0.7651
Epoch 6/500
718/718 [==============================] - 1s 919us/step - loss: 0.4734 - accuracy: 0.7699
Epoch 7/500
718/718 [==============================] - 1s 888us/step - loss: 0.4682 - accuracy: 0.7725
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4643 - accuracy: 0.7758
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4619 - accuracy: 0.7750
Epoch 10/500
718/718 [==============================] - 1s 932us/step - loss: 0.4603 - accuracy: 0.7773
Epoch 11/500
718/718 [==============================] - 1s 934us/step - loss: 0.4600 - accuracy: 0.7787
Epoch 12/500
718/718 [==============================] - 1s 911us/step - loss: 0.4583 - accuracy: 0.7813
Epoch 13/500
718/718 [==============================] - 1s 934us/step - loss: 0.4583 - accuracy: 0.7798
Epoch 14/500
718/718 [==============================] - 1s 921us/step - loss: 0.4579 - accuracy: 0.7800
Epoch 15/500
718/718 [==============================] - 1s 944us/step - loss: 0.4579 - accuracy: 0.7786
Epoch 16/500
718/718 [==============================] - 1s 926us/step - loss: 0.4580 - accuracy: 0.7799
Epoch 17/500
718/718 [==============================] - 1s 917us/step - loss: 0.4577 - accuracy: 0.7788
Epoch 18/500
718/718 [==============================] - 1s 924us/step - loss: 0.4573 - accuracy: 0.7786
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7798
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7764
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7796
Epoch 22/500
718/718 [==============================] - 1s 960us/step - loss: 0.4575 - accuracy: 0.7781
Epoch 23/500
718/718 [==============================] - 1s 968us/step - loss: 0.4561 - accuracy: 0.7807
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7786
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7791
Epoch 26/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4564 - accuracy: 0.7814
Epoch 27/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4567 - accuracy: 0.7802
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7806
Epoch 29/500
718/718 [==============================] - 1s 972us/step - loss: 0.4559 - accuracy: 0.7840
Epoch 30/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4562 - accuracy: 0.7777
Epoch 31/500
718/718 [==============================] - 1s 985us/step - loss: 0.4560 - accuracy: 0.7807
Epoch 32/500
718/718 [==============================] - 1s 981us/step - loss: 0.4555 - accuracy: 0.7794
Epoch 33/500
718/718 [==============================] - 1s 965us/step - loss: 0.4554 - accuracy: 0.7822
Epoch 34/500
718/718 [==============================] - 1s 950us/step - loss: 0.4559 - accuracy: 0.7803
Epoch 35/500
718/718 [==============================] - 1s 968us/step - loss: 0.4552 - accuracy: 0.77930s - loss: 0.4542 - ac
Epoch 36/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4553 - accuracy: 0.7813
Epoch 37/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4550 - accuracy: 0.7804
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7823: 0s - loss: 0.4520 - accura - ETA: 0s - loss: 0.4524 - accuracy: 0.
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7826
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7814
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7843
Epoch 42/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4531 - accuracy: 0.7823
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7842
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7841
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7868
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7841
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7848
Epoch 48/500
718/718 [==============================] - 1s 987us/step - loss: 0.4514 - accuracy: 0.7845
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7844
Epoch 50/500
718/718 [==============================] - 1s 975us/step - loss: 0.4516 - accuracy: 0.7853
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7853
Epoch 52/500
718/718 [==============================] - 1s 992us/step - loss: 0.4495 - accuracy: 0.7846
Epoch 53/500
718/718 [==============================] - 1s 999us/step - loss: 0.4490 - accuracy: 0.7853
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7873
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4474 - accuracy: 0.7863
Epoch 56/500
718/718 [==============================] - 1s 977us/step - loss: 0.4454 - accuracy: 0.7900
Epoch 57/500
718/718 [==============================] - 1s 950us/step - loss: 0.4445 - accuracy: 0.79020s - loss: 0.4386 - ac
Epoch 58/500
718/718 [==============================] - 1s 984us/step - loss: 0.4438 - accuracy: 0.7873
Epoch 59/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4428 - accuracy: 0.7921
Epoch 60/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4427 - accuracy: 0.7889: 0s - loss: 0.4437  - ETA: 0s - loss: 0.438
Epoch 61/500
718/718 [==============================] - 3s 5ms/step - loss: 0.4418 - accuracy: 0.7932: 0s - loss: 0.4408 - accuracy: 
Epoch 62/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4415 - accuracy: 0.7915
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7936
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4404 - accuracy: 0.7933
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7917
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7922: 0s - loss: 0.4399 - accuracy - ETA: 0s - loss: 0.4414 - accuracy: 
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7930
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7930
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4383 - accuracy: 0.7914
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7959: 0s - loss: 0.4408 - accu
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7957
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7921
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7972
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7959
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7932
Epoch 76/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4371 - accuracy: 0.7947
Epoch 77/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4369 - accuracy: 0.7948
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7945
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4363 - accuracy: 0.7958
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7951
Epoch 81/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4358 - accuracy: 0.7972
Epoch 82/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4359 - accuracy: 0.7979
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4358 - accuracy: 0.7971
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7948
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4357 - accuracy: 0.7969
Epoch 86/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4352 - accuracy: 0.7958
Epoch 87/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4349 - accuracy: 0.7987
Epoch 88/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4350 - accuracy: 0.7958
Epoch 89/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4353 - accuracy: 0.7952
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7986: 0s - loss: 0.441
Epoch 91/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4352 - accuracy: 0.7956: 0s - l
Epoch 92/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4345 - accuracy: 0.7967: 0s - loss: 0.4336 - accuracy
Epoch 93/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4345 - accuracy: 0.7974
Epoch 94/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4347 - accuracy: 0.7975
Epoch 95/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4341 - accuracy: 0.7982
Epoch 96/500
718/718 [==============================] - 4s 5ms/step - loss: 0.4338 - accuracy: 0.7948: 1s - l
Epoch 97/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4339 - accuracy: 0.7979
Epoch 98/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4337 - accuracy: 0.7976
Epoch 99/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4338 - accuracy: 0.7976
Epoch 100/500
718/718 [==============================] - 4s 5ms/step - loss: 0.4333 - accuracy: 0.7971
Epoch 101/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4336 - accuracy: 0.7955
Epoch 102/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4332 - accuracy: 0.7963
Epoch 103/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4331 - accuracy: 0.7970
Epoch 104/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4325 - accuracy: 0.7981
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7963
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4332 - accuracy: 0.7981
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4329 - accuracy: 0.7979
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7956
Epoch 109/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4324 - accuracy: 0.7933
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7960
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7955
Epoch 112/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4313 - accuracy: 0.7963
Epoch 113/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4318 - accuracy: 0.7963
Epoch 114/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4321 - accuracy: 0.7966
Epoch 115/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4320 - accuracy: 0.7929
Epoch 116/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4323 - accuracy: 0.7961: 0s - loss: 0
Epoch 117/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4319 - accuracy: 0.7936
Epoch 118/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4321 - accuracy: 0.7962: 1s -
Epoch 119/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4321 - accuracy: 0.7945
Epoch 120/500
718/718 [==============================] - 3s 5ms/step - loss: 0.4322 - accuracy: 0.7973
Epoch 121/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4320 - accuracy: 0.7963
Epoch 122/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4310 - accuracy: 0.7996
Epoch 123/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4322 - accuracy: 0.7944
Epoch 124/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4316 - accuracy: 0.7970
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7949
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7973
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7972
Epoch 128/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4321 - accuracy: 0.7972
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7975
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7974
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7976
Epoch 132/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4310 - accuracy: 0.7979: 1s - loss: 0.4289 - 
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7963: 0s - l
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7955
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7960
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7978
Epoch 137/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4309 - accuracy: 0.7957
Epoch 138/500
718/718 [==============================] - 3s 5ms/step - loss: 0.4311 - accuracy: 0.7971
Epoch 139/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4309 - accuracy: 0.7973
Epoch 140/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4314 - accuracy: 0.7967
Epoch 141/500
718/718 [==============================] - 3s 5ms/step - loss: 0.4306 - accuracy: 0.7973
Epoch 142/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4314 - accuracy: 0.7979
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7956
Epoch 144/500
718/718 [==============================] - 1s 972us/step - loss: 0.4312 - accuracy: 0.7974
Epoch 145/500
718/718 [==============================] - 1s 940us/step - loss: 0.4309 - accuracy: 0.7990
Epoch 146/500
718/718 [==============================] - 1s 904us/step - loss: 0.4310 - accuracy: 0.7967
Epoch 147/500
718/718 [==============================] - 1s 922us/step - loss: 0.4308 - accuracy: 0.7983
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7979
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7981
Epoch 150/500
718/718 [==============================] - 1s 931us/step - loss: 0.4310 - accuracy: 0.7991
Epoch 151/500
718/718 [==============================] - 1s 954us/step - loss: 0.4307 - accuracy: 0.7977
Epoch 152/500
718/718 [==============================] - 1s 970us/step - loss: 0.4312 - accuracy: 0.7975
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7963
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7973
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7970
Epoch 156/500
718/718 [==============================] - 1s 993us/step - loss: 0.4313 - accuracy: 0.79580s - loss: 0.4320 
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7980
Epoch 158/500
718/718 [==============================] - 1s 912us/step - loss: 0.4311 - accuracy: 0.7983
Epoch 159/500
718/718 [==============================] - 1s 919us/step - loss: 0.4311 - accuracy: 0.7976
Epoch 160/500
718/718 [==============================] - 1s 910us/step - loss: 0.4309 - accuracy: 0.7991
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7960
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7972: 0s - loss: 0.4264 - 
Epoch 163/500
718/718 [==============================] - 1s 921us/step - loss: 0.4309 - accuracy: 0.7976
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7981
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7956: 0s - loss: 0.4302 - accuracy: 
Epoch 166/500
718/718 [==============================] - 1s 922us/step - loss: 0.4308 - accuracy: 0.7978
Epoch 167/500
718/718 [==============================] - 1s 979us/step - loss: 0.4309 - accuracy: 0.7969
Epoch 168/500
718/718 [==============================] - 1s 920us/step - loss: 0.4311 - accuracy: 0.7995
Epoch 169/500
718/718 [==============================] - 1s 896us/step - loss: 0.4306 - accuracy: 0.7972
Epoch 170/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7959
Epoch 171/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7961: 0s
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7975
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7982
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7990
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7979
Epoch 176/500
718/718 [==============================] - 1s 936us/step - loss: 0.4307 - accuracy: 0.7999
Epoch 177/500
718/718 [==============================] - 1s 919us/step - loss: 0.4304 - accuracy: 0.7973
Epoch 178/500
718/718 [==============================] - 1s 926us/step - loss: 0.4312 - accuracy: 0.7992
Epoch 179/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4301 - accuracy: 0.7995
Epoch 180/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4311 - accuracy: 0.7963
Epoch 181/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4305 - accuracy: 0.7986
Epoch 182/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4305 - accuracy: 0.7958
Epoch 183/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4309 - accuracy: 0.7991
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7976
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.8007
Epoch 186/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7984
Epoch 187/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4307 - accuracy: 0.8003
Epoch 188/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4302 - accuracy: 0.7975
Epoch 189/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7983
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7969
Epoch 191/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.7984
Epoch 192/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4302 - accuracy: 0.7987
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7986
Epoch 194/500
718/718 [==============================] - 1s 984us/step - loss: 0.4307 - accuracy: 0.7966
Epoch 195/500
718/718 [==============================] - 1s 924us/step - loss: 0.4304 - accuracy: 0.7983
Epoch 196/500
718/718 [==============================] - 1s 931us/step - loss: 0.4305 - accuracy: 0.7977
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7989
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.8005
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7989
Epoch 200/500
718/718 [==============================] - 1s 935us/step - loss: 0.4303 - accuracy: 0.8005
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7984
Epoch 202/500
718/718 [==============================] - 1s 973us/step - loss: 0.4311 - accuracy: 0.8001
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7977
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7972
Epoch 205/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4308 - accuracy: 0.7995
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.8004
Epoch 207/500
718/718 [==============================] - 1s 989us/step - loss: 0.4307 - accuracy: 0.7997
Epoch 208/500
718/718 [==============================] - 1s 963us/step - loss: 0.4305 - accuracy: 0.7972
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8000
Epoch 210/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4305 - accuracy: 0.8005: 0s - loss: 0.4310 - accuracy: 0.80
Epoch 211/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4303 - accuracy: 0.7985
Epoch 212/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.7990
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7983
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7986
Epoch 215/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7984
Epoch 216/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7995
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8003
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7983
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8017: 0s - loss: 0.4289 - accuracy: 
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.8006
Epoch 221/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4298 - accuracy: 0.7976
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7963
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7992: 0s - loss: 0.431
Epoch 224/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4304 - accuracy: 0.7982
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7978
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.7981
Epoch 227/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.7970: 0s - loss: 0
Epoch 228/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4297 - accuracy: 0.7998: 0s - loss: 0.4
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8003
Epoch 230/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4299 - accuracy: 0.7990
Epoch 231/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4297 - accuracy: 0.7997
Epoch 232/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7999
Epoch 233/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4296 - accuracy: 0.7998
Epoch 234/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4297 - accuracy: 0.7994: 0s - loss: 0.4304 - accuracy
Epoch 235/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4304 - accuracy: 0.8007
Epoch 236/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4301 - accuracy: 0.7971
Epoch 237/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4295 - accuracy: 0.8004
Epoch 238/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.7981
Epoch 239/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.8004
Epoch 240/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4293 - accuracy: 0.7998
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.8009
Epoch 242/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4296 - accuracy: 0.7992
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8013
Epoch 244/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4294 - accuracy: 0.8001: 0s - - ETA: 0s - loss: 0.4290 - accuracy: 
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7997
Epoch 246/500
718/718 [==============================] - ETA: 0s - loss: 0.4289 - accuracy: 0.80 - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8009
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7993
Epoch 248/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4297 - accuracy: 0.8006
Epoch 249/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7993: 0s - loss: 0.4286 - accuracy
Epoch 250/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.7997
Epoch 251/500
718/718 [==============================] - 1s 871us/step - loss: 0.4293 - accuracy: 0.7998
Epoch 252/500
718/718 [==============================] - 1s 878us/step - loss: 0.4292 - accuracy: 0.8009
Epoch 253/500
718/718 [==============================] - 1s 883us/step - loss: 0.4290 - accuracy: 0.8016
Epoch 254/500
718/718 [==============================] - 1s 887us/step - loss: 0.4297 - accuracy: 0.7990
Epoch 255/500
718/718 [==============================] - 1s 900us/step - loss: 0.4297 - accuracy: 0.8004
Epoch 256/500
718/718 [==============================] - 1s 887us/step - loss: 0.4295 - accuracy: 0.7983
Epoch 257/500
718/718 [==============================] - 1s 939us/step - loss: 0.4294 - accuracy: 0.7977
Epoch 258/500
718/718 [==============================] - 1s 965us/step - loss: 0.4289 - accuracy: 0.7992
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4291 - accuracy: 0.7989
Epoch 260/500
718/718 [==============================] - 1s 991us/step - loss: 0.4296 - accuracy: 0.8003
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8005
Epoch 262/500
718/718 [==============================] - 1s 943us/step - loss: 0.4300 - accuracy: 0.8001
Epoch 263/500
718/718 [==============================] - 1s 918us/step - loss: 0.4291 - accuracy: 0.7992
Epoch 264/500
718/718 [==============================] - 1s 883us/step - loss: 0.4288 - accuracy: 0.7997
Epoch 265/500
718/718 [==============================] - 1s 909us/step - loss: 0.4284 - accuracy: 0.8010
Epoch 266/500
718/718 [==============================] - 1s 882us/step - loss: 0.4290 - accuracy: 0.7997
Epoch 267/500
718/718 [==============================] - 1s 906us/step - loss: 0.4289 - accuracy: 0.8000
Epoch 268/500
718/718 [==============================] - 1s 897us/step - loss: 0.4297 - accuracy: 0.7992
Epoch 269/500
718/718 [==============================] - 1s 950us/step - loss: 0.4287 - accuracy: 0.8003
Epoch 270/500
718/718 [==============================] - 1s 943us/step - loss: 0.4294 - accuracy: 0.7991
Epoch 271/500
718/718 [==============================] - 1s 963us/step - loss: 0.4294 - accuracy: 0.8009
Epoch 272/500
718/718 [==============================] - 1s 882us/step - loss: 0.4295 - accuracy: 0.8005
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7997
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8007
Epoch 275/500
718/718 [==============================] - 1s 953us/step - loss: 0.4293 - accuracy: 0.7997
Epoch 276/500
718/718 [==============================] - 1s 986us/step - loss: 0.4286 - accuracy: 0.8010
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7987
Epoch 278/500
718/718 [==============================] - 1s 942us/step - loss: 0.4290 - accuracy: 0.7993
Epoch 279/500
718/718 [==============================] - 1s 885us/step - loss: 0.4286 - accuracy: 0.7987
Epoch 280/500
718/718 [==============================] - 1s 883us/step - loss: 0.4289 - accuracy: 0.8003
Epoch 281/500
718/718 [==============================] - 1s 890us/step - loss: 0.4296 - accuracy: 0.8003
Epoch 282/500
718/718 [==============================] - 1s 890us/step - loss: 0.4294 - accuracy: 0.8011
Epoch 283/500
718/718 [==============================] - 1s 876us/step - loss: 0.4291 - accuracy: 0.7985
Epoch 284/500
718/718 [==============================] - 1s 898us/step - loss: 0.4297 - accuracy: 0.8007
Epoch 285/500
718/718 [==============================] - 1s 881us/step - loss: 0.4290 - accuracy: 0.8011
Epoch 286/500
718/718 [==============================] - 1s 882us/step - loss: 0.4295 - accuracy: 0.8003
Epoch 287/500
718/718 [==============================] - 1s 927us/step - loss: 0.4280 - accuracy: 0.7997
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8009
Epoch 289/500
718/718 [==============================] - 1s 967us/step - loss: 0.4292 - accuracy: 0.7994
Epoch 290/500
718/718 [==============================] - 1s 912us/step - loss: 0.4296 - accuracy: 0.8011
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7990
Epoch 292/500
718/718 [==============================] - 1s 939us/step - loss: 0.4290 - accuracy: 0.8020
Epoch 293/500
718/718 [==============================] - 1s 906us/step - loss: 0.4294 - accuracy: 0.8011
Epoch 294/500
718/718 [==============================] - 1s 969us/step - loss: 0.4296 - accuracy: 0.8015
Epoch 295/500
718/718 [==============================] - 1s 909us/step - loss: 0.4295 - accuracy: 0.8011
Epoch 296/500
718/718 [==============================] - 1s 933us/step - loss: 0.4292 - accuracy: 0.8015
Epoch 297/500
718/718 [==============================] - 1s 895us/step - loss: 0.4291 - accuracy: 0.8022
Epoch 298/500
718/718 [==============================] - 1s 894us/step - loss: 0.4291 - accuracy: 0.8001
Epoch 299/500
718/718 [==============================] - 1s 894us/step - loss: 0.4290 - accuracy: 0.8014
Epoch 300/500
718/718 [==============================] - 1s 890us/step - loss: 0.4291 - accuracy: 0.8016
Epoch 301/500
718/718 [==============================] - 1s 874us/step - loss: 0.4286 - accuracy: 0.8006
Epoch 302/500
718/718 [==============================] - 1s 878us/step - loss: 0.4291 - accuracy: 0.8026
Epoch 303/500
718/718 [==============================] - 1s 893us/step - loss: 0.4292 - accuracy: 0.8017
Epoch 304/500
718/718 [==============================] - 1s 885us/step - loss: 0.4295 - accuracy: 0.8010
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.8007
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7998
Epoch 307/500
718/718 [==============================] - 1s 949us/step - loss: 0.4296 - accuracy: 0.79910s - loss: 0.4306 - accuracy: 0.79
Epoch 308/500
718/718 [==============================] - 1s 897us/step - loss: 0.4295 - accuracy: 0.8024
Epoch 309/500
718/718 [==============================] - 1s 947us/step - loss: 0.4291 - accuracy: 0.8008
Epoch 310/500
718/718 [==============================] - 1s 888us/step - loss: 0.4293 - accuracy: 0.7993
Epoch 311/500
718/718 [==============================] - 1s 882us/step - loss: 0.4300 - accuracy: 0.8026
Epoch 312/500
718/718 [==============================] - 1s 882us/step - loss: 0.4295 - accuracy: 0.7988
Epoch 313/500
718/718 [==============================] - 1s 944us/step - loss: 0.4300 - accuracy: 0.8003
Epoch 314/500
718/718 [==============================] - 1s 882us/step - loss: 0.4297 - accuracy: 0.8000
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4294 - accuracy: 0.8028
Epoch 316/500
718/718 [==============================] - 1s 938us/step - loss: 0.4298 - accuracy: 0.7989
Epoch 317/500
718/718 [==============================] - 1s 914us/step - loss: 0.4300 - accuracy: 0.8009
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.8023
Epoch 319/500
718/718 [==============================] - 1s 963us/step - loss: 0.4293 - accuracy: 0.7993
Epoch 320/500
718/718 [==============================] - 1s 895us/step - loss: 0.4292 - accuracy: 0.8003
Epoch 321/500
718/718 [==============================] - 1s 879us/step - loss: 0.4303 - accuracy: 0.8007
Epoch 322/500
718/718 [==============================] - 1s 893us/step - loss: 0.4287 - accuracy: 0.8020
Epoch 323/500
718/718 [==============================] - 1s 887us/step - loss: 0.4305 - accuracy: 0.8015
Epoch 324/500
718/718 [==============================] - 1s 900us/step - loss: 0.4299 - accuracy: 0.8002
Epoch 325/500
718/718 [==============================] - 1s 891us/step - loss: 0.4296 - accuracy: 0.7997
Epoch 326/500
718/718 [==============================] - 1s 888us/step - loss: 0.4298 - accuracy: 0.8017
Epoch 327/500
718/718 [==============================] - 1s 879us/step - loss: 0.4303 - accuracy: 0.7993
Epoch 328/500
718/718 [==============================] - 1s 891us/step - loss: 0.4304 - accuracy: 0.8004
Epoch 329/500
718/718 [==============================] - 1s 871us/step - loss: 0.4305 - accuracy: 0.8001
Epoch 330/500
718/718 [==============================] - 1s 898us/step - loss: 0.4294 - accuracy: 0.8005
Epoch 331/500
718/718 [==============================] - 1s 917us/step - loss: 0.4302 - accuracy: 0.7993
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7997
Epoch 333/500
718/718 [==============================] - 1s 942us/step - loss: 0.4300 - accuracy: 0.8005
Epoch 334/500
718/718 [==============================] - 1s 929us/step - loss: 0.4296 - accuracy: 0.8000
Epoch 335/500
718/718 [==============================] - 1s 881us/step - loss: 0.4302 - accuracy: 0.8004
Epoch 336/500
718/718 [==============================] - 1s 885us/step - loss: 0.4306 - accuracy: 0.8016
Epoch 337/500
718/718 [==============================] - 1s 885us/step - loss: 0.4305 - accuracy: 0.8004
Epoch 338/500
718/718 [==============================] - 1s 874us/step - loss: 0.4304 - accuracy: 0.8000
Epoch 339/500
718/718 [==============================] - 1s 895us/step - loss: 0.4311 - accuracy: 0.7996
Epoch 340/500
718/718 [==============================] - 1s 885us/step - loss: 0.4305 - accuracy: 0.7989
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8003
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.8008
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.8012
Epoch 344/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4304 - accuracy: 0.8014
Epoch 345/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4299 - accuracy: 0.8004
Epoch 346/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4295 - accuracy: 0.7994
Epoch 347/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.7994: 0s -
Epoch 348/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4299 - accuracy: 0.7994
Epoch 349/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.8019
Epoch 350/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.8002
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7993
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.8003
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.8012
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.8004
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8003
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7996
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.8004
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7990
Epoch 359/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7997: 0s - loss: 0.4329 - accuracy
Epoch 360/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4302 - accuracy: 0.8008: 1s -
Epoch 361/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.8019
Epoch 362/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.8031
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7990: 0s - loss: 0.4288 - accu
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.8015
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.8009
Epoch 366/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7997
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.8000
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.8025
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7989: 0s - loss: 0.4327 - accuracy
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7994
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.8010
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8009
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.8006
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7983
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.8007
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7997: 1s
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7999: 1s - l
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7998
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.8002
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8007
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8009
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.8000
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.8013
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8004
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.8003
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7986
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7998
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.8012
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.8006
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.8012
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7980
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7998
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.8018
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.8001
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7999: 0s - loss: 0.4343 - accuracy:  - ETA: 0s - loss: 0.4352 - accuracy
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.8008
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.8002
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7991
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.8029
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7998
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8023: 0s - loss: 0.4303 - ac
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7997
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7990
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.8010
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7981
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.8013
Epoch 407/500
718/718 [==============================] - 1s 999us/step - loss: 0.4316 - accuracy: 0.7980
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.8003
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.8004
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7991
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7974
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.8002: 0s - loss: 0.4317 - 
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7997: 0s - l
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.8015
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.8015
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7985
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.8013
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.8002
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7991
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.8010: 0s - loss: 0.4367 - accura - ETA: 0s - loss: 0.4324 - accuracy: 
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.8005
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7973
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7979
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.8013: 0s - loss: 0.4
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7992: 0s - loss: 0.4348 
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7983: 0s - loss: 0.4261 - accuracy: 
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7991
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.8004
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7988
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7996
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7987
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7994
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.8002
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7977
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7988
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.8024
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7982
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7997
Epoch 439/500
718/718 [==============================] - 1s 993us/step - loss: 0.4318 - accuracy: 0.8006
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7992
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4331 - accuracy: 0.7992
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7979
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.8008
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7997
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7966
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7988
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7995
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7963
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7990
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7985
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7990
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7961
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7970
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7956: 0s - loss: 0.4348 - accuracy: 
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7978
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4328 - accuracy: 0.7997
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.8003
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4316 - accuracy: 0.7983: 0s - loss: 0.4300 - 
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7983
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7995
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7990
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7997
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.7996
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7997: 0s - loss: 0.4
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7997: 0s - loss: 0.440
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7983
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7976
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4317 - accuracy: 0.8001: 0s - loss: 0.4323 - accuracy
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7976
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7981
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7969
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7964
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4320 - accuracy: 0.7976
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7981
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4319 - accuracy: 0.7999
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4326 - accuracy: 0.7974
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7989: 0s - loss: 0.4374 - ac
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7988
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7981
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.8009
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.8013
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7976
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7978
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.7994: 0s - loss: 0.4301 - accu
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.8000: 0s - loss: 0.433
Epoch 486/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4335 - accuracy: 0.7979
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7999
Epoch 488/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4325 - accuracy: 0.7978
Epoch 489/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4323 - accuracy: 0.7970
Epoch 490/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4329 - accuracy: 0.8008
Epoch 491/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7995
Epoch 492/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7990: 0s - loss: 0.4340 - accura
Epoch 493/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7984: 0s - loss: 0.4
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4327 - accuracy: 0.7959
Epoch 495/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4318 - accuracy: 0.7961
Epoch 496/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4323 - accuracy: 0.8005
Epoch 497/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4330 - accuracy: 0.7973
Epoch 498/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4314 - accuracy: 0.7994: 0s - loss: 0.4277 - accuracy: 
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4321 - accuracy: 0.8003: 0s - loss: 0.4311 - accuracy: 0.80
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7970
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6645 - accuracy: 0.6502
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5928 - accuracy: 0.7316
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5450 - accuracy: 0.7502
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5124 - accuracy: 0.7597
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4945 - accuracy: 0.7652
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4844 - accuracy: 0.7665
Epoch 7/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4778 - accuracy: 0.7667
Epoch 8/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4729 - accuracy: 0.7678: 0s - loss: 0.4739 - accuracy
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4704 - accuracy: 0.7681
Epoch 10/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4680 - accuracy: 0.7690
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4661 - accuracy: 0.7710
Epoch 12/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4652 - accuracy: 0.7685
Epoch 13/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4641 - accuracy: 0.7683
Epoch 14/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4625 - accuracy: 0.7724
Epoch 15/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4625 - accuracy: 0.7726
Epoch 16/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4615 - accuracy: 0.7735
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4612 - accuracy: 0.7732
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4600 - accuracy: 0.7753
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7732: 0s - loss: 0.4587 - ac
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4594 - accuracy: 0.7759
Epoch 21/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4601 - accuracy: 0.7748
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7780
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7757: 0s - loss: 0.4603 - ac
Epoch 24/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7774
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4586 - accuracy: 0.7780
Epoch 26/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7778
Epoch 27/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4578 - accuracy: 0.7764
Epoch 28/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7766
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4574 - accuracy: 0.7774
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7798
Epoch 31/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7773: 0s - loss: 0.4570 - accuracy: 0.
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4570 - accuracy: 0.7774
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7780
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7801
Epoch 35/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7774
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4562 - accuracy: 0.7780
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7770: 0s - loss: 0.4569 - accuracy: 0.
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4557 - accuracy: 0.7771
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7789
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7786
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4549 - accuracy: 0.7787
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7781
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7767
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7782
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7807
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7784: 0s - loss: 0.4537 - accuracy
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4542 - accuracy: 0.7786
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7811
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4541 - accuracy: 0.7790
Epoch 50/500
718/718 [==============================] - 1s 997us/step - loss: 0.4540 - accuracy: 0.7782
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7771
Epoch 52/500
718/718 [==============================] - 1s 992us/step - loss: 0.4533 - accuracy: 0.7819
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7788
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7762
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7777
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7787
Epoch 57/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7779
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7781
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7787: 0s - loss: 0.4500 - accuracy: 0.
Epoch 60/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7807: 0s - los
Epoch 61/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4517 - accuracy: 0.7791
Epoch 62/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7800: 0s - loss: 0.4648 
Epoch 63/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7795
Epoch 64/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7810
Epoch 65/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7803
Epoch 66/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7793
Epoch 67/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7769
Epoch 68/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7807
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7788
Epoch 70/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7811
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7816
Epoch 72/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7802
Epoch 73/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4507 - accuracy: 0.7818
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7805
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7800
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7793
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7817
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7797
Epoch 79/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7800: 0s - loss: 0.4492 - accuracy: 
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7806
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7780: 0s - loss: 0.4
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7821: 0s - loss: 0.4510 - accura
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4505 - accuracy: 0.7818
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7814
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7813
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7790
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4503 - accuracy: 0.7814
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4504 - accuracy: 0.7813
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7793
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7796
Epoch 91/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7802
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7801: 0s - loss: 0.4455 - accuracy:  - ETA: 0s - loss: 0.4513 - 
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4500 - accuracy: 0.7776
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7801
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7814
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7800
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7818
Epoch 98/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7806
Epoch 99/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7806
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7772
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7794
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7801
Epoch 103/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7815
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7817
Epoch 105/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4502 - accuracy: 0.7813
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7816: 0s - loss: 0.4527 - accuracy
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7834
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7794
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7807
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7793
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7798: 0s - loss: 0.4
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7803
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7780
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7797
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7793
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7806
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7788
Epoch 118/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7786
Epoch 119/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7828
Epoch 120/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7805
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7820
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7790
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7816: 0s - loss: 0.4494 - accuracy: 0.78
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4495 - accuracy: 0.7795: 0s - loss: 0.4496 - accuracy: 0.77
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4498 - accuracy: 0.7783
Epoch 126/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7814
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7801
Epoch 128/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7794
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7822
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7809
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7820
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7815
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7804
Epoch 134/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7803: 0s - loss: 0.4515 - accuracy: 0.77 - ETA: 0s - loss: 0.4509 - accuracy
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7804
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7797
Epoch 137/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7812
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7807
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7810
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7816
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7804
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7816
Epoch 143/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7802
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7812
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7815: 0s - loss: 0.4487 - accuracy: 0.78
Epoch 146/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7807
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7800
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7789: 0s - loss: 0.4506 - accu
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7806: 0s - loss: 0.4493 - accuracy
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7777
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7818
Epoch 152/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7815
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7799
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7803: 0s - loss: 0.4502 - accuracy: 0.78
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7818
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7800
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7814
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7829
Epoch 159/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4489 - accuracy: 0.7802: 0s - loss:
Epoch 160/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7788
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7812
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7813
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7815
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7811
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7807
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7820: 0s - loss: 0.4470 - accuracy: 0.
Epoch 167/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7805
Epoch 168/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7800
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7823
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7825
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7786
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7813
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7802
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7803
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7808
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7807: 0s - loss: 0.4362 - 
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7795
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7817
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7804
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7817
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7819
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7802: 0s - loss: 0.4392 - ac
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7810
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7819
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7823
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7816
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7819
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7816
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7813
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7798
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7802
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7814
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7800: 0s - loss: 0.4494 - accuracy: 
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7788
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7793
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7808
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7806
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7810
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7809: 0s - loss: 0.4509 - accuracy
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7819: 0s - loss: 0.4463 - accuracy: 0.78
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7815
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7822
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7814: 0s - loss: 0.4453 - ac
Epoch 204/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7839
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7820
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7811
Epoch 207/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4483 - accuracy: 0.7820
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7821
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7841
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7792
Epoch 211/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7809
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7816
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7819
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7814
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7805
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7820
Epoch 217/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7810
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7814
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7815
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7798
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7801
Epoch 222/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7798
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7808: 0s - loss: 0.4486 - accuracy - ETA: 0s - loss: 0.4487 - accuracy: 0.78
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7814: 0s - loss: 0.4479 - accura
Epoch 225/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7804: 0s - loss: 0.4518 - ac
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7797
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7807
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7814: 0s - loss: 0.4515 - accuracy: 
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7795
Epoch 230/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7818
Epoch 231/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7813
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7820
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7823
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7795
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7802: 0s - loss: 0.4449 - 
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4486 - accuracy: 0.7809
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7807
Epoch 238/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7811
Epoch 239/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7820
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7820
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7814
Epoch 242/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7807: 0s - loss: 0.4496 - accura
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7807
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7807
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7802
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7827
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7820
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7808
Epoch 249/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7812
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4473 - accuracy: 0.7823
Epoch 251/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7796
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7829
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7820
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4476 - accuracy: 0.7827
Epoch 255/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7830
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7822
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4472 - accuracy: 0.7829: 0s - loss: 0.450
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7830
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7829
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7829
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4470 - accuracy: 0.7826
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7841: 0s - loss: 0.4465 - accuracy: 0.78
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7836
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4464 - accuracy: 0.7837
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4468 - accuracy: 0.7825
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4463 - accuracy: 0.7838
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7826
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4467 - accuracy: 0.7831
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4466 - accuracy: 0.7847
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4465 - accuracy: 0.7823
Epoch 271/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7839
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4464 - accuracy: 0.7815
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7833
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7829
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7848
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4461 - accuracy: 0.7823
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7819
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7835
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4464 - accuracy: 0.7844
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7860
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7834
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4462 - accuracy: 0.7827
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7828
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7861
Epoch 285/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7830
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7838
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7814
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4460 - accuracy: 0.7816
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7835
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7808
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7836
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7848
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7847
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7840
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7826
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7840: 0s - loss: 0.4367 - accuracy:  - ETA: 0s - loss: 0.4448 - accuracy: 0.
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7833: 0s - loss: 0.4435 - accuracy
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7821: 0s - loss: 0.4424 - accuracy:  - ETA: 0s - loss: 0.4443 - accuracy
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7823
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7834
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7836
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7841
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7841
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7841
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7845
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7836
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4458 - accuracy: 0.7838
Epoch 308/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4457 - accuracy: 0.7821
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7850
Epoch 310/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4452 - accuracy: 0.7835
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7841
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7844: 0s - loss: 0.444
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7832
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7854
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4457 - accuracy: 0.7841
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7834
Epoch 317/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4456 - accuracy: 0.7837
Epoch 318/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4454 - accuracy: 0.7834: 0s - loss: 0.4480 - accuracy - ETA: 0s - loss: 0.4
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7856
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7847
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7825
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7860: 0s - loss: 0.4445 - accuracy: 
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7829
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7860: 0s - loss: 0.4439 - accuracy: 0.
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7848
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7850
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7832
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7835
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7848
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7834: 0s - loss: 0.4466 - accuracy: 0.
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7837
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7844
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7834: 0s - l
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7846
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7824
Epoch 336/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7835: 0s - loss: 0.4414 - accuracy
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7834: 0s - loss: 0.4457 - accura
Epoch 338/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7815
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7845
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7857
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7841
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7841
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7847: 0s - loss: 0.4507 - ac
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7844
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7829
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7835
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4456 - accuracy: 0.7842
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7820
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7833: 0s - loss: 0.4477 - accuracy
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7829: 0s - loss: 0.4447 - 
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7842
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7814
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7846
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7820
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7826
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7835
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7836
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7848
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7834
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7820
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7814
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7847
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7825
Epoch 364/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7837
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7828
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7847
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7842
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7829: 0s - loss: 0.4
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7843
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7839
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7833: 0s - loss: 0.4455 - accura
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7862
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7834
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7841
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7849
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7840: 0s - loss: 0.4430 
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7854
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7837
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7848
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7840
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7828
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7841: 0s - loss: 0.4435 - accuracy: 0.
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7834
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7840
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7830
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7831: 0s - loss: 0.4460 - accu
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7835
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7841
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7847
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7832
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7834
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7862
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7846
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7814
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7846
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4455 - accuracy: 0.7830
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7832
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7820
Epoch 399/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4446 - accuracy: 0.7840
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4453 - accuracy: 0.7820
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7853
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7844
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7852
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7831
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7853
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7834
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7839
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7839
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7825
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7841
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7837: 0s - loss: 0.4525 - accuracy: 0.78 - ETA: 0s - loss:
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7852
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7849
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4452 - accuracy: 0.7841: 0s - loss: 0.4493 - 
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7827
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7860
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7838
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7838
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7849: 0s - loss: 0
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7846
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7852
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7852
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7824
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7856
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7832: 0s - loss: 0.4448 - accuracy: 0.78
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7831: 0s - loss: 0.4487 - accura
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4451 - accuracy: 0.7837
Epoch 428/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7829
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7843
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7840
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7861
Epoch 432/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7839
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7844
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7858: 0s - loss: 0.4465 - accu
Epoch 435/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7841
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7866: 0s - loss: 0.4454 - accuracy: 0.78
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7844
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7848
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7847
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7847
Epoch 441/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7834
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7834
Epoch 443/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7827
Epoch 444/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7844
Epoch 445/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7848
Epoch 446/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7849
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4449 - accuracy: 0.7837
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7856: 0s - loss: 0.4453 - accuracy
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7840
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7836
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7849: 0s - loss: 0.441
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7838: 0s - loss: 0.4473 - accura
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7852
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7838
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7877: 0s - loss: 0.453
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7829
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7842: 0s - loss: 0.4481 - accu
Epoch 458/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4440 - accuracy: 0.7827
Epoch 459/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4444 - accuracy: 0.7845
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7831
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7847
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7841
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7847
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4439 - accuracy: 0.7858
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7854: 0s - loss: 0.4532 - 
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7827
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7832
Epoch 468/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7843
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7839
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7859
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7822
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7849
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7853
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7836: 0s - loss: 0.4442 - ac
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4439 - accuracy: 0.7850
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7833: 0s - loss: 0.4444 - accuracy: 
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7855: 0s - loss: 0.4376 -  - ETA: 0s - loss: 0.4444 - accuracy: 0.78
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7860: 0s - loss: 0.4443 - accuracy
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7846
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7836
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4448 - accuracy: 0.7850
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4442 - accuracy: 0.7858: 0s - loss: 0
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4447 - accuracy: 0.7841
Epoch 484/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7827
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4441 - accuracy: 0.7844
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7834: 0s - loss: 0.4452 - accuracy: 0.
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7841
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7839
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4440 - accuracy: 0.7841
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4443 - accuracy: 0.7825
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7844
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7847
Epoch 493/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4440 - accuracy: 0.7826
Epoch 494/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4444 - accuracy: 0.7832
Epoch 495/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4443 - accuracy: 0.7849
Epoch 496/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4445 - accuracy: 0.7852
Epoch 497/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4449 - accuracy: 0.7850
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4438 - accuracy: 0.7846
Epoch 499/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4438 - accuracy: 0.7827: 0s - loss:
Epoch 500/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4447 - accuracy: 0.7836
Epoch 1/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6887 - accuracy: 0.5553
Epoch 2/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6872 - accuracy: 0.
Epoch 12/500
718/718 [==============================] - 1s 928us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 866us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 867us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 846us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 846us/step - loss: 0.6868 - accuracy: 0.55560s - loss: 0.6880 - ac
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 893us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6865 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6860 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 977us/step - loss: 0.6850 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 920us/step - loss: 0.6824 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 833us/step - loss: 0.6736 - accuracy: 0.5556
Epoch 24/500
718/718 [==============================] - 1s 863us/step - loss: 0.6430 - accuracy: 0.6010
Epoch 25/500
718/718 [==============================] - 1s 840us/step - loss: 0.6001 - accuracy: 0.7072
Epoch 26/500
718/718 [==============================] - 1s 857us/step - loss: 0.5803 - accuracy: 0.7121
Epoch 27/500
718/718 [==============================] - 1s 882us/step - loss: 0.5686 - accuracy: 0.7172
Epoch 28/500
718/718 [==============================] - 1s 884us/step - loss: 0.5549 - accuracy: 0.7263
Epoch 29/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5362 - accuracy: 0.7417
Epoch 30/500
718/718 [==============================] - 1s 970us/step - loss: 0.5148 - accuracy: 0.7536
Epoch 31/500
718/718 [==============================] - 1s 934us/step - loss: 0.4961 - accuracy: 0.7624
Epoch 32/500
718/718 [==============================] - 1s 865us/step - loss: 0.4819 - accuracy: 0.7666
Epoch 33/500
718/718 [==============================] - 1s 956us/step - loss: 0.4738 - accuracy: 0.7688
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4698 - accuracy: 0.7713
Epoch 35/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4668 - accuracy: 0.7675
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7706
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4634 - accuracy: 0.7729
Epoch 38/500
718/718 [==============================] - 1s 881us/step - loss: 0.4625 - accuracy: 0.7717
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4619 - accuracy: 0.7704
Epoch 40/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4613 - accuracy: 0.7735
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7739
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4611 - accuracy: 0.7749
Epoch 43/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4607 - accuracy: 0.7736
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4608 - accuracy: 0.7728
Epoch 45/500
718/718 [==============================] - 1s 856us/step - loss: 0.4601 - accuracy: 0.7741
Epoch 46/500
718/718 [==============================] - 1s 838us/step - loss: 0.4603 - accuracy: 0.7721
Epoch 47/500
718/718 [==============================] - 1s 847us/step - loss: 0.4598 - accuracy: 0.7742
Epoch 48/500
718/718 [==============================] - 1s 826us/step - loss: 0.4595 - accuracy: 0.7716
Epoch 49/500
718/718 [==============================] - 1s 823us/step - loss: 0.4585 - accuracy: 0.7766
Epoch 50/500
718/718 [==============================] - 1s 817us/step - loss: 0.4589 - accuracy: 0.7740
Epoch 51/500
718/718 [==============================] - 1s 826us/step - loss: 0.4585 - accuracy: 0.7773
Epoch 52/500
718/718 [==============================] - 1s 821us/step - loss: 0.4579 - accuracy: 0.7758
Epoch 53/500
718/718 [==============================] - 1s 821us/step - loss: 0.4583 - accuracy: 0.7736
Epoch 54/500
718/718 [==============================] - 1s 834us/step - loss: 0.4582 - accuracy: 0.7728
Epoch 55/500
718/718 [==============================] - 1s 871us/step - loss: 0.4577 - accuracy: 0.7723
Epoch 56/500
718/718 [==============================] - 1s 910us/step - loss: 0.4568 - accuracy: 0.7776
Epoch 57/500
718/718 [==============================] - 1s 834us/step - loss: 0.4576 - accuracy: 0.7778
Epoch 58/500
718/718 [==============================] - 1s 809us/step - loss: 0.4575 - accuracy: 0.7752
Epoch 59/500
718/718 [==============================] - 1s 821us/step - loss: 0.4571 - accuracy: 0.7773
Epoch 60/500
718/718 [==============================] - 1s 801us/step - loss: 0.4571 - accuracy: 0.7749
Epoch 61/500
718/718 [==============================] - 1s 816us/step - loss: 0.4568 - accuracy: 0.7754
Epoch 62/500
718/718 [==============================] - 1s 801us/step - loss: 0.4565 - accuracy: 0.7746
Epoch 63/500
718/718 [==============================] - 1s 848us/step - loss: 0.4570 - accuracy: 0.7758
Epoch 64/500
718/718 [==============================] - 1s 902us/step - loss: 0.4562 - accuracy: 0.7751
Epoch 65/500
718/718 [==============================] - 1s 824us/step - loss: 0.4563 - accuracy: 0.7775
Epoch 66/500
718/718 [==============================] - 1s 849us/step - loss: 0.4563 - accuracy: 0.7769
Epoch 67/500
718/718 [==============================] - 1s 813us/step - loss: 0.4568 - accuracy: 0.7767
Epoch 68/500
718/718 [==============================] - 1s 852us/step - loss: 0.4567 - accuracy: 0.7773
Epoch 69/500
718/718 [==============================] - 1s 893us/step - loss: 0.4558 - accuracy: 0.7786
Epoch 70/500
718/718 [==============================] - 1s 814us/step - loss: 0.4559 - accuracy: 0.7792
Epoch 71/500
718/718 [==============================] - 1s 831us/step - loss: 0.4555 - accuracy: 0.7791
Epoch 72/500
718/718 [==============================] - 1s 866us/step - loss: 0.4551 - accuracy: 0.77760s - loss: 0.4556 - accuracy
Epoch 73/500
718/718 [==============================] - 1s 952us/step - loss: 0.4544 - accuracy: 0.7781
Epoch 74/500
718/718 [==============================] - 1s 915us/step - loss: 0.4547 - accuracy: 0.7777
Epoch 75/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7771: 0s - loss: 0.4473 
Epoch 76/500
718/718 [==============================] - 1s 876us/step - loss: 0.4538 - accuracy: 0.7804
Epoch 77/500
718/718 [==============================] - 1s 845us/step - loss: 0.4542 - accuracy: 0.7782
Epoch 78/500
718/718 [==============================] - 1s 832us/step - loss: 0.4538 - accuracy: 0.7786
Epoch 79/500
718/718 [==============================] - 1s 833us/step - loss: 0.4533 - accuracy: 0.7788
Epoch 80/500
718/718 [==============================] - 1s 942us/step - loss: 0.4534 - accuracy: 0.7796
Epoch 81/500
718/718 [==============================] - 1s 869us/step - loss: 0.4536 - accuracy: 0.7791
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4531 - accuracy: 0.7806
Epoch 83/500
718/718 [==============================] - 1s 983us/step - loss: 0.4534 - accuracy: 0.7797
Epoch 84/500
718/718 [==============================] - 1s 893us/step - loss: 0.4531 - accuracy: 0.7785
Epoch 85/500
718/718 [==============================] - 1s 905us/step - loss: 0.4531 - accuracy: 0.7779
Epoch 86/500
718/718 [==============================] - 1s 883us/step - loss: 0.4535 - accuracy: 0.7761
Epoch 87/500
718/718 [==============================] - 1s 825us/step - loss: 0.4533 - accuracy: 0.7775
Epoch 88/500
718/718 [==============================] - 1s 837us/step - loss: 0.4528 - accuracy: 0.7781
Epoch 89/500
718/718 [==============================] - 1s 880us/step - loss: 0.4528 - accuracy: 0.7758
Epoch 90/500
718/718 [==============================] - 1s 824us/step - loss: 0.4532 - accuracy: 0.7773
Epoch 91/500
718/718 [==============================] - 1s 915us/step - loss: 0.4535 - accuracy: 0.7770
Epoch 92/500
718/718 [==============================] - 1s 903us/step - loss: 0.4526 - accuracy: 0.7797
Epoch 93/500
718/718 [==============================] - 1s 839us/step - loss: 0.4527 - accuracy: 0.7777
Epoch 94/500
718/718 [==============================] - 1s 845us/step - loss: 0.4525 - accuracy: 0.7792
Epoch 95/500
718/718 [==============================] - 1s 854us/step - loss: 0.4528 - accuracy: 0.7777
Epoch 96/500
718/718 [==============================] - 1s 900us/step - loss: 0.4522 - accuracy: 0.7796
Epoch 97/500
718/718 [==============================] - 1s 904us/step - loss: 0.4524 - accuracy: 0.7779
Epoch 98/500
718/718 [==============================] - 1s 856us/step - loss: 0.4529 - accuracy: 0.7769
Epoch 99/500
718/718 [==============================] - 1s 827us/step - loss: 0.4527 - accuracy: 0.7767
Epoch 100/500
718/718 [==============================] - 1s 829us/step - loss: 0.4529 - accuracy: 0.7774
Epoch 101/500
718/718 [==============================] - 1s 831us/step - loss: 0.4526 - accuracy: 0.7807
Epoch 102/500
718/718 [==============================] - 1s 845us/step - loss: 0.4527 - accuracy: 0.7795
Epoch 103/500
718/718 [==============================] - 1s 918us/step - loss: 0.4517 - accuracy: 0.7810
Epoch 104/500
718/718 [==============================] - 1s 916us/step - loss: 0.4520 - accuracy: 0.7814
Epoch 105/500
718/718 [==============================] - 1s 871us/step - loss: 0.4528 - accuracy: 0.7795
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7787: 0s - loss: 0.4514 - accura
Epoch 107/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4516 - accuracy: 0.7771: 0s - loss: 0.4532 - accura
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4528 - accuracy: 0.7763
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4526 - accuracy: 0.7785: 0s - loss: 0.4472 - 
Epoch 110/500
718/718 [==============================] - 1s 993us/step - loss: 0.4521 - accuracy: 0.7791
Epoch 111/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7787
Epoch 112/500
718/718 [==============================] - 1s 944us/step - loss: 0.4519 - accuracy: 0.7783
Epoch 113/500
718/718 [==============================] - 1s 879us/step - loss: 0.4520 - accuracy: 0.7776
Epoch 114/500
718/718 [==============================] - 1s 858us/step - loss: 0.4513 - accuracy: 0.7771
Epoch 115/500
718/718 [==============================] - 1s 892us/step - loss: 0.4515 - accuracy: 0.7785
Epoch 116/500
718/718 [==============================] - 1s 919us/step - loss: 0.4524 - accuracy: 0.7765
Epoch 117/500
718/718 [==============================] - 1s 914us/step - loss: 0.4518 - accuracy: 0.7804
Epoch 118/500
718/718 [==============================] - 1s 841us/step - loss: 0.4523 - accuracy: 0.7763
Epoch 119/500
718/718 [==============================] - 1s 981us/step - loss: 0.4521 - accuracy: 0.7786
Epoch 120/500
718/718 [==============================] - 1s 862us/step - loss: 0.4520 - accuracy: 0.7788
Epoch 121/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7772: 0s - l
Epoch 122/500
718/718 [==============================] - 1s 825us/step - loss: 0.4518 - accuracy: 0.7773
Epoch 123/500
718/718 [==============================] - 1s 910us/step - loss: 0.4522 - accuracy: 0.7748
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4525 - accuracy: 0.7799
Epoch 125/500
718/718 [==============================] - 1s 830us/step - loss: 0.4521 - accuracy: 0.7782
Epoch 126/500
718/718 [==============================] - 1s 812us/step - loss: 0.4520 - accuracy: 0.7765
Epoch 127/500
718/718 [==============================] - 1s 833us/step - loss: 0.4516 - accuracy: 0.7790
Epoch 128/500
718/718 [==============================] - 1s 813us/step - loss: 0.4525 - accuracy: 0.7778
Epoch 129/500
718/718 [==============================] - 1s 826us/step - loss: 0.4518 - accuracy: 0.7807
Epoch 130/500
718/718 [==============================] - 1s 847us/step - loss: 0.4515 - accuracy: 0.7774
Epoch 131/500
718/718 [==============================] - 1s 830us/step - loss: 0.4513 - accuracy: 0.7778
Epoch 132/500
718/718 [==============================] - 1s 820us/step - loss: 0.4518 - accuracy: 0.7772
Epoch 133/500
718/718 [==============================] - 1s 804us/step - loss: 0.4522 - accuracy: 0.7786
Epoch 134/500
718/718 [==============================] - 1s 822us/step - loss: 0.4521 - accuracy: 0.7814
Epoch 135/500
718/718 [==============================] - 1s 818us/step - loss: 0.4518 - accuracy: 0.7788
Epoch 136/500
718/718 [==============================] - 1s 862us/step - loss: 0.4512 - accuracy: 0.7754
Epoch 137/500
718/718 [==============================] - 1s 824us/step - loss: 0.4517 - accuracy: 0.7775
Epoch 138/500
718/718 [==============================] - 1s 828us/step - loss: 0.4517 - accuracy: 0.7786
Epoch 139/500
718/718 [==============================] - 1s 840us/step - loss: 0.4518 - accuracy: 0.7775
Epoch 140/500
718/718 [==============================] - 1s 865us/step - loss: 0.4522 - accuracy: 0.7780
Epoch 141/500
718/718 [==============================] - 1s 822us/step - loss: 0.4519 - accuracy: 0.7770
Epoch 142/500
718/718 [==============================] - 1s 840us/step - loss: 0.4521 - accuracy: 0.7763
Epoch 143/500
718/718 [==============================] - 1s 823us/step - loss: 0.4512 - accuracy: 0.7769
Epoch 144/500
718/718 [==============================] - 1s 835us/step - loss: 0.4511 - accuracy: 0.7776
Epoch 145/500
718/718 [==============================] - 1s 852us/step - loss: 0.4517 - accuracy: 0.7758
Epoch 146/500
718/718 [==============================] - 1s 913us/step - loss: 0.4516 - accuracy: 0.7772
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7787: 0s - loss: 0.4531 - accuracy: 0. - ETA: 0s - loss: 0.4521 - accuracy: 0.
Epoch 148/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4517 - accuracy: 0.7800
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7772
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7786
Epoch 151/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7743
Epoch 152/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4517 - accuracy: 0.7779
Epoch 153/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7783
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7801
Epoch 155/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7771
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7773
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4516 - accuracy: 0.7781
Epoch 158/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7791
Epoch 159/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7773
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7773
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.7772: 0s - loss: 0.4522 - accuracy: 0.
Epoch 162/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4515 - accuracy: 0.7757
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4511 - accuracy: 0.7773
Epoch 164/500
718/718 [==============================] - 1s 923us/step - loss: 0.4520 - accuracy: 0.7787
Epoch 165/500
718/718 [==============================] - 1s 813us/step - loss: 0.4517 - accuracy: 0.7788
Epoch 166/500
718/718 [==============================] - 1s 825us/step - loss: 0.4509 - accuracy: 0.7766
Epoch 167/500
718/718 [==============================] - 1s 808us/step - loss: 0.4509 - accuracy: 0.7758
Epoch 168/500
718/718 [==============================] - 1s 835us/step - loss: 0.4508 - accuracy: 0.7768
Epoch 169/500
718/718 [==============================] - 1s 815us/step - loss: 0.4513 - accuracy: 0.7776
Epoch 170/500
718/718 [==============================] - 1s 806us/step - loss: 0.4509 - accuracy: 0.7748
Epoch 171/500
718/718 [==============================] - 1s 827us/step - loss: 0.4510 - accuracy: 0.7785
Epoch 172/500
718/718 [==============================] - 1s 831us/step - loss: 0.4513 - accuracy: 0.7759
Epoch 173/500
718/718 [==============================] - 1s 962us/step - loss: 0.4509 - accuracy: 0.7775
Epoch 174/500
718/718 [==============================] - 1s 815us/step - loss: 0.4505 - accuracy: 0.7786
Epoch 175/500
718/718 [==============================] - 1s 820us/step - loss: 0.4513 - accuracy: 0.7775
Epoch 176/500
718/718 [==============================] - 1s 819us/step - loss: 0.4512 - accuracy: 0.7779
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7793
Epoch 178/500
718/718 [==============================] - 1s 821us/step - loss: 0.4510 - accuracy: 0.7786
Epoch 179/500
718/718 [==============================] - 1s 833us/step - loss: 0.4511 - accuracy: 0.7781
Epoch 180/500
718/718 [==============================] - 1s 816us/step - loss: 0.4508 - accuracy: 0.7781
Epoch 181/500
718/718 [==============================] - 1s 817us/step - loss: 0.4510 - accuracy: 0.7773
Epoch 182/500
718/718 [==============================] - 1s 814us/step - loss: 0.4512 - accuracy: 0.7772
Epoch 183/500
718/718 [==============================] - 1s 827us/step - loss: 0.4514 - accuracy: 0.7786
Epoch 184/500
718/718 [==============================] - 1s 877us/step - loss: 0.4509 - accuracy: 0.7772
Epoch 185/500
718/718 [==============================] - 1s 876us/step - loss: 0.4509 - accuracy: 0.7779
Epoch 186/500
718/718 [==============================] - 1s 883us/step - loss: 0.4512 - accuracy: 0.7775
Epoch 187/500
718/718 [==============================] - 1s 804us/step - loss: 0.4513 - accuracy: 0.7784
Epoch 188/500
718/718 [==============================] - 1s 817us/step - loss: 0.4506 - accuracy: 0.7766
Epoch 189/500
718/718 [==============================] - 1s 824us/step - loss: 0.4505 - accuracy: 0.7796
Epoch 190/500
718/718 [==============================] - 1s 802us/step - loss: 0.4512 - accuracy: 0.7773
Epoch 191/500
718/718 [==============================] - 1s 816us/step - loss: 0.4506 - accuracy: 0.7802
Epoch 192/500
718/718 [==============================] - 1s 805us/step - loss: 0.4509 - accuracy: 0.7806
Epoch 193/500
718/718 [==============================] - 1s 811us/step - loss: 0.4505 - accuracy: 0.7773
Epoch 194/500
718/718 [==============================] - 1s 836us/step - loss: 0.4511 - accuracy: 0.7779
Epoch 195/500
718/718 [==============================] - 1s 814us/step - loss: 0.4508 - accuracy: 0.7763
Epoch 196/500
718/718 [==============================] - 1s 821us/step - loss: 0.4505 - accuracy: 0.7781
Epoch 197/500
718/718 [==============================] - 1s 814us/step - loss: 0.4507 - accuracy: 0.7762
Epoch 198/500
718/718 [==============================] - 1s 821us/step - loss: 0.4508 - accuracy: 0.7783
Epoch 199/500
718/718 [==============================] - 1s 813us/step - loss: 0.4506 - accuracy: 0.7778
Epoch 200/500
718/718 [==============================] - 1s 802us/step - loss: 0.4511 - accuracy: 0.7785
Epoch 201/500
718/718 [==============================] - 1s 859us/step - loss: 0.4501 - accuracy: 0.7774
Epoch 202/500
718/718 [==============================] - 1s 808us/step - loss: 0.4510 - accuracy: 0.7780
Epoch 203/500
718/718 [==============================] - 1s 814us/step - loss: 0.4510 - accuracy: 0.7786
Epoch 204/500
718/718 [==============================] - 1s 821us/step - loss: 0.4510 - accuracy: 0.77820s - loss: 0.4522 - accuracy: 0.77
Epoch 205/500
718/718 [==============================] - 1s 819us/step - loss: 0.4508 - accuracy: 0.7785
Epoch 206/500
718/718 [==============================] - 1s 824us/step - loss: 0.4508 - accuracy: 0.7774
Epoch 207/500
718/718 [==============================] - 1s 809us/step - loss: 0.4508 - accuracy: 0.7775
Epoch 208/500
718/718 [==============================] - 1s 828us/step - loss: 0.4504 - accuracy: 0.7781
Epoch 209/500
718/718 [==============================] - 1s 805us/step - loss: 0.4509 - accuracy: 0.7780
Epoch 210/500
718/718 [==============================] - 1s 812us/step - loss: 0.4504 - accuracy: 0.7803
Epoch 211/500
718/718 [==============================] - 1s 813us/step - loss: 0.4506 - accuracy: 0.7775
Epoch 212/500
718/718 [==============================] - 1s 805us/step - loss: 0.4509 - accuracy: 0.7773
Epoch 213/500
718/718 [==============================] - 1s 823us/step - loss: 0.4512 - accuracy: 0.7757
Epoch 214/500
718/718 [==============================] - 1s 824us/step - loss: 0.4510 - accuracy: 0.7753
Epoch 215/500
718/718 [==============================] - 1s 807us/step - loss: 0.4506 - accuracy: 0.7779
Epoch 216/500
718/718 [==============================] - 1s 811us/step - loss: 0.4503 - accuracy: 0.7755
Epoch 217/500
718/718 [==============================] - 1s 804us/step - loss: 0.4506 - accuracy: 0.7782
Epoch 218/500
718/718 [==============================] - 1s 820us/step - loss: 0.4504 - accuracy: 0.7779
Epoch 219/500
718/718 [==============================] - 1s 810us/step - loss: 0.4509 - accuracy: 0.7762
Epoch 220/500
718/718 [==============================] - 1s 815us/step - loss: 0.4505 - accuracy: 0.7750
Epoch 221/500
718/718 [==============================] - 1s 819us/step - loss: 0.4512 - accuracy: 0.7773
Epoch 222/500
718/718 [==============================] - 1s 835us/step - loss: 0.4512 - accuracy: 0.7781
Epoch 223/500
718/718 [==============================] - 1s 815us/step - loss: 0.4507 - accuracy: 0.7774
Epoch 224/500
718/718 [==============================] - 1s 810us/step - loss: 0.4507 - accuracy: 0.7775
Epoch 225/500
718/718 [==============================] - 1s 814us/step - loss: 0.4508 - accuracy: 0.7779
Epoch 226/500
718/718 [==============================] - 1s 804us/step - loss: 0.4502 - accuracy: 0.7799
Epoch 227/500
718/718 [==============================] - 1s 820us/step - loss: 0.4497 - accuracy: 0.7800
Epoch 228/500
718/718 [==============================] - 1s 809us/step - loss: 0.4499 - accuracy: 0.7753
Epoch 229/500
718/718 [==============================] - 1s 798us/step - loss: 0.4508 - accuracy: 0.7790
Epoch 230/500
718/718 [==============================] - 1s 818us/step - loss: 0.4504 - accuracy: 0.7782
Epoch 231/500
718/718 [==============================] - 1s 810us/step - loss: 0.4509 - accuracy: 0.7800
Epoch 232/500
718/718 [==============================] - 1s 804us/step - loss: 0.4505 - accuracy: 0.7759
Epoch 233/500
718/718 [==============================] - 1s 818us/step - loss: 0.4501 - accuracy: 0.7794
Epoch 234/500
718/718 [==============================] - 1s 805us/step - loss: 0.4502 - accuracy: 0.7779
Epoch 235/500
718/718 [==============================] - 1s 811us/step - loss: 0.4505 - accuracy: 0.7789
Epoch 236/500
718/718 [==============================] - 1s 869us/step - loss: 0.4504 - accuracy: 0.7807
Epoch 237/500
718/718 [==============================] - 1s 817us/step - loss: 0.4504 - accuracy: 0.7811
Epoch 238/500
718/718 [==============================] - 1s 805us/step - loss: 0.4498 - accuracy: 0.7766
Epoch 239/500
718/718 [==============================] - 1s 814us/step - loss: 0.4503 - accuracy: 0.7787
Epoch 240/500
718/718 [==============================] - 1s 833us/step - loss: 0.4502 - accuracy: 0.7773
Epoch 241/500
718/718 [==============================] - 1s 806us/step - loss: 0.4506 - accuracy: 0.7792
Epoch 242/500
718/718 [==============================] - 1s 812us/step - loss: 0.4503 - accuracy: 0.7769
Epoch 243/500
718/718 [==============================] - 1s 829us/step - loss: 0.4507 - accuracy: 0.7776
Epoch 244/500
718/718 [==============================] - 1s 832us/step - loss: 0.4502 - accuracy: 0.7776
Epoch 245/500
718/718 [==============================] - 1s 815us/step - loss: 0.4499 - accuracy: 0.7764
Epoch 246/500
718/718 [==============================] - 1s 802us/step - loss: 0.4506 - accuracy: 0.7775
Epoch 247/500
718/718 [==============================] - 1s 828us/step - loss: 0.4505 - accuracy: 0.7763
Epoch 248/500
718/718 [==============================] - 1s 807us/step - loss: 0.4508 - accuracy: 0.7779
Epoch 249/500
718/718 [==============================] - 1s 835us/step - loss: 0.4502 - accuracy: 0.7786
Epoch 250/500
718/718 [==============================] - 1s 821us/step - loss: 0.4500 - accuracy: 0.7774
Epoch 251/500
718/718 [==============================] - 1s 805us/step - loss: 0.4498 - accuracy: 0.77590s - loss: 0.4504 - accuracy: 0.77
Epoch 252/500
718/718 [==============================] - 1s 862us/step - loss: 0.4498 - accuracy: 0.7750
Epoch 253/500
718/718 [==============================] - 1s 819us/step - loss: 0.4503 - accuracy: 0.7787
Epoch 254/500
718/718 [==============================] - 1s 816us/step - loss: 0.4504 - accuracy: 0.7774
Epoch 255/500
718/718 [==============================] - 1s 880us/step - loss: 0.4496 - accuracy: 0.77780s - loss: 0.4459 - accuracy: 0.
Epoch 256/500
718/718 [==============================] - 1s 823us/step - loss: 0.4505 - accuracy: 0.7783
Epoch 257/500
718/718 [==============================] - 1s 827us/step - loss: 0.4500 - accuracy: 0.7772
Epoch 258/500
718/718 [==============================] - 1s 804us/step - loss: 0.4502 - accuracy: 0.7788
Epoch 259/500
718/718 [==============================] - 1s 816us/step - loss: 0.4503 - accuracy: 0.7780
Epoch 260/500
718/718 [==============================] - 1s 819us/step - loss: 0.4501 - accuracy: 0.7785
Epoch 261/500
718/718 [==============================] - 1s 811us/step - loss: 0.4505 - accuracy: 0.7763
Epoch 262/500
718/718 [==============================] - 1s 818us/step - loss: 0.4500 - accuracy: 0.7778
Epoch 263/500
718/718 [==============================] - 1s 812us/step - loss: 0.4498 - accuracy: 0.7782
Epoch 264/500
718/718 [==============================] - 1s 831us/step - loss: 0.4499 - accuracy: 0.7770
Epoch 265/500
718/718 [==============================] - 1s 818us/step - loss: 0.4500 - accuracy: 0.7773
Epoch 266/500
718/718 [==============================] - 1s 808us/step - loss: 0.4499 - accuracy: 0.7775
Epoch 267/500
718/718 [==============================] - 1s 809us/step - loss: 0.4496 - accuracy: 0.7775
Epoch 268/500
718/718 [==============================] - 1s 809us/step - loss: 0.4497 - accuracy: 0.7798
Epoch 269/500
718/718 [==============================] - 1s 819us/step - loss: 0.4494 - accuracy: 0.7783
Epoch 270/500
718/718 [==============================] - 1s 899us/step - loss: 0.4500 - accuracy: 0.7758
Epoch 271/500
718/718 [==============================] - 1s 811us/step - loss: 0.4498 - accuracy: 0.7800
Epoch 272/500
718/718 [==============================] - 1s 817us/step - loss: 0.4495 - accuracy: 0.7782
Epoch 273/500
718/718 [==============================] - 1s 821us/step - loss: 0.4499 - accuracy: 0.7767
Epoch 274/500
718/718 [==============================] - 1s 816us/step - loss: 0.4497 - accuracy: 0.7780
Epoch 275/500
718/718 [==============================] - 1s 811us/step - loss: 0.4495 - accuracy: 0.7792
Epoch 276/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4496 - accuracy: 0.7786
Epoch 277/500
718/718 [==============================] - 1s 890us/step - loss: 0.4493 - accuracy: 0.7788
Epoch 278/500
718/718 [==============================] - 1s 837us/step - loss: 0.4492 - accuracy: 0.7797
Epoch 279/500
718/718 [==============================] - 1s 862us/step - loss: 0.4496 - accuracy: 0.7807
Epoch 280/500
718/718 [==============================] - 1s 836us/step - loss: 0.4496 - accuracy: 0.7800
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7800
Epoch 282/500
718/718 [==============================] - 1s 968us/step - loss: 0.4490 - accuracy: 0.7781
Epoch 283/500
718/718 [==============================] - 1s 932us/step - loss: 0.4492 - accuracy: 0.7791
Epoch 284/500
718/718 [==============================] - 1s 845us/step - loss: 0.4489 - accuracy: 0.7796
Epoch 285/500
718/718 [==============================] - 1s 839us/step - loss: 0.4496 - accuracy: 0.7784
Epoch 286/500
718/718 [==============================] - 1s 849us/step - loss: 0.4492 - accuracy: 0.7784
Epoch 287/500
718/718 [==============================] - 1s 828us/step - loss: 0.4492 - accuracy: 0.7789
Epoch 288/500
718/718 [==============================] - 1s 871us/step - loss: 0.4495 - accuracy: 0.7800
Epoch 289/500
718/718 [==============================] - 1s 824us/step - loss: 0.4494 - accuracy: 0.7780
Epoch 290/500
718/718 [==============================] - 1s 827us/step - loss: 0.4493 - accuracy: 0.7785
Epoch 291/500
718/718 [==============================] - 1s 836us/step - loss: 0.4490 - accuracy: 0.7787
Epoch 292/500
718/718 [==============================] - 1s 833us/step - loss: 0.4495 - accuracy: 0.7793
Epoch 293/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4493 - accuracy: 0.7767
Epoch 294/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7780
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7791: 0s - loss: 0.4471 - accura
Epoch 296/500
718/718 [==============================] - 1s 992us/step - loss: 0.4489 - accuracy: 0.7789
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7778
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7796
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7795
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7810
Epoch 301/500
718/718 [==============================] - 1s 946us/step - loss: 0.4489 - accuracy: 0.7777
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4497 - accuracy: 0.7786: 0s - loss: 0.4469 - ac
Epoch 303/500
718/718 [==============================] - 1s 870us/step - loss: 0.4491 - accuracy: 0.7792
Epoch 304/500
718/718 [==============================] - 1s 848us/step - loss: 0.4491 - accuracy: 0.7799
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4490 - accuracy: 0.7782
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4494 - accuracy: 0.7771
Epoch 307/500
718/718 [==============================] - 1s 837us/step - loss: 0.4490 - accuracy: 0.7793
Epoch 308/500
718/718 [==============================] - 1s 876us/step - loss: 0.4491 - accuracy: 0.7803
Epoch 309/500
718/718 [==============================] - 1s 953us/step - loss: 0.4493 - accuracy: 0.7781
Epoch 310/500
718/718 [==============================] - 1s 841us/step - loss: 0.4492 - accuracy: 0.7773
Epoch 311/500
718/718 [==============================] - 1s 822us/step - loss: 0.4491 - accuracy: 0.7786
Epoch 312/500
718/718 [==============================] - 1s 834us/step - loss: 0.4484 - accuracy: 0.7795
Epoch 313/500
718/718 [==============================] - 1s 823us/step - loss: 0.4491 - accuracy: 0.7771
Epoch 314/500
718/718 [==============================] - 1s 847us/step - loss: 0.4486 - accuracy: 0.7785
Epoch 315/500
718/718 [==============================] - 1s 838us/step - loss: 0.4489 - accuracy: 0.7763
Epoch 316/500
718/718 [==============================] - 1s 827us/step - loss: 0.4486 - accuracy: 0.7781
Epoch 317/500
718/718 [==============================] - 1s 867us/step - loss: 0.4492 - accuracy: 0.7793
Epoch 318/500
718/718 [==============================] - 1s 818us/step - loss: 0.4488 - accuracy: 0.7789
Epoch 319/500
718/718 [==============================] - 1s 874us/step - loss: 0.4489 - accuracy: 0.7787
Epoch 320/500
718/718 [==============================] - 1s 886us/step - loss: 0.4489 - accuracy: 0.7786
Epoch 321/500
718/718 [==============================] - 1s 835us/step - loss: 0.4489 - accuracy: 0.7786
Epoch 322/500
718/718 [==============================] - 1s 902us/step - loss: 0.4487 - accuracy: 0.7786
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4491 - accuracy: 0.7767
Epoch 324/500
718/718 [==============================] - 1s 819us/step - loss: 0.4488 - accuracy: 0.7759
Epoch 325/500
718/718 [==============================] - 1s 835us/step - loss: 0.4492 - accuracy: 0.7811
Epoch 326/500
718/718 [==============================] - 1s 836us/step - loss: 0.4483 - accuracy: 0.7774
Epoch 327/500
718/718 [==============================] - 1s 821us/step - loss: 0.4485 - accuracy: 0.7795
Epoch 328/500
718/718 [==============================] - 1s 847us/step - loss: 0.4494 - accuracy: 0.77870s - loss: 0.4516 - accuracy
Epoch 329/500
718/718 [==============================] - 1s 819us/step - loss: 0.4489 - accuracy: 0.7786
Epoch 330/500
718/718 [==============================] - 1s 820us/step - loss: 0.4490 - accuracy: 0.7763
Epoch 331/500
718/718 [==============================] - 1s 826us/step - loss: 0.4487 - accuracy: 0.7791
Epoch 332/500
718/718 [==============================] - 1s 819us/step - loss: 0.4487 - accuracy: 0.7771
Epoch 333/500
718/718 [==============================] - 1s 831us/step - loss: 0.4491 - accuracy: 0.7786
Epoch 334/500
718/718 [==============================] - 1s 834us/step - loss: 0.4488 - accuracy: 0.7751
Epoch 335/500
718/718 [==============================] - 1s 857us/step - loss: 0.4490 - accuracy: 0.7800
Epoch 336/500
718/718 [==============================] - 1s 827us/step - loss: 0.4492 - accuracy: 0.7775
Epoch 337/500
718/718 [==============================] - 1s 812us/step - loss: 0.4485 - accuracy: 0.7795
Epoch 338/500
718/718 [==============================] - 1s 829us/step - loss: 0.4488 - accuracy: 0.7782
Epoch 339/500
718/718 [==============================] - 1s 810us/step - loss: 0.4487 - accuracy: 0.7804
Epoch 340/500
718/718 [==============================] - 1s 823us/step - loss: 0.4486 - accuracy: 0.7819
Epoch 341/500
718/718 [==============================] - 1s 940us/step - loss: 0.4491 - accuracy: 0.7776
Epoch 342/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4488 - accuracy: 0.7786
Epoch 343/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7811
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7767: 0s - loss: 0.4478 - accuracy: 
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7789
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7785
Epoch 347/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7783
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4488 - accuracy: 0.7770
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4489 - accuracy: 0.7784
Epoch 350/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4482 - accuracy: 0.7778
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7793
Epoch 352/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4486 - accuracy: 0.7793
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7784
Epoch 354/500
718/718 [==============================] - 1s 812us/step - loss: 0.4485 - accuracy: 0.7800
Epoch 355/500
718/718 [==============================] - 1s 825us/step - loss: 0.4488 - accuracy: 0.7795
Epoch 356/500
718/718 [==============================] - 1s 820us/step - loss: 0.4481 - accuracy: 0.7799
Epoch 357/500
718/718 [==============================] - 1s 807us/step - loss: 0.4493 - accuracy: 0.7795
Epoch 358/500
718/718 [==============================] - 1s 818us/step - loss: 0.4491 - accuracy: 0.7778
Epoch 359/500
718/718 [==============================] - 1s 821us/step - loss: 0.4483 - accuracy: 0.7796
Epoch 360/500
718/718 [==============================] - 1s 823us/step - loss: 0.4485 - accuracy: 0.7795
Epoch 361/500
718/718 [==============================] - 1s 813us/step - loss: 0.4488 - accuracy: 0.7798
Epoch 362/500
718/718 [==============================] - 1s 817us/step - loss: 0.4481 - accuracy: 0.7814
Epoch 363/500
718/718 [==============================] - 1s 808us/step - loss: 0.4483 - accuracy: 0.7798
Epoch 364/500
718/718 [==============================] - 1s 815us/step - loss: 0.4486 - accuracy: 0.7805
Epoch 365/500
718/718 [==============================] - 1s 812us/step - loss: 0.4487 - accuracy: 0.7793
Epoch 366/500
718/718 [==============================] - 1s 810us/step - loss: 0.4492 - accuracy: 0.7775
Epoch 367/500
718/718 [==============================] - 1s 814us/step - loss: 0.4489 - accuracy: 0.7768
Epoch 368/500
718/718 [==============================] - 1s 809us/step - loss: 0.4489 - accuracy: 0.7782
Epoch 369/500
718/718 [==============================] - 1s 823us/step - loss: 0.4489 - accuracy: 0.7794
Epoch 370/500
718/718 [==============================] - 1s 825us/step - loss: 0.4486 - accuracy: 0.7794
Epoch 371/500
718/718 [==============================] - 1s 801us/step - loss: 0.4485 - accuracy: 0.7803
Epoch 372/500
718/718 [==============================] - 1s 820us/step - loss: 0.4480 - accuracy: 0.7798
Epoch 373/500
718/718 [==============================] - 1s 802us/step - loss: 0.4487 - accuracy: 0.7804
Epoch 374/500
718/718 [==============================] - 1s 815us/step - loss: 0.4486 - accuracy: 0.7779
Epoch 375/500
718/718 [==============================] - 1s 825us/step - loss: 0.4490 - accuracy: 0.7772
Epoch 376/500
718/718 [==============================] - 1s 816us/step - loss: 0.4483 - accuracy: 0.7797
Epoch 377/500
718/718 [==============================] - 1s 818us/step - loss: 0.4485 - accuracy: 0.7788
Epoch 378/500
718/718 [==============================] - 1s 811us/step - loss: 0.4483 - accuracy: 0.7800
Epoch 379/500
718/718 [==============================] - 1s 808us/step - loss: 0.4488 - accuracy: 0.7804
Epoch 380/500
718/718 [==============================] - 1s 803us/step - loss: 0.4489 - accuracy: 0.7769
Epoch 381/500
718/718 [==============================] - 1s 851us/step - loss: 0.4488 - accuracy: 0.7782
Epoch 382/500
718/718 [==============================] - 1s 813us/step - loss: 0.4484 - accuracy: 0.7782
Epoch 383/500
718/718 [==============================] - 1s 838us/step - loss: 0.4485 - accuracy: 0.7779
Epoch 384/500
718/718 [==============================] - 1s 826us/step - loss: 0.4481 - accuracy: 0.7792
Epoch 385/500
718/718 [==============================] - 1s 807us/step - loss: 0.4491 - accuracy: 0.7785
Epoch 386/500
718/718 [==============================] - 1s 833us/step - loss: 0.4485 - accuracy: 0.7803
Epoch 387/500
718/718 [==============================] - 1s 825us/step - loss: 0.4488 - accuracy: 0.7786
Epoch 388/500
718/718 [==============================] - 1s 806us/step - loss: 0.4486 - accuracy: 0.7785
Epoch 389/500
718/718 [==============================] - 1s 825us/step - loss: 0.4485 - accuracy: 0.7767
Epoch 390/500
718/718 [==============================] - 1s 819us/step - loss: 0.4482 - accuracy: 0.7784
Epoch 391/500
718/718 [==============================] - 1s 815us/step - loss: 0.4485 - accuracy: 0.7788
Epoch 392/500
718/718 [==============================] - 1s 926us/step - loss: 0.4482 - accuracy: 0.7781
Epoch 393/500
718/718 [==============================] - 1s 816us/step - loss: 0.4484 - accuracy: 0.7794
Epoch 394/500
718/718 [==============================] - 1s 821us/step - loss: 0.4481 - accuracy: 0.7783
Epoch 395/500
718/718 [==============================] - 1s 808us/step - loss: 0.4478 - accuracy: 0.7795
Epoch 396/500
718/718 [==============================] - 1s 831us/step - loss: 0.4485 - accuracy: 0.7779
Epoch 397/500
718/718 [==============================] - 1s 822us/step - loss: 0.4487 - accuracy: 0.7784
Epoch 398/500
718/718 [==============================] - 1s 816us/step - loss: 0.4488 - accuracy: 0.7788
Epoch 399/500
718/718 [==============================] - 1s 806us/step - loss: 0.4485 - accuracy: 0.7781
Epoch 400/500
718/718 [==============================] - 1s 813us/step - loss: 0.4484 - accuracy: 0.7792
Epoch 401/500
718/718 [==============================] - 1s 826us/step - loss: 0.4482 - accuracy: 0.7792
Epoch 402/500
718/718 [==============================] - 1s 815us/step - loss: 0.4483 - accuracy: 0.7795
Epoch 403/500
718/718 [==============================] - 1s 919us/step - loss: 0.4480 - accuracy: 0.7800
Epoch 404/500
718/718 [==============================] - 1s 818us/step - loss: 0.4479 - accuracy: 0.7810
Epoch 405/500
718/718 [==============================] - 1s 816us/step - loss: 0.4489 - accuracy: 0.7766
Epoch 406/500
718/718 [==============================] - 1s 820us/step - loss: 0.4484 - accuracy: 0.7782
Epoch 407/500
718/718 [==============================] - 1s 822us/step - loss: 0.4485 - accuracy: 0.7781
Epoch 408/500
718/718 [==============================] - 1s 813us/step - loss: 0.4491 - accuracy: 0.7789
Epoch 409/500
718/718 [==============================] - 1s 827us/step - loss: 0.4482 - accuracy: 0.7788
Epoch 410/500
718/718 [==============================] - 1s 820us/step - loss: 0.4481 - accuracy: 0.7784
Epoch 411/500
718/718 [==============================] - 1s 814us/step - loss: 0.4484 - accuracy: 0.7797
Epoch 412/500
718/718 [==============================] - 1s 805us/step - loss: 0.4488 - accuracy: 0.7781
Epoch 413/500
718/718 [==============================] - 1s 808us/step - loss: 0.4484 - accuracy: 0.7786
Epoch 414/500
718/718 [==============================] - 1s 822us/step - loss: 0.4488 - accuracy: 0.7790
Epoch 415/500
718/718 [==============================] - 1s 805us/step - loss: 0.4481 - accuracy: 0.7814
Epoch 416/500
718/718 [==============================] - 1s 816us/step - loss: 0.4484 - accuracy: 0.7814
Epoch 417/500
718/718 [==============================] - 1s 802us/step - loss: 0.4489 - accuracy: 0.7794
Epoch 418/500
718/718 [==============================] - 1s 822us/step - loss: 0.4489 - accuracy: 0.7796
Epoch 419/500
718/718 [==============================] - 1s 862us/step - loss: 0.4479 - accuracy: 0.78140s - loss: 0.4482 - accuracy: 0.
Epoch 420/500
718/718 [==============================] - 1s 805us/step - loss: 0.4486 - accuracy: 0.7779
Epoch 421/500
718/718 [==============================] - 1s 819us/step - loss: 0.4486 - accuracy: 0.7768
Epoch 422/500
718/718 [==============================] - 1s 806us/step - loss: 0.4486 - accuracy: 0.7791
Epoch 423/500
718/718 [==============================] - 1s 846us/step - loss: 0.4487 - accuracy: 0.7762
Epoch 424/500
718/718 [==============================] - 1s 825us/step - loss: 0.4480 - accuracy: 0.7780
Epoch 425/500
718/718 [==============================] - 1s 810us/step - loss: 0.4482 - accuracy: 0.7791
Epoch 426/500
718/718 [==============================] - 1s 830us/step - loss: 0.4475 - accuracy: 0.7785
Epoch 427/500
718/718 [==============================] - 1s 803us/step - loss: 0.4486 - accuracy: 0.7792
Epoch 428/500
718/718 [==============================] - 1s 851us/step - loss: 0.4483 - accuracy: 0.7795
Epoch 429/500
718/718 [==============================] - 1s 818us/step - loss: 0.4481 - accuracy: 0.7791
Epoch 430/500
718/718 [==============================] - 1s 808us/step - loss: 0.4487 - accuracy: 0.7790
Epoch 431/500
718/718 [==============================] - 1s 829us/step - loss: 0.4485 - accuracy: 0.7796
Epoch 432/500
718/718 [==============================] - 1s 803us/step - loss: 0.4484 - accuracy: 0.7771
Epoch 433/500
718/718 [==============================] - 1s 819us/step - loss: 0.4483 - accuracy: 0.78080s - loss: 0.4513 - accuracy
Epoch 434/500
718/718 [==============================] - 1s 803us/step - loss: 0.4485 - accuracy: 0.7784
Epoch 435/500
718/718 [==============================] - 1s 825us/step - loss: 0.4479 - accuracy: 0.7800
Epoch 436/500
718/718 [==============================] - 1s 810us/step - loss: 0.4487 - accuracy: 0.7777
Epoch 437/500
718/718 [==============================] - 1s 829us/step - loss: 0.4480 - accuracy: 0.7805
Epoch 438/500
718/718 [==============================] - 1s 814us/step - loss: 0.4484 - accuracy: 0.7786
Epoch 439/500
718/718 [==============================] - 1s 808us/step - loss: 0.4482 - accuracy: 0.7780
Epoch 440/500
718/718 [==============================] - 1s 818us/step - loss: 0.4477 - accuracy: 0.7798
Epoch 441/500
718/718 [==============================] - 1s 823us/step - loss: 0.4481 - accuracy: 0.7780
Epoch 442/500
718/718 [==============================] - 1s 811us/step - loss: 0.4487 - accuracy: 0.7776
Epoch 443/500
718/718 [==============================] - 1s 833us/step - loss: 0.4484 - accuracy: 0.7790
Epoch 444/500
718/718 [==============================] - 1s 806us/step - loss: 0.4484 - accuracy: 0.7798
Epoch 445/500
718/718 [==============================] - 1s 819us/step - loss: 0.4481 - accuracy: 0.7782
Epoch 446/500
718/718 [==============================] - 1s 839us/step - loss: 0.4484 - accuracy: 0.7791
Epoch 447/500
718/718 [==============================] - 1s 808us/step - loss: 0.4483 - accuracy: 0.77730s - loss: 0.446
Epoch 448/500
718/718 [==============================] - 1s 811us/step - loss: 0.4482 - accuracy: 0.7807
Epoch 449/500
718/718 [==============================] - 1s 818us/step - loss: 0.4486 - accuracy: 0.7782
Epoch 450/500
718/718 [==============================] - 1s 807us/step - loss: 0.4485 - accuracy: 0.7785
Epoch 451/500
718/718 [==============================] - 1s 802us/step - loss: 0.4483 - accuracy: 0.7761
Epoch 452/500
718/718 [==============================] - 1s 819us/step - loss: 0.4482 - accuracy: 0.7794
Epoch 453/500
718/718 [==============================] - 1s 815us/step - loss: 0.4484 - accuracy: 0.77830s - loss: 0.4555 - 
Epoch 454/500
718/718 [==============================] - 1s 802us/step - loss: 0.4485 - accuracy: 0.7800
Epoch 455/500
718/718 [==============================] - 1s 813us/step - loss: 0.4477 - accuracy: 0.7808
Epoch 456/500
718/718 [==============================] - 1s 809us/step - loss: 0.4484 - accuracy: 0.7790
Epoch 457/500
718/718 [==============================] - 1s 821us/step - loss: 0.4478 - accuracy: 0.7787
Epoch 458/500
718/718 [==============================] - 1s 812us/step - loss: 0.4486 - accuracy: 0.7769
Epoch 459/500
718/718 [==============================] - 1s 806us/step - loss: 0.4485 - accuracy: 0.7791
Epoch 460/500
718/718 [==============================] - 1s 834us/step - loss: 0.4483 - accuracy: 0.7800
Epoch 461/500
718/718 [==============================] - 1s 798us/step - loss: 0.4481 - accuracy: 0.7783
Epoch 462/500
718/718 [==============================] - 1s 868us/step - loss: 0.4481 - accuracy: 0.7800
Epoch 463/500
718/718 [==============================] - 1s 895us/step - loss: 0.4482 - accuracy: 0.7780
Epoch 464/500
718/718 [==============================] - 1s 872us/step - loss: 0.4482 - accuracy: 0.7793
Epoch 465/500
718/718 [==============================] - 1s 839us/step - loss: 0.4485 - accuracy: 0.7773
Epoch 466/500
718/718 [==============================] - 1s 836us/step - loss: 0.4482 - accuracy: 0.7793
Epoch 467/500
718/718 [==============================] - 1s 983us/step - loss: 0.4482 - accuracy: 0.77921s - loss:
Epoch 468/500
718/718 [==============================] - 1s 849us/step - loss: 0.4481 - accuracy: 0.7780
Epoch 469/500
718/718 [==============================] - 1s 827us/step - loss: 0.4485 - accuracy: 0.7786
Epoch 470/500
718/718 [==============================] - 1s 846us/step - loss: 0.4484 - accuracy: 0.7775
Epoch 471/500
718/718 [==============================] - 1s 837us/step - loss: 0.4484 - accuracy: 0.7780
Epoch 472/500
718/718 [==============================] - 1s 835us/step - loss: 0.4479 - accuracy: 0.7809
Epoch 473/500
718/718 [==============================] - 1s 835us/step - loss: 0.4480 - accuracy: 0.7797
Epoch 474/500
718/718 [==============================] - 1s 820us/step - loss: 0.4485 - accuracy: 0.7805
Epoch 475/500
718/718 [==============================] - 1s 900us/step - loss: 0.4485 - accuracy: 0.7797
Epoch 476/500
718/718 [==============================] - 1s 925us/step - loss: 0.4479 - accuracy: 0.7790
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7809
Epoch 478/500
718/718 [==============================] - 1s 826us/step - loss: 0.4477 - accuracy: 0.7793
Epoch 479/500
718/718 [==============================] - 1s 823us/step - loss: 0.4477 - accuracy: 0.7795
Epoch 480/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7801
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4485 - accuracy: 0.7774
Epoch 482/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4482 - accuracy: 0.7793
Epoch 483/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4484 - accuracy: 0.7766: 0s
Epoch 484/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4482 - accuracy: 0.7812: 0s - loss: 0.4469 - accura
Epoch 485/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4478 - accuracy: 0.7802
Epoch 486/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7807
Epoch 487/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4481 - accuracy: 0.7795
Epoch 488/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7786
Epoch 489/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4476 - accuracy: 0.7809
Epoch 490/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4481 - accuracy: 0.7800
Epoch 491/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7788
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4475 - accuracy: 0.7784
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7785
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7803
Epoch 495/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4483 - accuracy: 0.7793
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4479 - accuracy: 0.7793
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4478 - accuracy: 0.7800
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7784
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7808
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4481 - accuracy: 0.7783
Epoch 1/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6889 - accuracy: 0.5550
Epoch 2/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 922us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 851us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 841us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 821us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 874us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 817us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 806us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 829us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 815us/step - loss: 0.6853 - accuracy: 0.5556
Epoch 24/500
718/718 [==============================] - 1s 836us/step - loss: 0.6836 - accuracy: 0.5556
Epoch 25/500
718/718 [==============================] - 1s 869us/step - loss: 0.6796 - accuracy: 0.55560s - loss: 0.6796 - accuracy: 0.55
Epoch 26/500
718/718 [==============================] - 1s 823us/step - loss: 0.6688 - accuracy: 0.5635
Epoch 27/500
718/718 [==============================] - 1s 844us/step - loss: 0.6405 - accuracy: 0.6986
Epoch 28/500
718/718 [==============================] - 1s 825us/step - loss: 0.5946 - accuracy: 0.7297
Epoch 29/500
718/718 [==============================] - 1s 859us/step - loss: 0.5634 - accuracy: 0.73650s - loss: 0.5676 - accuracy
Epoch 30/500
718/718 [==============================] - 1s 839us/step - loss: 0.5452 - accuracy: 0.7421
Epoch 31/500
718/718 [==============================] - 1s 819us/step - loss: 0.5310 - accuracy: 0.7495
Epoch 32/500
718/718 [==============================] - 1s 852us/step - loss: 0.5180 - accuracy: 0.7572
Epoch 33/500
718/718 [==============================] - 1s 834us/step - loss: 0.5062 - accuracy: 0.7623
Epoch 34/500
718/718 [==============================] - 1s 839us/step - loss: 0.4964 - accuracy: 0.7681
Epoch 35/500
718/718 [==============================] - 1s 829us/step - loss: 0.4883 - accuracy: 0.7717
Epoch 36/500
718/718 [==============================] - 1s 818us/step - loss: 0.4823 - accuracy: 0.7751
Epoch 37/500
718/718 [==============================] - 1s 830us/step - loss: 0.4759 - accuracy: 0.7768
Epoch 38/500
718/718 [==============================] - 1s 868us/step - loss: 0.4707 - accuracy: 0.77790s - loss: 0.4788 - ac
Epoch 39/500
718/718 [==============================] - 1s 908us/step - loss: 0.4657 - accuracy: 0.7790
Epoch 40/500
718/718 [==============================] - 1s 856us/step - loss: 0.4618 - accuracy: 0.7799
Epoch 41/500
718/718 [==============================] - 1s 827us/step - loss: 0.4591 - accuracy: 0.7813
Epoch 42/500
718/718 [==============================] - 1s 836us/step - loss: 0.4569 - accuracy: 0.7830
Epoch 43/500
718/718 [==============================] - 1s 830us/step - loss: 0.4548 - accuracy: 0.7827
Epoch 44/500
718/718 [==============================] - 1s 953us/step - loss: 0.4535 - accuracy: 0.7854
Epoch 45/500
718/718 [==============================] - 1s 862us/step - loss: 0.4523 - accuracy: 0.7867
Epoch 46/500
718/718 [==============================] - 1s 942us/step - loss: 0.4511 - accuracy: 0.7843
Epoch 47/500
718/718 [==============================] - 1s 845us/step - loss: 0.4501 - accuracy: 0.7848
Epoch 48/500
718/718 [==============================] - 1s 836us/step - loss: 0.4488 - accuracy: 0.7863
Epoch 49/500
718/718 [==============================] - 1s 828us/step - loss: 0.4481 - accuracy: 0.7879
Epoch 50/500
718/718 [==============================] - 1s 833us/step - loss: 0.4479 - accuracy: 0.7868
Epoch 51/500
718/718 [==============================] - 1s 833us/step - loss: 0.4471 - accuracy: 0.7881
Epoch 52/500
718/718 [==============================] - 1s 808us/step - loss: 0.4469 - accuracy: 0.7877
Epoch 53/500
718/718 [==============================] - 1s 812us/step - loss: 0.4462 - accuracy: 0.7889
Epoch 54/500
718/718 [==============================] - 1s 807us/step - loss: 0.4453 - accuracy: 0.7910
Epoch 55/500
718/718 [==============================] - 1s 821us/step - loss: 0.4453 - accuracy: 0.7888
Epoch 56/500
718/718 [==============================] - 1s 826us/step - loss: 0.4439 - accuracy: 0.7930
Epoch 57/500
718/718 [==============================] - 1s 821us/step - loss: 0.4445 - accuracy: 0.7875
Epoch 58/500
718/718 [==============================] - 1s 810us/step - loss: 0.4437 - accuracy: 0.7888
Epoch 59/500
718/718 [==============================] - 1s 809us/step - loss: 0.4426 - accuracy: 0.7883
Epoch 60/500
718/718 [==============================] - 1s 819us/step - loss: 0.4437 - accuracy: 0.7928
Epoch 61/500
718/718 [==============================] - 1s 805us/step - loss: 0.4430 - accuracy: 0.7901
Epoch 62/500
718/718 [==============================] - 1s 909us/step - loss: 0.4412 - accuracy: 0.79010s - loss: 0.4373 - accuracy
Epoch 63/500
718/718 [==============================] - 1s 876us/step - loss: 0.4412 - accuracy: 0.7917
Epoch 64/500
718/718 [==============================] - 1s 822us/step - loss: 0.4412 - accuracy: 0.7892
Epoch 65/500
718/718 [==============================] - 1s 826us/step - loss: 0.4409 - accuracy: 0.7895
Epoch 66/500
718/718 [==============================] - 1s 835us/step - loss: 0.4387 - accuracy: 0.7926
Epoch 67/500
718/718 [==============================] - 1s 840us/step - loss: 0.4391 - accuracy: 0.7923
Epoch 68/500
718/718 [==============================] - 1s 834us/step - loss: 0.4394 - accuracy: 0.7915
Epoch 69/500
718/718 [==============================] - 1s 817us/step - loss: 0.4388 - accuracy: 0.7926
Epoch 70/500
718/718 [==============================] - 1s 833us/step - loss: 0.4383 - accuracy: 0.7920
Epoch 71/500
718/718 [==============================] - 1s 838us/step - loss: 0.4382 - accuracy: 0.7899
Epoch 72/500
718/718 [==============================] - 1s 804us/step - loss: 0.4379 - accuracy: 0.7917
Epoch 73/500
718/718 [==============================] - 1s 835us/step - loss: 0.4374 - accuracy: 0.7932
Epoch 74/500
718/718 [==============================] - 1s 802us/step - loss: 0.4381 - accuracy: 0.7908
Epoch 75/500
718/718 [==============================] - 1s 816us/step - loss: 0.4372 - accuracy: 0.7934
Epoch 76/500
718/718 [==============================] - 1s 810us/step - loss: 0.4371 - accuracy: 0.7903
Epoch 77/500
718/718 [==============================] - 1s 797us/step - loss: 0.4371 - accuracy: 0.7936
Epoch 78/500
718/718 [==============================] - 1s 846us/step - loss: 0.4371 - accuracy: 0.7949
Epoch 79/500
718/718 [==============================] - 1s 822us/step - loss: 0.4371 - accuracy: 0.7949
Epoch 80/500
718/718 [==============================] - 1s 806us/step - loss: 0.4364 - accuracy: 0.7942
Epoch 81/500
718/718 [==============================] - 1s 807us/step - loss: 0.4374 - accuracy: 0.7959
Epoch 82/500
718/718 [==============================] - 1s 831us/step - loss: 0.4358 - accuracy: 0.7929
Epoch 83/500
718/718 [==============================] - 1s 804us/step - loss: 0.4355 - accuracy: 0.7943
Epoch 84/500
718/718 [==============================] - 1s 806us/step - loss: 0.4356 - accuracy: 0.7932
Epoch 85/500
718/718 [==============================] - 1s 818us/step - loss: 0.4366 - accuracy: 0.7945
Epoch 86/500
718/718 [==============================] - 1s 804us/step - loss: 0.4370 - accuracy: 0.7936
Epoch 87/500
718/718 [==============================] - 1s 811us/step - loss: 0.4351 - accuracy: 0.7923
Epoch 88/500
718/718 [==============================] - 1s 821us/step - loss: 0.4360 - accuracy: 0.7912
Epoch 89/500
718/718 [==============================] - 1s 805us/step - loss: 0.4363 - accuracy: 0.7933
Epoch 90/500
718/718 [==============================] - 1s 852us/step - loss: 0.4351 - accuracy: 0.7946
Epoch 91/500
718/718 [==============================] - 1s 804us/step - loss: 0.4348 - accuracy: 0.7944
Epoch 92/500
718/718 [==============================] - 1s 825us/step - loss: 0.4364 - accuracy: 0.7941
Epoch 93/500
718/718 [==============================] - 1s 801us/step - loss: 0.4352 - accuracy: 0.7945
Epoch 94/500
718/718 [==============================] - 1s 809us/step - loss: 0.4358 - accuracy: 0.7947
Epoch 95/500
718/718 [==============================] - 1s 809us/step - loss: 0.4349 - accuracy: 0.7920
Epoch 96/500
718/718 [==============================] - 1s 807us/step - loss: 0.4347 - accuracy: 0.7944
Epoch 97/500
718/718 [==============================] - 1s 838us/step - loss: 0.4342 - accuracy: 0.7948
Epoch 98/500
718/718 [==============================] - 1s 803us/step - loss: 0.4348 - accuracy: 0.7919
Epoch 99/500
718/718 [==============================] - 1s 816us/step - loss: 0.4350 - accuracy: 0.79580s - loss: 0.4333 - accuracy: 0.
Epoch 100/500
718/718 [==============================] - 1s 819us/step - loss: 0.4348 - accuracy: 0.7931
Epoch 101/500
718/718 [==============================] - 1s 800us/step - loss: 0.4350 - accuracy: 0.7963
Epoch 102/500
718/718 [==============================] - 1s 824us/step - loss: 0.4350 - accuracy: 0.7951
Epoch 103/500
718/718 [==============================] - 1s 804us/step - loss: 0.4361 - accuracy: 0.7913
Epoch 104/500
718/718 [==============================] - 1s 804us/step - loss: 0.4344 - accuracy: 0.7928
Epoch 105/500
718/718 [==============================] - 1s 820us/step - loss: 0.4345 - accuracy: 0.7975
Epoch 106/500
718/718 [==============================] - 1s 802us/step - loss: 0.4348 - accuracy: 0.7942
Epoch 107/500
718/718 [==============================] - 1s 819us/step - loss: 0.4342 - accuracy: 0.7964
Epoch 108/500
718/718 [==============================] - 1s 815us/step - loss: 0.4348 - accuracy: 0.7933
Epoch 109/500
718/718 [==============================] - 1s 835us/step - loss: 0.4339 - accuracy: 0.7934
Epoch 110/500
718/718 [==============================] - 1s 801us/step - loss: 0.4341 - accuracy: 0.7966
Epoch 111/500
718/718 [==============================] - 1s 810us/step - loss: 0.4353 - accuracy: 0.7941
Epoch 112/500
718/718 [==============================] - 1s 809us/step - loss: 0.4346 - accuracy: 0.7937
Epoch 113/500
718/718 [==============================] - 1s 798us/step - loss: 0.4346 - accuracy: 0.7930
Epoch 114/500
718/718 [==============================] - 1s 819us/step - loss: 0.4337 - accuracy: 0.7953
Epoch 115/500
718/718 [==============================] - 1s 804us/step - loss: 0.4339 - accuracy: 0.7934
Epoch 116/500
718/718 [==============================] - 1s 829us/step - loss: 0.4343 - accuracy: 0.7941
Epoch 117/500
718/718 [==============================] - 1s 811us/step - loss: 0.4336 - accuracy: 0.7949
Epoch 118/500
718/718 [==============================] - 1s 815us/step - loss: 0.4342 - accuracy: 0.79420s - loss: 0.4322 - accuracy: 0.
Epoch 119/500
718/718 [==============================] - 1s 816us/step - loss: 0.4344 - accuracy: 0.7933
Epoch 120/500
718/718 [==============================] - 1s 819us/step - loss: 0.4340 - accuracy: 0.79500s - loss: 0.4327 - accu
Epoch 121/500
718/718 [==============================] - 1s 817us/step - loss: 0.4345 - accuracy: 0.7942
Epoch 122/500
718/718 [==============================] - 1s 811us/step - loss: 0.4341 - accuracy: 0.7920
Epoch 123/500
718/718 [==============================] - 1s 803us/step - loss: 0.4347 - accuracy: 0.7961
Epoch 124/500
718/718 [==============================] - 1s 814us/step - loss: 0.4345 - accuracy: 0.7949
Epoch 125/500
718/718 [==============================] - 1s 812us/step - loss: 0.4341 - accuracy: 0.7922
Epoch 126/500
718/718 [==============================] - 1s 826us/step - loss: 0.4335 - accuracy: 0.7925
Epoch 127/500
718/718 [==============================] - 1s 889us/step - loss: 0.4339 - accuracy: 0.7969
Epoch 128/500
718/718 [==============================] - 1s 809us/step - loss: 0.4337 - accuracy: 0.7923
Epoch 129/500
718/718 [==============================] - 1s 829us/step - loss: 0.4341 - accuracy: 0.7952
Epoch 130/500
718/718 [==============================] - 1s 816us/step - loss: 0.4338 - accuracy: 0.7944
Epoch 131/500
718/718 [==============================] - 1s 808us/step - loss: 0.4334 - accuracy: 0.7954
Epoch 132/500
718/718 [==============================] - 1s 809us/step - loss: 0.4329 - accuracy: 0.7947
Epoch 133/500
718/718 [==============================] - 1s 812us/step - loss: 0.4331 - accuracy: 0.7951
Epoch 134/500
718/718 [==============================] - 1s 812us/step - loss: 0.4347 - accuracy: 0.7929
Epoch 135/500
718/718 [==============================] - 1s 981us/step - loss: 0.4329 - accuracy: 0.7964
Epoch 136/500
718/718 [==============================] - 1s 953us/step - loss: 0.4335 - accuracy: 0.7942
Epoch 137/500
718/718 [==============================] - 1s 886us/step - loss: 0.4335 - accuracy: 0.7949
Epoch 138/500
718/718 [==============================] - 1s 809us/step - loss: 0.4334 - accuracy: 0.7947
Epoch 139/500
718/718 [==============================] - 1s 900us/step - loss: 0.4339 - accuracy: 0.7940
Epoch 140/500
718/718 [==============================] - 1s 806us/step - loss: 0.4340 - accuracy: 0.7935
Epoch 141/500
718/718 [==============================] - 1s 834us/step - loss: 0.4337 - accuracy: 0.7930
Epoch 142/500
718/718 [==============================] - 1s 823us/step - loss: 0.4339 - accuracy: 0.7944
Epoch 143/500
718/718 [==============================] - 1s 810us/step - loss: 0.4330 - accuracy: 0.7940
Epoch 144/500
718/718 [==============================] - 1s 868us/step - loss: 0.4339 - accuracy: 0.7940
Epoch 145/500
718/718 [==============================] - 1s 803us/step - loss: 0.4338 - accuracy: 0.7902
Epoch 146/500
718/718 [==============================] - 1s 808us/step - loss: 0.4336 - accuracy: 0.7948
Epoch 147/500
718/718 [==============================] - 1s 819us/step - loss: 0.4339 - accuracy: 0.7945
Epoch 148/500
718/718 [==============================] - 1s 801us/step - loss: 0.4327 - accuracy: 0.7953
Epoch 149/500
718/718 [==============================] - 1s 812us/step - loss: 0.4323 - accuracy: 0.7963
Epoch 150/500
718/718 [==============================] - 1s 806us/step - loss: 0.4338 - accuracy: 0.7946
Epoch 151/500
718/718 [==============================] - 1s 808us/step - loss: 0.4334 - accuracy: 0.7948
Epoch 152/500
718/718 [==============================] - 1s 810us/step - loss: 0.4333 - accuracy: 0.7944
Epoch 153/500
718/718 [==============================] - 1s 826us/step - loss: 0.4332 - accuracy: 0.7944
Epoch 154/500
718/718 [==============================] - 1s 819us/step - loss: 0.4332 - accuracy: 0.7938
Epoch 155/500
718/718 [==============================] - 1s 801us/step - loss: 0.4339 - accuracy: 0.7929
Epoch 156/500
718/718 [==============================] - 1s 818us/step - loss: 0.4333 - accuracy: 0.7944
Epoch 157/500
718/718 [==============================] - 1s 807us/step - loss: 0.4336 - accuracy: 0.79540s - loss: 0.4351 - accu
Epoch 158/500
718/718 [==============================] - 1s 823us/step - loss: 0.4326 - accuracy: 0.7947
Epoch 159/500
718/718 [==============================] - 1s 825us/step - loss: 0.4328 - accuracy: 0.7957
Epoch 160/500
718/718 [==============================] - 1s 800us/step - loss: 0.4334 - accuracy: 0.7947
Epoch 161/500
718/718 [==============================] - 1s 816us/step - loss: 0.4332 - accuracy: 0.7922
Epoch 162/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4334 - accuracy: 0.7945
Epoch 163/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7953
Epoch 164/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7942
Epoch 165/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4327 - accuracy: 0.7932
Epoch 166/500
718/718 [==============================] - 1s 949us/step - loss: 0.4324 - accuracy: 0.7934
Epoch 167/500
718/718 [==============================] - 1s 891us/step - loss: 0.4335 - accuracy: 0.7944
Epoch 168/500
718/718 [==============================] - 1s 868us/step - loss: 0.4329 - accuracy: 0.7931
Epoch 169/500
718/718 [==============================] - 1s 835us/step - loss: 0.4327 - accuracy: 0.7929
Epoch 170/500
718/718 [==============================] - 1s 896us/step - loss: 0.4336 - accuracy: 0.7922
Epoch 171/500
718/718 [==============================] - 1s 907us/step - loss: 0.4331 - accuracy: 0.7937
Epoch 172/500
718/718 [==============================] - 1s 895us/step - loss: 0.4329 - accuracy: 0.7959
Epoch 173/500
718/718 [==============================] - 1s 810us/step - loss: 0.4329 - accuracy: 0.7959
Epoch 174/500
718/718 [==============================] - 1s 802us/step - loss: 0.4327 - accuracy: 0.7955
Epoch 175/500
718/718 [==============================] - 1s 809us/step - loss: 0.4332 - accuracy: 0.7935
Epoch 176/500
718/718 [==============================] - 1s 831us/step - loss: 0.4330 - accuracy: 0.7937
Epoch 177/500
718/718 [==============================] - 1s 822us/step - loss: 0.4323 - accuracy: 0.7976
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7957
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4322 - accuracy: 0.7929
Epoch 180/500
718/718 [==============================] - 1s 878us/step - loss: 0.4336 - accuracy: 0.7935
Epoch 181/500
718/718 [==============================] - 1s 995us/step - loss: 0.4323 - accuracy: 0.79590s - loss: 0.4332 - accuracy
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.7947
Epoch 183/500
718/718 [==============================] - 1s 915us/step - loss: 0.4335 - accuracy: 0.7921
Epoch 184/500
718/718 [==============================] - 1s 917us/step - loss: 0.4322 - accuracy: 0.7941
Epoch 185/500
718/718 [==============================] - 1s 887us/step - loss: 0.4325 - accuracy: 0.7949
Epoch 186/500
718/718 [==============================] - 1s 958us/step - loss: 0.4318 - accuracy: 0.7969
Epoch 187/500
718/718 [==============================] - 1s 852us/step - loss: 0.4324 - accuracy: 0.7963
Epoch 188/500
718/718 [==============================] - 1s 803us/step - loss: 0.4324 - accuracy: 0.7944
Epoch 189/500
718/718 [==============================] - 1s 816us/step - loss: 0.4324 - accuracy: 0.7959
Epoch 190/500
718/718 [==============================] - 1s 822us/step - loss: 0.4331 - accuracy: 0.7931
Epoch 191/500
718/718 [==============================] - 1s 813us/step - loss: 0.4330 - accuracy: 0.7956
Epoch 192/500
718/718 [==============================] - 1s 816us/step - loss: 0.4325 - accuracy: 0.7933
Epoch 193/500
718/718 [==============================] - 1s 801us/step - loss: 0.4324 - accuracy: 0.7935
Epoch 194/500
718/718 [==============================] - 1s 811us/step - loss: 0.4326 - accuracy: 0.7941
Epoch 195/500
718/718 [==============================] - 1s 814us/step - loss: 0.4331 - accuracy: 0.7956
Epoch 196/500
718/718 [==============================] - 1s 802us/step - loss: 0.4326 - accuracy: 0.7942
Epoch 197/500
718/718 [==============================] - 1s 826us/step - loss: 0.4329 - accuracy: 0.7931
Epoch 198/500
718/718 [==============================] - 1s 813us/step - loss: 0.4316 - accuracy: 0.7950
Epoch 199/500
718/718 [==============================] - 1s 813us/step - loss: 0.4318 - accuracy: 0.7966
Epoch 200/500
718/718 [==============================] - 1s 811us/step - loss: 0.4316 - accuracy: 0.7927
Epoch 201/500
718/718 [==============================] - 1s 807us/step - loss: 0.4326 - accuracy: 0.7959
Epoch 202/500
718/718 [==============================] - 1s 813us/step - loss: 0.4328 - accuracy: 0.7944
Epoch 203/500
718/718 [==============================] - 1s 815us/step - loss: 0.4327 - accuracy: 0.7947
Epoch 204/500
718/718 [==============================] - 1s 830us/step - loss: 0.4322 - accuracy: 0.7942
Epoch 205/500
718/718 [==============================] - 1s 803us/step - loss: 0.4326 - accuracy: 0.7965
Epoch 206/500
718/718 [==============================] - 1s 873us/step - loss: 0.4328 - accuracy: 0.7941
Epoch 207/500
718/718 [==============================] - 1s 821us/step - loss: 0.4327 - accuracy: 0.7954
Epoch 208/500
718/718 [==============================] - 1s 800us/step - loss: 0.4319 - accuracy: 0.7948
Epoch 209/500
718/718 [==============================] - 1s 827us/step - loss: 0.4323 - accuracy: 0.7955
Epoch 210/500
718/718 [==============================] - 1s 799us/step - loss: 0.4323 - accuracy: 0.7969
Epoch 211/500
718/718 [==============================] - 1s 812us/step - loss: 0.4324 - accuracy: 0.7939
Epoch 212/500
718/718 [==============================] - 1s 836us/step - loss: 0.4320 - accuracy: 0.7959
Epoch 213/500
718/718 [==============================] - 1s 802us/step - loss: 0.4313 - accuracy: 0.7949
Epoch 214/500
718/718 [==============================] - 1s 816us/step - loss: 0.4326 - accuracy: 0.7952
Epoch 215/500
718/718 [==============================] - 1s 819us/step - loss: 0.4324 - accuracy: 0.79450s - loss: 0.4327 - accuracy: 0.
Epoch 216/500
718/718 [==============================] - 1s 813us/step - loss: 0.4326 - accuracy: 0.7933
Epoch 217/500
718/718 [==============================] - 1s 802us/step - loss: 0.4319 - accuracy: 0.7929
Epoch 218/500
718/718 [==============================] - 1s 805us/step - loss: 0.4325 - accuracy: 0.7929
Epoch 219/500
718/718 [==============================] - 1s 882us/step - loss: 0.4321 - accuracy: 0.7936
Epoch 220/500
718/718 [==============================] - 1s 977us/step - loss: 0.4321 - accuracy: 0.7958
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4315 - accuracy: 0.7942
Epoch 222/500
718/718 [==============================] - 1s 886us/step - loss: 0.4312 - accuracy: 0.7973
Epoch 223/500
718/718 [==============================] - 1s 890us/step - loss: 0.4324 - accuracy: 0.7950
Epoch 224/500
718/718 [==============================] - 1s 831us/step - loss: 0.4322 - accuracy: 0.7942
Epoch 225/500
718/718 [==============================] - 1s 811us/step - loss: 0.4328 - accuracy: 0.7950
Epoch 226/500
718/718 [==============================] - 1s 808us/step - loss: 0.4326 - accuracy: 0.7965
Epoch 227/500
718/718 [==============================] - 1s 802us/step - loss: 0.4321 - accuracy: 0.7955
Epoch 228/500
718/718 [==============================] - 1s 800us/step - loss: 0.4311 - accuracy: 0.7956
Epoch 229/500
718/718 [==============================] - 1s 812us/step - loss: 0.4311 - accuracy: 0.7956
Epoch 230/500
718/718 [==============================] - 1s 819us/step - loss: 0.4324 - accuracy: 0.7942
Epoch 231/500
718/718 [==============================] - 1s 805us/step - loss: 0.4326 - accuracy: 0.7947
Epoch 232/500
718/718 [==============================] - 1s 810us/step - loss: 0.4324 - accuracy: 0.7925
Epoch 233/500
718/718 [==============================] - 1s 805us/step - loss: 0.4325 - accuracy: 0.7949
Epoch 234/500
718/718 [==============================] - 1s 804us/step - loss: 0.4320 - accuracy: 0.7977
Epoch 235/500
718/718 [==============================] - 1s 809us/step - loss: 0.4329 - accuracy: 0.7963
Epoch 236/500
718/718 [==============================] - 1s 805us/step - loss: 0.4319 - accuracy: 0.7967
Epoch 237/500
718/718 [==============================] - 1s 831us/step - loss: 0.4316 - accuracy: 0.7973
Epoch 238/500
718/718 [==============================] - 1s 806us/step - loss: 0.4316 - accuracy: 0.7940
Epoch 239/500
718/718 [==============================] - 1s 807us/step - loss: 0.4324 - accuracy: 0.7946
Epoch 240/500
718/718 [==============================] - 1s 812us/step - loss: 0.4329 - accuracy: 0.7968
Epoch 241/500
718/718 [==============================] - 1s 800us/step - loss: 0.4319 - accuracy: 0.7973
Epoch 242/500
718/718 [==============================] - 1s 807us/step - loss: 0.4316 - accuracy: 0.7963
Epoch 243/500
718/718 [==============================] - 1s 812us/step - loss: 0.4320 - accuracy: 0.7962
Epoch 244/500
718/718 [==============================] - 1s 803us/step - loss: 0.4318 - accuracy: 0.7946
Epoch 245/500
718/718 [==============================] - 1s 957us/step - loss: 0.4316 - accuracy: 0.7959
Epoch 246/500
718/718 [==============================] - 1s 818us/step - loss: 0.4325 - accuracy: 0.7950
Epoch 247/500
718/718 [==============================] - 1s 810us/step - loss: 0.4314 - accuracy: 0.7936
Epoch 248/500
718/718 [==============================] - 1s 804us/step - loss: 0.4319 - accuracy: 0.7963
Epoch 249/500
718/718 [==============================] - 1s 823us/step - loss: 0.4321 - accuracy: 0.7936
Epoch 250/500
718/718 [==============================] - 1s 798us/step - loss: 0.4320 - accuracy: 0.7964
Epoch 251/500
718/718 [==============================] - 1s 816us/step - loss: 0.4320 - accuracy: 0.7924
Epoch 252/500
718/718 [==============================] - 1s 814us/step - loss: 0.4318 - accuracy: 0.7971
Epoch 253/500
718/718 [==============================] - 1s 798us/step - loss: 0.4324 - accuracy: 0.7971
Epoch 254/500
718/718 [==============================] - 1s 817us/step - loss: 0.4321 - accuracy: 0.7936
Epoch 255/500
718/718 [==============================] - 1s 813us/step - loss: 0.4320 - accuracy: 0.7947
Epoch 256/500
718/718 [==============================] - 1s 841us/step - loss: 0.4314 - accuracy: 0.7969
Epoch 257/500
718/718 [==============================] - 1s 811us/step - loss: 0.4317 - accuracy: 0.7957
Epoch 258/500
718/718 [==============================] - 1s 798us/step - loss: 0.4313 - accuracy: 0.7954
Epoch 259/500
718/718 [==============================] - 1s 819us/step - loss: 0.4315 - accuracy: 0.7961
Epoch 260/500
718/718 [==============================] - 1s 799us/step - loss: 0.4311 - accuracy: 0.7952
Epoch 261/500
718/718 [==============================] - 1s 806us/step - loss: 0.4314 - accuracy: 0.7975
Epoch 262/500
718/718 [==============================] - 1s 806us/step - loss: 0.4319 - accuracy: 0.7969
Epoch 263/500
718/718 [==============================] - 1s 804us/step - loss: 0.4306 - accuracy: 0.7967
Epoch 264/500
718/718 [==============================] - 1s 817us/step - loss: 0.4316 - accuracy: 0.7961
Epoch 265/500
718/718 [==============================] - 1s 820us/step - loss: 0.4314 - accuracy: 0.7979
Epoch 266/500
718/718 [==============================] - 1s 819us/step - loss: 0.4320 - accuracy: 0.7969
Epoch 267/500
718/718 [==============================] - 1s 798us/step - loss: 0.4318 - accuracy: 0.7965
Epoch 268/500
718/718 [==============================] - 1s 816us/step - loss: 0.4322 - accuracy: 0.7950
Epoch 269/500
718/718 [==============================] - 1s 829us/step - loss: 0.4305 - accuracy: 0.7980
Epoch 270/500
718/718 [==============================] - 1s 795us/step - loss: 0.4314 - accuracy: 0.7956
Epoch 271/500
718/718 [==============================] - 1s 830us/step - loss: 0.4319 - accuracy: 0.7951
Epoch 272/500
718/718 [==============================] - 1s 801us/step - loss: 0.4312 - accuracy: 0.7969
Epoch 273/500
718/718 [==============================] - 1s 803us/step - loss: 0.4323 - accuracy: 0.7950
Epoch 274/500
718/718 [==============================] - 1s 815us/step - loss: 0.4311 - accuracy: 0.7973
Epoch 275/500
718/718 [==============================] - 1s 874us/step - loss: 0.4312 - accuracy: 0.7961
Epoch 276/500
718/718 [==============================] - 1s 804us/step - loss: 0.4312 - accuracy: 0.7949
Epoch 277/500
718/718 [==============================] - 1s 827us/step - loss: 0.4311 - accuracy: 0.7952
Epoch 278/500
718/718 [==============================] - 1s 810us/step - loss: 0.4311 - accuracy: 0.7957
Epoch 279/500
718/718 [==============================] - 1s 796us/step - loss: 0.4317 - accuracy: 0.7969
Epoch 280/500
718/718 [==============================] - 1s 810us/step - loss: 0.4321 - accuracy: 0.7976
Epoch 281/500
718/718 [==============================] - 1s 794us/step - loss: 0.4314 - accuracy: 0.7975
Epoch 282/500
718/718 [==============================] - 1s 791us/step - loss: 0.4313 - accuracy: 0.7984
Epoch 283/500
718/718 [==============================] - 1s 808us/step - loss: 0.4317 - accuracy: 0.7971
Epoch 284/500
718/718 [==============================] - 1s 792us/step - loss: 0.4315 - accuracy: 0.7941
Epoch 285/500
718/718 [==============================] - 1s 807us/step - loss: 0.4316 - accuracy: 0.7964
Epoch 286/500
718/718 [==============================] - 1s 798us/step - loss: 0.4322 - accuracy: 0.7952
Epoch 287/500
718/718 [==============================] - 1s 793us/step - loss: 0.4310 - accuracy: 0.7967
Epoch 288/500
718/718 [==============================] - 1s 809us/step - loss: 0.4316 - accuracy: 0.7959
Epoch 289/500
718/718 [==============================] - 1s 804us/step - loss: 0.4319 - accuracy: 0.7963
Epoch 290/500
718/718 [==============================] - 1s 811us/step - loss: 0.4318 - accuracy: 0.7949
Epoch 291/500
718/718 [==============================] - 1s 794us/step - loss: 0.4312 - accuracy: 0.7933
Epoch 292/500
718/718 [==============================] - 1s 802us/step - loss: 0.4318 - accuracy: 0.7955
Epoch 293/500
718/718 [==============================] - 1s 834us/step - loss: 0.4314 - accuracy: 0.7941
Epoch 294/500
718/718 [==============================] - 1s 803us/step - loss: 0.4313 - accuracy: 0.7962
Epoch 295/500
718/718 [==============================] - 1s 808us/step - loss: 0.4317 - accuracy: 0.7981
Epoch 296/500
718/718 [==============================] - 1s 800us/step - loss: 0.4315 - accuracy: 0.7947
Epoch 297/500
718/718 [==============================] - 1s 817us/step - loss: 0.4318 - accuracy: 0.7942
Epoch 298/500
718/718 [==============================] - 1s 804us/step - loss: 0.4311 - accuracy: 0.7947
Epoch 299/500
718/718 [==============================] - 1s 815us/step - loss: 0.4316 - accuracy: 0.7936
Epoch 300/500
718/718 [==============================] - 1s 814us/step - loss: 0.4313 - accuracy: 0.7957
Epoch 301/500
718/718 [==============================] - 1s 803us/step - loss: 0.4318 - accuracy: 0.7972
Epoch 302/500
718/718 [==============================] - 1s 803us/step - loss: 0.4301 - accuracy: 0.7950
Epoch 303/500
718/718 [==============================] - 1s 802us/step - loss: 0.4313 - accuracy: 0.7938
Epoch 304/500
718/718 [==============================] - 1s 820us/step - loss: 0.4316 - accuracy: 0.7947
Epoch 305/500
718/718 [==============================] - 1s 873us/step - loss: 0.4314 - accuracy: 0.7960
Epoch 306/500
718/718 [==============================] - 1s 814us/step - loss: 0.4313 - accuracy: 0.7957
Epoch 307/500
718/718 [==============================] - 1s 837us/step - loss: 0.4312 - accuracy: 0.7960
Epoch 308/500
718/718 [==============================] - 1s 803us/step - loss: 0.4316 - accuracy: 0.79510s - loss: 0.4322 - accuracy: 0.79
Epoch 309/500
718/718 [==============================] - 1s 812us/step - loss: 0.4313 - accuracy: 0.7983
Epoch 310/500
718/718 [==============================] - 1s 816us/step - loss: 0.4316 - accuracy: 0.7961
Epoch 311/500
718/718 [==============================] - 1s 800us/step - loss: 0.4312 - accuracy: 0.7952
Epoch 312/500
718/718 [==============================] - 1s 821us/step - loss: 0.4315 - accuracy: 0.7942
Epoch 313/500
718/718 [==============================] - 1s 881us/step - loss: 0.4313 - accuracy: 0.7956
Epoch 314/500
718/718 [==============================] - 1s 901us/step - loss: 0.4305 - accuracy: 0.7983
Epoch 315/500
718/718 [==============================] - 1s 829us/step - loss: 0.4312 - accuracy: 0.7948
Epoch 316/500
718/718 [==============================] - 1s 818us/step - loss: 0.4309 - accuracy: 0.7952
Epoch 317/500
718/718 [==============================] - 1s 820us/step - loss: 0.4309 - accuracy: 0.7967
Epoch 318/500
718/718 [==============================] - 1s 811us/step - loss: 0.4316 - accuracy: 0.7943
Epoch 319/500
718/718 [==============================] - 1s 816us/step - loss: 0.4307 - accuracy: 0.7932
Epoch 320/500
718/718 [==============================] - 1s 819us/step - loss: 0.4315 - accuracy: 0.7949
Epoch 321/500
718/718 [==============================] - 1s 810us/step - loss: 0.4314 - accuracy: 0.7949
Epoch 322/500
718/718 [==============================] - 1s 819us/step - loss: 0.4312 - accuracy: 0.7965
Epoch 323/500
718/718 [==============================] - 1s 816us/step - loss: 0.4313 - accuracy: 0.7953
Epoch 324/500
718/718 [==============================] - 1s 816us/step - loss: 0.4303 - accuracy: 0.7956
Epoch 325/500
718/718 [==============================] - 1s 807us/step - loss: 0.4310 - accuracy: 0.7970
Epoch 326/500
718/718 [==============================] - 1s 814us/step - loss: 0.4319 - accuracy: 0.7961
Epoch 327/500
718/718 [==============================] - 1s 812us/step - loss: 0.4301 - accuracy: 0.7972
Epoch 328/500
718/718 [==============================] - 1s 836us/step - loss: 0.4313 - accuracy: 0.7971
Epoch 329/500
718/718 [==============================] - 1s 813us/step - loss: 0.4309 - accuracy: 0.7973
Epoch 330/500
718/718 [==============================] - 1s 811us/step - loss: 0.4311 - accuracy: 0.7942
Epoch 331/500
718/718 [==============================] - 1s 834us/step - loss: 0.4313 - accuracy: 0.7929
Epoch 332/500
718/718 [==============================] - 1s 821us/step - loss: 0.4312 - accuracy: 0.7944
Epoch 333/500
718/718 [==============================] - 1s 801us/step - loss: 0.4316 - accuracy: 0.7981
Epoch 334/500
718/718 [==============================] - 1s 816us/step - loss: 0.4309 - accuracy: 0.7975
Epoch 335/500
718/718 [==============================] - 1s 802us/step - loss: 0.4308 - accuracy: 0.7956
Epoch 336/500
718/718 [==============================] - 1s 819us/step - loss: 0.4309 - accuracy: 0.7952
Epoch 337/500
718/718 [==============================] - 1s 825us/step - loss: 0.4306 - accuracy: 0.7950
Epoch 338/500
718/718 [==============================] - 1s 799us/step - loss: 0.4315 - accuracy: 0.7985
Epoch 339/500
718/718 [==============================] - 1s 825us/step - loss: 0.4312 - accuracy: 0.7944
Epoch 340/500
718/718 [==============================] - 1s 822us/step - loss: 0.4305 - accuracy: 0.7973
Epoch 341/500
718/718 [==============================] - 1s 808us/step - loss: 0.4307 - accuracy: 0.7976
Epoch 342/500
718/718 [==============================] - 1s 803us/step - loss: 0.4314 - accuracy: 0.79560s - loss: 0.4317 - accuracy: 0.79
Epoch 343/500
718/718 [==============================] - 1s 840us/step - loss: 0.4311 - accuracy: 0.7947
Epoch 344/500
718/718 [==============================] - 1s 816us/step - loss: 0.4311 - accuracy: 0.7942
Epoch 345/500
718/718 [==============================] - 1s 812us/step - loss: 0.4312 - accuracy: 0.7968
Epoch 346/500
718/718 [==============================] - 1s 815us/step - loss: 0.4315 - accuracy: 0.7967
Epoch 347/500
718/718 [==============================] - 1s 805us/step - loss: 0.4312 - accuracy: 0.7943
Epoch 348/500
718/718 [==============================] - 1s 817us/step - loss: 0.4312 - accuracy: 0.7945
Epoch 349/500
718/718 [==============================] - 1s 816us/step - loss: 0.4305 - accuracy: 0.7929
Epoch 350/500
718/718 [==============================] - 1s 804us/step - loss: 0.4313 - accuracy: 0.7948
Epoch 351/500
718/718 [==============================] - 1s 827us/step - loss: 0.4311 - accuracy: 0.7949
Epoch 352/500
718/718 [==============================] - 1s 805us/step - loss: 0.4307 - accuracy: 0.7947
Epoch 353/500
718/718 [==============================] - 1s 813us/step - loss: 0.4310 - accuracy: 0.7947
Epoch 354/500
718/718 [==============================] - 1s 806us/step - loss: 0.4312 - accuracy: 0.7957
Epoch 355/500
718/718 [==============================] - 1s 807us/step - loss: 0.4311 - accuracy: 0.7969
Epoch 356/500
718/718 [==============================] - 1s 820us/step - loss: 0.4307 - accuracy: 0.7945
Epoch 357/500
718/718 [==============================] - 1s 817us/step - loss: 0.4312 - accuracy: 0.7950
Epoch 358/500
718/718 [==============================] - 1s 819us/step - loss: 0.4306 - accuracy: 0.7963
Epoch 359/500
718/718 [==============================] - 1s 803us/step - loss: 0.4312 - accuracy: 0.7963
Epoch 360/500
718/718 [==============================] - 1s 831us/step - loss: 0.4310 - accuracy: 0.7970
Epoch 361/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7967
Epoch 362/500
718/718 [==============================] - 1s 989us/step - loss: 0.4308 - accuracy: 0.7950
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7966
Epoch 364/500
718/718 [==============================] - 1s 963us/step - loss: 0.4312 - accuracy: 0.7977
Epoch 365/500
718/718 [==============================] - 1s 979us/step - loss: 0.4303 - accuracy: 0.7936
Epoch 366/500
718/718 [==============================] - 1s 834us/step - loss: 0.4310 - accuracy: 0.7959
Epoch 367/500
718/718 [==============================] - 1s 891us/step - loss: 0.4310 - accuracy: 0.7967
Epoch 368/500
718/718 [==============================] - 1s 810us/step - loss: 0.4309 - accuracy: 0.7963
Epoch 369/500
718/718 [==============================] - 1s 871us/step - loss: 0.4310 - accuracy: 0.7952
Epoch 370/500
718/718 [==============================] - 1s 906us/step - loss: 0.4307 - accuracy: 0.79610s - loss: 0.4386 - accu
Epoch 371/500
718/718 [==============================] - 1s 873us/step - loss: 0.4312 - accuracy: 0.7958
Epoch 372/500
718/718 [==============================] - 1s 812us/step - loss: 0.4313 - accuracy: 0.7950
Epoch 373/500
718/718 [==============================] - 1s 796us/step - loss: 0.4311 - accuracy: 0.7957
Epoch 374/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7985
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7966
Epoch 376/500
718/718 [==============================] - 1s 812us/step - loss: 0.4304 - accuracy: 0.7973
Epoch 377/500
718/718 [==============================] - 1s 834us/step - loss: 0.4309 - accuracy: 0.7947
Epoch 378/500
718/718 [==============================] - 1s 905us/step - loss: 0.4306 - accuracy: 0.7966
Epoch 379/500
718/718 [==============================] - 1s 829us/step - loss: 0.4314 - accuracy: 0.7947
Epoch 380/500
718/718 [==============================] - 1s 808us/step - loss: 0.4312 - accuracy: 0.7970
Epoch 381/500
718/718 [==============================] - 1s 796us/step - loss: 0.4305 - accuracy: 0.7972
Epoch 382/500
718/718 [==============================] - 1s 822us/step - loss: 0.4306 - accuracy: 0.7985
Epoch 383/500
718/718 [==============================] - 1s 813us/step - loss: 0.4298 - accuracy: 0.7982
Epoch 384/500
718/718 [==============================] - 1s 802us/step - loss: 0.4313 - accuracy: 0.7916
Epoch 385/500
718/718 [==============================] - 1s 805us/step - loss: 0.4302 - accuracy: 0.7948
Epoch 386/500
718/718 [==============================] - 1s 806us/step - loss: 0.4306 - accuracy: 0.7958
Epoch 387/500
718/718 [==============================] - 1s 836us/step - loss: 0.4310 - accuracy: 0.7957
Epoch 388/500
718/718 [==============================] - 1s 804us/step - loss: 0.4311 - accuracy: 0.7965
Epoch 389/500
718/718 [==============================] - 1s 824us/step - loss: 0.4307 - accuracy: 0.7969
Epoch 390/500
718/718 [==============================] - 1s 793us/step - loss: 0.4311 - accuracy: 0.7953
Epoch 391/500
718/718 [==============================] - 1s 802us/step - loss: 0.4306 - accuracy: 0.7963
Epoch 392/500
718/718 [==============================] - 1s 818us/step - loss: 0.4311 - accuracy: 0.7963
Epoch 393/500
718/718 [==============================] - 1s 794us/step - loss: 0.4309 - accuracy: 0.7964
Epoch 394/500
718/718 [==============================] - 1s 807us/step - loss: 0.4309 - accuracy: 0.7940
Epoch 395/500
718/718 [==============================] - 1s 793us/step - loss: 0.4303 - accuracy: 0.7941
Epoch 396/500
718/718 [==============================] - 1s 804us/step - loss: 0.4310 - accuracy: 0.7945
Epoch 397/500
718/718 [==============================] - 1s 808us/step - loss: 0.4308 - accuracy: 0.7969
Epoch 398/500
718/718 [==============================] - 1s 791us/step - loss: 0.4308 - accuracy: 0.7955
Epoch 399/500
718/718 [==============================] - 1s 817us/step - loss: 0.4311 - accuracy: 0.7958
Epoch 400/500
718/718 [==============================] - 1s 799us/step - loss: 0.4300 - accuracy: 0.7975
Epoch 401/500
718/718 [==============================] - 1s 807us/step - loss: 0.4311 - accuracy: 0.7975
Epoch 402/500
718/718 [==============================] - 1s 803us/step - loss: 0.4307 - accuracy: 0.7942
Epoch 403/500
718/718 [==============================] - 1s 805us/step - loss: 0.4311 - accuracy: 0.7948
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7953
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7980
Epoch 406/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7959
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7926
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7971
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7972
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7986
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7972: 0s - loss: 0.4408 
Epoch 412/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7971
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7987
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7959: 0s - loss: 0.4305 - ac
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7939
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7987
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7966
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7986
Epoch 419/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7970
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7961: 0s - loss: 0.4351 - accuracy: 0.79 - ETA: 0s - loss:
Epoch 421/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7940
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7969
Epoch 423/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4303 - accuracy: 0.7961
Epoch 424/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7956
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7966
Epoch 426/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7969: 0s - loss: 0.4277 - accuracy: 0.79 - ETA: 0s - loss: 0.4282 - 
Epoch 427/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7984
Epoch 428/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4309 - accuracy: 0.7949
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7962
Epoch 430/500
718/718 [==============================] - 1s 820us/step - loss: 0.4309 - accuracy: 0.7956
Epoch 431/500
718/718 [==============================] - 1s 851us/step - loss: 0.4306 - accuracy: 0.7956
Epoch 432/500
718/718 [==============================] - 1s 806us/step - loss: 0.4300 - accuracy: 0.7946
Epoch 433/500
718/718 [==============================] - 1s 844us/step - loss: 0.4301 - accuracy: 0.7962
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4303 - accuracy: 0.7962
Epoch 435/500
718/718 [==============================] - 1s 967us/step - loss: 0.4305 - accuracy: 0.79630s - loss: 0.4388 
Epoch 436/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7955
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4302 - accuracy: 0.7966
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7969
Epoch 439/500
718/718 [==============================] - 1s 802us/step - loss: 0.4310 - accuracy: 0.7966
Epoch 440/500
718/718 [==============================] - 1s 825us/step - loss: 0.4296 - accuracy: 0.7983
Epoch 441/500
718/718 [==============================] - 1s 800us/step - loss: 0.4304 - accuracy: 0.7951
Epoch 442/500
718/718 [==============================] - 1s 812us/step - loss: 0.4307 - accuracy: 0.7969
Epoch 443/500
718/718 [==============================] - 1s 903us/step - loss: 0.4305 - accuracy: 0.7972
Epoch 444/500
718/718 [==============================] - 1s 797us/step - loss: 0.4302 - accuracy: 0.7957
Epoch 445/500
718/718 [==============================] - 1s 821us/step - loss: 0.4298 - accuracy: 0.7981
Epoch 446/500
718/718 [==============================] - 1s 798us/step - loss: 0.4302 - accuracy: 0.7942
Epoch 447/500
718/718 [==============================] - 1s 807us/step - loss: 0.4305 - accuracy: 0.7969
Epoch 448/500
718/718 [==============================] - 1s 817us/step - loss: 0.4302 - accuracy: 0.7968
Epoch 449/500
718/718 [==============================] - 1s 794us/step - loss: 0.4299 - accuracy: 0.7973
Epoch 450/500
718/718 [==============================] - 1s 806us/step - loss: 0.4299 - accuracy: 0.7959
Epoch 451/500
718/718 [==============================] - 1s 828us/step - loss: 0.4308 - accuracy: 0.7954
Epoch 452/500
718/718 [==============================] - 1s 836us/step - loss: 0.4301 - accuracy: 0.7976
Epoch 453/500
718/718 [==============================] - 1s 797us/step - loss: 0.4304 - accuracy: 0.7973
Epoch 454/500
718/718 [==============================] - 1s 824us/step - loss: 0.4304 - accuracy: 0.7964
Epoch 455/500
718/718 [==============================] - 1s 814us/step - loss: 0.4302 - accuracy: 0.7961
Epoch 456/500
718/718 [==============================] - 1s 797us/step - loss: 0.4299 - accuracy: 0.7958
Epoch 457/500
718/718 [==============================] - 1s 807us/step - loss: 0.4303 - accuracy: 0.7970
Epoch 458/500
718/718 [==============================] - 1s 799us/step - loss: 0.4304 - accuracy: 0.7978
Epoch 459/500
718/718 [==============================] - 1s 816us/step - loss: 0.4297 - accuracy: 0.7942
Epoch 460/500
718/718 [==============================] - 1s 822us/step - loss: 0.4304 - accuracy: 0.7979
Epoch 461/500
718/718 [==============================] - 1s 791us/step - loss: 0.4302 - accuracy: 0.7989
Epoch 462/500
718/718 [==============================] - 1s 840us/step - loss: 0.4301 - accuracy: 0.7968
Epoch 463/500
718/718 [==============================] - 1s 961us/step - loss: 0.4293 - accuracy: 0.7958
Epoch 464/500
718/718 [==============================] - 1s 796us/step - loss: 0.4301 - accuracy: 0.7976
Epoch 465/500
718/718 [==============================] - 1s 816us/step - loss: 0.4304 - accuracy: 0.7948
Epoch 466/500
718/718 [==============================] - 1s 802us/step - loss: 0.4305 - accuracy: 0.7959
Epoch 467/500
718/718 [==============================] - 1s 806us/step - loss: 0.4299 - accuracy: 0.7983
Epoch 468/500
718/718 [==============================] - 1s 798us/step - loss: 0.4302 - accuracy: 0.7972
Epoch 469/500
718/718 [==============================] - 1s 806us/step - loss: 0.4303 - accuracy: 0.7971
Epoch 470/500
718/718 [==============================] - 1s 806us/step - loss: 0.4301 - accuracy: 0.7959
Epoch 471/500
718/718 [==============================] - 1s 847us/step - loss: 0.4305 - accuracy: 0.7960
Epoch 472/500
718/718 [==============================] - 1s 801us/step - loss: 0.4301 - accuracy: 0.7967
Epoch 473/500
718/718 [==============================] - 1s 803us/step - loss: 0.4301 - accuracy: 0.7957
Epoch 474/500
718/718 [==============================] - 1s 832us/step - loss: 0.4300 - accuracy: 0.7946
Epoch 475/500
718/718 [==============================] - 1s 794us/step - loss: 0.4303 - accuracy: 0.7959
Epoch 476/500
718/718 [==============================] - 1s 804us/step - loss: 0.4295 - accuracy: 0.7975
Epoch 477/500
718/718 [==============================] - 1s 808us/step - loss: 0.4304 - accuracy: 0.7988
Epoch 478/500
718/718 [==============================] - 1s 793us/step - loss: 0.4298 - accuracy: 0.7967
Epoch 479/500
718/718 [==============================] - 1s 816us/step - loss: 0.4303 - accuracy: 0.79710s - loss: 0.4303 - ac
Epoch 480/500
718/718 [==============================] - 1s 802us/step - loss: 0.4297 - accuracy: 0.7971
Epoch 481/500
718/718 [==============================] - 1s 817us/step - loss: 0.4300 - accuracy: 0.7974
Epoch 482/500
718/718 [==============================] - 1s 806us/step - loss: 0.4301 - accuracy: 0.7973
Epoch 483/500
718/718 [==============================] - 1s 798us/step - loss: 0.4303 - accuracy: 0.7979
Epoch 484/500
718/718 [==============================] - 1s 807us/step - loss: 0.4303 - accuracy: 0.7978
Epoch 485/500
718/718 [==============================] - 1s 812us/step - loss: 0.4299 - accuracy: 0.7955
Epoch 486/500
718/718 [==============================] - 1s 910us/step - loss: 0.4299 - accuracy: 0.7964
Epoch 487/500
718/718 [==============================] - 1s 960us/step - loss: 0.4296 - accuracy: 0.7979
Epoch 488/500
718/718 [==============================] - 1s 872us/step - loss: 0.4295 - accuracy: 0.7974
Epoch 489/500
718/718 [==============================] - 1s 829us/step - loss: 0.4297 - accuracy: 0.7950
Epoch 490/500
718/718 [==============================] - 1s 807us/step - loss: 0.4304 - accuracy: 0.7967
Epoch 491/500
718/718 [==============================] - 1s 835us/step - loss: 0.4298 - accuracy: 0.7980
Epoch 492/500
718/718 [==============================] - 1s 818us/step - loss: 0.4298 - accuracy: 0.7968
Epoch 493/500
718/718 [==============================] - 1s 874us/step - loss: 0.4299 - accuracy: 0.7980
Epoch 494/500
718/718 [==============================] - 1s 808us/step - loss: 0.4297 - accuracy: 0.7972
Epoch 495/500
718/718 [==============================] - 1s 866us/step - loss: 0.4303 - accuracy: 0.7957
Epoch 496/500
718/718 [==============================] - 1s 808us/step - loss: 0.4299 - accuracy: 0.7963
Epoch 497/500
718/718 [==============================] - 1s 802us/step - loss: 0.4301 - accuracy: 0.7982
Epoch 498/500
718/718 [==============================] - 1s 801us/step - loss: 0.4300 - accuracy: 0.7980
Epoch 499/500
718/718 [==============================] - 1s 799us/step - loss: 0.4294 - accuracy: 0.7970
Epoch 500/500
718/718 [==============================] - 1s 793us/step - loss: 0.4298 - accuracy: 0.7965
Epoch 1/500
718/718 [==============================] - 1s 877us/step - loss: 0.6886 - accuracy: 0.5555
Epoch 2/500
718/718 [==============================] - 1s 830us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 798us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 854us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 828us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 828us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 830us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 829us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 877us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 24/500
718/718 [==============================] - 1s 949us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 25/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 26/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 27/500
718/718 [==============================] - 1s 917us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 28/500
718/718 [==============================] - 1s 856us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 29/500
718/718 [==============================] - 1s 830us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 30/500
718/718 [==============================] - 1s 842us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 31/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 32/500
718/718 [==============================] - 1s 845us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 33/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 34/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 35/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 36/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 37/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 38/500
718/718 [==============================] - 1s 839us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 39/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 40/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 43/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6871 - accuracy: 0.55
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 52/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 53/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 54/500
718/718 [==============================] - 1s 943us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 55/500
718/718 [==============================] - 1s 987us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 57/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 58/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 59/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 60/500
718/718 [==============================] - 1s 986us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 61/500
718/718 [==============================] - 1s 857us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 62/500
718/718 [==============================] - 1s 837us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 63/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 64/500
718/718 [==============================] - 1s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 65/500
718/718 [==============================] - 1s 854us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 66/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 67/500
718/718 [==============================] - 1s 854us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 68/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 69/500
718/718 [==============================] - 1s 834us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 70/500
718/718 [==============================] - 1s 838us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 71/500
718/718 [==============================] - 1s 878us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 72/500
718/718 [==============================] - 1s 840us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 73/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 74/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 75/500
718/718 [==============================] - 1s 953us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 76/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 77/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 78/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 79/500
718/718 [==============================] - 1s 908us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 80/500
718/718 [==============================] - 1s 852us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 82/500
718/718 [==============================] - 1s 957us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 83/500
718/718 [==============================] - 1s 898us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 84/500
718/718 [==============================] - 1s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 91/500
718/718 [==============================] - 1s 971us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 94/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 95/500
718/718 [==============================] - 1s 942us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 97/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6875 - ac
Epoch 98/500
718/718 [==============================] - 1s 964us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 99/500
718/718 [==============================] - 1s 869us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 100/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 102/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 103/500
718/718 [==============================] - 1s 989us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6872 - accura
Epoch 104/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 105/500
718/718 [==============================] - 1s 992us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 106/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 108/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 109/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 111/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 112/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 113/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 116/500
718/718 [==============================] - 1s 928us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 117/500
718/718 [==============================] - 1s 832us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 118/500
718/718 [==============================] - 1s 843us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 119/500
718/718 [==============================] - 1s 898us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 120/500
718/718 [==============================] - 1s 861us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 121/500
718/718 [==============================] - 1s 944us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 122/500
718/718 [==============================] - 1s 918us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 123/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 124/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 125/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 126/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 127/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 128/500
718/718 [==============================] - 1s 895us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 130/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 131/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 132/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 133/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 134/500
718/718 [==============================] - 1s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 135/500
718/718 [==============================] - 1s 841us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 136/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 137/500
718/718 [==============================] - 1s 856us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 138/500
718/718 [==============================] - 1s 869us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 139/500
718/718 [==============================] - 1s 879us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 140/500
718/718 [==============================] - 1s 856us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 141/500
718/718 [==============================] - 1s 886us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 143/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6872 - accuracy: 0.
Epoch 144/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 145/500
718/718 [==============================] - 1s 864us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 146/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 147/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 148/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 149/500
718/718 [==============================] - 1s 890us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 150/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 151/500
718/718 [==============================] - 1s 834us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 152/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 153/500
718/718 [==============================] - 1s 794us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 154/500
718/718 [==============================] - 1s 850us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 155/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 156/500
718/718 [==============================] - 1s 860us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 157/500
718/718 [==============================] - 1s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 158/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 159/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 160/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 161/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 162/500
718/718 [==============================] - 1s 794us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 163/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 164/500
718/718 [==============================] - 1s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 165/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 166/500
718/718 [==============================] - 1s 971us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 167/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 168/500
718/718 [==============================] - 1s 873us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 169/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 170/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6861 - ac
Epoch 172/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6868 - accu
Epoch 180/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6874 
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6
Epoch 188/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 189/500
718/718 [==============================] - 1s 991us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 191/500
718/718 [==============================] - 2s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 194/500
718/718 [==============================] - 1s 973us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 195/500
718/718 [==============================] - 1s 922us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 197/500
718/718 [==============================] - 1s 930us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 198/500
718/718 [==============================] - 1s 855us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 199/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 200/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 201/500
718/718 [==============================] - 1s 879us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 202/500
718/718 [==============================] - 1s 906us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6870 - 
Epoch 203/500
718/718 [==============================] - 1s 872us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 204/500
718/718 [==============================] - 1s 997us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 205/500
718/718 [==============================] - 1s 875us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 207/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 208/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 209/500
718/718 [==============================] - 1s 872us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 210/500
718/718 [==============================] - 1s 862us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 211/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 212/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 213/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 214/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 215/500
718/718 [==============================] - 1s 962us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 216/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 217/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 218/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 219/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 220/500
718/718 [==============================] - 1s 795us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 221/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 222/500
718/718 [==============================] - 1s 790us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 223/500
718/718 [==============================] - 1s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 224/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 225/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 226/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 227/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 228/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 229/500
718/718 [==============================] - 1s 796us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 230/500
718/718 [==============================] - 1s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 231/500
718/718 [==============================] - 1s 827us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 232/500
718/718 [==============================] - 1s 796us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 233/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 234/500
718/718 [==============================] - 1s 798us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 235/500
718/718 [==============================] - 1s 828us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 236/500
718/718 [==============================] - 1s 892us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 237/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 238/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 239/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 240/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 241/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 242/500
718/718 [==============================] - 1s 792us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 243/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 244/500
718/718 [==============================] - 1s 892us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 245/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 246/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 247/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 248/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 249/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 250/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 251/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 252/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 253/500
718/718 [==============================] - 1s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 254/500
718/718 [==============================] - 1s 792us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 255/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 256/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 257/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 258/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 259/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 260/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 261/500
718/718 [==============================] - 1s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 262/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6875 - accuracy
Epoch 263/500
718/718 [==============================] - 1s 792us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 264/500
718/718 [==============================] - 1s 847us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 265/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 266/500
718/718 [==============================] - 1s 791us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 267/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 268/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 269/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 270/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 271/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 272/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 273/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 274/500
718/718 [==============================] - 1s 842us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 275/500
718/718 [==============================] - 1s 896us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 276/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 277/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 278/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 279/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 280/500
718/718 [==============================] - 1s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 281/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 282/500
718/718 [==============================] - 1s 820us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 283/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 284/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 285/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 286/500
718/718 [==============================] - 1s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 287/500
718/718 [==============================] - 1s 793us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 288/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 289/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 290/500
718/718 [==============================] - 1s 790us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 291/500
718/718 [==============================] - 1s 930us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 292/500
718/718 [==============================] - 1s 857us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 293/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 294/500
718/718 [==============================] - 1s 877us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 295/500
718/718 [==============================] - 1s 864us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 296/500
718/718 [==============================] - 1s 871us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 297/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 298/500
718/718 [==============================] - 1s 795us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 299/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 300/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 301/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 302/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 303/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 304/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 305/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 306/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 307/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6881 - ac
Epoch 308/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 309/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 310/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 311/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 312/500
718/718 [==============================] - 1s 796us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 313/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 314/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 315/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 317/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 318/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 319/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 320/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 321/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 322/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 323/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 324/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 325/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 326/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 327/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 328/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 329/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 330/500
718/718 [==============================] - 1s 813us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 331/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 332/500
718/718 [==============================] - 1s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 333/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 334/500
718/718 [==============================] - 1s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 335/500
718/718 [==============================] - 1s 813us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 336/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 337/500
718/718 [==============================] - 1s 827us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 338/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 339/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 340/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 341/500
718/718 [==============================] - 1s 965us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 342/500
718/718 [==============================] - 1s 794us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 343/500
718/718 [==============================] - 1s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 344/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 345/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 346/500
718/718 [==============================] - 1s 795us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 347/500
718/718 [==============================] - 1s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 348/500
718/718 [==============================] - 1s 830us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 349/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 350/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 351/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 352/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 353/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 354/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 355/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 356/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 357/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 358/500
718/718 [==============================] - 1s 800us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 359/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 360/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 361/500
718/718 [==============================] - 1s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 362/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 363/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 364/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 365/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 366/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 367/500
718/718 [==============================] - 1s 812us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 368/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 369/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 370/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 371/500
718/718 [==============================] - 1s 832us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 372/500
718/718 [==============================] - 1s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 373/500
718/718 [==============================] - 1s 796us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 374/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 375/500
718/718 [==============================] - 1s 796us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6868 - ac
Epoch 376/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 377/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 378/500
718/718 [==============================] - 1s 802us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 379/500
718/718 [==============================] - 1s 872us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 380/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6871 - accuracy
Epoch 381/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 382/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 383/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6854 - accu
Epoch 384/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 385/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 386/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 387/500
718/718 [==============================] - 1s 794us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 388/500
718/718 [==============================] - 1s 835us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 389/500
718/718 [==============================] - 1s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 390/500
718/718 [==============================] - 1s 798us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 391/500
718/718 [==============================] - 1s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 1s - los
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 396/500
718/718 [==============================] - 1s 965us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 397/500
718/718 [==============================] - 1s 904us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 398/500
718/718 [==============================] - 1s 870us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 400/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 401/500
718/718 [==============================] - 1s 859us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 403/500
718/718 [==============================] - 1s 901us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 404/500
718/718 [==============================] - 1s 871us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 407/500
718/718 [==============================] - 1s 849us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 410/500
718/718 [==============================] - 1s 909us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 411/500
718/718 [==============================] - 1s 901us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 412/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 413/500
718/718 [==============================] - 1s 860us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 414/500
718/718 [==============================] - 1s 928us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 415/500
718/718 [==============================] - 1s 851us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6867 - accuracy
Epoch 417/500
718/718 [==============================] - 1s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 418/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6878 - accu
Epoch 419/500
718/718 [==============================] - 1s 784us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 420/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 421/500
718/718 [==============================] - 1s 838us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 422/500
718/718 [==============================] - 1s 818us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 423/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 424/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 425/500
718/718 [==============================] - 1s 842us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 426/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 427/500
718/718 [==============================] - 1s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 428/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 429/500
718/718 [==============================] - 1s 891us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 430/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 431/500
718/718 [==============================] - 1s 806us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 432/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 433/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 434/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 435/500
718/718 [==============================] - 1s 835us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 436/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6879 - accuracy
Epoch 437/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 438/500
718/718 [==============================] - 1s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 439/500
718/718 [==============================] - 1s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 440/500
718/718 [==============================] - 1s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 441/500
718/718 [==============================] - 1s 803us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6854 - accura
Epoch 442/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 443/500
718/718 [==============================] - 1s 801us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 444/500
718/718 [==============================] - 1s 845us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 445/500
718/718 [==============================] - 1s 970us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 446/500
718/718 [==============================] - 1s 834us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 447/500
718/718 [==============================] - 1s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 448/500
718/718 [==============================] - 1s 810us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 449/500
718/718 [==============================] - 1s 963us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 450/500
718/718 [==============================] - 1s 807us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 451/500
718/718 [==============================] - 1s 810us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 452/500
718/718 [==============================] - 1s 803us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 453/500
718/718 [==============================] - 1s 801us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 454/500
718/718 [==============================] - 1s 801us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 455/500
718/718 [==============================] - 1s 796us/step - loss: 0.6860 - accuracy: 0.5556
Epoch 456/500
718/718 [==============================] - 1s 865us/step - loss: 0.6851 - accuracy: 0.5556
Epoch 457/500
718/718 [==============================] - 1s 805us/step - loss: 0.6830 - accuracy: 0.5556
Epoch 458/500
718/718 [==============================] - 1s 834us/step - loss: 0.6771 - accuracy: 0.5558
Epoch 459/500
718/718 [==============================] - 1s 807us/step - loss: 0.6584 - accuracy: 0.6391
Epoch 460/500
718/718 [==============================] - 1s 806us/step - loss: 0.6147 - accuracy: 0.7186
Epoch 461/500
718/718 [==============================] - 1s 806us/step - loss: 0.5767 - accuracy: 0.7297
Epoch 462/500
718/718 [==============================] - 1s 819us/step - loss: 0.5591 - accuracy: 0.7340
Epoch 463/500
718/718 [==============================] - 1s 798us/step - loss: 0.5480 - accuracy: 0.7390
Epoch 464/500
718/718 [==============================] - 1s 806us/step - loss: 0.5366 - accuracy: 0.7461
Epoch 465/500
718/718 [==============================] - 1s 804us/step - loss: 0.5236 - accuracy: 0.7515
Epoch 466/500
718/718 [==============================] - 1s 813us/step - loss: 0.5097 - accuracy: 0.7553
Epoch 467/500
718/718 [==============================] - 1s 820us/step - loss: 0.4998 - accuracy: 0.7625
Epoch 468/500
718/718 [==============================] - 1s 811us/step - loss: 0.4924 - accuracy: 0.7689
Epoch 469/500
718/718 [==============================] - 1s 811us/step - loss: 0.4868 - accuracy: 0.7691
Epoch 470/500
718/718 [==============================] - 1s 795us/step - loss: 0.4812 - accuracy: 0.7688
Epoch 471/500
718/718 [==============================] - 1s 816us/step - loss: 0.4762 - accuracy: 0.7716
Epoch 472/500
718/718 [==============================] - 1s 815us/step - loss: 0.4724 - accuracy: 0.7738
Epoch 473/500
718/718 [==============================] - 1s 791us/step - loss: 0.4687 - accuracy: 0.7728
Epoch 474/500
718/718 [==============================] - 1s 839us/step - loss: 0.4666 - accuracy: 0.7754
Epoch 475/500
718/718 [==============================] - 1s 830us/step - loss: 0.4646 - accuracy: 0.7738
Epoch 476/500
718/718 [==============================] - 1s 838us/step - loss: 0.4630 - accuracy: 0.7762
Epoch 477/500
718/718 [==============================] - 1s 822us/step - loss: 0.4619 - accuracy: 0.7773
Epoch 478/500
718/718 [==============================] - 1s 813us/step - loss: 0.4606 - accuracy: 0.7761
Epoch 479/500
718/718 [==============================] - 1s 833us/step - loss: 0.4602 - accuracy: 0.7759
Epoch 480/500
718/718 [==============================] - 1s 808us/step - loss: 0.4594 - accuracy: 0.7773
Epoch 481/500
718/718 [==============================] - 1s 839us/step - loss: 0.4582 - accuracy: 0.7752
Epoch 482/500
718/718 [==============================] - 1s 802us/step - loss: 0.4578 - accuracy: 0.7766
Epoch 483/500
718/718 [==============================] - 1s 803us/step - loss: 0.4575 - accuracy: 0.7747
Epoch 484/500
718/718 [==============================] - 1s 815us/step - loss: 0.4564 - accuracy: 0.7784
Epoch 485/500
718/718 [==============================] - 1s 816us/step - loss: 0.4560 - accuracy: 0.7798
Epoch 486/500
718/718 [==============================] - 1s 810us/step - loss: 0.4555 - accuracy: 0.7800
Epoch 487/500
718/718 [==============================] - 1s 795us/step - loss: 0.4553 - accuracy: 0.7794
Epoch 488/500
718/718 [==============================] - 1s 808us/step - loss: 0.4545 - accuracy: 0.7825
Epoch 489/500
718/718 [==============================] - 1s 815us/step - loss: 0.4538 - accuracy: 0.7814
Epoch 490/500
718/718 [==============================] - 1s 797us/step - loss: 0.4537 - accuracy: 0.7783
Epoch 491/500
718/718 [==============================] - 1s 814us/step - loss: 0.4532 - accuracy: 0.7818
Epoch 492/500
718/718 [==============================] - 1s 801us/step - loss: 0.4524 - accuracy: 0.7802
Epoch 493/500
718/718 [==============================] - 1s 817us/step - loss: 0.4524 - accuracy: 0.7783
Epoch 494/500
718/718 [==============================] - 1s 794us/step - loss: 0.4515 - accuracy: 0.7786
Epoch 495/500
718/718 [==============================] - 1s 825us/step - loss: 0.4514 - accuracy: 0.7818
Epoch 496/500
718/718 [==============================] - 1s 841us/step - loss: 0.4510 - accuracy: 0.7804
Epoch 497/500
718/718 [==============================] - 1s 792us/step - loss: 0.4508 - accuracy: 0.7818
Epoch 498/500
718/718 [==============================] - 1s 830us/step - loss: 0.4506 - accuracy: 0.7787
Epoch 499/500
718/718 [==============================] - 1s 796us/step - loss: 0.4498 - accuracy: 0.7830
Epoch 500/500
718/718 [==============================] - 1s 810us/step - loss: 0.4503 - accuracy: 0.7829
Epoch 1/500
718/718 [==============================] - 1s 837us/step - loss: 0.6887 - accuracy: 0.5555
Epoch 2/500
718/718 [==============================] - 1s 857us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 844us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 860us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 845us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 847us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 794us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 802us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 793us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 808us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 816us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 806us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 831us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 789us/step - loss: 0.6862 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 813us/step - loss: 0.6856 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 812us/step - loss: 0.6841 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 799us/step - loss: 0.6799 - accuracy: 0.5555
Epoch 22/500
718/718 [==============================] - 1s 821us/step - loss: 0.6641 - accuracy: 0.6113
Epoch 23/500
718/718 [==============================] - 1s 802us/step - loss: 0.6193 - accuracy: 0.7140
Epoch 24/500
718/718 [==============================] - 1s 820us/step - loss: 0.5814 - accuracy: 0.7251
Epoch 25/500
718/718 [==============================] - 1s 803us/step - loss: 0.5689 - accuracy: 0.7247
Epoch 26/500
718/718 [==============================] - 1s 796us/step - loss: 0.5646 - accuracy: 0.7266
Epoch 27/500
718/718 [==============================] - 1s 825us/step - loss: 0.5623 - accuracy: 0.7257
Epoch 28/500
718/718 [==============================] - 1s 795us/step - loss: 0.5606 - accuracy: 0.7263
Epoch 29/500
718/718 [==============================] - 1s 819us/step - loss: 0.5583 - accuracy: 0.7257
Epoch 30/500
718/718 [==============================] - 1s 792us/step - loss: 0.5551 - accuracy: 0.7262
Epoch 31/500
718/718 [==============================] - 1s 820us/step - loss: 0.5515 - accuracy: 0.7255
Epoch 32/500
718/718 [==============================] - 1s 805us/step - loss: 0.5471 - accuracy: 0.7258
Epoch 33/500
718/718 [==============================] - 1s 798us/step - loss: 0.5431 - accuracy: 0.7264
Epoch 34/500
718/718 [==============================] - 1s 854us/step - loss: 0.5392 - accuracy: 0.7316
Epoch 35/500
718/718 [==============================] - 1s 798us/step - loss: 0.5364 - accuracy: 0.7342
Epoch 36/500
718/718 [==============================] - 1s 826us/step - loss: 0.5337 - accuracy: 0.7362
Epoch 37/500
718/718 [==============================] - 1s 862us/step - loss: 0.5307 - accuracy: 0.7407
Epoch 38/500
718/718 [==============================] - 1s 798us/step - loss: 0.5281 - accuracy: 0.7400
Epoch 39/500
718/718 [==============================] - 1s 830us/step - loss: 0.5257 - accuracy: 0.7425
Epoch 40/500
718/718 [==============================] - 1s 872us/step - loss: 0.5241 - accuracy: 0.7431
Epoch 41/500
718/718 [==============================] - 1s 801us/step - loss: 0.5230 - accuracy: 0.7427
Epoch 42/500
718/718 [==============================] - 1s 814us/step - loss: 0.5212 - accuracy: 0.7442
Epoch 43/500
718/718 [==============================] - 1s 811us/step - loss: 0.5203 - accuracy: 0.7430
Epoch 44/500
718/718 [==============================] - 1s 815us/step - loss: 0.5191 - accuracy: 0.74330s - loss: 0.5183 - accuracy: 0.74
Epoch 45/500
718/718 [==============================] - 1s 809us/step - loss: 0.5187 - accuracy: 0.7434
Epoch 46/500
718/718 [==============================] - 1s 843us/step - loss: 0.5174 - accuracy: 0.7468
Epoch 47/500
718/718 [==============================] - 1s 792us/step - loss: 0.5167 - accuracy: 0.7455
Epoch 48/500
718/718 [==============================] - 1s 812us/step - loss: 0.5161 - accuracy: 0.7469
Epoch 49/500
718/718 [==============================] - 1s 833us/step - loss: 0.5156 - accuracy: 0.7454
Epoch 50/500
718/718 [==============================] - 1s 789us/step - loss: 0.5150 - accuracy: 0.7468
Epoch 51/500
718/718 [==============================] - 1s 827us/step - loss: 0.5153 - accuracy: 0.7475
Epoch 52/500
718/718 [==============================] - 1s 792us/step - loss: 0.5149 - accuracy: 0.7460
Epoch 53/500
718/718 [==============================] - 1s 824us/step - loss: 0.5144 - accuracy: 0.7451
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5145 - accuracy: 0.7485
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5137 - accuracy: 0.7479
Epoch 56/500
718/718 [==============================] - 1s 836us/step - loss: 0.5136 - accuracy: 0.7485
Epoch 57/500
718/718 [==============================] - 1s 872us/step - loss: 0.5128 - accuracy: 0.7462
Epoch 58/500
718/718 [==============================] - 1s 827us/step - loss: 0.5131 - accuracy: 0.7461
Epoch 59/500
718/718 [==============================] - 1s 823us/step - loss: 0.5128 - accuracy: 0.7480
Epoch 60/500
718/718 [==============================] - 1s 807us/step - loss: 0.5125 - accuracy: 0.7460
Epoch 61/500
718/718 [==============================] - 1s 823us/step - loss: 0.5127 - accuracy: 0.7476
Epoch 62/500
718/718 [==============================] - 1s 828us/step - loss: 0.5125 - accuracy: 0.7474
Epoch 63/500
718/718 [==============================] - 1s 809us/step - loss: 0.5120 - accuracy: 0.7485
Epoch 64/500
718/718 [==============================] - 1s 831us/step - loss: 0.5123 - accuracy: 0.7476
Epoch 65/500
718/718 [==============================] - 1s 817us/step - loss: 0.5121 - accuracy: 0.7481
Epoch 66/500
718/718 [==============================] - 1s 832us/step - loss: 0.5120 - accuracy: 0.7468
Epoch 67/500
718/718 [==============================] - 1s 941us/step - loss: 0.5125 - accuracy: 0.7483
Epoch 68/500
718/718 [==============================] - 1s 881us/step - loss: 0.5118 - accuracy: 0.7479
Epoch 69/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5117 - accuracy: 0.7502
Epoch 70/500
718/718 [==============================] - 1s 842us/step - loss: 0.5122 - accuracy: 0.7475
Epoch 71/500
718/718 [==============================] - 1s 819us/step - loss: 0.5118 - accuracy: 0.74780s - loss: 0.5054 - accuracy
Epoch 72/500
718/718 [==============================] - 1s 880us/step - loss: 0.5118 - accuracy: 0.7506
Epoch 73/500
718/718 [==============================] - 1s 864us/step - loss: 0.5117 - accuracy: 0.7467
Epoch 74/500
718/718 [==============================] - 1s 822us/step - loss: 0.5118 - accuracy: 0.7493
Epoch 75/500
718/718 [==============================] - 1s 834us/step - loss: 0.5115 - accuracy: 0.7475
Epoch 76/500
718/718 [==============================] - 1s 815us/step - loss: 0.5115 - accuracy: 0.7468
Epoch 77/500
718/718 [==============================] - 1s 899us/step - loss: 0.5118 - accuracy: 0.7486
Epoch 78/500
718/718 [==============================] - 1s 886us/step - loss: 0.5114 - accuracy: 0.7477
Epoch 79/500
718/718 [==============================] - 1s 849us/step - loss: 0.5120 - accuracy: 0.74920s - loss: 0.5111 - accura
Epoch 80/500
718/718 [==============================] - 1s 837us/step - loss: 0.5112 - accuracy: 0.7498
Epoch 81/500
718/718 [==============================] - 1s 814us/step - loss: 0.5115 - accuracy: 0.7501
Epoch 82/500
718/718 [==============================] - 1s 827us/step - loss: 0.5119 - accuracy: 0.7473
Epoch 83/500
718/718 [==============================] - 1s 830us/step - loss: 0.5118 - accuracy: 0.7498
Epoch 84/500
718/718 [==============================] - 1s 819us/step - loss: 0.5110 - accuracy: 0.7503
Epoch 85/500
718/718 [==============================] - 1s 835us/step - loss: 0.5118 - accuracy: 0.7495
Epoch 86/500
718/718 [==============================] - 1s 804us/step - loss: 0.5113 - accuracy: 0.7472
Epoch 87/500
718/718 [==============================] - 1s 822us/step - loss: 0.5110 - accuracy: 0.7485
Epoch 88/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5112 - accuracy: 0.7488
Epoch 89/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5113 - accuracy: 0.7482
Epoch 90/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5109 - accuracy: 0.7463
Epoch 91/500
718/718 [==============================] - 1s 958us/step - loss: 0.5109 - accuracy: 0.7515
Epoch 92/500
718/718 [==============================] - 1s 964us/step - loss: 0.5107 - accuracy: 0.7518
Epoch 93/500
718/718 [==============================] - 1s 885us/step - loss: 0.5106 - accuracy: 0.7496
Epoch 94/500
718/718 [==============================] - 1s 853us/step - loss: 0.5103 - accuracy: 0.7514
Epoch 95/500
718/718 [==============================] - 1s 862us/step - loss: 0.5102 - accuracy: 0.7519
Epoch 96/500
718/718 [==============================] - 1s 852us/step - loss: 0.5103 - accuracy: 0.7491
Epoch 97/500
718/718 [==============================] - 1s 882us/step - loss: 0.5103 - accuracy: 0.7519
Epoch 98/500
718/718 [==============================] - 1s 914us/step - loss: 0.5104 - accuracy: 0.7495
Epoch 99/500
718/718 [==============================] - 1s 817us/step - loss: 0.5104 - accuracy: 0.7495
Epoch 100/500
718/718 [==============================] - 1s 807us/step - loss: 0.5099 - accuracy: 0.7519
Epoch 101/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5101 - accuracy: 0.7508
Epoch 102/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5100 - accuracy: 0.7497
Epoch 103/500
718/718 [==============================] - 1s 812us/step - loss: 0.5096 - accuracy: 0.7509
Epoch 104/500
718/718 [==============================] - 1s 814us/step - loss: 0.5098 - accuracy: 0.7512
Epoch 105/500
718/718 [==============================] - 1s 891us/step - loss: 0.5097 - accuracy: 0.7523
Epoch 106/500
718/718 [==============================] - 1s 873us/step - loss: 0.5092 - accuracy: 0.7526
Epoch 107/500
718/718 [==============================] - 1s 826us/step - loss: 0.5093 - accuracy: 0.7503
Epoch 108/500
718/718 [==============================] - 1s 807us/step - loss: 0.5088 - accuracy: 0.7511
Epoch 109/500
718/718 [==============================] - 1s 827us/step - loss: 0.5085 - accuracy: 0.7501
Epoch 110/500
718/718 [==============================] - 1s 802us/step - loss: 0.5087 - accuracy: 0.7520
Epoch 111/500
718/718 [==============================] - 1s 814us/step - loss: 0.5084 - accuracy: 0.7502
Epoch 112/500
718/718 [==============================] - 1s 836us/step - loss: 0.5086 - accuracy: 0.7519
Epoch 113/500
718/718 [==============================] - 1s 802us/step - loss: 0.5088 - accuracy: 0.7546
Epoch 114/500
718/718 [==============================] - 1s 927us/step - loss: 0.5080 - accuracy: 0.7533
Epoch 115/500
718/718 [==============================] - 1s 994us/step - loss: 0.5079 - accuracy: 0.7536
Epoch 116/500
718/718 [==============================] - 1s 918us/step - loss: 0.5082 - accuracy: 0.7509
Epoch 117/500
718/718 [==============================] - 1s 837us/step - loss: 0.5083 - accuracy: 0.7522
Epoch 118/500
718/718 [==============================] - 1s 813us/step - loss: 0.5083 - accuracy: 0.7522
Epoch 119/500
718/718 [==============================] - 1s 828us/step - loss: 0.5081 - accuracy: 0.7537
Epoch 120/500
718/718 [==============================] - 1s 817us/step - loss: 0.5079 - accuracy: 0.7511
Epoch 121/500
718/718 [==============================] - 1s 803us/step - loss: 0.5082 - accuracy: 0.7516
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5075 - accuracy: 0.7550
Epoch 123/500
718/718 [==============================] - 1s 829us/step - loss: 0.5078 - accuracy: 0.7515
Epoch 124/500
718/718 [==============================] - 1s 847us/step - loss: 0.5075 - accuracy: 0.7528
Epoch 125/500
718/718 [==============================] - 1s 811us/step - loss: 0.5080 - accuracy: 0.7521
Epoch 126/500
718/718 [==============================] - 1s 846us/step - loss: 0.5073 - accuracy: 0.7529
Epoch 127/500
718/718 [==============================] - 1s 817us/step - loss: 0.5077 - accuracy: 0.7516
Epoch 128/500
718/718 [==============================] - 1s 823us/step - loss: 0.5078 - accuracy: 0.7534
Epoch 129/500
718/718 [==============================] - 1s 807us/step - loss: 0.5077 - accuracy: 0.7510
Epoch 130/500
718/718 [==============================] - 1s 833us/step - loss: 0.5070 - accuracy: 0.7528
Epoch 131/500
718/718 [==============================] - 1s 818us/step - loss: 0.5077 - accuracy: 0.7527
Epoch 132/500
718/718 [==============================] - 1s 821us/step - loss: 0.5080 - accuracy: 0.7520
Epoch 133/500
718/718 [==============================] - 1s 793us/step - loss: 0.5066 - accuracy: 0.7515
Epoch 134/500
718/718 [==============================] - 1s 823us/step - loss: 0.5073 - accuracy: 0.7536
Epoch 135/500
718/718 [==============================] - 1s 817us/step - loss: 0.5076 - accuracy: 0.7532
Epoch 136/500
718/718 [==============================] - 1s 972us/step - loss: 0.5073 - accuracy: 0.7515
Epoch 137/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5075 - accuracy: 0.7520
Epoch 138/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5075 - accuracy: 0.7504
Epoch 139/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5075 - accuracy: 0.7517
Epoch 140/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5069 - accuracy: 0.7536
Epoch 141/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5069 - accuracy: 0.7521
Epoch 142/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5074 - accuracy: 0.7515
Epoch 143/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5066 - accuracy: 0.7511
Epoch 144/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5071 - accuracy: 0.7525
Epoch 145/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5067 - accuracy: 0.7509
Epoch 146/500
718/718 [==============================] - 1s 2ms/step - loss: 0.5070 - accuracy: 0.7502
Epoch 147/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5071 - accuracy: 0.7489: 0s - l
Epoch 148/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5070 - accuracy: 0.7501
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5067 - accuracy: 0.7517
Epoch 150/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5065 - accuracy: 0.7505: 0s - loss: 0.5085 - accuracy: 
Epoch 151/500
718/718 [==============================] - 1s 943us/step - loss: 0.5064 - accuracy: 0.7524
Epoch 152/500
718/718 [==============================] - 1s 975us/step - loss: 0.5065 - accuracy: 0.7528
Epoch 153/500
718/718 [==============================] - 1s 967us/step - loss: 0.5062 - accuracy: 0.7505
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5057 - accuracy: 0.7511
Epoch 155/500
718/718 [==============================] - 1s 984us/step - loss: 0.5056 - accuracy: 0.7508
Epoch 156/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5051 - accuracy: 0.7515: 0s - loss: 0.5041 - accura
Epoch 157/500
718/718 [==============================] - 1s 993us/step - loss: 0.5047 - accuracy: 0.75260s - loss: 0.5035 - accuracy
Epoch 158/500
718/718 [==============================] - 1s 987us/step - loss: 0.5044 - accuracy: 0.7525
Epoch 159/500
718/718 [==============================] - 1s 972us/step - loss: 0.5041 - accuracy: 0.7532
Epoch 160/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5036 - accuracy: 0.7514
Epoch 161/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5034 - accuracy: 0.7513: 0s - loss: 0.5041 - ac
Epoch 162/500
718/718 [==============================] - 1s 955us/step - loss: 0.5031 - accuracy: 0.7542
Epoch 163/500
718/718 [==============================] - 1s 983us/step - loss: 0.5027 - accuracy: 0.7533
Epoch 164/500
718/718 [==============================] - 1s 967us/step - loss: 0.5026 - accuracy: 0.7522
Epoch 165/500
718/718 [==============================] - 1s 978us/step - loss: 0.5024 - accuracy: 0.7520
Epoch 166/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5019 - accuracy: 0.7570
Epoch 167/500
718/718 [==============================] - 1s 954us/step - loss: 0.5021 - accuracy: 0.7522
Epoch 168/500
718/718 [==============================] - 1s 927us/step - loss: 0.5016 - accuracy: 0.7508
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5010 - accuracy: 0.7545
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5008 - accuracy: 0.7523
Epoch 171/500
718/718 [==============================] - 1s 950us/step - loss: 0.5011 - accuracy: 0.7544
Epoch 172/500
718/718 [==============================] - 1s 958us/step - loss: 0.5005 - accuracy: 0.75410s - loss: 0.4939 - accuracy: 0. - ETA: 0s - loss: 0.4966 - accuracy: 0.
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5005 - accuracy: 0.7536
Epoch 174/500
718/718 [==============================] - 1s 1ms/step - loss: 0.5003 - accuracy: 0.7553
Epoch 175/500
718/718 [==============================] - 1s 979us/step - loss: 0.4998 - accuracy: 0.7540
Epoch 176/500
718/718 [==============================] - 1s 958us/step - loss: 0.4999 - accuracy: 0.7552
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4996 - accuracy: 0.7540
Epoch 178/500
718/718 [==============================] - 1s 957us/step - loss: 0.4990 - accuracy: 0.7533
Epoch 179/500
718/718 [==============================] - 1s 956us/step - loss: 0.4993 - accuracy: 0.7510
Epoch 180/500
718/718 [==============================] - 1s 975us/step - loss: 0.4989 - accuracy: 0.7556
Epoch 181/500
718/718 [==============================] - 1s 965us/step - loss: 0.4988 - accuracy: 0.7552
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4979 - accuracy: 0.7556
Epoch 183/500
718/718 [==============================] - 1s 969us/step - loss: 0.4983 - accuracy: 0.7535
Epoch 184/500
718/718 [==============================] - 1s 982us/step - loss: 0.4979 - accuracy: 0.7540
Epoch 185/500
718/718 [==============================] - 1s 955us/step - loss: 0.4982 - accuracy: 0.7529
Epoch 186/500
718/718 [==============================] - 1s 962us/step - loss: 0.4979 - accuracy: 0.7556
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4971 - accuracy: 0.7558
Epoch 188/500
718/718 [==============================] - 1s 974us/step - loss: 0.4967 - accuracy: 0.7554
Epoch 189/500
718/718 [==============================] - 1s 978us/step - loss: 0.4968 - accuracy: 0.7548
Epoch 190/500
718/718 [==============================] - 1s 976us/step - loss: 0.4955 - accuracy: 0.7548
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4953 - accuracy: 0.7576
Epoch 192/500
718/718 [==============================] - 1s 977us/step - loss: 0.4952 - accuracy: 0.7564
Epoch 193/500
718/718 [==============================] - 1s 994us/step - loss: 0.4941 - accuracy: 0.7577
Epoch 194/500
718/718 [==============================] - 1s 980us/step - loss: 0.4937 - accuracy: 0.7591
Epoch 195/500
718/718 [==============================] - 1s 985us/step - loss: 0.4936 - accuracy: 0.7584
Epoch 196/500
718/718 [==============================] - 1s 979us/step - loss: 0.4926 - accuracy: 0.7568
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4915 - accuracy: 0.7579
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4902 - accuracy: 0.7576: 0s - loss: 0.4976 - accuracy: 0. - ETA: 0s - loss: 0.4935 - accura
Epoch 199/500
718/718 [==============================] - 1s 985us/step - loss: 0.4901 - accuracy: 0.7602
Epoch 200/500
718/718 [==============================] - 1s 993us/step - loss: 0.4894 - accuracy: 0.75970s - loss: 0.4859 - accuracy: 
Epoch 201/500
718/718 [==============================] - 1s 979us/step - loss: 0.4882 - accuracy: 0.7599
Epoch 202/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4880 - accuracy: 0.7589: 0s - loss: 0.4
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4871 - accuracy: 0.7595: 0s - loss: 0.4888 - ac
Epoch 204/500
718/718 [==============================] - 1s 963us/step - loss: 0.4867 - accuracy: 0.76180s - loss: 0.4913 - accura
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4867 - accuracy: 0.7597: 0s - loss: 0.4868 - accuracy
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4861 - accuracy: 0.7613
Epoch 207/500
718/718 [==============================] - 1s 914us/step - loss: 0.4851 - accuracy: 0.7600
Epoch 208/500
718/718 [==============================] - 1s 970us/step - loss: 0.4847 - accuracy: 0.7607
Epoch 209/500
718/718 [==============================] - 1s 997us/step - loss: 0.4853 - accuracy: 0.7604
Epoch 210/500
718/718 [==============================] - 1s 980us/step - loss: 0.4843 - accuracy: 0.7649
Epoch 211/500
718/718 [==============================] - 1s 966us/step - loss: 0.4846 - accuracy: 0.7618
Epoch 212/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4838 - accuracy: 0.7612
Epoch 213/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4837 - accuracy: 0.7637
Epoch 214/500
718/718 [==============================] - 1s 939us/step - loss: 0.4825 - accuracy: 0.7639
Epoch 215/500
718/718 [==============================] - 1s 972us/step - loss: 0.4825 - accuracy: 0.7638
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4818 - accuracy: 0.7639
Epoch 217/500
718/718 [==============================] - 1s 992us/step - loss: 0.4818 - accuracy: 0.7656
Epoch 218/500
718/718 [==============================] - 1s 998us/step - loss: 0.4811 - accuracy: 0.7657
Epoch 219/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4804 - accuracy: 0.7682
Epoch 220/500
718/718 [==============================] - 1s 984us/step - loss: 0.4800 - accuracy: 0.76490s - loss: 0.4918 
Epoch 221/500
718/718 [==============================] - 1s 981us/step - loss: 0.4795 - accuracy: 0.7653
Epoch 222/500
718/718 [==============================] - 1s 973us/step - loss: 0.4792 - accuracy: 0.7650
Epoch 223/500
718/718 [==============================] - 1s 996us/step - loss: 0.4784 - accuracy: 0.7661
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4783 - accuracy: 0.7665
Epoch 225/500
718/718 [==============================] - 1s 961us/step - loss: 0.4790 - accuracy: 0.7663
Epoch 226/500
718/718 [==============================] - 1s 997us/step - loss: 0.4779 - accuracy: 0.7673
Epoch 227/500
718/718 [==============================] - 1s 972us/step - loss: 0.4777 - accuracy: 0.7659
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4772 - accuracy: 0.7646
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4769 - accuracy: 0.7672
Epoch 230/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4767 - accuracy: 0.7664
Epoch 231/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4764 - accuracy: 0.7662
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4763 - accuracy: 0.7685
Epoch 233/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4757 - accuracy: 0.7671
Epoch 234/500
718/718 [==============================] - 1s 975us/step - loss: 0.4754 - accuracy: 0.7671
Epoch 235/500
718/718 [==============================] - 1s 942us/step - loss: 0.4752 - accuracy: 0.7643
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4750 - accuracy: 0.7658
Epoch 237/500
718/718 [==============================] - 1s 974us/step - loss: 0.4750 - accuracy: 0.7677
Epoch 238/500
718/718 [==============================] - 1s 944us/step - loss: 0.4744 - accuracy: 0.7676
Epoch 239/500
718/718 [==============================] - 1s 972us/step - loss: 0.4747 - accuracy: 0.7669
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4740 - accuracy: 0.7672
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4737 - accuracy: 0.7688
Epoch 242/500
718/718 [==============================] - 1s 931us/step - loss: 0.4740 - accuracy: 0.7664
Epoch 243/500
718/718 [==============================] - 1s 942us/step - loss: 0.4746 - accuracy: 0.7665
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4738 - accuracy: 0.7672
Epoch 245/500
718/718 [==============================] - 1s 998us/step - loss: 0.4736 - accuracy: 0.7690
Epoch 246/500
718/718 [==============================] - 1s 986us/step - loss: 0.4736 - accuracy: 0.7685
Epoch 247/500
718/718 [==============================] - 1s 979us/step - loss: 0.4728 - accuracy: 0.7653
Epoch 248/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4730 - accuracy: 0.7703
Epoch 249/500
718/718 [==============================] - 1s 996us/step - loss: 0.4728 - accuracy: 0.7674
Epoch 250/500
718/718 [==============================] - 1s 976us/step - loss: 0.4729 - accuracy: 0.7668
Epoch 251/500
718/718 [==============================] - 1s 958us/step - loss: 0.4729 - accuracy: 0.7675
Epoch 252/500
718/718 [==============================] - 1s 986us/step - loss: 0.4730 - accuracy: 0.7649
Epoch 253/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4733 - accuracy: 0.7669
Epoch 254/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4726 - accuracy: 0.7720
Epoch 255/500
718/718 [==============================] - 1s 979us/step - loss: 0.4732 - accuracy: 0.7686
Epoch 256/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4723 - accuracy: 0.7704
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4725 - accuracy: 0.7687
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4718 - accuracy: 0.7689
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4722 - accuracy: 0.7686
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4718 - accuracy: 0.7724
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4715 - accuracy: 0.7692
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4709 - accuracy: 0.7701
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4712 - accuracy: 0.7719
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4715 - accuracy: 0.7678
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4710 - accuracy: 0.7698
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4709 - accuracy: 0.7707
Epoch 267/500
718/718 [==============================] - 1s 974us/step - loss: 0.4713 - accuracy: 0.7675
Epoch 268/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4708 - accuracy: 0.7698
Epoch 269/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4711 - accuracy: 0.7693
Epoch 270/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4705 - accuracy: 0.7709
Epoch 271/500
718/718 [==============================] - 1s 975us/step - loss: 0.4707 - accuracy: 0.7696
Epoch 272/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4700 - accuracy: 0.7704: 0s - loss: 0.4698 - 
Epoch 273/500
718/718 [==============================] - 1s 956us/step - loss: 0.4700 - accuracy: 0.7738
Epoch 274/500
718/718 [==============================] - 1s 975us/step - loss: 0.4696 - accuracy: 0.7692
Epoch 275/500
718/718 [==============================] - 1s 991us/step - loss: 0.4699 - accuracy: 0.77200s - loss: 0.4774 
Epoch 276/500
718/718 [==============================] - 1s 997us/step - loss: 0.4697 - accuracy: 0.77180s - loss: 0.4708 - accura
Epoch 277/500
718/718 [==============================] - 1s 985us/step - loss: 0.4697 - accuracy: 0.7732
Epoch 278/500
718/718 [==============================] - 1s 989us/step - loss: 0.4691 - accuracy: 0.7721
Epoch 279/500
718/718 [==============================] - 1s 996us/step - loss: 0.4688 - accuracy: 0.7696
Epoch 280/500
718/718 [==============================] - 1s 967us/step - loss: 0.4697 - accuracy: 0.7730
Epoch 281/500
718/718 [==============================] - 1s 980us/step - loss: 0.4698 - accuracy: 0.7710
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4687 - accuracy: 0.7722
Epoch 283/500
718/718 [==============================] - 1s 969us/step - loss: 0.4683 - accuracy: 0.7739
Epoch 284/500
718/718 [==============================] - 1s 969us/step - loss: 0.4691 - accuracy: 0.7736
Epoch 285/500
718/718 [==============================] - 1s 980us/step - loss: 0.4680 - accuracy: 0.7722
Epoch 286/500
718/718 [==============================] - 1s 993us/step - loss: 0.4690 - accuracy: 0.7739
Epoch 287/500
718/718 [==============================] - 1s 934us/step - loss: 0.4685 - accuracy: 0.7735
Epoch 288/500
718/718 [==============================] - 1s 940us/step - loss: 0.4678 - accuracy: 0.7742
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4680 - accuracy: 0.7741
Epoch 290/500
718/718 [==============================] - 1s 955us/step - loss: 0.4685 - accuracy: 0.7745
Epoch 291/500
718/718 [==============================] - 1s 981us/step - loss: 0.4669 - accuracy: 0.7739
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4678 - accuracy: 0.7743
Epoch 293/500
718/718 [==============================] - 1s 991us/step - loss: 0.4680 - accuracy: 0.7766
Epoch 294/500
718/718 [==============================] - 1s 970us/step - loss: 0.4680 - accuracy: 0.7749
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4670 - accuracy: 0.7722
Epoch 296/500
718/718 [==============================] - 1s 992us/step - loss: 0.4680 - accuracy: 0.7741
Epoch 297/500
718/718 [==============================] - 1s 955us/step - loss: 0.4669 - accuracy: 0.7722
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4672 - accuracy: 0.7747
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4680 - accuracy: 0.7746
Epoch 300/500
718/718 [==============================] - 1s 971us/step - loss: 0.4680 - accuracy: 0.7744
Epoch 301/500
718/718 [==============================] - 1s 922us/step - loss: 0.4664 - accuracy: 0.7750
Epoch 302/500
718/718 [==============================] - 1s 978us/step - loss: 0.4675 - accuracy: 0.77530s - loss: 0.4687 - accuracy: 0.
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4672 - accuracy: 0.7717
Epoch 304/500
718/718 [==============================] - 1s 980us/step - loss: 0.4679 - accuracy: 0.77480s - loss: 0.4685 
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4674 - accuracy: 0.7761
Epoch 306/500
718/718 [==============================] - 1s 947us/step - loss: 0.4673 - accuracy: 0.7752
Epoch 307/500
718/718 [==============================] - 1s 992us/step - loss: 0.4671 - accuracy: 0.7725
Epoch 308/500
718/718 [==============================] - 1s 936us/step - loss: 0.4665 - accuracy: 0.7765
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4668 - accuracy: 0.7750
Epoch 310/500
718/718 [==============================] - 1s 957us/step - loss: 0.4669 - accuracy: 0.7761
Epoch 311/500
718/718 [==============================] - 1s 973us/step - loss: 0.4664 - accuracy: 0.7765
Epoch 312/500
718/718 [==============================] - 1s 971us/step - loss: 0.4668 - accuracy: 0.7718
Epoch 313/500
718/718 [==============================] - 1s 981us/step - loss: 0.4674 - accuracy: 0.7766
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4665 - accuracy: 0.7766: 0s - loss: 0.4666 - accuracy: 0.
Epoch 315/500
718/718 [==============================] - 1s 978us/step - loss: 0.4666 - accuracy: 0.7774
Epoch 316/500
718/718 [==============================] - 1s 987us/step - loss: 0.4669 - accuracy: 0.7750
Epoch 317/500
718/718 [==============================] - 1s 992us/step - loss: 0.4661 - accuracy: 0.7744
Epoch 318/500
718/718 [==============================] - 1s 952us/step - loss: 0.4666 - accuracy: 0.7746
Epoch 319/500
718/718 [==============================] - 1s 987us/step - loss: 0.4659 - accuracy: 0.7779
Epoch 320/500
718/718 [==============================] - 1s 977us/step - loss: 0.4668 - accuracy: 0.77510s - loss: 0.4639 - accu
Epoch 321/500
718/718 [==============================] - 1s 964us/step - loss: 0.4667 - accuracy: 0.7769
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4664 - accuracy: 0.7733
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7738
Epoch 324/500
718/718 [==============================] - 1s 970us/step - loss: 0.4662 - accuracy: 0.7762
Epoch 325/500
718/718 [==============================] - 1s 988us/step - loss: 0.4666 - accuracy: 0.77550s - loss: 0.462
Epoch 326/500
718/718 [==============================] - 1s 958us/step - loss: 0.4667 - accuracy: 0.7750
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4666 - accuracy: 0.7745
Epoch 328/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4661 - accuracy: 0.7772
Epoch 329/500
718/718 [==============================] - 1s 975us/step - loss: 0.4661 - accuracy: 0.77530s - loss: 0.4659 - accuracy: 0.
Epoch 330/500
718/718 [==============================] - 1s 920us/step - loss: 0.4663 - accuracy: 0.7778
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4664 - accuracy: 0.7775
Epoch 332/500
718/718 [==============================] - 1s 955us/step - loss: 0.4659 - accuracy: 0.7761
Epoch 333/500
718/718 [==============================] - 1s 988us/step - loss: 0.4664 - accuracy: 0.7744
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4662 - accuracy: 0.7790
Epoch 335/500
718/718 [==============================] - 1s 969us/step - loss: 0.4670 - accuracy: 0.7759
Epoch 336/500
718/718 [==============================] - 1s 950us/step - loss: 0.4663 - accuracy: 0.7764
Epoch 337/500
718/718 [==============================] - 1s 983us/step - loss: 0.4658 - accuracy: 0.7750
Epoch 338/500
718/718 [==============================] - 1s 969us/step - loss: 0.4665 - accuracy: 0.7725
Epoch 339/500
718/718 [==============================] - 1s 971us/step - loss: 0.4662 - accuracy: 0.7754
Epoch 340/500
718/718 [==============================] - 1s 991us/step - loss: 0.4656 - accuracy: 0.7750
Epoch 341/500
718/718 [==============================] - 1s 975us/step - loss: 0.4661 - accuracy: 0.77850s - loss: 0.4655 - ac
Epoch 342/500
718/718 [==============================] - 1s 997us/step - loss: 0.4659 - accuracy: 0.77520s - loss: 0.4667 - accuracy: 0.
Epoch 343/500
718/718 [==============================] - 1s 982us/step - loss: 0.4655 - accuracy: 0.7761
Epoch 344/500
718/718 [==============================] - 1s 995us/step - loss: 0.4662 - accuracy: 0.7766
Epoch 345/500
718/718 [==============================] - 1s 993us/step - loss: 0.4665 - accuracy: 0.7753
Epoch 346/500
718/718 [==============================] - 1s 982us/step - loss: 0.4657 - accuracy: 0.77800s - loss: 0.4681 - accura
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7790
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4666 - accuracy: 0.7739
Epoch 349/500
718/718 [==============================] - 1s 986us/step - loss: 0.4662 - accuracy: 0.7755
Epoch 350/500
718/718 [==============================] - 1s 952us/step - loss: 0.4661 - accuracy: 0.7732
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4657 - accuracy: 0.7752: 0s - loss: 0.4648 - accuracy: 0.77
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4660 - accuracy: 0.7778: 0s - loss: 0.4618 - accuracy
Epoch 353/500
718/718 [==============================] - 1s 967us/step - loss: 0.4660 - accuracy: 0.7753
Epoch 354/500
718/718 [==============================] - 1s 967us/step - loss: 0.4656 - accuracy: 0.7737
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4651 - accuracy: 0.7754
Epoch 356/500
718/718 [==============================] - 1s 951us/step - loss: 0.4652 - accuracy: 0.7756
Epoch 357/500
718/718 [==============================] - 1s 978us/step - loss: 0.4649 - accuracy: 0.77880s - loss: 0.4685 - accu
Epoch 358/500
718/718 [==============================] - 1s 983us/step - loss: 0.4660 - accuracy: 0.7749
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4658 - accuracy: 0.7774
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4651 - accuracy: 0.7778: 0s - loss: 0.4673 
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4654 - accuracy: 0.7765
Epoch 362/500
718/718 [==============================] - 1s 963us/step - loss: 0.4665 - accuracy: 0.7777
Epoch 363/500
718/718 [==============================] - 1s 935us/step - loss: 0.4653 - accuracy: 0.7751
Epoch 364/500
718/718 [==============================] - 1s 955us/step - loss: 0.4651 - accuracy: 0.7746
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7765
Epoch 366/500
718/718 [==============================] - 1s 952us/step - loss: 0.4657 - accuracy: 0.7769
Epoch 367/500
718/718 [==============================] - 1s 904us/step - loss: 0.4645 - accuracy: 0.7774
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7755
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4652 - accuracy: 0.7772
Epoch 370/500
718/718 [==============================] - 1s 962us/step - loss: 0.4653 - accuracy: 0.77830s - loss: 0.4611 - accuracy
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7756
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4655 - accuracy: 0.7774
Epoch 373/500
718/718 [==============================] - 1s 989us/step - loss: 0.4655 - accuracy: 0.7748
Epoch 374/500
718/718 [==============================] - 1s 954us/step - loss: 0.4641 - accuracy: 0.7771
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7759
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4652 - accuracy: 0.7766: 0s - loss: 0.4618 - accura
Epoch 377/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4652 - accuracy: 0.7785
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4652 - accuracy: 0.7765
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4658 - accuracy: 0.7777
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7766
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7766
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4646 - accuracy: 0.7784
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4655 - accuracy: 0.7767
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4649 - accuracy: 0.7769
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4654 - accuracy: 0.7770
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4656 - accuracy: 0.7758
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4646 - accuracy: 0.7755
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4656 - accuracy: 0.7772
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4650 - accuracy: 0.7759
Epoch 390/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4653 - accuracy: 0.7763
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7765
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7768
Epoch 393/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4638 - accuracy: 0.7767
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4648 - accuracy: 0.7749
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4650 - accuracy: 0.7779: 0s - loss: 0.4651 - accuracy: 
Epoch 396/500
718/718 [==============================] - 1s 804us/step - loss: 0.4655 - accuracy: 0.7759
Epoch 397/500
718/718 [==============================] - 1s 810us/step - loss: 0.4629 - accuracy: 0.7775
Epoch 398/500
718/718 [==============================] - 1s 811us/step - loss: 0.4645 - accuracy: 0.7791
Epoch 399/500
718/718 [==============================] - 1s 800us/step - loss: 0.4639 - accuracy: 0.7781
Epoch 400/500
718/718 [==============================] - 1s 814us/step - loss: 0.4637 - accuracy: 0.7762
Epoch 401/500
718/718 [==============================] - 1s 803us/step - loss: 0.4639 - accuracy: 0.7779
Epoch 402/500
718/718 [==============================] - 1s 829us/step - loss: 0.4632 - accuracy: 0.7792
Epoch 403/500
718/718 [==============================] - 1s 971us/step - loss: 0.4632 - accuracy: 0.7775
Epoch 404/500
718/718 [==============================] - 1s 850us/step - loss: 0.4626 - accuracy: 0.7782
Epoch 405/500
718/718 [==============================] - 1s 815us/step - loss: 0.4627 - accuracy: 0.7785
Epoch 406/500
718/718 [==============================] - 1s 818us/step - loss: 0.4631 - accuracy: 0.7774
Epoch 407/500
718/718 [==============================] - 1s 991us/step - loss: 0.4625 - accuracy: 0.7800
Epoch 408/500
718/718 [==============================] - 1s 840us/step - loss: 0.4617 - accuracy: 0.7795
Epoch 409/500
718/718 [==============================] - 1s 795us/step - loss: 0.4621 - accuracy: 0.7777
Epoch 410/500
718/718 [==============================] - 1s 814us/step - loss: 0.4618 - accuracy: 0.7807
Epoch 411/500
718/718 [==============================] - 1s 962us/step - loss: 0.4615 - accuracy: 0.7776
Epoch 412/500
718/718 [==============================] - 1s 829us/step - loss: 0.4618 - accuracy: 0.7806
Epoch 413/500
718/718 [==============================] - 1s 811us/step - loss: 0.4616 - accuracy: 0.7827
Epoch 414/500
718/718 [==============================] - 1s 797us/step - loss: 0.4612 - accuracy: 0.7788
Epoch 415/500
718/718 [==============================] - 1s 807us/step - loss: 0.4610 - accuracy: 0.7812
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4613 - accuracy: 0.7797
Epoch 417/500
718/718 [==============================] - 1s 839us/step - loss: 0.4604 - accuracy: 0.7818
Epoch 418/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4608 - accuracy: 0.7786
Epoch 419/500
718/718 [==============================] - 1s 962us/step - loss: 0.4608 - accuracy: 0.7807
Epoch 420/500
718/718 [==============================] - 1s 900us/step - loss: 0.4611 - accuracy: 0.7803
Epoch 421/500
718/718 [==============================] - 1s 948us/step - loss: 0.4600 - accuracy: 0.7771
Epoch 422/500
718/718 [==============================] - 1s 917us/step - loss: 0.4604 - accuracy: 0.7802
Epoch 423/500
718/718 [==============================] - 1s 896us/step - loss: 0.4607 - accuracy: 0.7808
Epoch 424/500
718/718 [==============================] - 1s 832us/step - loss: 0.4603 - accuracy: 0.7795
Epoch 425/500
718/718 [==============================] - 1s 824us/step - loss: 0.4610 - accuracy: 0.7811
Epoch 426/500
718/718 [==============================] - 1s 893us/step - loss: 0.4606 - accuracy: 0.7789
Epoch 427/500
718/718 [==============================] - 1s 921us/step - loss: 0.4597 - accuracy: 0.7817
Epoch 428/500
718/718 [==============================] - 1s 889us/step - loss: 0.4604 - accuracy: 0.7793
Epoch 429/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7832
Epoch 430/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4591 - accuracy: 0.7809
Epoch 431/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7817
Epoch 432/500
718/718 [==============================] - 1s 809us/step - loss: 0.4591 - accuracy: 0.7822
Epoch 433/500
718/718 [==============================] - 1s 855us/step - loss: 0.4593 - accuracy: 0.7800
Epoch 434/500
718/718 [==============================] - 1s 897us/step - loss: 0.4586 - accuracy: 0.7830
Epoch 435/500
718/718 [==============================] - 1s 847us/step - loss: 0.4598 - accuracy: 0.7820
Epoch 436/500
718/718 [==============================] - 1s 834us/step - loss: 0.4593 - accuracy: 0.7816
Epoch 437/500
718/718 [==============================] - 1s 929us/step - loss: 0.4596 - accuracy: 0.7802
Epoch 438/500
718/718 [==============================] - 1s 950us/step - loss: 0.4592 - accuracy: 0.78410s - loss: 0.4559 - ac
Epoch 439/500
718/718 [==============================] - 1s 870us/step - loss: 0.4585 - accuracy: 0.7831
Epoch 440/500
718/718 [==============================] - 1s 868us/step - loss: 0.4586 - accuracy: 0.7852
Epoch 441/500
718/718 [==============================] - 1s 801us/step - loss: 0.4590 - accuracy: 0.7834
Epoch 442/500
718/718 [==============================] - 1s 824us/step - loss: 0.4588 - accuracy: 0.7819
Epoch 443/500
718/718 [==============================] - 1s 807us/step - loss: 0.4581 - accuracy: 0.7839
Epoch 444/500
718/718 [==============================] - 1s 802us/step - loss: 0.4578 - accuracy: 0.7837
Epoch 445/500
718/718 [==============================] - 1s 838us/step - loss: 0.4580 - accuracy: 0.7849
Epoch 446/500
718/718 [==============================] - 1s 796us/step - loss: 0.4573 - accuracy: 0.7847
Epoch 447/500
718/718 [==============================] - 1s 824us/step - loss: 0.4576 - accuracy: 0.7841
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4572 - accuracy: 0.7859
Epoch 449/500
718/718 [==============================] - 1s 851us/step - loss: 0.4572 - accuracy: 0.7857
Epoch 450/500
718/718 [==============================] - 1s 818us/step - loss: 0.4567 - accuracy: 0.7854
Epoch 451/500
718/718 [==============================] - 1s 805us/step - loss: 0.4569 - accuracy: 0.7866
Epoch 452/500
718/718 [==============================] - 1s 813us/step - loss: 0.4562 - accuracy: 0.7846
Epoch 453/500
718/718 [==============================] - 1s 821us/step - loss: 0.4569 - accuracy: 0.7874
Epoch 454/500
718/718 [==============================] - 1s 806us/step - loss: 0.4559 - accuracy: 0.7861
Epoch 455/500
718/718 [==============================] - 1s 807us/step - loss: 0.4554 - accuracy: 0.7891
Epoch 456/500
718/718 [==============================] - 1s 806us/step - loss: 0.4554 - accuracy: 0.7868
Epoch 457/500
718/718 [==============================] - 1s 824us/step - loss: 0.4556 - accuracy: 0.7881
Epoch 458/500
718/718 [==============================] - 1s 798us/step - loss: 0.4552 - accuracy: 0.7859
Epoch 459/500
718/718 [==============================] - 1s 835us/step - loss: 0.4532 - accuracy: 0.7894
Epoch 460/500
718/718 [==============================] - 1s 841us/step - loss: 0.4532 - accuracy: 0.7902
Epoch 461/500
718/718 [==============================] - 1s 795us/step - loss: 0.4512 - accuracy: 0.7897
Epoch 462/500
718/718 [==============================] - 1s 846us/step - loss: 0.4511 - accuracy: 0.7908
Epoch 463/500
718/718 [==============================] - 1s 795us/step - loss: 0.4493 - accuracy: 0.7897
Epoch 464/500
718/718 [==============================] - 1s 895us/step - loss: 0.4484 - accuracy: 0.7923
Epoch 465/500
718/718 [==============================] - 1s 838us/step - loss: 0.4472 - accuracy: 0.7903
Epoch 466/500
718/718 [==============================] - 1s 802us/step - loss: 0.4466 - accuracy: 0.7929
Epoch 467/500
718/718 [==============================] - 1s 877us/step - loss: 0.4447 - accuracy: 0.7947
Epoch 468/500
718/718 [==============================] - 1s 794us/step - loss: 0.4447 - accuracy: 0.7930
Epoch 469/500
718/718 [==============================] - 1s 824us/step - loss: 0.4425 - accuracy: 0.7956
Epoch 470/500
718/718 [==============================] - 1s 830us/step - loss: 0.4412 - accuracy: 0.7959
Epoch 471/500
718/718 [==============================] - 1s 814us/step - loss: 0.4390 - accuracy: 0.7945
Epoch 472/500
718/718 [==============================] - 1s 845us/step - loss: 0.4374 - accuracy: 0.79960s - loss: 0.4418 
Epoch 473/500
718/718 [==============================] - 1s 807us/step - loss: 0.4357 - accuracy: 0.7993
Epoch 474/500
718/718 [==============================] - 1s 805us/step - loss: 0.4345 - accuracy: 0.8017
Epoch 475/500
718/718 [==============================] - 1s 811us/step - loss: 0.4331 - accuracy: 0.7995
Epoch 476/500
718/718 [==============================] - 1s 813us/step - loss: 0.4321 - accuracy: 0.7996
Epoch 477/500
718/718 [==============================] - 1s 809us/step - loss: 0.4302 - accuracy: 0.7988
Epoch 478/500
718/718 [==============================] - 1s 797us/step - loss: 0.4292 - accuracy: 0.8006
Epoch 479/500
718/718 [==============================] - 1s 808us/step - loss: 0.4289 - accuracy: 0.8020
Epoch 480/500
718/718 [==============================] - 1s 812us/step - loss: 0.4287 - accuracy: 0.8007
Epoch 481/500
718/718 [==============================] - 1s 799us/step - loss: 0.4280 - accuracy: 0.8008
Epoch 482/500
718/718 [==============================] - 1s 818us/step - loss: 0.4277 - accuracy: 0.8009
Epoch 483/500
718/718 [==============================] - 1s 794us/step - loss: 0.4271 - accuracy: 0.7986
Epoch 484/500
718/718 [==============================] - 1s 818us/step - loss: 0.4254 - accuracy: 0.7997
Epoch 485/500
718/718 [==============================] - 1s 795us/step - loss: 0.4256 - accuracy: 0.8001
Epoch 486/500
718/718 [==============================] - 1s 802us/step - loss: 0.4263 - accuracy: 0.8022
Epoch 487/500
718/718 [==============================] - 1s 812us/step - loss: 0.4248 - accuracy: 0.8003
Epoch 488/500
718/718 [==============================] - 1s 800us/step - loss: 0.4255 - accuracy: 0.7993
Epoch 489/500
718/718 [==============================] - 1s 816us/step - loss: 0.4249 - accuracy: 0.7983
Epoch 490/500
718/718 [==============================] - 1s 791us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 491/500
718/718 [==============================] - 1s 832us/step - loss: 0.4238 - accuracy: 0.7999
Epoch 492/500
718/718 [==============================] - 1s 801us/step - loss: 0.4245 - accuracy: 0.8003
Epoch 493/500
718/718 [==============================] - 1s 814us/step - loss: 0.4245 - accuracy: 0.8005
Epoch 494/500
718/718 [==============================] - 1s 817us/step - loss: 0.4253 - accuracy: 0.7997
Epoch 495/500
718/718 [==============================] - 1s 797us/step - loss: 0.4239 - accuracy: 0.7994
Epoch 496/500
718/718 [==============================] - 1s 824us/step - loss: 0.4238 - accuracy: 0.7981
Epoch 497/500
718/718 [==============================] - 1s 804us/step - loss: 0.4234 - accuracy: 0.7978
Epoch 498/500
718/718 [==============================] - 1s 797us/step - loss: 0.4236 - accuracy: 0.8010
Epoch 499/500
718/718 [==============================] - 1s 809us/step - loss: 0.4233 - accuracy: 0.8003
Epoch 500/500
718/718 [==============================] - 1s 799us/step - loss: 0.4238 - accuracy: 0.7986
Epoch 1/500
718/718 [==============================] - 1s 834us/step - loss: 0.6889 - accuracy: 0.5549
Epoch 2/500
718/718 [==============================] - 1s 858us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 837us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 843us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 858us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 863us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 883us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 854us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 873us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 840us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 854us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 859us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 838us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 851us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 838us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 858us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 846us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 874us/step - loss: 0.6858 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 849us/step - loss: 0.6848 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 838us/step - loss: 0.6823 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 852us/step - loss: 0.6758 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 867us/step - loss: 0.6565 - accuracy: 0.6429
Epoch 24/500
718/718 [==============================] - 1s 847us/step - loss: 0.6157 - accuracy: 0.7156
Epoch 25/500
718/718 [==============================] - 1s 868us/step - loss: 0.5811 - accuracy: 0.7231
Epoch 26/500
718/718 [==============================] - 1s 841us/step - loss: 0.5663 - accuracy: 0.7272
Epoch 27/500
718/718 [==============================] - 1s 827us/step - loss: 0.5572 - accuracy: 0.7285
Epoch 28/500
718/718 [==============================] - 1s 998us/step - loss: 0.5466 - accuracy: 0.7360
Epoch 29/500
718/718 [==============================] - 1s 804us/step - loss: 0.5339 - accuracy: 0.7461
Epoch 30/500
718/718 [==============================] - 1s 850us/step - loss: 0.5214 - accuracy: 0.7521
Epoch 31/500
718/718 [==============================] - 1s 802us/step - loss: 0.5094 - accuracy: 0.7565
Epoch 32/500
718/718 [==============================] - 1s 791us/step - loss: 0.4980 - accuracy: 0.7648
Epoch 33/500
718/718 [==============================] - 1s 802us/step - loss: 0.4900 - accuracy: 0.7690
Epoch 34/500
718/718 [==============================] - 1s 783us/step - loss: 0.4825 - accuracy: 0.7717
Epoch 35/500
718/718 [==============================] - 1s 812us/step - loss: 0.4760 - accuracy: 0.7742
Epoch 36/500
718/718 [==============================] - 1s 789us/step - loss: 0.4701 - accuracy: 0.7780
Epoch 37/500
718/718 [==============================] - 1s 889us/step - loss: 0.4652 - accuracy: 0.7808
Epoch 38/500
718/718 [==============================] - 1s 810us/step - loss: 0.4600 - accuracy: 0.7839
Epoch 39/500
718/718 [==============================] - 1s 787us/step - loss: 0.4573 - accuracy: 0.7819
Epoch 40/500
718/718 [==============================] - 1s 814us/step - loss: 0.4550 - accuracy: 0.7868
Epoch 41/500
718/718 [==============================] - 1s 783us/step - loss: 0.4525 - accuracy: 0.7877
Epoch 42/500
718/718 [==============================] - 1s 821us/step - loss: 0.4520 - accuracy: 0.7879
Epoch 43/500
718/718 [==============================] - 1s 792us/step - loss: 0.4503 - accuracy: 0.7875
Epoch 44/500
718/718 [==============================] - 1s 786us/step - loss: 0.4491 - accuracy: 0.7901
Epoch 45/500
718/718 [==============================] - 1s 877us/step - loss: 0.4488 - accuracy: 0.7869
Epoch 46/500
718/718 [==============================] - 1s 802us/step - loss: 0.4475 - accuracy: 0.7889
Epoch 47/500
718/718 [==============================] - 1s 821us/step - loss: 0.4469 - accuracy: 0.7908
Epoch 48/500
718/718 [==============================] - 1s 806us/step - loss: 0.4466 - accuracy: 0.7879
Epoch 49/500
718/718 [==============================] - 1s 792us/step - loss: 0.4454 - accuracy: 0.7918
Epoch 50/500
718/718 [==============================] - 1s 819us/step - loss: 0.4456 - accuracy: 0.7907
Epoch 51/500
718/718 [==============================] - 1s 800us/step - loss: 0.4444 - accuracy: 0.7915
Epoch 52/500
718/718 [==============================] - 1s 810us/step - loss: 0.4443 - accuracy: 0.7902
Epoch 53/500
718/718 [==============================] - 1s 800us/step - loss: 0.4439 - accuracy: 0.7903
Epoch 54/500
718/718 [==============================] - 1s 824us/step - loss: 0.4439 - accuracy: 0.7893
Epoch 55/500
718/718 [==============================] - 1s 810us/step - loss: 0.4431 - accuracy: 0.7908
Epoch 56/500
718/718 [==============================] - 1s 797us/step - loss: 0.4427 - accuracy: 0.7926
Epoch 57/500
718/718 [==============================] - 1s 910us/step - loss: 0.4429 - accuracy: 0.7899
Epoch 58/500
718/718 [==============================] - 1s 800us/step - loss: 0.4426 - accuracy: 0.7910
Epoch 59/500
718/718 [==============================] - 1s 823us/step - loss: 0.4419 - accuracy: 0.7942
Epoch 60/500
718/718 [==============================] - 1s 829us/step - loss: 0.4419 - accuracy: 0.7904
Epoch 61/500
718/718 [==============================] - 1s 796us/step - loss: 0.4414 - accuracy: 0.7932
Epoch 62/500
718/718 [==============================] - 1s 806us/step - loss: 0.4413 - accuracy: 0.7934
Epoch 63/500
718/718 [==============================] - 1s 797us/step - loss: 0.4413 - accuracy: 0.7897
Epoch 64/500
718/718 [==============================] - 1s 819us/step - loss: 0.4404 - accuracy: 0.7926
Epoch 65/500
718/718 [==============================] - 1s 810us/step - loss: 0.4414 - accuracy: 0.7913
Epoch 66/500
718/718 [==============================] - 1s 794us/step - loss: 0.4401 - accuracy: 0.7936
Epoch 67/500
718/718 [==============================] - 1s 808us/step - loss: 0.4398 - accuracy: 0.7938
Epoch 68/500
718/718 [==============================] - 1s 799us/step - loss: 0.4402 - accuracy: 0.7938
Epoch 69/500
718/718 [==============================] - 1s 827us/step - loss: 0.4404 - accuracy: 0.7942
Epoch 70/500
718/718 [==============================] - 1s 798us/step - loss: 0.4400 - accuracy: 0.7914
Epoch 71/500
718/718 [==============================] - 1s 813us/step - loss: 0.4397 - accuracy: 0.7915
Epoch 72/500
718/718 [==============================] - 1s 799us/step - loss: 0.4404 - accuracy: 0.7934
Epoch 73/500
718/718 [==============================] - 1s 800us/step - loss: 0.4395 - accuracy: 0.7926
Epoch 74/500
718/718 [==============================] - 1s 814us/step - loss: 0.4398 - accuracy: 0.79190s - loss: 0.4441 - accu
Epoch 75/500
718/718 [==============================] - 1s 835us/step - loss: 0.4393 - accuracy: 0.7910
Epoch 76/500
718/718 [==============================] - 1s 856us/step - loss: 0.4403 - accuracy: 0.7946
Epoch 77/500
718/718 [==============================] - 1s 811us/step - loss: 0.4395 - accuracy: 0.7944
Epoch 78/500
718/718 [==============================] - 1s 791us/step - loss: 0.4392 - accuracy: 0.7942
Epoch 79/500
718/718 [==============================] - 1s 805us/step - loss: 0.4401 - accuracy: 0.7922
Epoch 80/500
718/718 [==============================] - 1s 822us/step - loss: 0.4392 - accuracy: 0.7928
Epoch 81/500
718/718 [==============================] - 1s 814us/step - loss: 0.4390 - accuracy: 0.7912
Epoch 82/500
718/718 [==============================] - 1s 816us/step - loss: 0.4381 - accuracy: 0.7927
Epoch 83/500
718/718 [==============================] - 1s 822us/step - loss: 0.4391 - accuracy: 0.7922
Epoch 84/500
718/718 [==============================] - 1s 835us/step - loss: 0.4392 - accuracy: 0.7963
Epoch 85/500
718/718 [==============================] - 1s 812us/step - loss: 0.4390 - accuracy: 0.7922
Epoch 86/500
718/718 [==============================] - 1s 820us/step - loss: 0.4391 - accuracy: 0.7958
Epoch 87/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4386 - accuracy: 0.7953
Epoch 88/500
718/718 [==============================] - 1s 807us/step - loss: 0.4394 - accuracy: 0.7914
Epoch 89/500
718/718 [==============================] - 1s 815us/step - loss: 0.4391 - accuracy: 0.7942
Epoch 90/500
718/718 [==============================] - 1s 798us/step - loss: 0.4388 - accuracy: 0.7936
Epoch 91/500
718/718 [==============================] - 1s 815us/step - loss: 0.4386 - accuracy: 0.7936
Epoch 92/500
718/718 [==============================] - 1s 817us/step - loss: 0.4390 - accuracy: 0.7949
Epoch 93/500
718/718 [==============================] - 1s 807us/step - loss: 0.4388 - accuracy: 0.7913
Epoch 94/500
718/718 [==============================] - 1s 801us/step - loss: 0.4380 - accuracy: 0.7936
Epoch 95/500
718/718 [==============================] - 1s 800us/step - loss: 0.4382 - accuracy: 0.7941
Epoch 96/500
718/718 [==============================] - 1s 804us/step - loss: 0.4383 - accuracy: 0.7954
Epoch 97/500
718/718 [==============================] - 1s 795us/step - loss: 0.4389 - accuracy: 0.7948
Epoch 98/500
718/718 [==============================] - 1s 826us/step - loss: 0.4387 - accuracy: 0.7917
Epoch 99/500
718/718 [==============================] - 1s 807us/step - loss: 0.4389 - accuracy: 0.7919
Epoch 100/500
718/718 [==============================] - 1s 793us/step - loss: 0.4380 - accuracy: 0.7910
Epoch 101/500
718/718 [==============================] - 1s 817us/step - loss: 0.4385 - accuracy: 0.79420s - loss: 0.4400 - accura
Epoch 102/500
718/718 [==============================] - 1s 791us/step - loss: 0.4381 - accuracy: 0.7936
Epoch 103/500
718/718 [==============================] - 1s 811us/step - loss: 0.4378 - accuracy: 0.7933
Epoch 104/500
718/718 [==============================] - 1s 819us/step - loss: 0.4383 - accuracy: 0.7923
Epoch 105/500
718/718 [==============================] - 1s 792us/step - loss: 0.4389 - accuracy: 0.7934
Epoch 106/500
718/718 [==============================] - 1s 818us/step - loss: 0.4379 - accuracy: 0.7931
Epoch 107/500
718/718 [==============================] - 1s 800us/step - loss: 0.4376 - accuracy: 0.7932
Epoch 108/500
718/718 [==============================] - 1s 808us/step - loss: 0.4376 - accuracy: 0.7947
Epoch 109/500
718/718 [==============================] - 1s 797us/step - loss: 0.4373 - accuracy: 0.7933
Epoch 110/500
718/718 [==============================] - 1s 820us/step - loss: 0.4374 - accuracy: 0.7932
Epoch 111/500
718/718 [==============================] - 1s 806us/step - loss: 0.4380 - accuracy: 0.7947
Epoch 112/500
718/718 [==============================] - 1s 801us/step - loss: 0.4373 - accuracy: 0.7952
Epoch 113/500
718/718 [==============================] - 1s 814us/step - loss: 0.4372 - accuracy: 0.7949
Epoch 114/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7959
Epoch 115/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4377 - accuracy: 0.7958
Epoch 116/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4375 - accuracy: 0.7918
Epoch 117/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7936
Epoch 118/500
718/718 [==============================] - 1s 962us/step - loss: 0.4374 - accuracy: 0.7953
Epoch 119/500
718/718 [==============================] - 1s 972us/step - loss: 0.4374 - accuracy: 0.7939
Epoch 120/500
718/718 [==============================] - 1s 865us/step - loss: 0.4378 - accuracy: 0.7962
Epoch 121/500
718/718 [==============================] - 1s 830us/step - loss: 0.4366 - accuracy: 0.7948
Epoch 122/500
718/718 [==============================] - 1s 793us/step - loss: 0.4375 - accuracy: 0.7958
Epoch 123/500
718/718 [==============================] - 1s 903us/step - loss: 0.4370 - accuracy: 0.7936
Epoch 124/500
718/718 [==============================] - 1s 901us/step - loss: 0.4380 - accuracy: 0.7929
Epoch 125/500
718/718 [==============================] - 1s 870us/step - loss: 0.4365 - accuracy: 0.7940
Epoch 126/500
718/718 [==============================] - 1s 809us/step - loss: 0.4373 - accuracy: 0.7929
Epoch 127/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7944: 0s - loss: 0.4375 - accuracy: 0.
Epoch 128/500
718/718 [==============================] - 1s 883us/step - loss: 0.4372 - accuracy: 0.7930
Epoch 129/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7949: 0s - loss:
Epoch 130/500
718/718 [==============================] - 1s 808us/step - loss: 0.4369 - accuracy: 0.79450s - loss: 0.4352 - ac
Epoch 131/500
718/718 [==============================] - 1s 876us/step - loss: 0.4370 - accuracy: 0.7942
Epoch 132/500
718/718 [==============================] - 1s 904us/step - loss: 0.4370 - accuracy: 0.7952
Epoch 133/500
718/718 [==============================] - 1s 807us/step - loss: 0.4368 - accuracy: 0.7959
Epoch 134/500
718/718 [==============================] - 1s 871us/step - loss: 0.4371 - accuracy: 0.7956
Epoch 135/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7936
Epoch 136/500
718/718 [==============================] - 1s 812us/step - loss: 0.4372 - accuracy: 0.7936
Epoch 137/500
718/718 [==============================] - 1s 847us/step - loss: 0.4361 - accuracy: 0.7948
Epoch 138/500
718/718 [==============================] - 1s 910us/step - loss: 0.4370 - accuracy: 0.7963
Epoch 139/500
718/718 [==============================] - 1s 825us/step - loss: 0.4368 - accuracy: 0.7967
Epoch 140/500
718/718 [==============================] - 1s 841us/step - loss: 0.4365 - accuracy: 0.7936
Epoch 141/500
718/718 [==============================] - 1s 807us/step - loss: 0.4366 - accuracy: 0.7944
Epoch 142/500
718/718 [==============================] - 1s 826us/step - loss: 0.4362 - accuracy: 0.7957
Epoch 143/500
718/718 [==============================] - 1s 819us/step - loss: 0.4370 - accuracy: 0.7949
Epoch 144/500
718/718 [==============================] - 1s 804us/step - loss: 0.4362 - accuracy: 0.7940
Epoch 145/500
718/718 [==============================] - 1s 818us/step - loss: 0.4362 - accuracy: 0.7939
Epoch 146/500
718/718 [==============================] - 1s 816us/step - loss: 0.4357 - accuracy: 0.7941
Epoch 147/500
718/718 [==============================] - 1s 822us/step - loss: 0.4366 - accuracy: 0.7937
Epoch 148/500
718/718 [==============================] - 1s 972us/step - loss: 0.4358 - accuracy: 0.7954
Epoch 149/500
718/718 [==============================] - 1s 802us/step - loss: 0.4361 - accuracy: 0.7951
Epoch 150/500
718/718 [==============================] - 1s 844us/step - loss: 0.4363 - accuracy: 0.7926
Epoch 151/500
718/718 [==============================] - 1s 807us/step - loss: 0.4360 - accuracy: 0.7923
Epoch 152/500
718/718 [==============================] - 1s 823us/step - loss: 0.4362 - accuracy: 0.7943
Epoch 153/500
718/718 [==============================] - 1s 813us/step - loss: 0.4356 - accuracy: 0.7941
Epoch 154/500
718/718 [==============================] - 1s 806us/step - loss: 0.4364 - accuracy: 0.7942
Epoch 155/500
718/718 [==============================] - 1s 821us/step - loss: 0.4364 - accuracy: 0.7947
Epoch 156/500
718/718 [==============================] - 1s 809us/step - loss: 0.4353 - accuracy: 0.79530s - loss: 0.4327 - accuracy: 
Epoch 157/500
718/718 [==============================] - 1s 835us/step - loss: 0.4358 - accuracy: 0.7957
Epoch 158/500
718/718 [==============================] - 1s 803us/step - loss: 0.4352 - accuracy: 0.7964
Epoch 159/500
718/718 [==============================] - 1s 864us/step - loss: 0.4357 - accuracy: 0.7951
Epoch 160/500
718/718 [==============================] - 1s 822us/step - loss: 0.4353 - accuracy: 0.7976
Epoch 161/500
718/718 [==============================] - 1s 805us/step - loss: 0.4361 - accuracy: 0.7939
Epoch 162/500
718/718 [==============================] - 1s 829us/step - loss: 0.4355 - accuracy: 0.7927
Epoch 163/500
718/718 [==============================] - 1s 803us/step - loss: 0.4361 - accuracy: 0.7951
Epoch 164/500
718/718 [==============================] - 1s 821us/step - loss: 0.4355 - accuracy: 0.7948
Epoch 165/500
718/718 [==============================] - 1s 816us/step - loss: 0.4350 - accuracy: 0.7981
Epoch 166/500
718/718 [==============================] - 1s 819us/step - loss: 0.4346 - accuracy: 0.79560s - loss: 0.4239 - ac
Epoch 167/500
718/718 [==============================] - 1s 825us/step - loss: 0.4355 - accuracy: 0.7950
Epoch 168/500
718/718 [==============================] - 1s 828us/step - loss: 0.4344 - accuracy: 0.7970
Epoch 169/500
718/718 [==============================] - 1s 857us/step - loss: 0.4347 - accuracy: 0.7946
Epoch 170/500
718/718 [==============================] - 1s 819us/step - loss: 0.4354 - accuracy: 0.7958
Epoch 171/500
718/718 [==============================] - 1s 809us/step - loss: 0.4350 - accuracy: 0.7966
Epoch 172/500
718/718 [==============================] - 1s 819us/step - loss: 0.4351 - accuracy: 0.7956
Epoch 173/500
718/718 [==============================] - 1s 815us/step - loss: 0.4340 - accuracy: 0.7950
Epoch 174/500
718/718 [==============================] - 1s 829us/step - loss: 0.4339 - accuracy: 0.7941
Epoch 175/500
718/718 [==============================] - 1s 806us/step - loss: 0.4344 - accuracy: 0.7929
Epoch 176/500
718/718 [==============================] - 1s 815us/step - loss: 0.4343 - accuracy: 0.7932
Epoch 177/500
718/718 [==============================] - 1s 811us/step - loss: 0.4340 - accuracy: 0.7946
Epoch 178/500
718/718 [==============================] - 1s 802us/step - loss: 0.4339 - accuracy: 0.7958
Epoch 179/500
718/718 [==============================] - 1s 831us/step - loss: 0.4336 - accuracy: 0.7979
Epoch 180/500
718/718 [==============================] - 1s 803us/step - loss: 0.4338 - accuracy: 0.7963
Epoch 181/500
718/718 [==============================] - 1s 816us/step - loss: 0.4331 - accuracy: 0.7985
Epoch 182/500
718/718 [==============================] - 1s 815us/step - loss: 0.4329 - accuracy: 0.7994
Epoch 183/500
718/718 [==============================] - 1s 799us/step - loss: 0.4325 - accuracy: 0.7949
Epoch 184/500
718/718 [==============================] - 1s 812us/step - loss: 0.4328 - accuracy: 0.7961
Epoch 185/500
718/718 [==============================] - 1s 802us/step - loss: 0.4334 - accuracy: 0.7950
Epoch 186/500
718/718 [==============================] - 1s 825us/step - loss: 0.4326 - accuracy: 0.7965
Epoch 187/500
718/718 [==============================] - 1s 827us/step - loss: 0.4323 - accuracy: 0.7978
Epoch 188/500
718/718 [==============================] - 1s 804us/step - loss: 0.4328 - accuracy: 0.7975
Epoch 189/500
718/718 [==============================] - 1s 816us/step - loss: 0.4329 - accuracy: 0.7950
Epoch 190/500
718/718 [==============================] - 1s 803us/step - loss: 0.4324 - accuracy: 0.7954
Epoch 191/500
718/718 [==============================] - 1s 828us/step - loss: 0.4324 - accuracy: 0.7970
Epoch 192/500
718/718 [==============================] - 1s 799us/step - loss: 0.4322 - accuracy: 0.7977
Epoch 193/500
718/718 [==============================] - 1s 827us/step - loss: 0.4326 - accuracy: 0.7964
Epoch 194/500
718/718 [==============================] - 1s 905us/step - loss: 0.4329 - accuracy: 0.7950
Epoch 195/500
718/718 [==============================] - 1s 797us/step - loss: 0.4322 - accuracy: 0.7956
Epoch 196/500
718/718 [==============================] - 1s 894us/step - loss: 0.4325 - accuracy: 0.7963
Epoch 197/500
718/718 [==============================] - 1s 848us/step - loss: 0.4315 - accuracy: 0.7975
Epoch 198/500
718/718 [==============================] - 1s 963us/step - loss: 0.4324 - accuracy: 0.7970
Epoch 199/500
718/718 [==============================] - 1s 828us/step - loss: 0.4315 - accuracy: 0.7979
Epoch 200/500
718/718 [==============================] - 1s 803us/step - loss: 0.4319 - accuracy: 0.7947
Epoch 201/500
718/718 [==============================] - 1s 820us/step - loss: 0.4318 - accuracy: 0.7977
Epoch 202/500
718/718 [==============================] - 1s 810us/step - loss: 0.4312 - accuracy: 0.7966
Epoch 203/500
718/718 [==============================] - 1s 803us/step - loss: 0.4318 - accuracy: 0.7983
Epoch 204/500
718/718 [==============================] - 1s 813us/step - loss: 0.4315 - accuracy: 0.7969
Epoch 205/500
718/718 [==============================] - 1s 803us/step - loss: 0.4322 - accuracy: 0.7977
Epoch 206/500
718/718 [==============================] - 1s 817us/step - loss: 0.4312 - accuracy: 0.7971
Epoch 207/500
718/718 [==============================] - 1s 814us/step - loss: 0.4313 - accuracy: 0.7972
Epoch 208/500
718/718 [==============================] - 1s 810us/step - loss: 0.4315 - accuracy: 0.7968
Epoch 209/500
718/718 [==============================] - 1s 889us/step - loss: 0.4319 - accuracy: 0.79640s - loss: 0.4257 - ac
Epoch 210/500
718/718 [==============================] - 1s 859us/step - loss: 0.4316 - accuracy: 0.7960
Epoch 211/500
718/718 [==============================] - 1s 866us/step - loss: 0.4308 - accuracy: 0.7950
Epoch 212/500
718/718 [==============================] - 1s 808us/step - loss: 0.4307 - accuracy: 0.7956
Epoch 213/500
718/718 [==============================] - 1s 809us/step - loss: 0.4315 - accuracy: 0.7947
Epoch 214/500
718/718 [==============================] - 1s 817us/step - loss: 0.4313 - accuracy: 0.7969
Epoch 215/500
718/718 [==============================] - 1s 812us/step - loss: 0.4311 - accuracy: 0.7956
Epoch 216/500
718/718 [==============================] - 1s 846us/step - loss: 0.4314 - accuracy: 0.7977
Epoch 217/500
718/718 [==============================] - 1s 817us/step - loss: 0.4313 - accuracy: 0.7966
Epoch 218/500
718/718 [==============================] - 1s 814us/step - loss: 0.4305 - accuracy: 0.7982
Epoch 219/500
718/718 [==============================] - 1s 817us/step - loss: 0.4310 - accuracy: 0.7980
Epoch 220/500
718/718 [==============================] - 1s 796us/step - loss: 0.4312 - accuracy: 0.7970
Epoch 221/500
718/718 [==============================] - 1s 817us/step - loss: 0.4302 - accuracy: 0.7988
Epoch 222/500
718/718 [==============================] - 1s 803us/step - loss: 0.4310 - accuracy: 0.7974
Epoch 223/500
718/718 [==============================] - 1s 831us/step - loss: 0.4303 - accuracy: 0.7969
Epoch 224/500
718/718 [==============================] - 1s 816us/step - loss: 0.4308 - accuracy: 0.7959
Epoch 225/500
718/718 [==============================] - 1s 814us/step - loss: 0.4305 - accuracy: 0.7976
Epoch 226/500
718/718 [==============================] - 1s 809us/step - loss: 0.4303 - accuracy: 0.79830s - loss: 0.4325 - ac
Epoch 227/500
718/718 [==============================] - 1s 797us/step - loss: 0.4301 - accuracy: 0.7980
Epoch 228/500
718/718 [==============================] - 1s 818us/step - loss: 0.4303 - accuracy: 0.7984
Epoch 229/500
718/718 [==============================] - 1s 821us/step - loss: 0.4294 - accuracy: 0.7987
Epoch 230/500
718/718 [==============================] - 1s 802us/step - loss: 0.4302 - accuracy: 0.7954
Epoch 231/500
718/718 [==============================] - 1s 817us/step - loss: 0.4303 - accuracy: 0.8000
Epoch 232/500
718/718 [==============================] - 1s 797us/step - loss: 0.4306 - accuracy: 0.7969
Epoch 233/500
718/718 [==============================] - 1s 819us/step - loss: 0.4302 - accuracy: 0.7997
Epoch 234/500
718/718 [==============================] - 1s 820us/step - loss: 0.4299 - accuracy: 0.7995
Epoch 235/500
718/718 [==============================] - 1s 804us/step - loss: 0.4297 - accuracy: 0.7960
Epoch 236/500
718/718 [==============================] - 1s 811us/step - loss: 0.4297 - accuracy: 0.7972
Epoch 237/500
718/718 [==============================] - 1s 808us/step - loss: 0.4300 - accuracy: 0.7981
Epoch 238/500
718/718 [==============================] - 1s 811us/step - loss: 0.4303 - accuracy: 0.7983
Epoch 239/500
718/718 [==============================] - 1s 796us/step - loss: 0.4297 - accuracy: 0.7977
Epoch 240/500
718/718 [==============================] - 1s 817us/step - loss: 0.4296 - accuracy: 0.7966
Epoch 241/500
718/718 [==============================] - 1s 857us/step - loss: 0.4297 - accuracy: 0.7979
Epoch 242/500
718/718 [==============================] - 1s 814us/step - loss: 0.4298 - accuracy: 0.7988
Epoch 243/500
718/718 [==============================] - 1s 819us/step - loss: 0.4300 - accuracy: 0.7989
Epoch 244/500
718/718 [==============================] - 1s 802us/step - loss: 0.4294 - accuracy: 0.7982
Epoch 245/500
718/718 [==============================] - 1s 802us/step - loss: 0.4295 - accuracy: 0.7976
Epoch 246/500
718/718 [==============================] - 1s 797us/step - loss: 0.4299 - accuracy: 0.8000
Epoch 247/500
718/718 [==============================] - 1s 814us/step - loss: 0.4297 - accuracy: 0.7963
Epoch 248/500
718/718 [==============================] - 1s 814us/step - loss: 0.4298 - accuracy: 0.7980
Epoch 249/500
718/718 [==============================] - 1s 798us/step - loss: 0.4299 - accuracy: 0.7991
Epoch 250/500
718/718 [==============================] - 1s 943us/step - loss: 0.4300 - accuracy: 0.7994
Epoch 251/500
718/718 [==============================] - 1s 922us/step - loss: 0.4298 - accuracy: 0.7997
Epoch 252/500
718/718 [==============================] - 1s 799us/step - loss: 0.4302 - accuracy: 0.7984
Epoch 253/500
718/718 [==============================] - 1s 824us/step - loss: 0.4297 - accuracy: 0.7976
Epoch 254/500
718/718 [==============================] - 1s 899us/step - loss: 0.4291 - accuracy: 0.7990
Epoch 255/500
718/718 [==============================] - 1s 828us/step - loss: 0.4296 - accuracy: 0.8007
Epoch 256/500
718/718 [==============================] - 1s 817us/step - loss: 0.4296 - accuracy: 0.7996
Epoch 257/500
718/718 [==============================] - 1s 803us/step - loss: 0.4301 - accuracy: 0.7991
Epoch 258/500
718/718 [==============================] - 1s 824us/step - loss: 0.4297 - accuracy: 0.7987
Epoch 259/500
718/718 [==============================] - 1s 800us/step - loss: 0.4297 - accuracy: 0.7984
Epoch 260/500
718/718 [==============================] - 1s 832us/step - loss: 0.4292 - accuracy: 0.8003
Epoch 261/500
718/718 [==============================] - 1s 805us/step - loss: 0.4294 - accuracy: 0.8004
Epoch 262/500
718/718 [==============================] - 1s 975us/step - loss: 0.4292 - accuracy: 0.8001
Epoch 263/500
718/718 [==============================] - 1s 861us/step - loss: 0.4299 - accuracy: 0.7986
Epoch 264/500
718/718 [==============================] - 1s 792us/step - loss: 0.4294 - accuracy: 0.7978
Epoch 265/500
718/718 [==============================] - 1s 805us/step - loss: 0.4298 - accuracy: 0.7986
Epoch 266/500
718/718 [==============================] - 1s 805us/step - loss: 0.4287 - accuracy: 0.7994
Epoch 267/500
718/718 [==============================] - 1s 799us/step - loss: 0.4294 - accuracy: 0.7988
Epoch 268/500
718/718 [==============================] - 1s 802us/step - loss: 0.4298 - accuracy: 0.7995
Epoch 269/500
718/718 [==============================] - 1s 826us/step - loss: 0.4290 - accuracy: 0.7976
Epoch 270/500
718/718 [==============================] - 1s 797us/step - loss: 0.4287 - accuracy: 0.7981
Epoch 271/500
718/718 [==============================] - 1s 794us/step - loss: 0.4291 - accuracy: 0.7991
Epoch 272/500
718/718 [==============================] - 1s 947us/step - loss: 0.4290 - accuracy: 0.8003
Epoch 273/500
718/718 [==============================] - 1s 856us/step - loss: 0.4290 - accuracy: 0.8007
Epoch 274/500
718/718 [==============================] - 1s 797us/step - loss: 0.4291 - accuracy: 0.79980s - loss: 0.4319 - accu
Epoch 275/500
718/718 [==============================] - 1s 797us/step - loss: 0.4292 - accuracy: 0.8001
Epoch 276/500
718/718 [==============================] - 1s 801us/step - loss: 0.4289 - accuracy: 0.7986
Epoch 277/500
718/718 [==============================] - 1s 793us/step - loss: 0.4289 - accuracy: 0.7970
Epoch 278/500
718/718 [==============================] - 1s 835us/step - loss: 0.4290 - accuracy: 0.7995
Epoch 279/500
718/718 [==============================] - 1s 814us/step - loss: 0.4278 - accuracy: 0.7997
Epoch 280/500
718/718 [==============================] - 1s 822us/step - loss: 0.4290 - accuracy: 0.7989
Epoch 281/500
718/718 [==============================] - 1s 826us/step - loss: 0.4279 - accuracy: 0.7979
Epoch 282/500
718/718 [==============================] - 1s 797us/step - loss: 0.4286 - accuracy: 0.7983
Epoch 283/500
718/718 [==============================] - 1s 809us/step - loss: 0.4290 - accuracy: 0.7982
Epoch 284/500
718/718 [==============================] - 1s 810us/step - loss: 0.4289 - accuracy: 0.7977
Epoch 285/500
718/718 [==============================] - 1s 923us/step - loss: 0.4285 - accuracy: 0.7982
Epoch 286/500
718/718 [==============================] - 1s 826us/step - loss: 0.4290 - accuracy: 0.7988
Epoch 287/500
718/718 [==============================] - 1s 814us/step - loss: 0.4284 - accuracy: 0.7980
Epoch 288/500
718/718 [==============================] - 1s 810us/step - loss: 0.4281 - accuracy: 0.7997
Epoch 289/500
718/718 [==============================] - 1s 827us/step - loss: 0.4290 - accuracy: 0.7986
Epoch 290/500
718/718 [==============================] - 1s 831us/step - loss: 0.4285 - accuracy: 0.7990
Epoch 291/500
718/718 [==============================] - 1s 816us/step - loss: 0.4285 - accuracy: 0.7996
Epoch 292/500
718/718 [==============================] - 1s 794us/step - loss: 0.4280 - accuracy: 0.7990
Epoch 293/500
718/718 [==============================] - 1s 804us/step - loss: 0.4286 - accuracy: 0.7996
Epoch 294/500
718/718 [==============================] - 1s 820us/step - loss: 0.4285 - accuracy: 0.8004
Epoch 295/500
718/718 [==============================] - 1s 831us/step - loss: 0.4289 - accuracy: 0.7993
Epoch 296/500
718/718 [==============================] - 1s 875us/step - loss: 0.4287 - accuracy: 0.8003
Epoch 297/500
718/718 [==============================] - 1s 815us/step - loss: 0.4285 - accuracy: 0.7995
Epoch 298/500
718/718 [==============================] - 1s 816us/step - loss: 0.4281 - accuracy: 0.7990
Epoch 299/500
718/718 [==============================] - 1s 802us/step - loss: 0.4283 - accuracy: 0.7990
Epoch 300/500
718/718 [==============================] - 1s 815us/step - loss: 0.4280 - accuracy: 0.80020s - loss: 0.4253 - accura
Epoch 301/500
718/718 [==============================] - 1s 811us/step - loss: 0.4286 - accuracy: 0.7999
Epoch 302/500
718/718 [==============================] - 1s 822us/step - loss: 0.4284 - accuracy: 0.7986
Epoch 303/500
718/718 [==============================] - 1s 804us/step - loss: 0.4288 - accuracy: 0.7983
Epoch 304/500
718/718 [==============================] - 1s 826us/step - loss: 0.4287 - accuracy: 0.8010
Epoch 305/500
718/718 [==============================] - 1s 818us/step - loss: 0.4284 - accuracy: 0.7997
Epoch 306/500
718/718 [==============================] - 1s 803us/step - loss: 0.4285 - accuracy: 0.8001
Epoch 307/500
718/718 [==============================] - 1s 822us/step - loss: 0.4294 - accuracy: 0.7976
Epoch 308/500
718/718 [==============================] - 1s 797us/step - loss: 0.4284 - accuracy: 0.7988
Epoch 309/500
718/718 [==============================] - 1s 816us/step - loss: 0.4280 - accuracy: 0.7987
Epoch 310/500
718/718 [==============================] - 1s 815us/step - loss: 0.4279 - accuracy: 0.7990
Epoch 311/500
718/718 [==============================] - 1s 799us/step - loss: 0.4282 - accuracy: 0.8002
Epoch 312/500
718/718 [==============================] - 1s 813us/step - loss: 0.4283 - accuracy: 0.8001
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4285 - accuracy: 0.7987
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7997
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7992: 0s - loss: 0.4285 - accuracy: 0.79
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4280 - accuracy: 0.7983
Epoch 317/500
718/718 [==============================] - 1s 950us/step - loss: 0.4275 - accuracy: 0.8004
Epoch 318/500
718/718 [==============================] - 1s 951us/step - loss: 0.4288 - accuracy: 0.8002
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7985
Epoch 320/500
718/718 [==============================] - 1s 904us/step - loss: 0.4280 - accuracy: 0.7978
Epoch 321/500
718/718 [==============================] - 1s 845us/step - loss: 0.4283 - accuracy: 0.7983
Epoch 322/500
718/718 [==============================] - 1s 836us/step - loss: 0.4283 - accuracy: 0.8003
Epoch 323/500
718/718 [==============================] - 1s 899us/step - loss: 0.4287 - accuracy: 0.7985
Epoch 324/500
718/718 [==============================] - 1s 917us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 325/500
718/718 [==============================] - 1s 818us/step - loss: 0.4283 - accuracy: 0.7987
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7999: 0s - loss: 0.4216 - ac
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.8003
Epoch 328/500
718/718 [==============================] - 1s 821us/step - loss: 0.4285 - accuracy: 0.7998
Epoch 329/500
718/718 [==============================] - 1s 833us/step - loss: 0.4285 - accuracy: 0.7990
Epoch 330/500
718/718 [==============================] - 1s 825us/step - loss: 0.4277 - accuracy: 0.7996
Epoch 331/500
718/718 [==============================] - 1s 921us/step - loss: 0.4286 - accuracy: 0.8003
Epoch 332/500
718/718 [==============================] - 1s 835us/step - loss: 0.4286 - accuracy: 0.7987
Epoch 333/500
718/718 [==============================] - 1s 818us/step - loss: 0.4281 - accuracy: 0.79930s - loss: 0.4267 - accuracy: 
Epoch 334/500
718/718 [==============================] - 1s 802us/step - loss: 0.4292 - accuracy: 0.7992
Epoch 335/500
718/718 [==============================] - 1s 826us/step - loss: 0.4278 - accuracy: 0.7988
Epoch 336/500
718/718 [==============================] - 1s 821us/step - loss: 0.4287 - accuracy: 0.8018
Epoch 337/500
718/718 [==============================] - 1s 799us/step - loss: 0.4287 - accuracy: 0.7979
Epoch 338/500
718/718 [==============================] - 1s 845us/step - loss: 0.4278 - accuracy: 0.7990
Epoch 339/500
718/718 [==============================] - 1s 802us/step - loss: 0.4278 - accuracy: 0.7996
Epoch 340/500
718/718 [==============================] - 1s 815us/step - loss: 0.4277 - accuracy: 0.7986
Epoch 341/500
718/718 [==============================] - 1s 811us/step - loss: 0.4275 - accuracy: 0.7983
Epoch 342/500
718/718 [==============================] - 1s 802us/step - loss: 0.4283 - accuracy: 0.8002
Epoch 343/500
718/718 [==============================] - 1s 837us/step - loss: 0.4279 - accuracy: 0.7987
Epoch 344/500
718/718 [==============================] - 1s 800us/step - loss: 0.4280 - accuracy: 0.8000
Epoch 345/500
718/718 [==============================] - 1s 852us/step - loss: 0.4276 - accuracy: 0.7984
Epoch 346/500
718/718 [==============================] - 1s 808us/step - loss: 0.4284 - accuracy: 0.7997
Epoch 347/500
718/718 [==============================] - 1s 797us/step - loss: 0.4282 - accuracy: 0.7995
Epoch 348/500
718/718 [==============================] - 1s 809us/step - loss: 0.4280 - accuracy: 0.8024
Epoch 349/500
718/718 [==============================] - 1s 800us/step - loss: 0.4279 - accuracy: 0.7976
Epoch 350/500
718/718 [==============================] - 1s 807us/step - loss: 0.4280 - accuracy: 0.8010
Epoch 351/500
718/718 [==============================] - 1s 840us/step - loss: 0.4282 - accuracy: 0.8036
Epoch 352/500
718/718 [==============================] - 1s 812us/step - loss: 0.4274 - accuracy: 0.7986
Epoch 353/500
718/718 [==============================] - 1s 814us/step - loss: 0.4281 - accuracy: 0.7976
Epoch 354/500
718/718 [==============================] - 1s 802us/step - loss: 0.4285 - accuracy: 0.7989
Epoch 355/500
718/718 [==============================] - 1s 811us/step - loss: 0.4273 - accuracy: 0.7995
Epoch 356/500
718/718 [==============================] - 1s 795us/step - loss: 0.4284 - accuracy: 0.7977
Epoch 357/500
718/718 [==============================] - 1s 831us/step - loss: 0.4283 - accuracy: 0.8003
Epoch 358/500
718/718 [==============================] - 1s 830us/step - loss: 0.4280 - accuracy: 0.8010
Epoch 359/500
718/718 [==============================] - 1s 797us/step - loss: 0.4280 - accuracy: 0.7997
Epoch 360/500
718/718 [==============================] - 1s 815us/step - loss: 0.4277 - accuracy: 0.8007
Epoch 361/500
718/718 [==============================] - 1s 797us/step - loss: 0.4282 - accuracy: 0.7987
Epoch 362/500
718/718 [==============================] - 1s 817us/step - loss: 0.4279 - accuracy: 0.8013
Epoch 363/500
718/718 [==============================] - 1s 819us/step - loss: 0.4280 - accuracy: 0.8021
Epoch 364/500
718/718 [==============================] - 1s 800us/step - loss: 0.4285 - accuracy: 0.7989
Epoch 365/500
718/718 [==============================] - 1s 821us/step - loss: 0.4282 - accuracy: 0.7998
Epoch 366/500
718/718 [==============================] - 1s 810us/step - loss: 0.4285 - accuracy: 0.8001
Epoch 367/500
718/718 [==============================] - 1s 931us/step - loss: 0.4271 - accuracy: 0.8005
Epoch 368/500
718/718 [==============================] - 1s 866us/step - loss: 0.4290 - accuracy: 0.7985
Epoch 369/500
718/718 [==============================] - 1s 803us/step - loss: 0.4280 - accuracy: 0.8009
Epoch 370/500
718/718 [==============================] - 1s 829us/step - loss: 0.4281 - accuracy: 0.7997
Epoch 371/500
718/718 [==============================] - 1s 887us/step - loss: 0.4282 - accuracy: 0.8024
Epoch 372/500
718/718 [==============================] - 1s 817us/step - loss: 0.4277 - accuracy: 0.8019
Epoch 373/500
718/718 [==============================] - 1s 912us/step - loss: 0.4283 - accuracy: 0.7998
Epoch 374/500
718/718 [==============================] - 1s 817us/step - loss: 0.4276 - accuracy: 0.7981
Epoch 375/500
718/718 [==============================] - 1s 824us/step - loss: 0.4279 - accuracy: 0.7988
Epoch 376/500
718/718 [==============================] - 1s 797us/step - loss: 0.4277 - accuracy: 0.7977
Epoch 377/500
718/718 [==============================] - 1s 824us/step - loss: 0.4281 - accuracy: 0.7985
Epoch 378/500
718/718 [==============================] - 1s 832us/step - loss: 0.4284 - accuracy: 0.8003
Epoch 379/500
718/718 [==============================] - 1s 803us/step - loss: 0.4273 - accuracy: 0.7992
Epoch 380/500
718/718 [==============================] - 1s 818us/step - loss: 0.4275 - accuracy: 0.8024
Epoch 381/500
718/718 [==============================] - 1s 824us/step - loss: 0.4274 - accuracy: 0.7981
Epoch 382/500
718/718 [==============================] - 1s 800us/step - loss: 0.4277 - accuracy: 0.7993
Epoch 383/500
718/718 [==============================] - 1s 822us/step - loss: 0.4279 - accuracy: 0.8006
Epoch 384/500
718/718 [==============================] - 1s 797us/step - loss: 0.4277 - accuracy: 0.7978
Epoch 385/500
718/718 [==============================] - 1s 826us/step - loss: 0.4282 - accuracy: 0.8010
Epoch 386/500
718/718 [==============================] - 1s 828us/step - loss: 0.4276 - accuracy: 0.8010
Epoch 387/500
718/718 [==============================] - 1s 799us/step - loss: 0.4279 - accuracy: 0.8003
Epoch 388/500
718/718 [==============================] - 1s 799us/step - loss: 0.4277 - accuracy: 0.7992
Epoch 389/500
718/718 [==============================] - 1s 865us/step - loss: 0.4279 - accuracy: 0.7992
Epoch 390/500
718/718 [==============================] - 1s 809us/step - loss: 0.4271 - accuracy: 0.7969
Epoch 391/500
718/718 [==============================] - 1s 794us/step - loss: 0.4269 - accuracy: 0.7998
Epoch 392/500
718/718 [==============================] - 1s 843us/step - loss: 0.4281 - accuracy: 0.7972
Epoch 393/500
718/718 [==============================] - 1s 800us/step - loss: 0.4278 - accuracy: 0.7980
Epoch 394/500
718/718 [==============================] - 1s 815us/step - loss: 0.4273 - accuracy: 0.8021
Epoch 395/500
718/718 [==============================] - 1s 824us/step - loss: 0.4279 - accuracy: 0.8000
Epoch 396/500
718/718 [==============================] - 1s 797us/step - loss: 0.4281 - accuracy: 0.7993
Epoch 397/500
718/718 [==============================] - 1s 810us/step - loss: 0.4275 - accuracy: 0.8017
Epoch 398/500
718/718 [==============================] - 1s 812us/step - loss: 0.4281 - accuracy: 0.8010
Epoch 399/500
718/718 [==============================] - 1s 859us/step - loss: 0.4277 - accuracy: 0.8008
Epoch 400/500
718/718 [==============================] - 1s 842us/step - loss: 0.4281 - accuracy: 0.8000
Epoch 401/500
718/718 [==============================] - 1s 811us/step - loss: 0.4274 - accuracy: 0.7994
Epoch 402/500
718/718 [==============================] - 1s 825us/step - loss: 0.4278 - accuracy: 0.7981
Epoch 403/500
718/718 [==============================] - 1s 823us/step - loss: 0.4279 - accuracy: 0.7986
Epoch 404/500
718/718 [==============================] - 1s 832us/step - loss: 0.4274 - accuracy: 0.7987
Epoch 405/500
718/718 [==============================] - 1s 873us/step - loss: 0.4280 - accuracy: 0.7986
Epoch 406/500
718/718 [==============================] - 1s 895us/step - loss: 0.4277 - accuracy: 0.8009
Epoch 407/500
718/718 [==============================] - 1s 829us/step - loss: 0.4283 - accuracy: 0.8000
Epoch 408/500
718/718 [==============================] - 1s 799us/step - loss: 0.4279 - accuracy: 0.7994
Epoch 409/500
718/718 [==============================] - 1s 813us/step - loss: 0.4281 - accuracy: 0.8003
Epoch 410/500
718/718 [==============================] - 1s 819us/step - loss: 0.4279 - accuracy: 0.8027
Epoch 411/500
718/718 [==============================] - 1s 902us/step - loss: 0.4282 - accuracy: 0.7976
Epoch 412/500
718/718 [==============================] - 1s 839us/step - loss: 0.4275 - accuracy: 0.8013
Epoch 413/500
718/718 [==============================] - 1s 813us/step - loss: 0.4269 - accuracy: 0.8023
Epoch 414/500
718/718 [==============================] - 1s 824us/step - loss: 0.4284 - accuracy: 0.8019
Epoch 415/500
718/718 [==============================] - 1s 908us/step - loss: 0.4276 - accuracy: 0.7998
Epoch 416/500
718/718 [==============================] - 1s 820us/step - loss: 0.4276 - accuracy: 0.80050s - loss: 0.4275 - accuracy: 0.
Epoch 417/500
718/718 [==============================] - 1s 904us/step - loss: 0.4274 - accuracy: 0.80020s - loss: 0.4272 - accuracy: 0.80
Epoch 418/500
718/718 [==============================] - 1s 828us/step - loss: 0.4276 - accuracy: 0.8003
Epoch 419/500
718/718 [==============================] - 1s 822us/step - loss: 0.4278 - accuracy: 0.7994
Epoch 420/500
718/718 [==============================] - 1s 818us/step - loss: 0.4276 - accuracy: 0.7993
Epoch 421/500
718/718 [==============================] - 1s 798us/step - loss: 0.4275 - accuracy: 0.7997
Epoch 422/500
718/718 [==============================] - 1s 825us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 423/500
718/718 [==============================] - 1s 801us/step - loss: 0.4274 - accuracy: 0.8024
Epoch 424/500
718/718 [==============================] - 1s 828us/step - loss: 0.4268 - accuracy: 0.8007
Epoch 425/500
718/718 [==============================] - 1s 821us/step - loss: 0.4276 - accuracy: 0.8003
Epoch 426/500
718/718 [==============================] - 1s 798us/step - loss: 0.4272 - accuracy: 0.8005
Epoch 427/500
718/718 [==============================] - 1s 821us/step - loss: 0.4281 - accuracy: 0.7997
Epoch 428/500
718/718 [==============================] - 1s 808us/step - loss: 0.4281 - accuracy: 0.8005
Epoch 429/500
718/718 [==============================] - 1s 834us/step - loss: 0.4282 - accuracy: 0.8007
Epoch 430/500
718/718 [==============================] - 1s 848us/step - loss: 0.4280 - accuracy: 0.7992
Epoch 431/500
718/718 [==============================] - 1s 802us/step - loss: 0.4275 - accuracy: 0.8006
Epoch 432/500
718/718 [==============================] - 1s 829us/step - loss: 0.4280 - accuracy: 0.7989
Epoch 433/500
718/718 [==============================] - 1s 798us/step - loss: 0.4275 - accuracy: 0.8003
Epoch 434/500
718/718 [==============================] - 1s 811us/step - loss: 0.4284 - accuracy: 0.7969
Epoch 435/500
718/718 [==============================] - 1s 801us/step - loss: 0.4278 - accuracy: 0.7988
Epoch 436/500
718/718 [==============================] - 1s 816us/step - loss: 0.4275 - accuracy: 0.7993
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.8009
Epoch 438/500
718/718 [==============================] - 1s 804us/step - loss: 0.4277 - accuracy: 0.7996
Epoch 439/500
718/718 [==============================] - 1s 820us/step - loss: 0.4272 - accuracy: 0.8004
Epoch 440/500
718/718 [==============================] - 1s 811us/step - loss: 0.4277 - accuracy: 0.8004
Epoch 441/500
718/718 [==============================] - 1s 813us/step - loss: 0.4277 - accuracy: 0.7997
Epoch 442/500
718/718 [==============================] - 1s 821us/step - loss: 0.4278 - accuracy: 0.7993
Epoch 443/500
718/718 [==============================] - 1s 798us/step - loss: 0.4277 - accuracy: 0.7990
Epoch 444/500
718/718 [==============================] - 1s 812us/step - loss: 0.4278 - accuracy: 0.7989
Epoch 445/500
718/718 [==============================] - 1s 796us/step - loss: 0.4277 - accuracy: 0.8016
Epoch 446/500
718/718 [==============================] - 1s 811us/step - loss: 0.4275 - accuracy: 0.8004
Epoch 447/500
718/718 [==============================] - 1s 814us/step - loss: 0.4278 - accuracy: 0.7976
Epoch 448/500
718/718 [==============================] - 1s 801us/step - loss: 0.4272 - accuracy: 0.7999
Epoch 449/500
718/718 [==============================] - 1s 830us/step - loss: 0.4279 - accuracy: 0.8009
Epoch 450/500
718/718 [==============================] - 1s 807us/step - loss: 0.4279 - accuracy: 0.7999
Epoch 451/500
718/718 [==============================] - 1s 813us/step - loss: 0.4270 - accuracy: 0.7976
Epoch 452/500
718/718 [==============================] - 1s 823us/step - loss: 0.4276 - accuracy: 0.8002
Epoch 453/500
718/718 [==============================] - 1s 902us/step - loss: 0.4283 - accuracy: 0.8015
Epoch 454/500
718/718 [==============================] - 1s 903us/step - loss: 0.4283 - accuracy: 0.8003
Epoch 455/500
718/718 [==============================] - 1s 861us/step - loss: 0.4273 - accuracy: 0.8007
Epoch 456/500
718/718 [==============================] - 1s 892us/step - loss: 0.4274 - accuracy: 0.7997
Epoch 457/500
718/718 [==============================] - 1s 922us/step - loss: 0.4274 - accuracy: 0.8013
Epoch 458/500
718/718 [==============================] - 1s 885us/step - loss: 0.4278 - accuracy: 0.8015
Epoch 459/500
718/718 [==============================] - 1s 912us/step - loss: 0.4269 - accuracy: 0.7992
Epoch 460/500
718/718 [==============================] - 1s 874us/step - loss: 0.4275 - accuracy: 0.8010
Epoch 461/500
718/718 [==============================] - 1s 853us/step - loss: 0.4276 - accuracy: 0.7983
Epoch 462/500
718/718 [==============================] - 1s 905us/step - loss: 0.4281 - accuracy: 0.8009
Epoch 463/500
718/718 [==============================] - 1s 888us/step - loss: 0.4274 - accuracy: 0.7998
Epoch 464/500
718/718 [==============================] - 1s 910us/step - loss: 0.4277 - accuracy: 0.8019
Epoch 465/500
718/718 [==============================] - 1s 892us/step - loss: 0.4277 - accuracy: 0.7984
Epoch 466/500
718/718 [==============================] - 1s 873us/step - loss: 0.4281 - accuracy: 0.8003
Epoch 467/500
718/718 [==============================] - 1s 921us/step - loss: 0.4274 - accuracy: 0.8002
Epoch 468/500
718/718 [==============================] - 1s 893us/step - loss: 0.4270 - accuracy: 0.7991
Epoch 469/500
718/718 [==============================] - 1s 880us/step - loss: 0.4274 - accuracy: 0.7991
Epoch 470/500
718/718 [==============================] - 1s 957us/step - loss: 0.4282 - accuracy: 0.8009
Epoch 471/500
718/718 [==============================] - 1s 875us/step - loss: 0.4274 - accuracy: 0.8001
Epoch 472/500
718/718 [==============================] - 1s 903us/step - loss: 0.4271 - accuracy: 0.7984
Epoch 473/500
718/718 [==============================] - 1s 930us/step - loss: 0.4279 - accuracy: 0.7986
Epoch 474/500
718/718 [==============================] - 1s 999us/step - loss: 0.4277 - accuracy: 0.8010
Epoch 475/500
718/718 [==============================] - 1s 967us/step - loss: 0.4273 - accuracy: 0.7991
Epoch 476/500
718/718 [==============================] - 1s 812us/step - loss: 0.4276 - accuracy: 0.7997
Epoch 477/500
718/718 [==============================] - 1s 845us/step - loss: 0.4271 - accuracy: 0.8013
Epoch 478/500
718/718 [==============================] - 1s 812us/step - loss: 0.4271 - accuracy: 0.8010
Epoch 479/500
718/718 [==============================] - 1s 796us/step - loss: 0.4277 - accuracy: 0.7985
Epoch 480/500
718/718 [==============================] - 1s 822us/step - loss: 0.4278 - accuracy: 0.8017
Epoch 481/500
718/718 [==============================] - 1s 815us/step - loss: 0.4281 - accuracy: 0.80010s - loss: 0.4323 - accura
Epoch 482/500
718/718 [==============================] - 1s 812us/step - loss: 0.4277 - accuracy: 0.8007
Epoch 483/500
718/718 [==============================] - 1s 796us/step - loss: 0.4278 - accuracy: 0.8003
Epoch 484/500
718/718 [==============================] - 1s 824us/step - loss: 0.4264 - accuracy: 0.7984
Epoch 485/500
718/718 [==============================] - 1s 875us/step - loss: 0.4269 - accuracy: 0.8028
Epoch 486/500
718/718 [==============================] - 1s 885us/step - loss: 0.4276 - accuracy: 0.8003
Epoch 487/500
718/718 [==============================] - 1s 894us/step - loss: 0.4268 - accuracy: 0.8010
Epoch 488/500
718/718 [==============================] - 1s 845us/step - loss: 0.4281 - accuracy: 0.8009
Epoch 489/500
718/718 [==============================] - 1s 846us/step - loss: 0.4276 - accuracy: 0.8010
Epoch 490/500
718/718 [==============================] - 1s 800us/step - loss: 0.4277 - accuracy: 0.7989
Epoch 491/500
718/718 [==============================] - 1s 797us/step - loss: 0.4272 - accuracy: 0.7995
Epoch 492/500
718/718 [==============================] - 1s 821us/step - loss: 0.4273 - accuracy: 0.8019
Epoch 493/500
718/718 [==============================] - 1s 792us/step - loss: 0.4273 - accuracy: 0.80220s - loss: 0.4250 - accuracy: 
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.8001
Epoch 495/500
718/718 [==============================] - 1s 820us/step - loss: 0.4265 - accuracy: 0.8003
Epoch 496/500
718/718 [==============================] - 1s 879us/step - loss: 0.4270 - accuracy: 0.8014
Epoch 497/500
718/718 [==============================] - 1s 807us/step - loss: 0.4274 - accuracy: 0.7986
Epoch 498/500
718/718 [==============================] - 1s 790us/step - loss: 0.4275 - accuracy: 0.8005
Epoch 499/500
718/718 [==============================] - 1s 805us/step - loss: 0.4272 - accuracy: 0.7974
Epoch 500/500
718/718 [==============================] - 1s 802us/step - loss: 0.4271 - accuracy: 0.80010s - loss: 0.4248 - accuracy: 0.
Epoch 1/500
718/718 [==============================] - 1s 843us/step - loss: 0.6889 - accuracy: 0.55530s - loss: 0.6896 - 
Epoch 2/500
718/718 [==============================] - 1s 837us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 876us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 850us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6876 - accuracy: 
Epoch 5/500
718/718 [==============================] - 1s 854us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6864 - accuracy
Epoch 6/500
718/718 [==============================] - 1s 858us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 881us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 867us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 962us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 974us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 925us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 853us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 837us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 861us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 838us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 877us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 911us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 807us/step - loss: 0.6858 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 819us/step - loss: 0.6846 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6812 - accuracy: 0.5556: 0s - loss: 0.682
Epoch 23/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6698 - accuracy: 0.5655
Epoch 24/500
718/718 [==============================] - 1s 862us/step - loss: 0.6314 - accuracy: 0.6842
Epoch 25/500
718/718 [==============================] - 1s 832us/step - loss: 0.5805 - accuracy: 0.7026
Epoch 26/500
718/718 [==============================] - 1s 893us/step - loss: 0.5601 - accuracy: 0.7082
Epoch 27/500
718/718 [==============================] - 1s 861us/step - loss: 0.5443 - accuracy: 0.7229
Epoch 28/500
718/718 [==============================] - 1s 815us/step - loss: 0.5223 - accuracy: 0.7423
Epoch 29/500
718/718 [==============================] - 1s 861us/step - loss: 0.5001 - accuracy: 0.7568
Epoch 30/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4852 - accuracy: 0.7649
Epoch 31/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4762 - accuracy: 0.7682
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4695 - accuracy: 0.7747
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4659 - accuracy: 0.7730: 0s - loss: 0.4650 - accuracy - ETA: 0s - loss: 0.4666 - accuracy: 
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4637 - accuracy: 0.7747: 0s
Epoch 35/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4623 - accuracy: 0.7768
Epoch 36/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4613 - accuracy: 0.7753
Epoch 37/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4593 - accuracy: 0.7792
Epoch 38/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4605 - accuracy: 0.7768
Epoch 39/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4602 - accuracy: 0.7773
Epoch 40/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4587 - accuracy: 0.7772: 0s - loss: 0.4
Epoch 41/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4587 - accuracy: 0.7782
Epoch 42/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4583 - accuracy: 0.7766
Epoch 43/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4580 - accuracy: 0.7797
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4577 - accuracy: 0.7785
Epoch 45/500
718/718 [==============================] - ETA: 0s - loss: 0.4574 - accuracy: 0.77 - 1s 1ms/step - loss: 0.4579 - accuracy: 0.7792
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4568 - accuracy: 0.7816: 0s - loss: 0.4593 
Epoch 47/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4569 - accuracy: 0.7795: 0s - loss: 0.4587 - accuracy: 0.77
Epoch 48/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4571 - accuracy: 0.7807
Epoch 49/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7806
Epoch 50/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4561 - accuracy: 0.7807
Epoch 51/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7830
Epoch 52/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4542 - accuracy: 0.7837
Epoch 53/500
718/718 [==============================] - 1s 815us/step - loss: 0.4538 - accuracy: 0.7864
Epoch 54/500
718/718 [==============================] - 1s 831us/step - loss: 0.4540 - accuracy: 0.7832
Epoch 55/500
718/718 [==============================] - 1s 819us/step - loss: 0.4533 - accuracy: 0.7861
Epoch 56/500
718/718 [==============================] - 1s 810us/step - loss: 0.4530 - accuracy: 0.7878
Epoch 57/500
718/718 [==============================] - 1s 814us/step - loss: 0.4530 - accuracy: 0.7849
Epoch 58/500
718/718 [==============================] - 1s 805us/step - loss: 0.4528 - accuracy: 0.7826
Epoch 59/500
718/718 [==============================] - 1s 817us/step - loss: 0.4521 - accuracy: 0.7871
Epoch 60/500
718/718 [==============================] - 1s 820us/step - loss: 0.4530 - accuracy: 0.7862
Epoch 61/500
718/718 [==============================] - 1s 803us/step - loss: 0.4515 - accuracy: 0.7900
Epoch 62/500
718/718 [==============================] - 1s 825us/step - loss: 0.4511 - accuracy: 0.7882
Epoch 63/500
718/718 [==============================] - 1s 797us/step - loss: 0.4517 - accuracy: 0.7860
Epoch 64/500
718/718 [==============================] - 1s 811us/step - loss: 0.4515 - accuracy: 0.7850
Epoch 65/500
718/718 [==============================] - 1s 838us/step - loss: 0.4508 - accuracy: 0.7864
Epoch 66/500
718/718 [==============================] - 1s 809us/step - loss: 0.4511 - accuracy: 0.7858
Epoch 67/500
718/718 [==============================] - 1s 820us/step - loss: 0.4510 - accuracy: 0.7859
Epoch 68/500
718/718 [==============================] - 1s 803us/step - loss: 0.4504 - accuracy: 0.7850
Epoch 69/500
718/718 [==============================] - 1s 816us/step - loss: 0.4507 - accuracy: 0.7900
Epoch 70/500
718/718 [==============================] - 1s 798us/step - loss: 0.4504 - accuracy: 0.7857
Epoch 71/500
718/718 [==============================] - 1s 833us/step - loss: 0.4502 - accuracy: 0.7864
Epoch 72/500
718/718 [==============================] - 1s 831us/step - loss: 0.4497 - accuracy: 0.78780s - loss: 0.4487 - accu
Epoch 73/500
718/718 [==============================] - 1s 804us/step - loss: 0.4502 - accuracy: 0.7840
Epoch 74/500
718/718 [==============================] - 1s 811us/step - loss: 0.4494 - accuracy: 0.7850
Epoch 75/500
718/718 [==============================] - 1s 798us/step - loss: 0.4496 - accuracy: 0.7840
Epoch 76/500
718/718 [==============================] - 1s 812us/step - loss: 0.4492 - accuracy: 0.7846
Epoch 77/500
718/718 [==============================] - 1s 826us/step - loss: 0.4490 - accuracy: 0.7874
Epoch 78/500
718/718 [==============================] - 1s 802us/step - loss: 0.4493 - accuracy: 0.7848
Epoch 79/500
718/718 [==============================] - 1s 815us/step - loss: 0.4494 - accuracy: 0.7872
Epoch 80/500
718/718 [==============================] - 1s 806us/step - loss: 0.4486 - accuracy: 0.7854
Epoch 81/500
718/718 [==============================] - 1s 803us/step - loss: 0.4487 - accuracy: 0.7877
Epoch 82/500
718/718 [==============================] - 1s 801us/step - loss: 0.4486 - accuracy: 0.7857
Epoch 83/500
718/718 [==============================] - 1s 838us/step - loss: 0.4490 - accuracy: 0.7853
Epoch 84/500
718/718 [==============================] - 1s 822us/step - loss: 0.4483 - accuracy: 0.7843
Epoch 85/500
718/718 [==============================] - 1s 800us/step - loss: 0.4487 - accuracy: 0.7870
Epoch 86/500
718/718 [==============================] - 1s 820us/step - loss: 0.4481 - accuracy: 0.7871
Epoch 87/500
718/718 [==============================] - 1s 798us/step - loss: 0.4485 - accuracy: 0.7864
Epoch 88/500
718/718 [==============================] - 1s 826us/step - loss: 0.4485 - accuracy: 0.7856
Epoch 89/500
718/718 [==============================] - 1s 818us/step - loss: 0.4476 - accuracy: 0.7859
Epoch 90/500
718/718 [==============================] - 1s 795us/step - loss: 0.4473 - accuracy: 0.7886
Epoch 91/500
718/718 [==============================] - 1s 806us/step - loss: 0.4482 - accuracy: 0.7875
Epoch 92/500
718/718 [==============================] - 1s 801us/step - loss: 0.4483 - accuracy: 0.7845
Epoch 93/500
718/718 [==============================] - 1s 814us/step - loss: 0.4476 - accuracy: 0.7878
Epoch 94/500
718/718 [==============================] - 1s 799us/step - loss: 0.4474 - accuracy: 0.7861
Epoch 95/500
718/718 [==============================] - 1s 813us/step - loss: 0.4481 - accuracy: 0.7871
Epoch 96/500
718/718 [==============================] - 1s 817us/step - loss: 0.4480 - accuracy: 0.7854
Epoch 97/500
718/718 [==============================] - 1s 917us/step - loss: 0.4481 - accuracy: 0.7867
Epoch 98/500
718/718 [==============================] - 1s 830us/step - loss: 0.4479 - accuracy: 0.7897
Epoch 99/500
718/718 [==============================] - 1s 843us/step - loss: 0.4478 - accuracy: 0.7849
Epoch 100/500
718/718 [==============================] - 1s 803us/step - loss: 0.4474 - accuracy: 0.7862
Epoch 101/500
718/718 [==============================] - 1s 809us/step - loss: 0.4476 - accuracy: 0.7830
Epoch 102/500
718/718 [==============================] - 1s 799us/step - loss: 0.4478 - accuracy: 0.7870
Epoch 103/500
718/718 [==============================] - 1s 849us/step - loss: 0.4472 - accuracy: 0.7890
Epoch 104/500
718/718 [==============================] - 1s 793us/step - loss: 0.4479 - accuracy: 0.7870
Epoch 105/500
718/718 [==============================] - 1s 819us/step - loss: 0.4475 - accuracy: 0.7866
Epoch 106/500
718/718 [==============================] - 1s 839us/step - loss: 0.4481 - accuracy: 0.7844
Epoch 107/500
718/718 [==============================] - 1s 801us/step - loss: 0.4479 - accuracy: 0.7841
Epoch 108/500
718/718 [==============================] - 1s 813us/step - loss: 0.4477 - accuracy: 0.7841
Epoch 109/500
718/718 [==============================] - 1s 819us/step - loss: 0.4477 - accuracy: 0.7869
Epoch 110/500
718/718 [==============================] - 1s 818us/step - loss: 0.4475 - accuracy: 0.7842
Epoch 111/500
718/718 [==============================] - 1s 821us/step - loss: 0.4470 - accuracy: 0.7866
Epoch 112/500
718/718 [==============================] - 1s 797us/step - loss: 0.4470 - accuracy: 0.7875
Epoch 113/500
718/718 [==============================] - 1s 807us/step - loss: 0.4471 - accuracy: 0.7858
Epoch 114/500
718/718 [==============================] - 1s 798us/step - loss: 0.4472 - accuracy: 0.7876
Epoch 115/500
718/718 [==============================] - 1s 818us/step - loss: 0.4475 - accuracy: 0.7842
Epoch 116/500
718/718 [==============================] - 1s 805us/step - loss: 0.4475 - accuracy: 0.7872
Epoch 117/500
718/718 [==============================] - 1s 807us/step - loss: 0.4472 - accuracy: 0.7870
Epoch 118/500
718/718 [==============================] - 1s 816us/step - loss: 0.4467 - accuracy: 0.7858
Epoch 119/500
718/718 [==============================] - 1s 796us/step - loss: 0.4478 - accuracy: 0.7863
Epoch 120/500
718/718 [==============================] - 1s 821us/step - loss: 0.4473 - accuracy: 0.7845
Epoch 121/500
718/718 [==============================] - 1s 846us/step - loss: 0.4466 - accuracy: 0.7870
Epoch 122/500
718/718 [==============================] - 1s 826us/step - loss: 0.4474 - accuracy: 0.7850
Epoch 123/500
718/718 [==============================] - 1s 838us/step - loss: 0.4470 - accuracy: 0.7860
Epoch 124/500
718/718 [==============================] - 1s 802us/step - loss: 0.4470 - accuracy: 0.7871
Epoch 125/500
718/718 [==============================] - 1s 818us/step - loss: 0.4473 - accuracy: 0.7876
Epoch 126/500
718/718 [==============================] - 1s 799us/step - loss: 0.4467 - accuracy: 0.7877
Epoch 127/500
718/718 [==============================] - 1s 813us/step - loss: 0.4466 - accuracy: 0.7871
Epoch 128/500
718/718 [==============================] - 1s 808us/step - loss: 0.4469 - accuracy: 0.7868
Epoch 129/500
718/718 [==============================] - 1s 804us/step - loss: 0.4468 - accuracy: 0.7860
Epoch 130/500
718/718 [==============================] - 1s 810us/step - loss: 0.4471 - accuracy: 0.7875
Epoch 131/500
718/718 [==============================] - 1s 803us/step - loss: 0.4467 - accuracy: 0.7850
Epoch 132/500
718/718 [==============================] - 1s 807us/step - loss: 0.4470 - accuracy: 0.7868
Epoch 133/500
718/718 [==============================] - 1s 800us/step - loss: 0.4462 - accuracy: 0.7867
Epoch 134/500
718/718 [==============================] - 1s 814us/step - loss: 0.4467 - accuracy: 0.7867
Epoch 135/500
718/718 [==============================] - 1s 822us/step - loss: 0.4469 - accuracy: 0.7860
Epoch 136/500
718/718 [==============================] - 1s 801us/step - loss: 0.4464 - accuracy: 0.7862
Epoch 137/500
718/718 [==============================] - 1s 819us/step - loss: 0.4468 - accuracy: 0.7855
Epoch 138/500
718/718 [==============================] - 1s 802us/step - loss: 0.4466 - accuracy: 0.7876
Epoch 139/500
718/718 [==============================] - 1s 815us/step - loss: 0.4470 - accuracy: 0.7865
Epoch 140/500
718/718 [==============================] - 1s 833us/step - loss: 0.4458 - accuracy: 0.7860
Epoch 141/500
718/718 [==============================] - 1s 797us/step - loss: 0.4465 - accuracy: 0.7863
Epoch 142/500
718/718 [==============================] - 1s 813us/step - loss: 0.4459 - accuracy: 0.7863
Epoch 143/500
718/718 [==============================] - 1s 795us/step - loss: 0.4469 - accuracy: 0.7871
Epoch 144/500
718/718 [==============================] - 1s 814us/step - loss: 0.4467 - accuracy: 0.7870
Epoch 145/500
718/718 [==============================] - 1s 828us/step - loss: 0.4462 - accuracy: 0.7879
Epoch 146/500
718/718 [==============================] - 1s 795us/step - loss: 0.4462 - accuracy: 0.78540s - loss: 0.4379 - accu
Epoch 147/500
718/718 [==============================] - 1s 816us/step - loss: 0.4466 - accuracy: 0.7856
Epoch 148/500
718/718 [==============================] - 1s 798us/step - loss: 0.4467 - accuracy: 0.7875
Epoch 149/500
718/718 [==============================] - 1s 808us/step - loss: 0.4465 - accuracy: 0.7866
Epoch 150/500
718/718 [==============================] - 1s 802us/step - loss: 0.4458 - accuracy: 0.7870
Epoch 151/500
718/718 [==============================] - 1s 817us/step - loss: 0.4462 - accuracy: 0.7880
Epoch 152/500
718/718 [==============================] - 1s 808us/step - loss: 0.4462 - accuracy: 0.7861
Epoch 153/500
718/718 [==============================] - 1s 800us/step - loss: 0.4465 - accuracy: 0.7861
Epoch 154/500
718/718 [==============================] - 1s 818us/step - loss: 0.4460 - accuracy: 0.7883
Epoch 155/500
718/718 [==============================] - 1s 798us/step - loss: 0.4460 - accuracy: 0.7881
Epoch 156/500
718/718 [==============================] - 1s 829us/step - loss: 0.4451 - accuracy: 0.7902
Epoch 157/500
718/718 [==============================] - 1s 865us/step - loss: 0.4460 - accuracy: 0.7875
Epoch 158/500
718/718 [==============================] - 1s 804us/step - loss: 0.4458 - accuracy: 0.7874
Epoch 159/500
718/718 [==============================] - 1s 812us/step - loss: 0.4458 - accuracy: 0.7893
Epoch 160/500
718/718 [==============================] - 1s 799us/step - loss: 0.4456 - accuracy: 0.7864
Epoch 161/500
718/718 [==============================] - 1s 823us/step - loss: 0.4455 - accuracy: 0.7865
Epoch 162/500
718/718 [==============================] - 1s 842us/step - loss: 0.4455 - accuracy: 0.7884
Epoch 163/500
718/718 [==============================] - 1s 803us/step - loss: 0.4452 - accuracy: 0.7881
Epoch 164/500
718/718 [==============================] - 1s 802us/step - loss: 0.4445 - accuracy: 0.7893
Epoch 165/500
718/718 [==============================] - 1s 809us/step - loss: 0.4450 - accuracy: 0.7876
Epoch 166/500
718/718 [==============================] - 1s 806us/step - loss: 0.4458 - accuracy: 0.7884
Epoch 167/500
718/718 [==============================] - 1s 799us/step - loss: 0.4451 - accuracy: 0.7865
Epoch 168/500
718/718 [==============================] - 1s 816us/step - loss: 0.4450 - accuracy: 0.7867
Epoch 169/500
718/718 [==============================] - 1s 814us/step - loss: 0.4452 - accuracy: 0.7895
Epoch 170/500
718/718 [==============================] - 1s 799us/step - loss: 0.4450 - accuracy: 0.7875
Epoch 171/500
718/718 [==============================] - 1s 818us/step - loss: 0.4447 - accuracy: 0.7898
Epoch 172/500
718/718 [==============================] - 1s 793us/step - loss: 0.4444 - accuracy: 0.7868
Epoch 173/500
718/718 [==============================] - 1s 852us/step - loss: 0.4452 - accuracy: 0.7881
Epoch 174/500
718/718 [==============================] - 1s 796us/step - loss: 0.4445 - accuracy: 0.7901
Epoch 175/500
718/718 [==============================] - 1s 815us/step - loss: 0.4442 - accuracy: 0.7901
Epoch 176/500
718/718 [==============================] - 1s 807us/step - loss: 0.4449 - accuracy: 0.7895
Epoch 177/500
718/718 [==============================] - 1s 801us/step - loss: 0.4443 - accuracy: 0.78880s - loss: 0.4424 - accuracy: 0.
Epoch 178/500
718/718 [==============================] - 1s 813us/step - loss: 0.4444 - accuracy: 0.7882
Epoch 179/500
718/718 [==============================] - 1s 801us/step - loss: 0.4440 - accuracy: 0.7877
Epoch 180/500
718/718 [==============================] - 1s 815us/step - loss: 0.4440 - accuracy: 0.7902
Epoch 181/500
718/718 [==============================] - 1s 868us/step - loss: 0.4441 - accuracy: 0.7889
Epoch 182/500
718/718 [==============================] - 1s 831us/step - loss: 0.4433 - accuracy: 0.7899
Epoch 183/500
718/718 [==============================] - 1s 834us/step - loss: 0.4437 - accuracy: 0.7905
Epoch 184/500
718/718 [==============================] - 1s 797us/step - loss: 0.4434 - accuracy: 0.7898
Epoch 185/500
718/718 [==============================] - 1s 821us/step - loss: 0.4443 - accuracy: 0.7880
Epoch 186/500
718/718 [==============================] - 1s 826us/step - loss: 0.4437 - accuracy: 0.7890
Epoch 187/500
718/718 [==============================] - 1s 810us/step - loss: 0.4434 - accuracy: 0.7915
Epoch 188/500
718/718 [==============================] - 1s 816us/step - loss: 0.4440 - accuracy: 0.7899
Epoch 189/500
718/718 [==============================] - 1s 835us/step - loss: 0.4431 - accuracy: 0.7904
Epoch 190/500
718/718 [==============================] - 1s 816us/step - loss: 0.4431 - accuracy: 0.7900
Epoch 191/500
718/718 [==============================] - 1s 808us/step - loss: 0.4435 - accuracy: 0.79080s - loss: 0.4441 - accuracy: 0.79
Epoch 192/500
718/718 [==============================] - 1s 803us/step - loss: 0.4435 - accuracy: 0.79100s - loss: 0.4422 - ac
Epoch 193/500
718/718 [==============================] - 1s 811us/step - loss: 0.4432 - accuracy: 0.7910
Epoch 194/500
718/718 [==============================] - 1s 920us/step - loss: 0.4437 - accuracy: 0.7915
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7908
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7916
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7905
Epoch 198/500
718/718 [==============================] - 1s 939us/step - loss: 0.4430 - accuracy: 0.78980s - loss: 0.4376 
Epoch 199/500
718/718 [==============================] - 1s 936us/step - loss: 0.4427 - accuracy: 0.7913
Epoch 200/500
718/718 [==============================] - 1s 892us/step - loss: 0.4423 - accuracy: 0.7913
Epoch 201/500
718/718 [==============================] - 1s 830us/step - loss: 0.4423 - accuracy: 0.7924
Epoch 202/500
718/718 [==============================] - 1s 820us/step - loss: 0.4427 - accuracy: 0.7899
Epoch 203/500
718/718 [==============================] - 1s 829us/step - loss: 0.4424 - accuracy: 0.79240s - loss: 0.4417 - accura
Epoch 204/500
718/718 [==============================] - 1s 907us/step - loss: 0.4422 - accuracy: 0.7897
Epoch 205/500
718/718 [==============================] - 1s 852us/step - loss: 0.4422 - accuracy: 0.7939
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4420 - accuracy: 0.7924
Epoch 207/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4427 - accuracy: 0.7912
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7916
Epoch 209/500
718/718 [==============================] - 1s 888us/step - loss: 0.4421 - accuracy: 0.79490s - loss: 0.4437 - accuracy
Epoch 210/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4426 - accuracy: 0.7937: 0s - loss: 0.4495 - ac
Epoch 211/500
718/718 [==============================] - 1s 976us/step - loss: 0.4421 - accuracy: 0.7927
Epoch 212/500
718/718 [==============================] - 1s 825us/step - loss: 0.4426 - accuracy: 0.7889
Epoch 213/500
718/718 [==============================] - 1s 837us/step - loss: 0.4420 - accuracy: 0.7891
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7904
Epoch 215/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7909: 0s - loss: 0.4384 - accu
Epoch 216/500
718/718 [==============================] - 1s 951us/step - loss: 0.4423 - accuracy: 0.7922
Epoch 217/500
718/718 [==============================] - 1s 801us/step - loss: 0.4421 - accuracy: 0.7915
Epoch 218/500
718/718 [==============================] - 1s 810us/step - loss: 0.4421 - accuracy: 0.7919
Epoch 219/500
718/718 [==============================] - 1s 804us/step - loss: 0.4423 - accuracy: 0.7906
Epoch 220/500
718/718 [==============================] - 1s 799us/step - loss: 0.4422 - accuracy: 0.7903
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4424 - accuracy: 0.7901
Epoch 222/500
718/718 [==============================] - 1s 807us/step - loss: 0.4419 - accuracy: 0.7929
Epoch 223/500
718/718 [==============================] - 1s 830us/step - loss: 0.4419 - accuracy: 0.7929
Epoch 224/500
718/718 [==============================] - 1s 812us/step - loss: 0.4420 - accuracy: 0.7931
Epoch 225/500
718/718 [==============================] - 1s 810us/step - loss: 0.4421 - accuracy: 0.7930
Epoch 226/500
718/718 [==============================] - 1s 826us/step - loss: 0.4417 - accuracy: 0.7929
Epoch 227/500
718/718 [==============================] - 1s 800us/step - loss: 0.4416 - accuracy: 0.7919
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4423 - accuracy: 0.7925
Epoch 229/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4419 - accuracy: 0.7909
Epoch 230/500
718/718 [==============================] - 1s 931us/step - loss: 0.4419 - accuracy: 0.7931
Epoch 231/500
718/718 [==============================] - 1s 885us/step - loss: 0.4418 - accuracy: 0.7917
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7929
Epoch 233/500
718/718 [==============================] - 1s 976us/step - loss: 0.4418 - accuracy: 0.7936
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4418 - accuracy: 0.7930
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7933
Epoch 236/500
718/718 [==============================] - 1s 807us/step - loss: 0.4415 - accuracy: 0.7940
Epoch 237/500
718/718 [==============================] - 1s 816us/step - loss: 0.4418 - accuracy: 0.7907
Epoch 238/500
718/718 [==============================] - 1s 803us/step - loss: 0.4413 - accuracy: 0.7924
Epoch 239/500
718/718 [==============================] - 1s 993us/step - loss: 0.4406 - accuracy: 0.7920
Epoch 240/500
718/718 [==============================] - 1s 838us/step - loss: 0.4411 - accuracy: 0.7930
Epoch 241/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4415 - accuracy: 0.7931
Epoch 242/500
718/718 [==============================] - 1s 880us/step - loss: 0.4415 - accuracy: 0.7912
Epoch 243/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4416 - accuracy: 0.7915
Epoch 244/500
718/718 [==============================] - 1s 948us/step - loss: 0.4412 - accuracy: 0.7929
Epoch 245/500
718/718 [==============================] - 1s 809us/step - loss: 0.4415 - accuracy: 0.7926
Epoch 246/500
718/718 [==============================] - 1s 829us/step - loss: 0.4409 - accuracy: 0.7935
Epoch 247/500
718/718 [==============================] - 1s 804us/step - loss: 0.4414 - accuracy: 0.7912
Epoch 248/500
718/718 [==============================] - 1s 832us/step - loss: 0.4416 - accuracy: 0.7908
Epoch 249/500
718/718 [==============================] - 1s 803us/step - loss: 0.4407 - accuracy: 0.7902
Epoch 250/500
718/718 [==============================] - 1s 824us/step - loss: 0.4410 - accuracy: 0.7916
Epoch 251/500
718/718 [==============================] - 1s 808us/step - loss: 0.4410 - accuracy: 0.7937
Epoch 252/500
718/718 [==============================] - 1s 827us/step - loss: 0.4413 - accuracy: 0.7932
Epoch 253/500
718/718 [==============================] - 1s 815us/step - loss: 0.4415 - accuracy: 0.7940
Epoch 254/500
718/718 [==============================] - 1s 810us/step - loss: 0.4415 - accuracy: 0.7922
Epoch 255/500
718/718 [==============================] - 1s 816us/step - loss: 0.4405 - accuracy: 0.7921
Epoch 256/500
718/718 [==============================] - 1s 810us/step - loss: 0.4403 - accuracy: 0.7922
Epoch 257/500
718/718 [==============================] - 1s 822us/step - loss: 0.4413 - accuracy: 0.7951
Epoch 258/500
718/718 [==============================] - 1s 835us/step - loss: 0.4408 - accuracy: 0.7936
Epoch 259/500
718/718 [==============================] - 1s 821us/step - loss: 0.4410 - accuracy: 0.7905
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4410 - accuracy: 0.7929
Epoch 261/500
718/718 [==============================] - 1s 844us/step - loss: 0.4408 - accuracy: 0.7928
Epoch 262/500
718/718 [==============================] - 1s 837us/step - loss: 0.4413 - accuracy: 0.79070s - loss: 0.4403 - accuracy: 0.79
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4406 - accuracy: 0.7928
Epoch 264/500
718/718 [==============================] - 1s 920us/step - loss: 0.4403 - accuracy: 0.7916
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4409 - accuracy: 0.7903
Epoch 266/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4407 - accuracy: 0.7912
Epoch 267/500
718/718 [==============================] - 1s 813us/step - loss: 0.4406 - accuracy: 0.7921
Epoch 268/500
718/718 [==============================] - 1s 800us/step - loss: 0.4406 - accuracy: 0.7935
Epoch 269/500
718/718 [==============================] - 1s 817us/step - loss: 0.4406 - accuracy: 0.7926
Epoch 270/500
718/718 [==============================] - 1s 815us/step - loss: 0.4407 - accuracy: 0.7909
Epoch 271/500
718/718 [==============================] - 1s 808us/step - loss: 0.4407 - accuracy: 0.7919
Epoch 272/500
718/718 [==============================] - 1s 826us/step - loss: 0.4404 - accuracy: 0.7926
Epoch 273/500
718/718 [==============================] - 1s 797us/step - loss: 0.4407 - accuracy: 0.7923
Epoch 274/500
718/718 [==============================] - 1s 806us/step - loss: 0.4407 - accuracy: 0.7930
Epoch 275/500
718/718 [==============================] - 1s 904us/step - loss: 0.4403 - accuracy: 0.7915
Epoch 276/500
718/718 [==============================] - 1s 822us/step - loss: 0.4406 - accuracy: 0.7944
Epoch 277/500
718/718 [==============================] - 1s 823us/step - loss: 0.4407 - accuracy: 0.7931
Epoch 278/500
718/718 [==============================] - 1s 801us/step - loss: 0.4407 - accuracy: 0.7915
Epoch 279/500
718/718 [==============================] - 1s 861us/step - loss: 0.4404 - accuracy: 0.7922
Epoch 280/500
718/718 [==============================] - 1s 801us/step - loss: 0.4404 - accuracy: 0.7922
Epoch 281/500
718/718 [==============================] - 1s 878us/step - loss: 0.4402 - accuracy: 0.7902
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4399 - accuracy: 0.7924
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7927
Epoch 284/500
718/718 [==============================] - 1s 842us/step - loss: 0.4402 - accuracy: 0.7927
Epoch 285/500
718/718 [==============================] - 1s 962us/step - loss: 0.4406 - accuracy: 0.7933
Epoch 286/500
718/718 [==============================] - 1s 829us/step - loss: 0.4405 - accuracy: 0.7916
Epoch 287/500
718/718 [==============================] - 1s 881us/step - loss: 0.4404 - accuracy: 0.7923
Epoch 288/500
718/718 [==============================] - 1s 952us/step - loss: 0.4404 - accuracy: 0.7933
Epoch 289/500
718/718 [==============================] - 1s 918us/step - loss: 0.4405 - accuracy: 0.7941
Epoch 290/500
718/718 [==============================] - 1s 914us/step - loss: 0.4403 - accuracy: 0.7924
Epoch 291/500
718/718 [==============================] - 1s 825us/step - loss: 0.4404 - accuracy: 0.7926
Epoch 292/500
718/718 [==============================] - 1s 807us/step - loss: 0.4394 - accuracy: 0.7945
Epoch 293/500
718/718 [==============================] - 1s 804us/step - loss: 0.4398 - accuracy: 0.7932
Epoch 294/500
718/718 [==============================] - 1s 815us/step - loss: 0.4402 - accuracy: 0.7925
Epoch 295/500
718/718 [==============================] - 1s 798us/step - loss: 0.4400 - accuracy: 0.7910
Epoch 296/500
718/718 [==============================] - 1s 830us/step - loss: 0.4403 - accuracy: 0.7943
Epoch 297/500
718/718 [==============================] - 1s 801us/step - loss: 0.4396 - accuracy: 0.7934
Epoch 298/500
718/718 [==============================] - 1s 812us/step - loss: 0.4398 - accuracy: 0.7919
Epoch 299/500
718/718 [==============================] - 1s 814us/step - loss: 0.4402 - accuracy: 0.7929
Epoch 300/500
718/718 [==============================] - 1s 796us/step - loss: 0.4394 - accuracy: 0.7913
Epoch 301/500
718/718 [==============================] - 1s 821us/step - loss: 0.4398 - accuracy: 0.7929
Epoch 302/500
718/718 [==============================] - 1s 825us/step - loss: 0.4401 - accuracy: 0.7927
Epoch 303/500
718/718 [==============================] - 1s 801us/step - loss: 0.4400 - accuracy: 0.7942
Epoch 304/500
718/718 [==============================] - 1s 802us/step - loss: 0.4399 - accuracy: 0.7908
Epoch 305/500
718/718 [==============================] - 1s 825us/step - loss: 0.4400 - accuracy: 0.7936
Epoch 306/500
718/718 [==============================] - 1s 830us/step - loss: 0.4394 - accuracy: 0.7917
Epoch 307/500
718/718 [==============================] - 1s 809us/step - loss: 0.4400 - accuracy: 0.7934
Epoch 308/500
718/718 [==============================] - 1s 819us/step - loss: 0.4391 - accuracy: 0.7940
Epoch 309/500
718/718 [==============================] - 1s 798us/step - loss: 0.4398 - accuracy: 0.7952
Epoch 310/500
718/718 [==============================] - 1s 810us/step - loss: 0.4396 - accuracy: 0.7936
Epoch 311/500
718/718 [==============================] - 1s 826us/step - loss: 0.4398 - accuracy: 0.7929
Epoch 312/500
718/718 [==============================] - 1s 820us/step - loss: 0.4398 - accuracy: 0.7925
Epoch 313/500
718/718 [==============================] - 1s 828us/step - loss: 0.4398 - accuracy: 0.7923
Epoch 314/500
718/718 [==============================] - 1s 809us/step - loss: 0.4393 - accuracy: 0.7933
Epoch 315/500
718/718 [==============================] - 1s 816us/step - loss: 0.4398 - accuracy: 0.7917
Epoch 316/500
718/718 [==============================] - 1s 808us/step - loss: 0.4399 - accuracy: 0.7930
Epoch 317/500
718/718 [==============================] - 1s 798us/step - loss: 0.4395 - accuracy: 0.7917
Epoch 318/500
718/718 [==============================] - 1s 816us/step - loss: 0.4394 - accuracy: 0.7941
Epoch 319/500
718/718 [==============================] - 1s 870us/step - loss: 0.4397 - accuracy: 0.79320s - loss: 0.4407 - accuracy: 0.
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4390 - accuracy: 0.7942
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7934
Epoch 322/500
718/718 [==============================] - 1s 812us/step - loss: 0.4395 - accuracy: 0.7921
Epoch 323/500
718/718 [==============================] - 1s 818us/step - loss: 0.4396 - accuracy: 0.7931
Epoch 324/500
718/718 [==============================] - 1s 830us/step - loss: 0.4395 - accuracy: 0.7929
Epoch 325/500
718/718 [==============================] - 1s 796us/step - loss: 0.4398 - accuracy: 0.7932
Epoch 326/500
718/718 [==============================] - 1s 819us/step - loss: 0.4397 - accuracy: 0.7921
Epoch 327/500
718/718 [==============================] - 1s 820us/step - loss: 0.4394 - accuracy: 0.7892
Epoch 328/500
718/718 [==============================] - 1s 808us/step - loss: 0.4393 - accuracy: 0.7918
Epoch 329/500
718/718 [==============================] - 1s 821us/step - loss: 0.4392 - accuracy: 0.7926
Epoch 330/500
718/718 [==============================] - 1s 803us/step - loss: 0.4393 - accuracy: 0.7946
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4392 - accuracy: 0.7936
Epoch 332/500
718/718 [==============================] - 1s 819us/step - loss: 0.4393 - accuracy: 0.7939
Epoch 333/500
718/718 [==============================] - 1s 811us/step - loss: 0.4394 - accuracy: 0.7937
Epoch 334/500
718/718 [==============================] - 1s 925us/step - loss: 0.4392 - accuracy: 0.7915
Epoch 335/500
718/718 [==============================] - 1s 819us/step - loss: 0.4396 - accuracy: 0.79220s - loss: 0.4385 - accuracy
Epoch 336/500
718/718 [==============================] - 1s 802us/step - loss: 0.4390 - accuracy: 0.7927
Epoch 337/500
718/718 [==============================] - 1s 811us/step - loss: 0.4395 - accuracy: 0.7922
Epoch 338/500
718/718 [==============================] - 1s 811us/step - loss: 0.4394 - accuracy: 0.7940
Epoch 339/500
718/718 [==============================] - 1s 818us/step - loss: 0.4393 - accuracy: 0.7944
Epoch 340/500
718/718 [==============================] - 1s 809us/step - loss: 0.4390 - accuracy: 0.7944
Epoch 341/500
718/718 [==============================] - 1s 840us/step - loss: 0.4392 - accuracy: 0.7912
Epoch 342/500
718/718 [==============================] - 1s 901us/step - loss: 0.4387 - accuracy: 0.7948
Epoch 343/500
718/718 [==============================] - 1s 871us/step - loss: 0.4385 - accuracy: 0.7931
Epoch 344/500
718/718 [==============================] - 1s 938us/step - loss: 0.4385 - accuracy: 0.7949
Epoch 345/500
718/718 [==============================] - 1s 915us/step - loss: 0.4389 - accuracy: 0.7941
Epoch 346/500
718/718 [==============================] - 1s 929us/step - loss: 0.4388 - accuracy: 0.7915
Epoch 347/500
718/718 [==============================] - 1s 947us/step - loss: 0.4388 - accuracy: 0.7940
Epoch 348/500
718/718 [==============================] - 1s 821us/step - loss: 0.4386 - accuracy: 0.7933
Epoch 349/500
718/718 [==============================] - 1s 795us/step - loss: 0.4385 - accuracy: 0.7938
Epoch 350/500
718/718 [==============================] - 1s 825us/step - loss: 0.4387 - accuracy: 0.7929
Epoch 351/500
718/718 [==============================] - 1s 825us/step - loss: 0.4387 - accuracy: 0.7944
Epoch 352/500
718/718 [==============================] - 1s 814us/step - loss: 0.4389 - accuracy: 0.7926
Epoch 353/500
718/718 [==============================] - 1s 795us/step - loss: 0.4380 - accuracy: 0.7956
Epoch 354/500
718/718 [==============================] - 1s 814us/step - loss: 0.4382 - accuracy: 0.7939
Epoch 355/500
718/718 [==============================] - 1s 810us/step - loss: 0.4387 - accuracy: 0.7922
Epoch 356/500
718/718 [==============================] - 1s 803us/step - loss: 0.4386 - accuracy: 0.7929
Epoch 357/500
718/718 [==============================] - 1s 814us/step - loss: 0.4386 - accuracy: 0.7939
Epoch 358/500
718/718 [==============================] - 1s 807us/step - loss: 0.4377 - accuracy: 0.7928
Epoch 359/500
718/718 [==============================] - 1s 795us/step - loss: 0.4386 - accuracy: 0.7925
Epoch 360/500
718/718 [==============================] - 1s 823us/step - loss: 0.4388 - accuracy: 0.7905
Epoch 361/500
718/718 [==============================] - 1s 799us/step - loss: 0.4385 - accuracy: 0.7928
Epoch 362/500
718/718 [==============================] - 1s 825us/step - loss: 0.4385 - accuracy: 0.7929
Epoch 363/500
718/718 [==============================] - 1s 802us/step - loss: 0.4387 - accuracy: 0.7930
Epoch 364/500
718/718 [==============================] - 1s 812us/step - loss: 0.4380 - accuracy: 0.7936
Epoch 365/500
718/718 [==============================] - 1s 794us/step - loss: 0.4385 - accuracy: 0.7931
Epoch 366/500
718/718 [==============================] - 1s 827us/step - loss: 0.4381 - accuracy: 0.7928
Epoch 367/500
718/718 [==============================] - 1s 809us/step - loss: 0.4378 - accuracy: 0.7952
Epoch 368/500
718/718 [==============================] - 1s 788us/step - loss: 0.4379 - accuracy: 0.7940
Epoch 369/500
718/718 [==============================] - 1s 853us/step - loss: 0.4380 - accuracy: 0.7942
Epoch 370/500
718/718 [==============================] - 1s 807us/step - loss: 0.4382 - accuracy: 0.7924
Epoch 371/500
718/718 [==============================] - 1s 851us/step - loss: 0.4384 - accuracy: 0.7923
Epoch 372/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4374 - accuracy: 0.7944
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7941
Epoch 374/500
718/718 [==============================] - 1s 829us/step - loss: 0.4379 - accuracy: 0.7918
Epoch 375/500
718/718 [==============================] - 1s 805us/step - loss: 0.4381 - accuracy: 0.7936
Epoch 376/500
718/718 [==============================] - 1s 822us/step - loss: 0.4378 - accuracy: 0.7920
Epoch 377/500
718/718 [==============================] - 1s 813us/step - loss: 0.4378 - accuracy: 0.7939
Epoch 378/500
718/718 [==============================] - 1s 856us/step - loss: 0.4374 - accuracy: 0.7932
Epoch 379/500
718/718 [==============================] - 1s 808us/step - loss: 0.4372 - accuracy: 0.7955
Epoch 380/500
718/718 [==============================] - 1s 808us/step - loss: 0.4376 - accuracy: 0.7936
Epoch 381/500
718/718 [==============================] - 1s 807us/step - loss: 0.4373 - accuracy: 0.7914
Epoch 382/500
718/718 [==============================] - 1s 826us/step - loss: 0.4375 - accuracy: 0.7936
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7963
Epoch 384/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4371 - accuracy: 0.7934
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4373 - accuracy: 0.7945
Epoch 386/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7936
Epoch 387/500
718/718 [==============================] - 1s 942us/step - loss: 0.4371 - accuracy: 0.7941
Epoch 388/500
718/718 [==============================] - 1s 922us/step - loss: 0.4368 - accuracy: 0.7922
Epoch 389/500
718/718 [==============================] - 1s 861us/step - loss: 0.4368 - accuracy: 0.7940
Epoch 390/500
718/718 [==============================] - 1s 867us/step - loss: 0.4370 - accuracy: 0.7923
Epoch 391/500
718/718 [==============================] - 1s 817us/step - loss: 0.4365 - accuracy: 0.7954
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4365 - accuracy: 0.7937
Epoch 393/500
718/718 [==============================] - 1s 907us/step - loss: 0.4370 - accuracy: 0.79300s - loss: 0.4365 - accuracy: 0.79
Epoch 394/500
718/718 [==============================] - 1s 868us/step - loss: 0.4368 - accuracy: 0.7933
Epoch 395/500
718/718 [==============================] - 1s 796us/step - loss: 0.4363 - accuracy: 0.7953
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7936
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7921
Epoch 398/500
718/718 [==============================] - 1s 819us/step - loss: 0.4364 - accuracy: 0.7945
Epoch 399/500
718/718 [==============================] - 1s 809us/step - loss: 0.4366 - accuracy: 0.7933
Epoch 400/500
718/718 [==============================] - 1s 894us/step - loss: 0.4365 - accuracy: 0.7934
Epoch 401/500
718/718 [==============================] - 1s 876us/step - loss: 0.4362 - accuracy: 0.7949
Epoch 402/500
718/718 [==============================] - 1s 812us/step - loss: 0.4363 - accuracy: 0.7942
Epoch 403/500
718/718 [==============================] - 1s 797us/step - loss: 0.4359 - accuracy: 0.7939
Epoch 404/500
718/718 [==============================] - 1s 812us/step - loss: 0.4360 - accuracy: 0.7949
Epoch 405/500
718/718 [==============================] - 1s 821us/step - loss: 0.4362 - accuracy: 0.7956
Epoch 406/500
718/718 [==============================] - 1s 795us/step - loss: 0.4361 - accuracy: 0.7939
Epoch 407/500
718/718 [==============================] - 1s 813us/step - loss: 0.4363 - accuracy: 0.7924
Epoch 408/500
718/718 [==============================] - 1s 827us/step - loss: 0.4362 - accuracy: 0.7947
Epoch 409/500
718/718 [==============================] - 1s 817us/step - loss: 0.4361 - accuracy: 0.7924
Epoch 410/500
718/718 [==============================] - 1s 803us/step - loss: 0.4362 - accuracy: 0.7923
Epoch 411/500
718/718 [==============================] - 1s 823us/step - loss: 0.4360 - accuracy: 0.7939
Epoch 412/500
718/718 [==============================] - 1s 816us/step - loss: 0.4361 - accuracy: 0.7936
Epoch 413/500
718/718 [==============================] - 1s 793us/step - loss: 0.4358 - accuracy: 0.7976
Epoch 414/500
718/718 [==============================] - 1s 812us/step - loss: 0.4358 - accuracy: 0.7956
Epoch 415/500
718/718 [==============================] - 1s 798us/step - loss: 0.4362 - accuracy: 0.7938
Epoch 416/500
718/718 [==============================] - 1s 820us/step - loss: 0.4358 - accuracy: 0.7942
Epoch 417/500
718/718 [==============================] - 1s 805us/step - loss: 0.4357 - accuracy: 0.7952
Epoch 418/500
718/718 [==============================] - 1s 825us/step - loss: 0.4361 - accuracy: 0.7926
Epoch 419/500
718/718 [==============================] - 1s 813us/step - loss: 0.4359 - accuracy: 0.7930
Epoch 420/500
718/718 [==============================] - 1s 803us/step - loss: 0.4359 - accuracy: 0.7929
Epoch 421/500
718/718 [==============================] - 1s 817us/step - loss: 0.4360 - accuracy: 0.7931
Epoch 422/500
718/718 [==============================] - 1s 793us/step - loss: 0.4361 - accuracy: 0.7943
Epoch 423/500
718/718 [==============================] - 1s 817us/step - loss: 0.4355 - accuracy: 0.7925
Epoch 424/500
718/718 [==============================] - 1s 830us/step - loss: 0.4356 - accuracy: 0.7940
Epoch 425/500
718/718 [==============================] - 1s 793us/step - loss: 0.4359 - accuracy: 0.7953
Epoch 426/500
718/718 [==============================] - 1s 801us/step - loss: 0.4361 - accuracy: 0.7938
Epoch 427/500
718/718 [==============================] - 1s 795us/step - loss: 0.4358 - accuracy: 0.7940
Epoch 428/500
718/718 [==============================] - 1s 825us/step - loss: 0.4356 - accuracy: 0.7917
Epoch 429/500
718/718 [==============================] - 1s 788us/step - loss: 0.4354 - accuracy: 0.7943
Epoch 430/500
718/718 [==============================] - 1s 808us/step - loss: 0.4360 - accuracy: 0.7930
Epoch 431/500
718/718 [==============================] - 1s 805us/step - loss: 0.4354 - accuracy: 0.7938
Epoch 432/500
718/718 [==============================] - 1s 789us/step - loss: 0.4356 - accuracy: 0.79380s - loss: 0.4362 - ac
Epoch 433/500
718/718 [==============================] - 1s 802us/step - loss: 0.4356 - accuracy: 0.7936
Epoch 434/500
718/718 [==============================] - 1s 791us/step - loss: 0.4356 - accuracy: 0.7944
Epoch 435/500
718/718 [==============================] - 1s 805us/step - loss: 0.4358 - accuracy: 0.7922
Epoch 436/500
718/718 [==============================] - 1s 833us/step - loss: 0.4355 - accuracy: 0.7949
Epoch 437/500
718/718 [==============================] - 1s 815us/step - loss: 0.4357 - accuracy: 0.7928
Epoch 438/500
718/718 [==============================] - 1s 787us/step - loss: 0.4357 - accuracy: 0.7934
Epoch 439/500
718/718 [==============================] - 1s 777us/step - loss: 0.4359 - accuracy: 0.7937
Epoch 440/500
718/718 [==============================] - 1s 801us/step - loss: 0.4353 - accuracy: 0.7949
Epoch 441/500
718/718 [==============================] - 1s 805us/step - loss: 0.4349 - accuracy: 0.7959
Epoch 442/500
718/718 [==============================] - 1s 841us/step - loss: 0.4353 - accuracy: 0.7935
Epoch 443/500
718/718 [==============================] - 1s 798us/step - loss: 0.4355 - accuracy: 0.7959
Epoch 444/500
718/718 [==============================] - 1s 897us/step - loss: 0.4357 - accuracy: 0.7958
Epoch 445/500
718/718 [==============================] - 1s 792us/step - loss: 0.4353 - accuracy: 0.7933
Epoch 446/500
718/718 [==============================] - 1s 854us/step - loss: 0.4352 - accuracy: 0.7937
Epoch 447/500
718/718 [==============================] - 1s 820us/step - loss: 0.4350 - accuracy: 0.7960
Epoch 448/500
718/718 [==============================] - 1s 817us/step - loss: 0.4355 - accuracy: 0.7942
Epoch 449/500
718/718 [==============================] - 1s 801us/step - loss: 0.4351 - accuracy: 0.7934
Epoch 450/500
718/718 [==============================] - 1s 826us/step - loss: 0.4351 - accuracy: 0.7941
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7945
Epoch 452/500
718/718 [==============================] - 1s 799us/step - loss: 0.4355 - accuracy: 0.7944
Epoch 453/500
718/718 [==============================] - 1s 829us/step - loss: 0.4349 - accuracy: 0.7938
Epoch 454/500
718/718 [==============================] - 1s 805us/step - loss: 0.4349 - accuracy: 0.7941
Epoch 455/500
718/718 [==============================] - 1s 809us/step - loss: 0.4352 - accuracy: 0.7940
Epoch 456/500
718/718 [==============================] - 1s 799us/step - loss: 0.4352 - accuracy: 0.7941
Epoch 457/500
718/718 [==============================] - 1s 816us/step - loss: 0.4349 - accuracy: 0.7958
Epoch 458/500
718/718 [==============================] - 1s 823us/step - loss: 0.4349 - accuracy: 0.7934
Epoch 459/500
718/718 [==============================] - 1s 803us/step - loss: 0.4348 - accuracy: 0.7928
Epoch 460/500
718/718 [==============================] - 1s 828us/step - loss: 0.4350 - accuracy: 0.7938
Epoch 461/500
718/718 [==============================] - 1s 805us/step - loss: 0.4348 - accuracy: 0.7945
Epoch 462/500
718/718 [==============================] - 1s 813us/step - loss: 0.4353 - accuracy: 0.7935
Epoch 463/500
718/718 [==============================] - 1s 817us/step - loss: 0.4350 - accuracy: 0.7939
Epoch 464/500
718/718 [==============================] - 1s 799us/step - loss: 0.4350 - accuracy: 0.7935
Epoch 465/500
718/718 [==============================] - 1s 831us/step - loss: 0.4350 - accuracy: 0.7936
Epoch 466/500
718/718 [==============================] - 1s 806us/step - loss: 0.4348 - accuracy: 0.7942
Epoch 467/500
718/718 [==============================] - 1s 814us/step - loss: 0.4345 - accuracy: 0.7958
Epoch 468/500
718/718 [==============================] - 1s 817us/step - loss: 0.4347 - accuracy: 0.7946
Epoch 469/500
718/718 [==============================] - 1s 800us/step - loss: 0.4346 - accuracy: 0.7942
Epoch 470/500
718/718 [==============================] - 1s 817us/step - loss: 0.4348 - accuracy: 0.7949
Epoch 471/500
718/718 [==============================] - 1s 800us/step - loss: 0.4347 - accuracy: 0.7953
Epoch 472/500
718/718 [==============================] - 1s 819us/step - loss: 0.4348 - accuracy: 0.79340s - loss: 0.4354 - ac
Epoch 473/500
718/718 [==============================] - 1s 800us/step - loss: 0.4345 - accuracy: 0.7947
Epoch 474/500
718/718 [==============================] - 1s 815us/step - loss: 0.4348 - accuracy: 0.7959
Epoch 475/500
718/718 [==============================] - 1s 825us/step - loss: 0.4350 - accuracy: 0.7935
Epoch 476/500
718/718 [==============================] - 1s 800us/step - loss: 0.4347 - accuracy: 0.7951
Epoch 477/500
718/718 [==============================] - 1s 838us/step - loss: 0.4349 - accuracy: 0.7947
Epoch 478/500
718/718 [==============================] - 1s 801us/step - loss: 0.4345 - accuracy: 0.7960
Epoch 479/500
718/718 [==============================] - 1s 813us/step - loss: 0.4345 - accuracy: 0.7953
Epoch 480/500
718/718 [==============================] - 1s 818us/step - loss: 0.4349 - accuracy: 0.7949
Epoch 481/500
718/718 [==============================] - 1s 806us/step - loss: 0.4340 - accuracy: 0.7971
Epoch 482/500
718/718 [==============================] - 1s 837us/step - loss: 0.4344 - accuracy: 0.7946
Epoch 483/500
718/718 [==============================] - 1s 805us/step - loss: 0.4347 - accuracy: 0.7942
Epoch 484/500
718/718 [==============================] - 1s 825us/step - loss: 0.4345 - accuracy: 0.7936
Epoch 485/500
718/718 [==============================] - 1s 802us/step - loss: 0.4343 - accuracy: 0.7964
Epoch 486/500
718/718 [==============================] - 1s 818us/step - loss: 0.4348 - accuracy: 0.7943
Epoch 487/500
718/718 [==============================] - 1s 817us/step - loss: 0.4344 - accuracy: 0.7967
Epoch 488/500
718/718 [==============================] - 1s 815us/step - loss: 0.4343 - accuracy: 0.7936
Epoch 489/500
718/718 [==============================] - 1s 811us/step - loss: 0.4345 - accuracy: 0.7954
Epoch 490/500
718/718 [==============================] - 1s 800us/step - loss: 0.4344 - accuracy: 0.7949
Epoch 491/500
718/718 [==============================] - 1s 821us/step - loss: 0.4345 - accuracy: 0.7932
Epoch 492/500
718/718 [==============================] - 1s 822us/step - loss: 0.4344 - accuracy: 0.7952
Epoch 493/500
718/718 [==============================] - 1s 796us/step - loss: 0.4342 - accuracy: 0.7951
Epoch 494/500
718/718 [==============================] - 1s 828us/step - loss: 0.4337 - accuracy: 0.7966
Epoch 495/500
718/718 [==============================] - 1s 806us/step - loss: 0.4344 - accuracy: 0.7936
Epoch 496/500
718/718 [==============================] - 1s 819us/step - loss: 0.4344 - accuracy: 0.7956
Epoch 497/500
718/718 [==============================] - 1s 818us/step - loss: 0.4341 - accuracy: 0.7949
Epoch 498/500
718/718 [==============================] - 1s 803us/step - loss: 0.4342 - accuracy: 0.7954
Epoch 499/500
718/718 [==============================] - 1s 830us/step - loss: 0.4345 - accuracy: 0.7958
Epoch 500/500
718/718 [==============================] - 1s 803us/step - loss: 0.4344 - accuracy: 0.7968
Epoch 1/500
718/718 [==============================] - 1s 840us/step - loss: 0.6886 - accuracy: 0.5550
Epoch 2/500
718/718 [==============================] - 1s 875us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 860us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 856us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 879us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 864us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 878us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 830us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 828us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 799us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 819us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 801us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 810us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 817us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 799us/step - loss: 0.6866 - accuracy: 0.55560s - loss: 0.6849 - ac
Epoch 18/500
718/718 [==============================] - 1s 802us/step - loss: 0.6862 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 809us/step - loss: 0.6857 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 815us/step - loss: 0.6844 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 841us/step - loss: 0.6810 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 802us/step - loss: 0.6702 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 815us/step - loss: 0.6360 - accuracy: 0.6170
Epoch 24/500
718/718 [==============================] - 1s 810us/step - loss: 0.5863 - accuracy: 0.7063
Epoch 25/500
718/718 [==============================] - 1s 809us/step - loss: 0.5664 - accuracy: 0.7141
Epoch 26/500
718/718 [==============================] - 1s 803us/step - loss: 0.5615 - accuracy: 0.7150
Epoch 27/500
718/718 [==============================] - 1s 908us/step - loss: 0.5563 - accuracy: 0.7171
Epoch 28/500
718/718 [==============================] - 1s 926us/step - loss: 0.5484 - accuracy: 0.7231
Epoch 29/500
718/718 [==============================] - 1s 829us/step - loss: 0.5392 - accuracy: 0.7305
Epoch 30/500
718/718 [==============================] - 1s 812us/step - loss: 0.5229 - accuracy: 0.7462
Epoch 31/500
718/718 [==============================] - 1s 806us/step - loss: 0.4960 - accuracy: 0.7615
Epoch 32/500
718/718 [==============================] - 1s 805us/step - loss: 0.4733 - accuracy: 0.7725
Epoch 33/500
718/718 [==============================] - 1s 840us/step - loss: 0.4607 - accuracy: 0.7786
Epoch 34/500
718/718 [==============================] - 1s 796us/step - loss: 0.4534 - accuracy: 0.7854
Epoch 35/500
718/718 [==============================] - 1s 820us/step - loss: 0.4492 - accuracy: 0.7872
Epoch 36/500
718/718 [==============================] - 1s 809us/step - loss: 0.4466 - accuracy: 0.7855
Epoch 37/500
718/718 [==============================] - 1s 828us/step - loss: 0.4441 - accuracy: 0.78940s - loss: 0.4507 - accuracy: 
Epoch 38/500
718/718 [==============================] - 1s 836us/step - loss: 0.4429 - accuracy: 0.7917
Epoch 39/500
718/718 [==============================] - 1s 799us/step - loss: 0.4404 - accuracy: 0.7930
Epoch 40/500
718/718 [==============================] - 1s 811us/step - loss: 0.4392 - accuracy: 0.7949
Epoch 41/500
718/718 [==============================] - 1s 810us/step - loss: 0.4383 - accuracy: 0.7950
Epoch 42/500
718/718 [==============================] - 1s 809us/step - loss: 0.4373 - accuracy: 0.7942
Epoch 43/500
718/718 [==============================] - 1s 836us/step - loss: 0.4373 - accuracy: 0.7956
Epoch 44/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7973: 0s - loss: 0.4269 
Epoch 45/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4355 - accuracy: 0.7976
Epoch 46/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4346 - accuracy: 0.7956
Epoch 47/500
718/718 [==============================] - 1s 882us/step - loss: 0.4335 - accuracy: 0.7979
Epoch 48/500
718/718 [==============================] - 1s 808us/step - loss: 0.4332 - accuracy: 0.7956
Epoch 49/500
718/718 [==============================] - 1s 860us/step - loss: 0.4324 - accuracy: 0.7992
Epoch 50/500
718/718 [==============================] - 1s 803us/step - loss: 0.4329 - accuracy: 0.7954
Epoch 51/500
718/718 [==============================] - 1s 826us/step - loss: 0.4317 - accuracy: 0.8026
Epoch 52/500
718/718 [==============================] - 1s 868us/step - loss: 0.4311 - accuracy: 0.7990
Epoch 53/500
718/718 [==============================] - 1s 809us/step - loss: 0.4313 - accuracy: 0.7975
Epoch 54/500
718/718 [==============================] - 1s 822us/step - loss: 0.4304 - accuracy: 0.7977
Epoch 55/500
718/718 [==============================] - 1s 807us/step - loss: 0.4303 - accuracy: 0.7990
Epoch 56/500
718/718 [==============================] - 1s 818us/step - loss: 0.4301 - accuracy: 0.7976
Epoch 57/500
718/718 [==============================] - 1s 830us/step - loss: 0.4290 - accuracy: 0.7996
Epoch 58/500
718/718 [==============================] - 1s 800us/step - loss: 0.4294 - accuracy: 0.7995
Epoch 59/500
718/718 [==============================] - 1s 819us/step - loss: 0.4295 - accuracy: 0.7983
Epoch 60/500
718/718 [==============================] - 1s 809us/step - loss: 0.4293 - accuracy: 0.8009
Epoch 61/500
718/718 [==============================] - 1s 806us/step - loss: 0.4281 - accuracy: 0.8031
Epoch 62/500
718/718 [==============================] - 1s 842us/step - loss: 0.4280 - accuracy: 0.8005
Epoch 63/500
718/718 [==============================] - 1s 826us/step - loss: 0.4281 - accuracy: 0.7976
Epoch 64/500
718/718 [==============================] - 1s 821us/step - loss: 0.4283 - accuracy: 0.7995
Epoch 65/500
718/718 [==============================] - 1s 810us/step - loss: 0.4281 - accuracy: 0.7997
Epoch 66/500
718/718 [==============================] - 1s 808us/step - loss: 0.4272 - accuracy: 0.8019
Epoch 67/500
718/718 [==============================] - 1s 804us/step - loss: 0.4277 - accuracy: 0.80080s - loss: 0.4263 - accuracy: 0.
Epoch 68/500
718/718 [==============================] - 1s 826us/step - loss: 0.4273 - accuracy: 0.8008
Epoch 69/500
718/718 [==============================] - 1s 820us/step - loss: 0.4282 - accuracy: 0.7987
Epoch 70/500
718/718 [==============================] - 1s 832us/step - loss: 0.4273 - accuracy: 0.8018
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8011
Epoch 72/500
718/718 [==============================] - 1s 831us/step - loss: 0.4275 - accuracy: 0.7988
Epoch 73/500
718/718 [==============================] - 1s 806us/step - loss: 0.4274 - accuracy: 0.7981
Epoch 74/500
718/718 [==============================] - 1s 827us/step - loss: 0.4270 - accuracy: 0.8015
Epoch 75/500
718/718 [==============================] - 1s 805us/step - loss: 0.4277 - accuracy: 0.7990
Epoch 76/500
718/718 [==============================] - 1s 826us/step - loss: 0.4270 - accuracy: 0.8029
Epoch 77/500
718/718 [==============================] - 1s 824us/step - loss: 0.4265 - accuracy: 0.8012
Epoch 78/500
718/718 [==============================] - 1s 807us/step - loss: 0.4265 - accuracy: 0.8017
Epoch 79/500
718/718 [==============================] - 1s 832us/step - loss: 0.4266 - accuracy: 0.8012
Epoch 80/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8009
Epoch 81/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.8006
Epoch 82/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7990
Epoch 83/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8030
Epoch 84/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8010
Epoch 85/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7997
Epoch 86/500
718/718 [==============================] - 1s 999us/step - loss: 0.4258 - accuracy: 0.8006
Epoch 87/500
718/718 [==============================] - 1s 905us/step - loss: 0.4256 - accuracy: 0.8030
Epoch 88/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8001
Epoch 89/500
718/718 [==============================] - 1s 946us/step - loss: 0.4262 - accuracy: 0.8006
Epoch 90/500
718/718 [==============================] - 1s 833us/step - loss: 0.4260 - accuracy: 0.8005
Epoch 91/500
718/718 [==============================] - 1s 940us/step - loss: 0.4262 - accuracy: 0.7998
Epoch 92/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.8022: 0s - loss: 0.4270 - ac
Epoch 93/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.8031
Epoch 94/500
718/718 [==============================] - 1s 997us/step - loss: 0.4253 - accuracy: 0.8001
Epoch 95/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8031
Epoch 96/500
718/718 [==============================] - 1s 869us/step - loss: 0.4245 - accuracy: 0.8012
Epoch 97/500
718/718 [==============================] - 1s 809us/step - loss: 0.4248 - accuracy: 0.8017
Epoch 98/500
718/718 [==============================] - 1s 835us/step - loss: 0.4258 - accuracy: 0.8010
Epoch 99/500
718/718 [==============================] - 1s 830us/step - loss: 0.4254 - accuracy: 0.7988
Epoch 100/500
718/718 [==============================] - 1s 819us/step - loss: 0.4247 - accuracy: 0.8018
Epoch 101/500
718/718 [==============================] - 1s 820us/step - loss: 0.4258 - accuracy: 0.8011
Epoch 102/500
718/718 [==============================] - 1s 817us/step - loss: 0.4253 - accuracy: 0.8031
Epoch 103/500
718/718 [==============================] - 1s 801us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 104/500
718/718 [==============================] - 1s 832us/step - loss: 0.4262 - accuracy: 0.8005
Epoch 105/500
718/718 [==============================] - 1s 813us/step - loss: 0.4254 - accuracy: 0.8007
Epoch 106/500
718/718 [==============================] - 1s 825us/step - loss: 0.4259 - accuracy: 0.7985
Epoch 107/500
718/718 [==============================] - 1s 812us/step - loss: 0.4254 - accuracy: 0.8027
Epoch 108/500
718/718 [==============================] - 1s 802us/step - loss: 0.4252 - accuracy: 0.8037
Epoch 109/500
718/718 [==============================] - 1s 939us/step - loss: 0.4255 - accuracy: 0.8014
Epoch 110/500
718/718 [==============================] - 1s 816us/step - loss: 0.4249 - accuracy: 0.8017
Epoch 111/500
718/718 [==============================] - 1s 820us/step - loss: 0.4243 - accuracy: 0.80100s - loss: 0.4230 - accuracy: 0.80
Epoch 112/500
718/718 [==============================] - 1s 822us/step - loss: 0.4250 - accuracy: 0.8026
Epoch 113/500
718/718 [==============================] - 1s 846us/step - loss: 0.4251 - accuracy: 0.7997
Epoch 114/500
718/718 [==============================] - 1s 991us/step - loss: 0.4247 - accuracy: 0.8028
Epoch 115/500
718/718 [==============================] - 1s 956us/step - loss: 0.4249 - accuracy: 0.8023
Epoch 116/500
718/718 [==============================] - 1s 861us/step - loss: 0.4247 - accuracy: 0.8020
Epoch 117/500
718/718 [==============================] - 1s 839us/step - loss: 0.4245 - accuracy: 0.8005
Epoch 118/500
718/718 [==============================] - 1s 800us/step - loss: 0.4257 - accuracy: 0.8025
Epoch 119/500
718/718 [==============================] - 1s 825us/step - loss: 0.4245 - accuracy: 0.8013
Epoch 120/500
718/718 [==============================] - 1s 811us/step - loss: 0.4248 - accuracy: 0.8029
Epoch 121/500
718/718 [==============================] - 1s 812us/step - loss: 0.4256 - accuracy: 0.8037
Epoch 122/500
718/718 [==============================] - 1s 841us/step - loss: 0.4248 - accuracy: 0.8034
Epoch 123/500
718/718 [==============================] - 1s 953us/step - loss: 0.4252 - accuracy: 0.8027
Epoch 124/500
718/718 [==============================] - 1s 857us/step - loss: 0.4239 - accuracy: 0.8012
Epoch 125/500
718/718 [==============================] - 1s 815us/step - loss: 0.4247 - accuracy: 0.8031
Epoch 126/500
718/718 [==============================] - 1s 797us/step - loss: 0.4241 - accuracy: 0.8046
Epoch 127/500
718/718 [==============================] - 1s 823us/step - loss: 0.4253 - accuracy: 0.8016
Epoch 128/500
718/718 [==============================] - 1s 801us/step - loss: 0.4249 - accuracy: 0.8013
Epoch 129/500
718/718 [==============================] - 1s 822us/step - loss: 0.4244 - accuracy: 0.8024
Epoch 130/500
718/718 [==============================] - 1s 814us/step - loss: 0.4247 - accuracy: 0.8027
Epoch 131/500
718/718 [==============================] - 1s 822us/step - loss: 0.4243 - accuracy: 0.8031
Epoch 132/500
718/718 [==============================] - 1s 825us/step - loss: 0.4248 - accuracy: 0.8012
Epoch 133/500
718/718 [==============================] - 1s 809us/step - loss: 0.4248 - accuracy: 0.8029
Epoch 134/500
718/718 [==============================] - 1s 819us/step - loss: 0.4245 - accuracy: 0.8037
Epoch 135/500
718/718 [==============================] - 1s 947us/step - loss: 0.4248 - accuracy: 0.8022
Epoch 136/500
718/718 [==============================] - 1s 824us/step - loss: 0.4237 - accuracy: 0.8023
Epoch 137/500
718/718 [==============================] - 1s 836us/step - loss: 0.4251 - accuracy: 0.80230s - loss: 0.4288 - accuracy: 
Epoch 138/500
718/718 [==============================] - 1s 801us/step - loss: 0.4246 - accuracy: 0.8024
Epoch 139/500
718/718 [==============================] - 1s 822us/step - loss: 0.4241 - accuracy: 0.8023
Epoch 140/500
718/718 [==============================] - 1s 818us/step - loss: 0.4239 - accuracy: 0.8036
Epoch 141/500
718/718 [==============================] - 1s 802us/step - loss: 0.4239 - accuracy: 0.8023
Epoch 142/500
718/718 [==============================] - 1s 826us/step - loss: 0.4238 - accuracy: 0.7998
Epoch 143/500
718/718 [==============================] - 1s 814us/step - loss: 0.4242 - accuracy: 0.8038
Epoch 144/500
718/718 [==============================] - 1s 805us/step - loss: 0.4240 - accuracy: 0.8003
Epoch 145/500
718/718 [==============================] - 1s 883us/step - loss: 0.4250 - accuracy: 0.8010
Epoch 146/500
718/718 [==============================] - 1s 812us/step - loss: 0.4244 - accuracy: 0.8037
Epoch 147/500
718/718 [==============================] - 1s 811us/step - loss: 0.4246 - accuracy: 0.8015
Epoch 148/500
718/718 [==============================] - 1s 796us/step - loss: 0.4245 - accuracy: 0.8010
Epoch 149/500
718/718 [==============================] - 1s 822us/step - loss: 0.4244 - accuracy: 0.8023
Epoch 150/500
718/718 [==============================] - 1s 805us/step - loss: 0.4243 - accuracy: 0.8023
Epoch 151/500
718/718 [==============================] - 1s 813us/step - loss: 0.4241 - accuracy: 0.8013
Epoch 152/500
718/718 [==============================] - 1s 828us/step - loss: 0.4243 - accuracy: 0.8018
Epoch 153/500
718/718 [==============================] - 1s 802us/step - loss: 0.4244 - accuracy: 0.8025
Epoch 154/500
718/718 [==============================] - 1s 819us/step - loss: 0.4239 - accuracy: 0.8011
Epoch 155/500
718/718 [==============================] - 1s 792us/step - loss: 0.4238 - accuracy: 0.8043
Epoch 156/500
718/718 [==============================] - 1s 808us/step - loss: 0.4236 - accuracy: 0.8025
Epoch 157/500
718/718 [==============================] - 1s 805us/step - loss: 0.4239 - accuracy: 0.8031
Epoch 158/500
718/718 [==============================] - 1s 791us/step - loss: 0.4240 - accuracy: 0.8022
Epoch 159/500
718/718 [==============================] - 1s 812us/step - loss: 0.4239 - accuracy: 0.8018
Epoch 160/500
718/718 [==============================] - 1s 788us/step - loss: 0.4242 - accuracy: 0.8035
Epoch 161/500
718/718 [==============================] - 1s 808us/step - loss: 0.4240 - accuracy: 0.8032
Epoch 162/500
718/718 [==============================] - 1s 798us/step - loss: 0.4245 - accuracy: 0.8023
Epoch 163/500
718/718 [==============================] - 1s 805us/step - loss: 0.4234 - accuracy: 0.8042
Epoch 164/500
718/718 [==============================] - 1s 804us/step - loss: 0.4240 - accuracy: 0.8018
Epoch 165/500
718/718 [==============================] - 1s 792us/step - loss: 0.4247 - accuracy: 0.8028
Epoch 166/500
718/718 [==============================] - 1s 836us/step - loss: 0.4240 - accuracy: 0.8009
Epoch 167/500
718/718 [==============================] - 1s 802us/step - loss: 0.4239 - accuracy: 0.8030
Epoch 168/500
718/718 [==============================] - 1s 812us/step - loss: 0.4242 - accuracy: 0.8017
Epoch 169/500
718/718 [==============================] - 1s 799us/step - loss: 0.4240 - accuracy: 0.8034
Epoch 170/500
718/718 [==============================] - 1s 792us/step - loss: 0.4241 - accuracy: 0.8029
Epoch 171/500
718/718 [==============================] - 1s 803us/step - loss: 0.4235 - accuracy: 0.8030
Epoch 172/500
718/718 [==============================] - 1s 796us/step - loss: 0.4237 - accuracy: 0.8030
Epoch 173/500
718/718 [==============================] - 1s 807us/step - loss: 0.4234 - accuracy: 0.8031
Epoch 174/500
718/718 [==============================] - 1s 811us/step - loss: 0.4235 - accuracy: 0.8016
Epoch 175/500
718/718 [==============================] - 1s 825us/step - loss: 0.4237 - accuracy: 0.8019
Epoch 176/500
718/718 [==============================] - 1s 820us/step - loss: 0.4244 - accuracy: 0.8028
Epoch 177/500
718/718 [==============================] - 1s 805us/step - loss: 0.4236 - accuracy: 0.8024
Epoch 178/500
718/718 [==============================] - 1s 816us/step - loss: 0.4233 - accuracy: 0.80210s - loss: 0.4211 - accuracy: 0.80
Epoch 179/500
718/718 [==============================] - 1s 802us/step - loss: 0.4238 - accuracy: 0.80510s - loss: 0.4178 - accura
Epoch 180/500
718/718 [==============================] - 1s 822us/step - loss: 0.4236 - accuracy: 0.8031
Epoch 181/500
718/718 [==============================] - 1s 814us/step - loss: 0.4233 - accuracy: 0.8032
Epoch 182/500
718/718 [==============================] - 1s 985us/step - loss: 0.4229 - accuracy: 0.8035
Epoch 183/500
718/718 [==============================] - 1s 869us/step - loss: 0.4230 - accuracy: 0.8028
Epoch 184/500
718/718 [==============================] - 1s 803us/step - loss: 0.4233 - accuracy: 0.8026
Epoch 185/500
718/718 [==============================] - 1s 816us/step - loss: 0.4232 - accuracy: 0.8026
Epoch 186/500
718/718 [==============================] - 1s 811us/step - loss: 0.4233 - accuracy: 0.8041
Epoch 187/500
718/718 [==============================] - 1s 806us/step - loss: 0.4234 - accuracy: 0.8019
Epoch 188/500
718/718 [==============================] - 1s 829us/step - loss: 0.4239 - accuracy: 0.8031
Epoch 189/500
718/718 [==============================] - 1s 804us/step - loss: 0.4238 - accuracy: 0.8029
Epoch 190/500
718/718 [==============================] - 1s 822us/step - loss: 0.4228 - accuracy: 0.8043
Epoch 191/500
718/718 [==============================] - 1s 823us/step - loss: 0.4237 - accuracy: 0.8020
Epoch 192/500
718/718 [==============================] - 1s 801us/step - loss: 0.4234 - accuracy: 0.8019
Epoch 193/500
718/718 [==============================] - 1s 826us/step - loss: 0.4237 - accuracy: 0.7998
Epoch 194/500
718/718 [==============================] - 1s 820us/step - loss: 0.4233 - accuracy: 0.8063
Epoch 195/500
718/718 [==============================] - 1s 804us/step - loss: 0.4231 - accuracy: 0.8017
Epoch 196/500
718/718 [==============================] - 1s 802us/step - loss: 0.4234 - accuracy: 0.8032
Epoch 197/500
718/718 [==============================] - 1s 815us/step - loss: 0.4236 - accuracy: 0.8028
Epoch 198/500
718/718 [==============================] - 1s 808us/step - loss: 0.4228 - accuracy: 0.8033
Epoch 199/500
718/718 [==============================] - 1s 809us/step - loss: 0.4230 - accuracy: 0.8007
Epoch 200/500
718/718 [==============================] - 1s 836us/step - loss: 0.4221 - accuracy: 0.8022
Epoch 201/500
718/718 [==============================] - 1s 811us/step - loss: 0.4228 - accuracy: 0.8009
Epoch 202/500
718/718 [==============================] - 1s 809us/step - loss: 0.4231 - accuracy: 0.8024
Epoch 203/500
718/718 [==============================] - 1s 817us/step - loss: 0.4227 - accuracy: 0.8029
Epoch 204/500
718/718 [==============================] - 1s 808us/step - loss: 0.4234 - accuracy: 0.8013
Epoch 205/500
718/718 [==============================] - 1s 828us/step - loss: 0.4232 - accuracy: 0.8014
Epoch 206/500
718/718 [==============================] - 1s 799us/step - loss: 0.4230 - accuracy: 0.8029
Epoch 207/500
718/718 [==============================] - 1s 837us/step - loss: 0.4226 - accuracy: 0.8035
Epoch 208/500
718/718 [==============================] - 1s 880us/step - loss: 0.4231 - accuracy: 0.8010
Epoch 209/500
718/718 [==============================] - 1s 796us/step - loss: 0.4227 - accuracy: 0.8031
Epoch 210/500
718/718 [==============================] - 1s 874us/step - loss: 0.4229 - accuracy: 0.8017
Epoch 211/500
718/718 [==============================] - 1s 803us/step - loss: 0.4228 - accuracy: 0.8023
Epoch 212/500
718/718 [==============================] - 1s 821us/step - loss: 0.4228 - accuracy: 0.8013
Epoch 213/500
718/718 [==============================] - 1s 815us/step - loss: 0.4229 - accuracy: 0.8031
Epoch 214/500
718/718 [==============================] - 1s 805us/step - loss: 0.4223 - accuracy: 0.8027
Epoch 215/500
718/718 [==============================] - 1s 817us/step - loss: 0.4233 - accuracy: 0.8031
Epoch 216/500
718/718 [==============================] - 1s 805us/step - loss: 0.4224 - accuracy: 0.8032
Epoch 217/500
718/718 [==============================] - 1s 822us/step - loss: 0.4229 - accuracy: 0.8027
Epoch 218/500
718/718 [==============================] - 1s 801us/step - loss: 0.4231 - accuracy: 0.8016
Epoch 219/500
718/718 [==============================] - 1s 829us/step - loss: 0.4229 - accuracy: 0.8020
Epoch 220/500
718/718 [==============================] - 1s 814us/step - loss: 0.4227 - accuracy: 0.8020
Epoch 221/500
718/718 [==============================] - 1s 812us/step - loss: 0.4226 - accuracy: 0.80530s - loss: 0.4203 - ac
Epoch 222/500
718/718 [==============================] - 1s 840us/step - loss: 0.4229 - accuracy: 0.8016
Epoch 223/500
718/718 [==============================] - 1s 832us/step - loss: 0.4230 - accuracy: 0.8038
Epoch 224/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8029
Epoch 225/500
718/718 [==============================] - 1s 823us/step - loss: 0.4228 - accuracy: 0.8017
Epoch 226/500
718/718 [==============================] - 1s 855us/step - loss: 0.4225 - accuracy: 0.8043
Epoch 227/500
718/718 [==============================] - 1s 817us/step - loss: 0.4222 - accuracy: 0.8034
Epoch 228/500
718/718 [==============================] - 1s 815us/step - loss: 0.4217 - accuracy: 0.8031
Epoch 229/500
718/718 [==============================] - 1s 805us/step - loss: 0.4227 - accuracy: 0.8031
Epoch 230/500
718/718 [==============================] - 1s 819us/step - loss: 0.4224 - accuracy: 0.8032
Epoch 231/500
718/718 [==============================] - 1s 808us/step - loss: 0.4218 - accuracy: 0.8045
Epoch 232/500
718/718 [==============================] - 1s 836us/step - loss: 0.4222 - accuracy: 0.8041
Epoch 233/500
718/718 [==============================] - 1s 879us/step - loss: 0.4225 - accuracy: 0.8017
Epoch 234/500
718/718 [==============================] - 1s 967us/step - loss: 0.4224 - accuracy: 0.8024
Epoch 235/500
718/718 [==============================] - 1s 945us/step - loss: 0.4224 - accuracy: 0.8029
Epoch 236/500
718/718 [==============================] - 1s 936us/step - loss: 0.4217 - accuracy: 0.8034
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8036: 0s - loss: 0.4237 - accuracy: 0.80 - ETA: 0s - loss: 0.4246 - accuracy: 0.
Epoch 238/500
718/718 [==============================] - 1s 871us/step - loss: 0.4228 - accuracy: 0.80410s - loss: 0.4235 - accuracy: 
Epoch 239/500
718/718 [==============================] - 1s 970us/step - loss: 0.4221 - accuracy: 0.8028
Epoch 240/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8024
Epoch 241/500
718/718 [==============================] - 1s 902us/step - loss: 0.4220 - accuracy: 0.8053
Epoch 242/500
718/718 [==============================] - 1s 824us/step - loss: 0.4221 - accuracy: 0.8032
Epoch 243/500
718/718 [==============================] - 1s 822us/step - loss: 0.4219 - accuracy: 0.8033
Epoch 244/500
718/718 [==============================] - 1s 857us/step - loss: 0.4224 - accuracy: 0.8053
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8009
Epoch 246/500
718/718 [==============================] - 1s 800us/step - loss: 0.4214 - accuracy: 0.8020
Epoch 247/500
718/718 [==============================] - 1s 816us/step - loss: 0.4220 - accuracy: 0.8031
Epoch 248/500
718/718 [==============================] - 1s 823us/step - loss: 0.4215 - accuracy: 0.8024
Epoch 249/500
718/718 [==============================] - 1s 830us/step - loss: 0.4213 - accuracy: 0.8033
Epoch 250/500
718/718 [==============================] - 1s 825us/step - loss: 0.4219 - accuracy: 0.8036
Epoch 251/500
718/718 [==============================] - 1s 804us/step - loss: 0.4227 - accuracy: 0.8047
Epoch 252/500
718/718 [==============================] - 1s 814us/step - loss: 0.4216 - accuracy: 0.8040
Epoch 253/500
718/718 [==============================] - 1s 814us/step - loss: 0.4216 - accuracy: 0.8023
Epoch 254/500
718/718 [==============================] - 1s 827us/step - loss: 0.4213 - accuracy: 0.8024
Epoch 255/500
718/718 [==============================] - 1s 811us/step - loss: 0.4214 - accuracy: 0.8047
Epoch 256/500
718/718 [==============================] - 1s 797us/step - loss: 0.4216 - accuracy: 0.8012
Epoch 257/500
718/718 [==============================] - 1s 835us/step - loss: 0.4212 - accuracy: 0.8042
Epoch 258/500
718/718 [==============================] - 1s 805us/step - loss: 0.4207 - accuracy: 0.8054
Epoch 259/500
718/718 [==============================] - 1s 815us/step - loss: 0.4213 - accuracy: 0.8049
Epoch 260/500
718/718 [==============================] - 1s 831us/step - loss: 0.4208 - accuracy: 0.8042
Epoch 261/500
718/718 [==============================] - 1s 806us/step - loss: 0.4214 - accuracy: 0.8043
Epoch 262/500
718/718 [==============================] - 1s 842us/step - loss: 0.4215 - accuracy: 0.8057
Epoch 263/500
718/718 [==============================] - 1s 813us/step - loss: 0.4206 - accuracy: 0.8044
Epoch 264/500
718/718 [==============================] - 1s 807us/step - loss: 0.4212 - accuracy: 0.8051
Epoch 265/500
718/718 [==============================] - 1s 815us/step - loss: 0.4211 - accuracy: 0.8049
Epoch 266/500
718/718 [==============================] - 1s 803us/step - loss: 0.4208 - accuracy: 0.8024
Epoch 267/500
718/718 [==============================] - 1s 811us/step - loss: 0.4211 - accuracy: 0.8047
Epoch 268/500
718/718 [==============================] - 1s 803us/step - loss: 0.4196 - accuracy: 0.80340s - loss: 0.4190 - accu
Epoch 269/500
718/718 [==============================] - 1s 815us/step - loss: 0.4207 - accuracy: 0.8056
Epoch 270/500
718/718 [==============================] - 1s 814us/step - loss: 0.4209 - accuracy: 0.8031
Epoch 271/500
718/718 [==============================] - 1s 831us/step - loss: 0.4210 - accuracy: 0.8045
Epoch 272/500
718/718 [==============================] - 1s 817us/step - loss: 0.4205 - accuracy: 0.8052
Epoch 273/500
718/718 [==============================] - 1s 801us/step - loss: 0.4204 - accuracy: 0.8038
Epoch 274/500
718/718 [==============================] - 1s 819us/step - loss: 0.4205 - accuracy: 0.8037
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4205 - accuracy: 0.8046
Epoch 276/500
718/718 [==============================] - 1s 949us/step - loss: 0.4203 - accuracy: 0.8025
Epoch 277/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4201 - accuracy: 0.8039
Epoch 278/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4205 - accuracy: 0.8043
Epoch 279/500
718/718 [==============================] - 1s 893us/step - loss: 0.4206 - accuracy: 0.8052
Epoch 280/500
718/718 [==============================] - 1s 925us/step - loss: 0.4203 - accuracy: 0.8043
Epoch 281/500
718/718 [==============================] - 1s 893us/step - loss: 0.4203 - accuracy: 0.8056
Epoch 282/500
718/718 [==============================] - 1s 891us/step - loss: 0.4202 - accuracy: 0.8026
Epoch 283/500
718/718 [==============================] - 1s 827us/step - loss: 0.4209 - accuracy: 0.8050
Epoch 284/500
718/718 [==============================] - 1s 977us/step - loss: 0.4202 - accuracy: 0.8054
Epoch 285/500
718/718 [==============================] - 1s 839us/step - loss: 0.4204 - accuracy: 0.8047
Epoch 286/500
718/718 [==============================] - 1s 799us/step - loss: 0.4205 - accuracy: 0.8041
Epoch 287/500
718/718 [==============================] - 1s 818us/step - loss: 0.4206 - accuracy: 0.8030
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8035: 0s - loss: 0.4232 - accuracy
Epoch 289/500
718/718 [==============================] - 1s 839us/step - loss: 0.4208 - accuracy: 0.8035
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4200 - accuracy: 0.8024
Epoch 291/500
718/718 [==============================] - 1s 809us/step - loss: 0.4205 - accuracy: 0.8037
Epoch 292/500
718/718 [==============================] - 1s 890us/step - loss: 0.4201 - accuracy: 0.8050
Epoch 293/500
718/718 [==============================] - 1s 881us/step - loss: 0.4203 - accuracy: 0.8032
Epoch 294/500
718/718 [==============================] - 1s 796us/step - loss: 0.4193 - accuracy: 0.80570s - loss: 0.4191 - accuracy
Epoch 295/500
718/718 [==============================] - 1s 821us/step - loss: 0.4197 - accuracy: 0.8076
Epoch 296/500
718/718 [==============================] - 1s 806us/step - loss: 0.4195 - accuracy: 0.8052
Epoch 297/500
718/718 [==============================] - 1s 806us/step - loss: 0.4207 - accuracy: 0.8040
Epoch 298/500
718/718 [==============================] - 1s 822us/step - loss: 0.4198 - accuracy: 0.8052
Epoch 299/500
718/718 [==============================] - 1s 825us/step - loss: 0.4203 - accuracy: 0.8063
Epoch 300/500
718/718 [==============================] - 1s 846us/step - loss: 0.4202 - accuracy: 0.8033
Epoch 301/500
718/718 [==============================] - 1s 966us/step - loss: 0.4200 - accuracy: 0.8052
Epoch 302/500
718/718 [==============================] - 1s 819us/step - loss: 0.4204 - accuracy: 0.8037
Epoch 303/500
718/718 [==============================] - 1s 825us/step - loss: 0.4202 - accuracy: 0.8049
Epoch 304/500
718/718 [==============================] - 1s 801us/step - loss: 0.4201 - accuracy: 0.8067
Epoch 305/500
718/718 [==============================] - 1s 814us/step - loss: 0.4191 - accuracy: 0.8074
Epoch 306/500
718/718 [==============================] - 1s 797us/step - loss: 0.4206 - accuracy: 0.8044
Epoch 307/500
718/718 [==============================] - 1s 819us/step - loss: 0.4197 - accuracy: 0.8040
Epoch 308/500
718/718 [==============================] - 1s 817us/step - loss: 0.4203 - accuracy: 0.8052
Epoch 309/500
718/718 [==============================] - 1s 798us/step - loss: 0.4197 - accuracy: 0.8044
Epoch 310/500
718/718 [==============================] - 1s 811us/step - loss: 0.4199 - accuracy: 0.8041
Epoch 311/500
718/718 [==============================] - 1s 828us/step - loss: 0.4202 - accuracy: 0.8056
Epoch 312/500
718/718 [==============================] - 1s 804us/step - loss: 0.4199 - accuracy: 0.8051
Epoch 313/500
718/718 [==============================] - 1s 820us/step - loss: 0.4200 - accuracy: 0.8037
Epoch 314/500
718/718 [==============================] - 1s 831us/step - loss: 0.4198 - accuracy: 0.8049
Epoch 315/500
718/718 [==============================] - 1s 819us/step - loss: 0.4200 - accuracy: 0.8058
Epoch 316/500
718/718 [==============================] - 1s 802us/step - loss: 0.4201 - accuracy: 0.8045
Epoch 317/500
718/718 [==============================] - 1s 804us/step - loss: 0.4199 - accuracy: 0.8052
Epoch 318/500
718/718 [==============================] - 1s 803us/step - loss: 0.4200 - accuracy: 0.8037
Epoch 319/500
718/718 [==============================] - 1s 835us/step - loss: 0.4205 - accuracy: 0.8060
Epoch 320/500
718/718 [==============================] - 1s 838us/step - loss: 0.4196 - accuracy: 0.8045
Epoch 321/500
718/718 [==============================] - 1s 792us/step - loss: 0.4199 - accuracy: 0.8042
Epoch 322/500
718/718 [==============================] - 1s 817us/step - loss: 0.4200 - accuracy: 0.8060
Epoch 323/500
718/718 [==============================] - 1s 793us/step - loss: 0.4191 - accuracy: 0.8024
Epoch 324/500
718/718 [==============================] - 1s 802us/step - loss: 0.4200 - accuracy: 0.8047
Epoch 325/500
718/718 [==============================] - 1s 817us/step - loss: 0.4199 - accuracy: 0.8057
Epoch 326/500
718/718 [==============================] - 1s 821us/step - loss: 0.4198 - accuracy: 0.8050
Epoch 327/500
718/718 [==============================] - 1s 831us/step - loss: 0.4201 - accuracy: 0.8031
Epoch 328/500
718/718 [==============================] - 1s 811us/step - loss: 0.4197 - accuracy: 0.8037
Epoch 329/500
718/718 [==============================] - 1s 824us/step - loss: 0.4199 - accuracy: 0.8028
Epoch 330/500
718/718 [==============================] - 1s 872us/step - loss: 0.4196 - accuracy: 0.8037
Epoch 331/500
718/718 [==============================] - 1s 804us/step - loss: 0.4196 - accuracy: 0.8044
Epoch 332/500
718/718 [==============================] - 1s 812us/step - loss: 0.4198 - accuracy: 0.8026
Epoch 333/500
718/718 [==============================] - 1s 803us/step - loss: 0.4201 - accuracy: 0.8028
Epoch 334/500
718/718 [==============================] - 1s 851us/step - loss: 0.4188 - accuracy: 0.8057
Epoch 335/500
718/718 [==============================] - 1s 801us/step - loss: 0.4199 - accuracy: 0.8013
Epoch 336/500
718/718 [==============================] - 1s 812us/step - loss: 0.4194 - accuracy: 0.8054
Epoch 337/500
718/718 [==============================] - 1s 816us/step - loss: 0.4196 - accuracy: 0.8063
Epoch 338/500
718/718 [==============================] - 1s 800us/step - loss: 0.4196 - accuracy: 0.8057
Epoch 339/500
718/718 [==============================] - 1s 815us/step - loss: 0.4198 - accuracy: 0.8056
Epoch 340/500
718/718 [==============================] - 1s 807us/step - loss: 0.4203 - accuracy: 0.8047
Epoch 341/500
718/718 [==============================] - 1s 826us/step - loss: 0.4190 - accuracy: 0.8024
Epoch 342/500
718/718 [==============================] - 1s 811us/step - loss: 0.4197 - accuracy: 0.8058
Epoch 343/500
718/718 [==============================] - 1s 803us/step - loss: 0.4193 - accuracy: 0.8088
Epoch 344/500
718/718 [==============================] - 1s 818us/step - loss: 0.4198 - accuracy: 0.8047
Epoch 345/500
718/718 [==============================] - 1s 794us/step - loss: 0.4196 - accuracy: 0.8042
Epoch 346/500
718/718 [==============================] - 1s 815us/step - loss: 0.4193 - accuracy: 0.8069
Epoch 347/500
718/718 [==============================] - 1s 796us/step - loss: 0.4196 - accuracy: 0.8064
Epoch 348/500
718/718 [==============================] - 1s 809us/step - loss: 0.4196 - accuracy: 0.8059
Epoch 349/500
718/718 [==============================] - 1s 815us/step - loss: 0.4193 - accuracy: 0.8033
Epoch 350/500
718/718 [==============================] - 1s 799us/step - loss: 0.4198 - accuracy: 0.8075
Epoch 351/500
718/718 [==============================] - 1s 816us/step - loss: 0.4189 - accuracy: 0.8050
Epoch 352/500
718/718 [==============================] - 1s 810us/step - loss: 0.4196 - accuracy: 0.8056
Epoch 353/500
718/718 [==============================] - 1s 809us/step - loss: 0.4197 - accuracy: 0.8046
Epoch 354/500
718/718 [==============================] - 1s 814us/step - loss: 0.4194 - accuracy: 0.8062
Epoch 355/500
718/718 [==============================] - 1s 802us/step - loss: 0.4193 - accuracy: 0.8040
Epoch 356/500
718/718 [==============================] - 1s 803us/step - loss: 0.4192 - accuracy: 0.8044
Epoch 357/500
718/718 [==============================] - 1s 997us/step - loss: 0.4192 - accuracy: 0.8065
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4195 - accuracy: 0.8074
Epoch 359/500
718/718 [==============================] - 1s 927us/step - loss: 0.4192 - accuracy: 0.8071
Epoch 360/500
718/718 [==============================] - 1s 841us/step - loss: 0.4193 - accuracy: 0.8050
Epoch 361/500
718/718 [==============================] - 1s 823us/step - loss: 0.4190 - accuracy: 0.8064
Epoch 362/500
718/718 [==============================] - 1s 862us/step - loss: 0.4194 - accuracy: 0.8076
Epoch 363/500
718/718 [==============================] - 1s 819us/step - loss: 0.4200 - accuracy: 0.8044
Epoch 364/500
718/718 [==============================] - 1s 856us/step - loss: 0.4200 - accuracy: 0.80640s - loss: 0.4193 - accuracy: 
Epoch 365/500
718/718 [==============================] - 1s 837us/step - loss: 0.4188 - accuracy: 0.8062
Epoch 366/500
718/718 [==============================] - 1s 813us/step - loss: 0.4194 - accuracy: 0.8069
Epoch 367/500
718/718 [==============================] - 1s 830us/step - loss: 0.4195 - accuracy: 0.8053
Epoch 368/500
718/718 [==============================] - 1s 797us/step - loss: 0.4191 - accuracy: 0.8051
Epoch 369/500
718/718 [==============================] - 1s 810us/step - loss: 0.4191 - accuracy: 0.8058
Epoch 370/500
718/718 [==============================] - 1s 837us/step - loss: 0.4183 - accuracy: 0.8065
Epoch 371/500
718/718 [==============================] - 1s 811us/step - loss: 0.4199 - accuracy: 0.8047
Epoch 372/500
718/718 [==============================] - 1s 807us/step - loss: 0.4196 - accuracy: 0.8062
Epoch 373/500
718/718 [==============================] - 1s 813us/step - loss: 0.4191 - accuracy: 0.8049
Epoch 374/500
718/718 [==============================] - 1s 813us/step - loss: 0.4193 - accuracy: 0.8037
Epoch 375/500
718/718 [==============================] - 1s 793us/step - loss: 0.4191 - accuracy: 0.8049
Epoch 376/500
718/718 [==============================] - 1s 814us/step - loss: 0.4196 - accuracy: 0.8040
Epoch 377/500
718/718 [==============================] - 1s 813us/step - loss: 0.4195 - accuracy: 0.8050
Epoch 378/500
718/718 [==============================] - 1s 800us/step - loss: 0.4191 - accuracy: 0.8071
Epoch 379/500
718/718 [==============================] - 1s 817us/step - loss: 0.4196 - accuracy: 0.8061
Epoch 380/500
718/718 [==============================] - 1s 815us/step - loss: 0.4190 - accuracy: 0.8066
Epoch 381/500
718/718 [==============================] - 1s 804us/step - loss: 0.4194 - accuracy: 0.8056
Epoch 382/500
718/718 [==============================] - 1s 808us/step - loss: 0.4195 - accuracy: 0.8044
Epoch 383/500
718/718 [==============================] - 1s 811us/step - loss: 0.4194 - accuracy: 0.8038
Epoch 384/500
718/718 [==============================] - 1s 817us/step - loss: 0.4191 - accuracy: 0.8061
Epoch 385/500
718/718 [==============================] - 1s 797us/step - loss: 0.4197 - accuracy: 0.8044
Epoch 386/500
718/718 [==============================] - 1s 828us/step - loss: 0.4195 - accuracy: 0.8044
Epoch 387/500
718/718 [==============================] - 1s 791us/step - loss: 0.4194 - accuracy: 0.8061
Epoch 388/500
718/718 [==============================] - 1s 798us/step - loss: 0.4195 - accuracy: 0.8042
Epoch 389/500
718/718 [==============================] - 1s 791us/step - loss: 0.4188 - accuracy: 0.8081
Epoch 390/500
718/718 [==============================] - 1s 812us/step - loss: 0.4188 - accuracy: 0.8057
Epoch 391/500
718/718 [==============================] - 1s 828us/step - loss: 0.4199 - accuracy: 0.8071
Epoch 392/500
718/718 [==============================] - 1s 809us/step - loss: 0.4203 - accuracy: 0.8033
Epoch 393/500
718/718 [==============================] - 1s 788us/step - loss: 0.4195 - accuracy: 0.8068
Epoch 394/500
718/718 [==============================] - 1s 789us/step - loss: 0.4191 - accuracy: 0.8049
Epoch 395/500
718/718 [==============================] - 1s 810us/step - loss: 0.4192 - accuracy: 0.8039
Epoch 396/500
718/718 [==============================] - 1s 808us/step - loss: 0.4195 - accuracy: 0.8055
Epoch 397/500
718/718 [==============================] - 1s 788us/step - loss: 0.4196 - accuracy: 0.8079
Epoch 398/500
718/718 [==============================] - 1s 802us/step - loss: 0.4189 - accuracy: 0.8078
Epoch 399/500
718/718 [==============================] - 1s 791us/step - loss: 0.4190 - accuracy: 0.8056
Epoch 400/500
718/718 [==============================] - 1s 806us/step - loss: 0.4190 - accuracy: 0.8060
Epoch 401/500
718/718 [==============================] - 1s 792us/step - loss: 0.4192 - accuracy: 0.8053
Epoch 402/500
718/718 [==============================] - 1s 800us/step - loss: 0.4187 - accuracy: 0.8064
Epoch 403/500
718/718 [==============================] - 1s 803us/step - loss: 0.4192 - accuracy: 0.8045
Epoch 404/500
718/718 [==============================] - 1s 797us/step - loss: 0.4195 - accuracy: 0.8063
Epoch 405/500
718/718 [==============================] - 1s 801us/step - loss: 0.4187 - accuracy: 0.8059
Epoch 406/500
718/718 [==============================] - 1s 794us/step - loss: 0.4191 - accuracy: 0.8059
Epoch 407/500
718/718 [==============================] - 1s 812us/step - loss: 0.4190 - accuracy: 0.8058
Epoch 408/500
718/718 [==============================] - 1s 831us/step - loss: 0.4191 - accuracy: 0.8081
Epoch 409/500
718/718 [==============================] - 1s 815us/step - loss: 0.4190 - accuracy: 0.8075
Epoch 410/500
718/718 [==============================] - 1s 812us/step - loss: 0.4187 - accuracy: 0.8057
Epoch 411/500
718/718 [==============================] - 1s 802us/step - loss: 0.4188 - accuracy: 0.80550s - loss: 0.4165 - accu
Epoch 412/500
718/718 [==============================] - 1s 838us/step - loss: 0.4192 - accuracy: 0.80660s - loss: 0.4190 - accuracy
Epoch 413/500
718/718 [==============================] - 1s 807us/step - loss: 0.4183 - accuracy: 0.8072
Epoch 414/500
718/718 [==============================] - 1s 808us/step - loss: 0.4195 - accuracy: 0.8061
Epoch 415/500
718/718 [==============================] - 1s 835us/step - loss: 0.4189 - accuracy: 0.8044
Epoch 416/500
718/718 [==============================] - 1s 898us/step - loss: 0.4191 - accuracy: 0.8045
Epoch 417/500
718/718 [==============================] - 1s 809us/step - loss: 0.4193 - accuracy: 0.8056
Epoch 418/500
718/718 [==============================] - 1s 807us/step - loss: 0.4185 - accuracy: 0.8068
Epoch 419/500
718/718 [==============================] - 1s 809us/step - loss: 0.4194 - accuracy: 0.8051
Epoch 420/500
718/718 [==============================] - 1s 807us/step - loss: 0.4189 - accuracy: 0.8071
Epoch 421/500
718/718 [==============================] - 1s 807us/step - loss: 0.4194 - accuracy: 0.8068
Epoch 422/500
718/718 [==============================] - 1s 831us/step - loss: 0.4191 - accuracy: 0.8062
Epoch 423/500
718/718 [==============================] - 1s 802us/step - loss: 0.4186 - accuracy: 0.8059
Epoch 424/500
718/718 [==============================] - 1s 825us/step - loss: 0.4193 - accuracy: 0.8064
Epoch 425/500
718/718 [==============================] - 1s 811us/step - loss: 0.4192 - accuracy: 0.8056
Epoch 426/500
718/718 [==============================] - 1s 797us/step - loss: 0.4195 - accuracy: 0.8048
Epoch 427/500
718/718 [==============================] - 1s 804us/step - loss: 0.4189 - accuracy: 0.8062
Epoch 428/500
718/718 [==============================] - 1s 813us/step - loss: 0.4194 - accuracy: 0.8043
Epoch 429/500
718/718 [==============================] - 1s 820us/step - loss: 0.4191 - accuracy: 0.8068
Epoch 430/500
718/718 [==============================] - 1s 800us/step - loss: 0.4187 - accuracy: 0.8056
Epoch 431/500
718/718 [==============================] - 1s 841us/step - loss: 0.4193 - accuracy: 0.8072
Epoch 432/500
718/718 [==============================] - 1s 817us/step - loss: 0.4189 - accuracy: 0.8063
Epoch 433/500
718/718 [==============================] - 1s 799us/step - loss: 0.4190 - accuracy: 0.8064
Epoch 434/500
718/718 [==============================] - 1s 810us/step - loss: 0.4190 - accuracy: 0.8057
Epoch 435/500
718/718 [==============================] - 1s 800us/step - loss: 0.4199 - accuracy: 0.8051
Epoch 436/500
718/718 [==============================] - 1s 820us/step - loss: 0.4190 - accuracy: 0.8049
Epoch 437/500
718/718 [==============================] - 1s 819us/step - loss: 0.4190 - accuracy: 0.8068
Epoch 438/500
718/718 [==============================] - 1s 809us/step - loss: 0.4188 - accuracy: 0.8046
Epoch 439/500
718/718 [==============================] - 1s 806us/step - loss: 0.4190 - accuracy: 0.8064
Epoch 440/500
718/718 [==============================] - 1s 800us/step - loss: 0.4195 - accuracy: 0.8060
Epoch 441/500
718/718 [==============================] - 1s 817us/step - loss: 0.4193 - accuracy: 0.8059
Epoch 442/500
718/718 [==============================] - 1s 793us/step - loss: 0.4189 - accuracy: 0.8074
Epoch 443/500
718/718 [==============================] - 1s 854us/step - loss: 0.4184 - accuracy: 0.8051
Epoch 444/500
718/718 [==============================] - 1s 805us/step - loss: 0.4193 - accuracy: 0.8063
Epoch 445/500
718/718 [==============================] - 1s 804us/step - loss: 0.4190 - accuracy: 0.8051
Epoch 446/500
718/718 [==============================] - 1s 818us/step - loss: 0.4190 - accuracy: 0.8056
Epoch 447/500
718/718 [==============================] - 1s 811us/step - loss: 0.4183 - accuracy: 0.8061
Epoch 448/500
718/718 [==============================] - 1s 794us/step - loss: 0.4193 - accuracy: 0.8068
Epoch 449/500
718/718 [==============================] - 1s 810us/step - loss: 0.4184 - accuracy: 0.8064
Epoch 450/500
718/718 [==============================] - 1s 792us/step - loss: 0.4190 - accuracy: 0.8072
Epoch 451/500
718/718 [==============================] - 1s 816us/step - loss: 0.4189 - accuracy: 0.80710s - loss: 0.4179 - accuracy: 0.
Epoch 452/500
718/718 [==============================] - 1s 808us/step - loss: 0.4195 - accuracy: 0.8076
Epoch 453/500
718/718 [==============================] - 1s 811us/step - loss: 0.4187 - accuracy: 0.8069
Epoch 454/500
718/718 [==============================] - 1s 810us/step - loss: 0.4180 - accuracy: 0.8094
Epoch 455/500
718/718 [==============================] - 1s 814us/step - loss: 0.4188 - accuracy: 0.8058
Epoch 456/500
718/718 [==============================] - 1s 814us/step - loss: 0.4195 - accuracy: 0.8075
Epoch 457/500
718/718 [==============================] - 1s 797us/step - loss: 0.4191 - accuracy: 0.8047
Epoch 458/500
718/718 [==============================] - 1s 822us/step - loss: 0.4186 - accuracy: 0.8066
Epoch 459/500
718/718 [==============================] - 1s 795us/step - loss: 0.4187 - accuracy: 0.8048
Epoch 460/500
718/718 [==============================] - 1s 820us/step - loss: 0.4193 - accuracy: 0.8057
Epoch 461/500
718/718 [==============================] - 1s 823us/step - loss: 0.4191 - accuracy: 0.8076
Epoch 462/500
718/718 [==============================] - 1s 801us/step - loss: 0.4187 - accuracy: 0.8069
Epoch 463/500
718/718 [==============================] - 1s 821us/step - loss: 0.4193 - accuracy: 0.8061
Epoch 464/500
718/718 [==============================] - 1s 805us/step - loss: 0.4186 - accuracy: 0.8060
Epoch 465/500
718/718 [==============================] - 1s 817us/step - loss: 0.4188 - accuracy: 0.8050
Epoch 466/500
718/718 [==============================] - 1s 977us/step - loss: 0.4188 - accuracy: 0.8041
Epoch 467/500
718/718 [==============================] - 1s 801us/step - loss: 0.4189 - accuracy: 0.8086
Epoch 468/500
718/718 [==============================] - 1s 808us/step - loss: 0.4183 - accuracy: 0.8068
Epoch 469/500
718/718 [==============================] - 1s 802us/step - loss: 0.4188 - accuracy: 0.8051
Epoch 470/500
718/718 [==============================] - 1s 803us/step - loss: 0.4187 - accuracy: 0.8066
Epoch 471/500
718/718 [==============================] - 1s 805us/step - loss: 0.4185 - accuracy: 0.8060
Epoch 472/500
718/718 [==============================] - 1s 825us/step - loss: 0.4181 - accuracy: 0.8065
Epoch 473/500
718/718 [==============================] - 1s 803us/step - loss: 0.4188 - accuracy: 0.8056
Epoch 474/500
718/718 [==============================] - 1s 802us/step - loss: 0.4184 - accuracy: 0.8071
Epoch 475/500
718/718 [==============================] - 1s 812us/step - loss: 0.4189 - accuracy: 0.8058
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4189 - accuracy: 0.8064
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4193 - accuracy: 0.8071
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4185 - accuracy: 0.8067
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4188 - accuracy: 0.8051
Epoch 480/500
718/718 [==============================] - 1s 933us/step - loss: 0.4189 - accuracy: 0.8051
Epoch 481/500
718/718 [==============================] - 1s 936us/step - loss: 0.4191 - accuracy: 0.8073
Epoch 482/500
718/718 [==============================] - 1s 870us/step - loss: 0.4188 - accuracy: 0.8041
Epoch 483/500
718/718 [==============================] - 1s 909us/step - loss: 0.4190 - accuracy: 0.8068
Epoch 484/500
718/718 [==============================] - 1s 793us/step - loss: 0.4181 - accuracy: 0.8068
Epoch 485/500
718/718 [==============================] - 1s 901us/step - loss: 0.4197 - accuracy: 0.8055
Epoch 486/500
718/718 [==============================] - 1s 988us/step - loss: 0.4186 - accuracy: 0.8065
Epoch 487/500
718/718 [==============================] - 1s 840us/step - loss: 0.4191 - accuracy: 0.8065
Epoch 488/500
718/718 [==============================] - 1s 865us/step - loss: 0.4189 - accuracy: 0.80500s - loss: 0.4284 - ac
Epoch 489/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4186 - accuracy: 0.8042: 0s - loss: 0.4137 - accura
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4190 - accuracy: 0.8083
Epoch 491/500
718/718 [==============================] - 1s 984us/step - loss: 0.4192 - accuracy: 0.8071
Epoch 492/500
718/718 [==============================] - 1s 827us/step - loss: 0.4190 - accuracy: 0.8085
Epoch 493/500
718/718 [==============================] - 1s 908us/step - loss: 0.4192 - accuracy: 0.8052
Epoch 494/500
718/718 [==============================] - 1s 871us/step - loss: 0.4187 - accuracy: 0.80540s - loss: 0.4191 - accuracy: 0.
Epoch 495/500
718/718 [==============================] - 1s 816us/step - loss: 0.4187 - accuracy: 0.8067
Epoch 496/500
718/718 [==============================] - 1s 815us/step - loss: 0.4187 - accuracy: 0.8071
Epoch 497/500
718/718 [==============================] - 1s 819us/step - loss: 0.4188 - accuracy: 0.8082
Epoch 498/500
718/718 [==============================] - 1s 801us/step - loss: 0.4185 - accuracy: 0.8031
Epoch 499/500
718/718 [==============================] - 1s 820us/step - loss: 0.4189 - accuracy: 0.8045
Epoch 500/500
718/718 [==============================] - 1s 811us/step - loss: 0.4187 - accuracy: 0.8049
Epoch 1/500
718/718 [==============================] - 1s 833us/step - loss: 0.6887 - accuracy: 0.5557
Epoch 2/500
718/718 [==============================] - 1s 870us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6874 - accura
Epoch 3/500
718/718 [==============================] - 1s 859us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 850us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 855us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 864us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 837us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 870us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 839us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 855us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 863us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 838us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 868us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 840us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 870us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 846us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 841us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 877us/step - loss: 0.6868 - accuracy: 0.55560s - loss: 0.6890 - 
Epoch 19/500
718/718 [==============================] - 1s 876us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 833us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 869us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 22/500
718/718 [==============================] - 1s 804us/step - loss: 0.6852 - accuracy: 0.5556
Epoch 23/500
718/718 [==============================] - 1s 810us/step - loss: 0.6829 - accuracy: 0.5556
Epoch 24/500
718/718 [==============================] - 1s 798us/step - loss: 0.6752 - accuracy: 0.5556
Epoch 25/500
718/718 [==============================] - 1s 1ms/step - loss: 0.6465 - accuracy: 0.6584
Epoch 26/500
718/718 [==============================] - 1s 816us/step - loss: 0.5961 - accuracy: 0.7054
Epoch 27/500
718/718 [==============================] - 1s 817us/step - loss: 0.5700 - accuracy: 0.7076
Epoch 28/500
718/718 [==============================] - 1s 822us/step - loss: 0.5567 - accuracy: 0.71300s - loss: 0.5556 - accuracy: 0.71
Epoch 29/500
718/718 [==============================] - 1s 816us/step - loss: 0.5432 - accuracy: 0.7209
Epoch 30/500
718/718 [==============================] - 1s 803us/step - loss: 0.5247 - accuracy: 0.7338
Epoch 31/500
718/718 [==============================] - 1s 927us/step - loss: 0.5013 - accuracy: 0.7537
Epoch 32/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4835 - accuracy: 0.7651: 0s - loss: 0.4842 - accura
Epoch 33/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4729 - accuracy: 0.7677
Epoch 34/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4647 - accuracy: 0.7756
Epoch 35/500
718/718 [==============================] - 1s 895us/step - loss: 0.4594 - accuracy: 0.7773
Epoch 36/500
718/718 [==============================] - 1s 879us/step - loss: 0.4556 - accuracy: 0.7775
Epoch 37/500
718/718 [==============================] - 1s 890us/step - loss: 0.4517 - accuracy: 0.7798
Epoch 38/500
718/718 [==============================] - 1s 815us/step - loss: 0.4478 - accuracy: 0.7842
Epoch 39/500
718/718 [==============================] - 1s 795us/step - loss: 0.4448 - accuracy: 0.7879
Epoch 40/500
718/718 [==============================] - 1s 804us/step - loss: 0.4419 - accuracy: 0.7891
Epoch 41/500
718/718 [==============================] - 1s 803us/step - loss: 0.4401 - accuracy: 0.7904
Epoch 42/500
718/718 [==============================] - 1s 804us/step - loss: 0.4380 - accuracy: 0.7912
Epoch 43/500
718/718 [==============================] - 1s 809us/step - loss: 0.4364 - accuracy: 0.7915
Epoch 44/500
718/718 [==============================] - 1s 793us/step - loss: 0.4357 - accuracy: 0.7944
Epoch 45/500
718/718 [==============================] - 1s 799us/step - loss: 0.4348 - accuracy: 0.79400s - loss: 0.4359 - accuracy: 0.
Epoch 46/500
718/718 [==============================] - 1s 790us/step - loss: 0.4336 - accuracy: 0.7943
Epoch 47/500
718/718 [==============================] - 1s 830us/step - loss: 0.4327 - accuracy: 0.7967
Epoch 48/500
718/718 [==============================] - 1s 793us/step - loss: 0.4324 - accuracy: 0.7965
Epoch 49/500
718/718 [==============================] - 1s 806us/step - loss: 0.4324 - accuracy: 0.7958
Epoch 50/500
718/718 [==============================] - 1s 820us/step - loss: 0.4315 - accuracy: 0.7983
Epoch 51/500
718/718 [==============================] - 1s 797us/step - loss: 0.4313 - accuracy: 0.7960
Epoch 52/500
718/718 [==============================] - 1s 797us/step - loss: 0.4318 - accuracy: 0.7958
Epoch 53/500
718/718 [==============================] - 1s 781us/step - loss: 0.4308 - accuracy: 0.7956
Epoch 54/500
718/718 [==============================] - 1s 817us/step - loss: 0.4308 - accuracy: 0.7977
Epoch 55/500
718/718 [==============================] - 1s 800us/step - loss: 0.4307 - accuracy: 0.7975
Epoch 56/500
718/718 [==============================] - 1s 783us/step - loss: 0.4304 - accuracy: 0.7985
Epoch 57/500
718/718 [==============================] - 1s 799us/step - loss: 0.4303 - accuracy: 0.7975
Epoch 58/500
718/718 [==============================] - 1s 813us/step - loss: 0.4296 - accuracy: 0.7975
Epoch 59/500
718/718 [==============================] - 1s 822us/step - loss: 0.4291 - accuracy: 0.7980
Epoch 60/500
718/718 [==============================] - 1s 793us/step - loss: 0.4288 - accuracy: 0.7976
Epoch 61/500
718/718 [==============================] - 1s 811us/step - loss: 0.4287 - accuracy: 0.7983
Epoch 62/500
718/718 [==============================] - 1s 823us/step - loss: 0.4281 - accuracy: 0.7993
Epoch 63/500
718/718 [==============================] - 1s 794us/step - loss: 0.4283 - accuracy: 0.7975
Epoch 64/500
718/718 [==============================] - 1s 827us/step - loss: 0.4286 - accuracy: 0.7984
Epoch 65/500
718/718 [==============================] - 1s 796us/step - loss: 0.4282 - accuracy: 0.8015
Epoch 66/500
718/718 [==============================] - 1s 801us/step - loss: 0.4279 - accuracy: 0.7990
Epoch 67/500
718/718 [==============================] - 1s 800us/step - loss: 0.4278 - accuracy: 0.7981
Epoch 68/500
718/718 [==============================] - 1s 820us/step - loss: 0.4269 - accuracy: 0.7990
Epoch 69/500
718/718 [==============================] - 1s 800us/step - loss: 0.4266 - accuracy: 0.8010
Epoch 70/500
718/718 [==============================] - 1s 794us/step - loss: 0.4268 - accuracy: 0.7993
Epoch 71/500
718/718 [==============================] - 1s 800us/step - loss: 0.4258 - accuracy: 0.8005
Epoch 72/500
718/718 [==============================] - 1s 787us/step - loss: 0.4264 - accuracy: 0.7979
Epoch 73/500
718/718 [==============================] - 1s 811us/step - loss: 0.4253 - accuracy: 0.8004
Epoch 74/500
718/718 [==============================] - 1s 805us/step - loss: 0.4248 - accuracy: 0.8024
Epoch 75/500
718/718 [==============================] - 1s 789us/step - loss: 0.4263 - accuracy: 0.8025
Epoch 76/500
718/718 [==============================] - 1s 806us/step - loss: 0.4258 - accuracy: 0.8023
Epoch 77/500
718/718 [==============================] - 1s 790us/step - loss: 0.4253 - accuracy: 0.8015
Epoch 78/500
718/718 [==============================] - 1s 802us/step - loss: 0.4261 - accuracy: 0.7995
Epoch 79/500
718/718 [==============================] - 1s 805us/step - loss: 0.4253 - accuracy: 0.80020s - loss: 0.4324 - ac
Epoch 80/500
718/718 [==============================] - 1s 808us/step - loss: 0.4257 - accuracy: 0.7999
Epoch 81/500
718/718 [==============================] - 1s 801us/step - loss: 0.4246 - accuracy: 0.80120s - loss: 0.4252 - accuracy: 0.80
Epoch 82/500
718/718 [==============================] - 1s 793us/step - loss: 0.4251 - accuracy: 0.8026
Epoch 83/500
718/718 [==============================] - 1s 808us/step - loss: 0.4244 - accuracy: 0.8010
Epoch 84/500
718/718 [==============================] - 1s 921us/step - loss: 0.4246 - accuracy: 0.8010
Epoch 85/500
718/718 [==============================] - 1s 816us/step - loss: 0.4244 - accuracy: 0.8013
Epoch 86/500
718/718 [==============================] - 1s 812us/step - loss: 0.4247 - accuracy: 0.8010
Epoch 87/500
718/718 [==============================] - 1s 792us/step - loss: 0.4242 - accuracy: 0.7996
Epoch 88/500
718/718 [==============================] - 1s 802us/step - loss: 0.4245 - accuracy: 0.8033
Epoch 89/500
718/718 [==============================] - 1s 788us/step - loss: 0.4243 - accuracy: 0.8014
Epoch 90/500
718/718 [==============================] - 1s 813us/step - loss: 0.4240 - accuracy: 0.8020
Epoch 91/500
718/718 [==============================] - 1s 804us/step - loss: 0.4241 - accuracy: 0.8007
Epoch 92/500
718/718 [==============================] - 1s 785us/step - loss: 0.4242 - accuracy: 0.7996
Epoch 93/500
718/718 [==============================] - 1s 792us/step - loss: 0.4247 - accuracy: 0.8005
Epoch 94/500
718/718 [==============================] - 1s 797us/step - loss: 0.4239 - accuracy: 0.8029
Epoch 95/500
718/718 [==============================] - 1s 806us/step - loss: 0.4235 - accuracy: 0.8004
Epoch 96/500
718/718 [==============================] - 1s 788us/step - loss: 0.4239 - accuracy: 0.8036
Epoch 97/500
718/718 [==============================] - 1s 805us/step - loss: 0.4234 - accuracy: 0.8013
Epoch 98/500
718/718 [==============================] - 1s 792us/step - loss: 0.4241 - accuracy: 0.8017
Epoch 99/500
718/718 [==============================] - 1s 804us/step - loss: 0.4239 - accuracy: 0.8031
Epoch 100/500
718/718 [==============================] - 1s 796us/step - loss: 0.4243 - accuracy: 0.8020
Epoch 101/500
718/718 [==============================] - 1s 790us/step - loss: 0.4234 - accuracy: 0.8024
Epoch 102/500
718/718 [==============================] - 1s 812us/step - loss: 0.4239 - accuracy: 0.8016
Epoch 103/500
718/718 [==============================] - 1s 815us/step - loss: 0.4240 - accuracy: 0.8017
Epoch 104/500
718/718 [==============================] - 1s 807us/step - loss: 0.4236 - accuracy: 0.8015
Epoch 105/500
718/718 [==============================] - 1s 817us/step - loss: 0.4236 - accuracy: 0.8022
Epoch 106/500
718/718 [==============================] - 1s 791us/step - loss: 0.4232 - accuracy: 0.8007
Epoch 107/500
718/718 [==============================] - 1s 794us/step - loss: 0.4230 - accuracy: 0.8033
Epoch 108/500
718/718 [==============================] - 1s 790us/step - loss: 0.4231 - accuracy: 0.8017
Epoch 109/500
718/718 [==============================] - 1s 803us/step - loss: 0.4231 - accuracy: 0.8001
Epoch 110/500
718/718 [==============================] - 1s 785us/step - loss: 0.4231 - accuracy: 0.8025
Epoch 111/500
718/718 [==============================] - 1s 798us/step - loss: 0.4241 - accuracy: 0.8017
Epoch 112/500
718/718 [==============================] - 1s 816us/step - loss: 0.4239 - accuracy: 0.8028
Epoch 113/500
718/718 [==============================] - 1s 785us/step - loss: 0.4238 - accuracy: 0.8021
Epoch 114/500
718/718 [==============================] - 1s 818us/step - loss: 0.4233 - accuracy: 0.8031
Epoch 115/500
718/718 [==============================] - 1s 789us/step - loss: 0.4229 - accuracy: 0.8021
Epoch 116/500
718/718 [==============================] - 1s 804us/step - loss: 0.4227 - accuracy: 0.8017
Epoch 117/500
718/718 [==============================] - 1s 823us/step - loss: 0.4237 - accuracy: 0.7984
Epoch 118/500
718/718 [==============================] - 1s 803us/step - loss: 0.4224 - accuracy: 0.8027
Epoch 119/500
718/718 [==============================] - 1s 809us/step - loss: 0.4232 - accuracy: 0.80170s - loss: 0.4240 - accu
Epoch 120/500
718/718 [==============================] - 1s 799us/step - loss: 0.4232 - accuracy: 0.8014
Epoch 121/500
718/718 [==============================] - 1s 816us/step - loss: 0.4233 - accuracy: 0.8042
Epoch 122/500
718/718 [==============================] - 1s 789us/step - loss: 0.4226 - accuracy: 0.8028
Epoch 123/500
718/718 [==============================] - 1s 790us/step - loss: 0.4231 - accuracy: 0.8036
Epoch 124/500
718/718 [==============================] - 1s 782us/step - loss: 0.4231 - accuracy: 0.8020
Epoch 125/500
718/718 [==============================] - 1s 793us/step - loss: 0.4230 - accuracy: 0.8048
Epoch 126/500
718/718 [==============================] - 1s 793us/step - loss: 0.4232 - accuracy: 0.8024
Epoch 127/500
718/718 [==============================] - 1s 779us/step - loss: 0.4226 - accuracy: 0.8041
Epoch 128/500
718/718 [==============================] - 1s 801us/step - loss: 0.4221 - accuracy: 0.8026
Epoch 129/500
718/718 [==============================] - 1s 782us/step - loss: 0.4227 - accuracy: 0.8039
Epoch 130/500
718/718 [==============================] - 1s 795us/step - loss: 0.4221 - accuracy: 0.8037
Epoch 131/500
718/718 [==============================] - 1s 783us/step - loss: 0.4234 - accuracy: 0.8003
Epoch 132/500
718/718 [==============================] - 1s 823us/step - loss: 0.4222 - accuracy: 0.8040
Epoch 133/500
718/718 [==============================] - 1s 792us/step - loss: 0.4229 - accuracy: 0.8000
Epoch 134/500
718/718 [==============================] - 1s 786us/step - loss: 0.4225 - accuracy: 0.8031
Epoch 135/500
718/718 [==============================] - 1s 799us/step - loss: 0.4224 - accuracy: 0.8040
Epoch 136/500
718/718 [==============================] - 1s 781us/step - loss: 0.4223 - accuracy: 0.8024
Epoch 137/500
718/718 [==============================] - 1s 811us/step - loss: 0.4226 - accuracy: 0.8047
Epoch 138/500
718/718 [==============================] - 1s 774us/step - loss: 0.4229 - accuracy: 0.8031
Epoch 139/500
718/718 [==============================] - 1s 819us/step - loss: 0.4222 - accuracy: 0.8035
Epoch 140/500
718/718 [==============================] - 1s 895us/step - loss: 0.4225 - accuracy: 0.8021
Epoch 141/500
718/718 [==============================] - 1s 825us/step - loss: 0.4227 - accuracy: 0.8048
Epoch 142/500
718/718 [==============================] - 1s 809us/step - loss: 0.4222 - accuracy: 0.8035
Epoch 143/500
718/718 [==============================] - 1s 813us/step - loss: 0.4226 - accuracy: 0.8051
Epoch 144/500
718/718 [==============================] - 1s 790us/step - loss: 0.4225 - accuracy: 0.8038
Epoch 145/500
718/718 [==============================] - 1s 789us/step - loss: 0.4208 - accuracy: 0.8042
Epoch 146/500
718/718 [==============================] - 1s 805us/step - loss: 0.4216 - accuracy: 0.8039
Epoch 147/500
718/718 [==============================] - 1s 809us/step - loss: 0.4218 - accuracy: 0.8046
Epoch 148/500
718/718 [==============================] - 1s 792us/step - loss: 0.4219 - accuracy: 0.8029
Epoch 149/500
718/718 [==============================] - 1s 799us/step - loss: 0.4214 - accuracy: 0.8026
Epoch 150/500
718/718 [==============================] - 1s 809us/step - loss: 0.4225 - accuracy: 0.8034
Epoch 151/500
718/718 [==============================] - 1s 798us/step - loss: 0.4219 - accuracy: 0.8041
Epoch 152/500
718/718 [==============================] - 1s 866us/step - loss: 0.4213 - accuracy: 0.8031
Epoch 153/500
718/718 [==============================] - 1s 811us/step - loss: 0.4221 - accuracy: 0.8025
Epoch 154/500
718/718 [==============================] - 1s 822us/step - loss: 0.4215 - accuracy: 0.8060
Epoch 155/500
718/718 [==============================] - 1s 788us/step - loss: 0.4218 - accuracy: 0.8039
Epoch 156/500
718/718 [==============================] - 1s 943us/step - loss: 0.4213 - accuracy: 0.8039
Epoch 157/500
718/718 [==============================] - 1s 822us/step - loss: 0.4217 - accuracy: 0.8026
Epoch 158/500
718/718 [==============================] - 1s 795us/step - loss: 0.4205 - accuracy: 0.8033
Epoch 159/500
718/718 [==============================] - 1s 809us/step - loss: 0.4219 - accuracy: 0.8041
Epoch 160/500
718/718 [==============================] - 1s 787us/step - loss: 0.4222 - accuracy: 0.8009
Epoch 161/500
718/718 [==============================] - 1s 807us/step - loss: 0.4215 - accuracy: 0.8037
Epoch 162/500
718/718 [==============================] - 1s 814us/step - loss: 0.4220 - accuracy: 0.8029
Epoch 163/500
718/718 [==============================] - 1s 790us/step - loss: 0.4214 - accuracy: 0.8051
Epoch 164/500
718/718 [==============================] - 1s 813us/step - loss: 0.4217 - accuracy: 0.8032
Epoch 165/500
718/718 [==============================] - 1s 797us/step - loss: 0.4215 - accuracy: 0.8044
Epoch 166/500
718/718 [==============================] - 1s 798us/step - loss: 0.4213 - accuracy: 0.8046
Epoch 167/500
718/718 [==============================] - 1s 811us/step - loss: 0.4213 - accuracy: 0.8031
Epoch 168/500
718/718 [==============================] - 1s 787us/step - loss: 0.4215 - accuracy: 0.8007
Epoch 169/500
718/718 [==============================] - 1s 801us/step - loss: 0.4211 - accuracy: 0.8032
Epoch 170/500
718/718 [==============================] - 1s 786us/step - loss: 0.4214 - accuracy: 0.8041
Epoch 171/500
718/718 [==============================] - 1s 815us/step - loss: 0.4214 - accuracy: 0.8024
Epoch 172/500
718/718 [==============================] - 1s 792us/step - loss: 0.4209 - accuracy: 0.8005
Epoch 173/500
718/718 [==============================] - 1s 803us/step - loss: 0.4209 - accuracy: 0.8049
Epoch 174/500
718/718 [==============================] - 1s 803us/step - loss: 0.4214 - accuracy: 0.8050
Epoch 175/500
718/718 [==============================] - 1s 788us/step - loss: 0.4212 - accuracy: 0.8031
Epoch 176/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4214 - accuracy: 0.8057
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8032
Epoch 178/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4207 - accuracy: 0.8031
Epoch 179/500
718/718 [==============================] - 1s 963us/step - loss: 0.4212 - accuracy: 0.8028
Epoch 180/500
718/718 [==============================] - 1s 866us/step - loss: 0.4210 - accuracy: 0.8049
Epoch 181/500
718/718 [==============================] - 1s 883us/step - loss: 0.4208 - accuracy: 0.8040
Epoch 182/500
718/718 [==============================] - 1s 815us/step - loss: 0.4208 - accuracy: 0.8031
Epoch 183/500
718/718 [==============================] - 1s 858us/step - loss: 0.4212 - accuracy: 0.8032
Epoch 184/500
718/718 [==============================] - 1s 867us/step - loss: 0.4207 - accuracy: 0.8056
Epoch 185/500
718/718 [==============================] - 1s 910us/step - loss: 0.4209 - accuracy: 0.8019
Epoch 186/500
718/718 [==============================] - 1s 855us/step - loss: 0.4211 - accuracy: 0.8039
Epoch 187/500
718/718 [==============================] - 1s 827us/step - loss: 0.4212 - accuracy: 0.8047
Epoch 188/500
718/718 [==============================] - 1s 826us/step - loss: 0.4205 - accuracy: 0.8051
Epoch 189/500
718/718 [==============================] - 1s 992us/step - loss: 0.4215 - accuracy: 0.8027
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8023: 0s - loss: 0.419
Epoch 191/500
718/718 [==============================] - 1s 819us/step - loss: 0.4207 - accuracy: 0.8032
Epoch 192/500
718/718 [==============================] - 1s 837us/step - loss: 0.4207 - accuracy: 0.8025
Epoch 193/500
718/718 [==============================] - 1s 907us/step - loss: 0.4207 - accuracy: 0.8037
Epoch 194/500
718/718 [==============================] - 1s 816us/step - loss: 0.4207 - accuracy: 0.8023
Epoch 195/500
718/718 [==============================] - 1s 801us/step - loss: 0.4206 - accuracy: 0.8046
Epoch 196/500
718/718 [==============================] - 1s 810us/step - loss: 0.4209 - accuracy: 0.8024
Epoch 197/500
718/718 [==============================] - 1s 808us/step - loss: 0.4207 - accuracy: 0.8028
Epoch 198/500
718/718 [==============================] - 1s 819us/step - loss: 0.4209 - accuracy: 0.8021
Epoch 199/500
718/718 [==============================] - 1s 792us/step - loss: 0.4202 - accuracy: 0.8051
Epoch 200/500
718/718 [==============================] - 1s 835us/step - loss: 0.4199 - accuracy: 0.8043
Epoch 201/500
718/718 [==============================] - 1s 948us/step - loss: 0.4207 - accuracy: 0.8031
Epoch 202/500
718/718 [==============================] - 1s 814us/step - loss: 0.4207 - accuracy: 0.8042
Epoch 203/500
718/718 [==============================] - 1s 821us/step - loss: 0.4198 - accuracy: 0.8016
Epoch 204/500
718/718 [==============================] - 1s 791us/step - loss: 0.4204 - accuracy: 0.8043
Epoch 205/500
718/718 [==============================] - 1s 810us/step - loss: 0.4205 - accuracy: 0.8044
Epoch 206/500
718/718 [==============================] - 1s 791us/step - loss: 0.4200 - accuracy: 0.8041
Epoch 207/500
718/718 [==============================] - 1s 799us/step - loss: 0.4208 - accuracy: 0.8029
Epoch 208/500
718/718 [==============================] - 1s 810us/step - loss: 0.4198 - accuracy: 0.8042
Epoch 209/500
718/718 [==============================] - 1s 790us/step - loss: 0.4198 - accuracy: 0.8040
Epoch 210/500
718/718 [==============================] - 1s 802us/step - loss: 0.4202 - accuracy: 0.80440s - loss: 0.4203 - accu
Epoch 211/500
718/718 [==============================] - 1s 794us/step - loss: 0.4206 - accuracy: 0.8054
Epoch 212/500
718/718 [==============================] - 1s 808us/step - loss: 0.4199 - accuracy: 0.8039
Epoch 213/500
718/718 [==============================] - 1s 802us/step - loss: 0.4206 - accuracy: 0.8010
Epoch 214/500
718/718 [==============================] - 1s 839us/step - loss: 0.4203 - accuracy: 0.8043
Epoch 215/500
718/718 [==============================] - 1s 818us/step - loss: 0.4205 - accuracy: 0.8024
Epoch 216/500
718/718 [==============================] - 1s 814us/step - loss: 0.4194 - accuracy: 0.8029
Epoch 217/500
718/718 [==============================] - 1s 968us/step - loss: 0.4203 - accuracy: 0.8022
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4205 - accuracy: 0.8051
Epoch 219/500
718/718 [==============================] - 1s 914us/step - loss: 0.4203 - accuracy: 0.8021
Epoch 220/500
718/718 [==============================] - 1s 864us/step - loss: 0.4198 - accuracy: 0.8046
Epoch 221/500
718/718 [==============================] - 1s 814us/step - loss: 0.4195 - accuracy: 0.8037
Epoch 222/500
718/718 [==============================] - 1s 799us/step - loss: 0.4203 - accuracy: 0.8027
Epoch 223/500
718/718 [==============================] - 1s 798us/step - loss: 0.4192 - accuracy: 0.80510s - loss: 0.4199 - accuracy: 
Epoch 224/500
718/718 [==============================] - 1s 789us/step - loss: 0.4197 - accuracy: 0.8072
Epoch 225/500
718/718 [==============================] - 1s 806us/step - loss: 0.4203 - accuracy: 0.8044
Epoch 226/500
718/718 [==============================] - 1s 818us/step - loss: 0.4191 - accuracy: 0.8031
Epoch 227/500
718/718 [==============================] - 1s 803us/step - loss: 0.4201 - accuracy: 0.8030
Epoch 228/500
718/718 [==============================] - 1s 799us/step - loss: 0.4191 - accuracy: 0.8041
Epoch 229/500
718/718 [==============================] - 1s 805us/step - loss: 0.4196 - accuracy: 0.8048
Epoch 230/500
718/718 [==============================] - 1s 833us/step - loss: 0.4199 - accuracy: 0.8047
Epoch 231/500
718/718 [==============================] - 1s 792us/step - loss: 0.4196 - accuracy: 0.8046
Epoch 232/500
718/718 [==============================] - 1s 809us/step - loss: 0.4199 - accuracy: 0.8031
Epoch 233/500
718/718 [==============================] - 1s 819us/step - loss: 0.4198 - accuracy: 0.8046
Epoch 234/500
718/718 [==============================] - 1s 810us/step - loss: 0.4188 - accuracy: 0.8063
Epoch 235/500
718/718 [==============================] - 1s 818us/step - loss: 0.4196 - accuracy: 0.8018
Epoch 236/500
718/718 [==============================] - 1s 793us/step - loss: 0.4197 - accuracy: 0.8064
Epoch 237/500
718/718 [==============================] - 1s 809us/step - loss: 0.4196 - accuracy: 0.8024
Epoch 238/500
718/718 [==============================] - 1s 810us/step - loss: 0.4201 - accuracy: 0.8027
Epoch 239/500
718/718 [==============================] - 1s 795us/step - loss: 0.4194 - accuracy: 0.8039
Epoch 240/500
718/718 [==============================] - 1s 807us/step - loss: 0.4194 - accuracy: 0.8028
Epoch 241/500
718/718 [==============================] - 1s 798us/step - loss: 0.4193 - accuracy: 0.8044
Epoch 242/500
718/718 [==============================] - 1s 803us/step - loss: 0.4184 - accuracy: 0.8032
Epoch 243/500
718/718 [==============================] - 1s 789us/step - loss: 0.4191 - accuracy: 0.8049
Epoch 244/500
718/718 [==============================] - 1s 805us/step - loss: 0.4190 - accuracy: 0.8046
Epoch 245/500
718/718 [==============================] - 1s 805us/step - loss: 0.4192 - accuracy: 0.8052
Epoch 246/500
718/718 [==============================] - 1s 788us/step - loss: 0.4193 - accuracy: 0.8024
Epoch 247/500
718/718 [==============================] - 1s 793us/step - loss: 0.4192 - accuracy: 0.8026
Epoch 248/500
718/718 [==============================] - 1s 798us/step - loss: 0.4183 - accuracy: 0.8042
Epoch 249/500
718/718 [==============================] - 1s 819us/step - loss: 0.4193 - accuracy: 0.8032
Epoch 250/500
718/718 [==============================] - 1s 789us/step - loss: 0.4188 - accuracy: 0.8029
Epoch 251/500
718/718 [==============================] - 1s 807us/step - loss: 0.4197 - accuracy: 0.8029
Epoch 252/500
718/718 [==============================] - 1s 797us/step - loss: 0.4186 - accuracy: 0.8037
Epoch 253/500
718/718 [==============================] - 1s 799us/step - loss: 0.4189 - accuracy: 0.8017
Epoch 254/500
718/718 [==============================] - 1s 821us/step - loss: 0.4191 - accuracy: 0.8043
Epoch 255/500
718/718 [==============================] - 1s 817us/step - loss: 0.4191 - accuracy: 0.8037
Epoch 256/500
718/718 [==============================] - 1s 801us/step - loss: 0.4181 - accuracy: 0.8030
Epoch 257/500
718/718 [==============================] - 1s 793us/step - loss: 0.4189 - accuracy: 0.8029
Epoch 258/500
718/718 [==============================] - 1s 807us/step - loss: 0.4193 - accuracy: 0.8042
Epoch 259/500
718/718 [==============================] - 1s 799us/step - loss: 0.4193 - accuracy: 0.8059
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4182 - accuracy: 0.8056
Epoch 261/500
718/718 [==============================] - 1s 865us/step - loss: 0.4186 - accuracy: 0.80400s - loss: 0.4206 - accu
Epoch 262/500
718/718 [==============================] - 1s 806us/step - loss: 0.4189 - accuracy: 0.8059
Epoch 263/500
718/718 [==============================] - 1s 790us/step - loss: 0.4185 - accuracy: 0.8040
Epoch 264/500
718/718 [==============================] - 1s 816us/step - loss: 0.4189 - accuracy: 0.8044
Epoch 265/500
718/718 [==============================] - 1s 809us/step - loss: 0.4181 - accuracy: 0.8051
Epoch 266/500
718/718 [==============================] - 1s 808us/step - loss: 0.4181 - accuracy: 0.8044
Epoch 267/500
718/718 [==============================] - 1s 834us/step - loss: 0.4183 - accuracy: 0.8067
Epoch 268/500
718/718 [==============================] - 1s 812us/step - loss: 0.4188 - accuracy: 0.8058
Epoch 269/500
718/718 [==============================] - 1s 800us/step - loss: 0.4187 - accuracy: 0.8037
Epoch 270/500
718/718 [==============================] - 1s 803us/step - loss: 0.4191 - accuracy: 0.80170s - loss: 0.4201 - accuracy: 0.80
Epoch 271/500
718/718 [==============================] - 1s 845us/step - loss: 0.4183 - accuracy: 0.8023
Epoch 272/500
718/718 [==============================] - 1s 797us/step - loss: 0.4190 - accuracy: 0.8049
Epoch 273/500
718/718 [==============================] - 1s 798us/step - loss: 0.4187 - accuracy: 0.8033
Epoch 274/500
718/718 [==============================] - 1s 804us/step - loss: 0.4184 - accuracy: 0.8034
Epoch 275/500
718/718 [==============================] - 1s 790us/step - loss: 0.4182 - accuracy: 0.8031
Epoch 276/500
718/718 [==============================] - 1s 810us/step - loss: 0.4185 - accuracy: 0.8051
Epoch 277/500
718/718 [==============================] - 1s 813us/step - loss: 0.4180 - accuracy: 0.8026
Epoch 278/500
718/718 [==============================] - 1s 832us/step - loss: 0.4191 - accuracy: 0.8042
Epoch 279/500
718/718 [==============================] - 1s 944us/step - loss: 0.4184 - accuracy: 0.8047
Epoch 280/500
718/718 [==============================] - 1s 843us/step - loss: 0.4186 - accuracy: 0.8051
Epoch 281/500
718/718 [==============================] - 1s 827us/step - loss: 0.4185 - accuracy: 0.8026
Epoch 282/500
718/718 [==============================] - 1s 798us/step - loss: 0.4180 - accuracy: 0.8074
Epoch 283/500
718/718 [==============================] - 1s 802us/step - loss: 0.4185 - accuracy: 0.8048
Epoch 284/500
718/718 [==============================] - 1s 815us/step - loss: 0.4179 - accuracy: 0.8031
Epoch 285/500
718/718 [==============================] - 1s 789us/step - loss: 0.4188 - accuracy: 0.8046
Epoch 286/500
718/718 [==============================] - 1s 808us/step - loss: 0.4179 - accuracy: 0.8044
Epoch 287/500
718/718 [==============================] - 1s 800us/step - loss: 0.4187 - accuracy: 0.8054
Epoch 288/500
718/718 [==============================] - 1s 816us/step - loss: 0.4182 - accuracy: 0.8040
Epoch 289/500
718/718 [==============================] - 1s 793us/step - loss: 0.4184 - accuracy: 0.8056
Epoch 290/500
718/718 [==============================] - 1s 805us/step - loss: 0.4183 - accuracy: 0.8037
Epoch 291/500
718/718 [==============================] - 1s 807us/step - loss: 0.4176 - accuracy: 0.8036
Epoch 292/500
718/718 [==============================] - 1s 805us/step - loss: 0.4183 - accuracy: 0.8054
Epoch 293/500
718/718 [==============================] - 1s 796us/step - loss: 0.4184 - accuracy: 0.8029
Epoch 294/500
718/718 [==============================] - 1s 817us/step - loss: 0.4181 - accuracy: 0.8052
Epoch 295/500
718/718 [==============================] - 1s 808us/step - loss: 0.4180 - accuracy: 0.8043
Epoch 296/500
718/718 [==============================] - 1s 803us/step - loss: 0.4180 - accuracy: 0.8047
Epoch 297/500
718/718 [==============================] - 1s 795us/step - loss: 0.4181 - accuracy: 0.8038
Epoch 298/500
718/718 [==============================] - 1s 804us/step - loss: 0.4186 - accuracy: 0.8051
Epoch 299/500
718/718 [==============================] - 1s 799us/step - loss: 0.4185 - accuracy: 0.8035
Epoch 300/500
718/718 [==============================] - 1s 820us/step - loss: 0.4184 - accuracy: 0.8051
Epoch 301/500
718/718 [==============================] - 1s 813us/step - loss: 0.4181 - accuracy: 0.8067
Epoch 302/500
718/718 [==============================] - 1s 797us/step - loss: 0.4177 - accuracy: 0.8014
Epoch 303/500
718/718 [==============================] - 1s 805us/step - loss: 0.4182 - accuracy: 0.8050
Epoch 304/500
718/718 [==============================] - 1s 803us/step - loss: 0.4180 - accuracy: 0.8058
Epoch 305/500
718/718 [==============================] - 1s 796us/step - loss: 0.4179 - accuracy: 0.8050
Epoch 306/500
718/718 [==============================] - 1s 803us/step - loss: 0.4182 - accuracy: 0.8036
Epoch 307/500
718/718 [==============================] - 1s 811us/step - loss: 0.4176 - accuracy: 0.8051
Epoch 308/500
718/718 [==============================] - 1s 800us/step - loss: 0.4179 - accuracy: 0.8053
Epoch 309/500
718/718 [==============================] - 1s 786us/step - loss: 0.4183 - accuracy: 0.8041
Epoch 310/500
718/718 [==============================] - 1s 801us/step - loss: 0.4182 - accuracy: 0.8060
Epoch 311/500
718/718 [==============================] - 1s 786us/step - loss: 0.4180 - accuracy: 0.8046
Epoch 312/500
718/718 [==============================] - 1s 794us/step - loss: 0.4178 - accuracy: 0.80710s - loss: 0.4184 - accuracy: 0.80
Epoch 313/500
718/718 [==============================] - 1s 801us/step - loss: 0.4182 - accuracy: 0.8043
Epoch 314/500
718/718 [==============================] - 1s 815us/step - loss: 0.4183 - accuracy: 0.8055
Epoch 315/500
718/718 [==============================] - 1s 812us/step - loss: 0.4181 - accuracy: 0.8036
Epoch 316/500
718/718 [==============================] - 1s 793us/step - loss: 0.4182 - accuracy: 0.8031
Epoch 317/500
718/718 [==============================] - 1s 812us/step - loss: 0.4184 - accuracy: 0.8062
Epoch 318/500
718/718 [==============================] - 1s 789us/step - loss: 0.4177 - accuracy: 0.8033
Epoch 319/500
718/718 [==============================] - 1s 906us/step - loss: 0.4179 - accuracy: 0.8055
Epoch 320/500
718/718 [==============================] - 1s 797us/step - loss: 0.4172 - accuracy: 0.8053
Epoch 321/500
718/718 [==============================] - 1s 829us/step - loss: 0.4181 - accuracy: 0.8058
Epoch 322/500
718/718 [==============================] - 1s 822us/step - loss: 0.4183 - accuracy: 0.8067
Epoch 323/500
718/718 [==============================] - 1s 790us/step - loss: 0.4179 - accuracy: 0.8059
Epoch 324/500
718/718 [==============================] - 1s 805us/step - loss: 0.4180 - accuracy: 0.8035
Epoch 325/500
718/718 [==============================] - 1s 797us/step - loss: 0.4183 - accuracy: 0.8059
Epoch 326/500
718/718 [==============================] - 1s 804us/step - loss: 0.4182 - accuracy: 0.8049
Epoch 327/500
718/718 [==============================] - 1s 798us/step - loss: 0.4178 - accuracy: 0.8037
Epoch 328/500
718/718 [==============================] - 1s 790us/step - loss: 0.4176 - accuracy: 0.8056
Epoch 329/500
718/718 [==============================] - 1s 800us/step - loss: 0.4177 - accuracy: 0.8046
Epoch 330/500
718/718 [==============================] - 1s 794us/step - loss: 0.4181 - accuracy: 0.8052
Epoch 331/500
718/718 [==============================] - 1s 808us/step - loss: 0.4172 - accuracy: 0.8037
Epoch 332/500
718/718 [==============================] - 1s 823us/step - loss: 0.4179 - accuracy: 0.8064
Epoch 333/500
718/718 [==============================] - 1s 797us/step - loss: 0.4177 - accuracy: 0.8078
Epoch 334/500
718/718 [==============================] - 1s 803us/step - loss: 0.4172 - accuracy: 0.8061
Epoch 335/500
718/718 [==============================] - 1s 798us/step - loss: 0.4180 - accuracy: 0.8041
Epoch 336/500
718/718 [==============================] - 1s 814us/step - loss: 0.4181 - accuracy: 0.8053
Epoch 337/500
718/718 [==============================] - 1s 788us/step - loss: 0.4173 - accuracy: 0.8054
Epoch 338/500
718/718 [==============================] - 1s 808us/step - loss: 0.4183 - accuracy: 0.8037
Epoch 339/500
718/718 [==============================] - 1s 839us/step - loss: 0.4179 - accuracy: 0.8055
Epoch 340/500
718/718 [==============================] - 1s 794us/step - loss: 0.4175 - accuracy: 0.8076
Epoch 341/500
718/718 [==============================] - 1s 813us/step - loss: 0.4176 - accuracy: 0.8033
Epoch 342/500
718/718 [==============================] - 1s 785us/step - loss: 0.4175 - accuracy: 0.8043
Epoch 343/500
718/718 [==============================] - 1s 935us/step - loss: 0.4180 - accuracy: 0.8044
Epoch 344/500
718/718 [==============================] - 1s 932us/step - loss: 0.4177 - accuracy: 0.8060
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4181 - accuracy: 0.8037
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4184 - accuracy: 0.8042
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4176 - accuracy: 0.8066
Epoch 348/500
718/718 [==============================] - 1s 930us/step - loss: 0.4174 - accuracy: 0.8072
Epoch 349/500
718/718 [==============================] - 1s 899us/step - loss: 0.4175 - accuracy: 0.8040
Epoch 350/500
718/718 [==============================] - 1s 924us/step - loss: 0.4173 - accuracy: 0.8044
Epoch 351/500
718/718 [==============================] - 1s 908us/step - loss: 0.4180 - accuracy: 0.8045
Epoch 352/500
718/718 [==============================] - 1s 902us/step - loss: 0.4181 - accuracy: 0.8049
Epoch 353/500
718/718 [==============================] - 1s 922us/step - loss: 0.4182 - accuracy: 0.8051
Epoch 354/500
718/718 [==============================] - 1s 906us/step - loss: 0.4176 - accuracy: 0.8054
Epoch 355/500
718/718 [==============================] - 1s 891us/step - loss: 0.4172 - accuracy: 0.80640s - loss: 0.4187 - accuracy: 0.
Epoch 356/500
718/718 [==============================] - 1s 922us/step - loss: 0.4172 - accuracy: 0.8056
Epoch 357/500
718/718 [==============================] - 1s 805us/step - loss: 0.4171 - accuracy: 0.8041
Epoch 358/500
718/718 [==============================] - 1s 795us/step - loss: 0.4176 - accuracy: 0.8066
Epoch 359/500
718/718 [==============================] - 1s 797us/step - loss: 0.4175 - accuracy: 0.8036
Epoch 360/500
718/718 [==============================] - 1s 788us/step - loss: 0.4179 - accuracy: 0.8028
Epoch 361/500
718/718 [==============================] - 1s 798us/step - loss: 0.4184 - accuracy: 0.8052
Epoch 362/500
718/718 [==============================] - 1s 784us/step - loss: 0.4174 - accuracy: 0.8074
Epoch 363/500
718/718 [==============================] - 1s 838us/step - loss: 0.4179 - accuracy: 0.8057
Epoch 364/500
718/718 [==============================] - 1s 798us/step - loss: 0.4174 - accuracy: 0.8057
Epoch 365/500
718/718 [==============================] - 1s 797us/step - loss: 0.4178 - accuracy: 0.8057
Epoch 366/500
718/718 [==============================] - 1s 810us/step - loss: 0.4168 - accuracy: 0.8058
Epoch 367/500
718/718 [==============================] - 1s 802us/step - loss: 0.4169 - accuracy: 0.8037
Epoch 368/500
718/718 [==============================] - 1s 802us/step - loss: 0.4178 - accuracy: 0.8049
Epoch 369/500
718/718 [==============================] - 1s 785us/step - loss: 0.4176 - accuracy: 0.8050
Epoch 370/500
718/718 [==============================] - 1s 799us/step - loss: 0.4178 - accuracy: 0.8023
Epoch 371/500
718/718 [==============================] - 1s 783us/step - loss: 0.4173 - accuracy: 0.8027
Epoch 372/500
718/718 [==============================] - 1s 802us/step - loss: 0.4175 - accuracy: 0.8039
Epoch 373/500
718/718 [==============================] - 1s 799us/step - loss: 0.4174 - accuracy: 0.8033
Epoch 374/500
718/718 [==============================] - 1s 826us/step - loss: 0.4170 - accuracy: 0.8058
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4171 - accuracy: 0.8020
Epoch 376/500
718/718 [==============================] - 1s 940us/step - loss: 0.4176 - accuracy: 0.8050
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4171 - accuracy: 0.8057
Epoch 378/500
718/718 [==============================] - 1s 985us/step - loss: 0.4173 - accuracy: 0.8067
Epoch 379/500
718/718 [==============================] - 1s 938us/step - loss: 0.4179 - accuracy: 0.8045
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4175 - accuracy: 0.8034: 0s - loss: 0.4188 
Epoch 381/500
718/718 [==============================] - 1s 865us/step - loss: 0.4172 - accuracy: 0.8063
Epoch 382/500
718/718 [==============================] - 1s 806us/step - loss: 0.4172 - accuracy: 0.8048
Epoch 383/500
718/718 [==============================] - 1s 883us/step - loss: 0.4168 - accuracy: 0.8054
Epoch 384/500
718/718 [==============================] - 1s 894us/step - loss: 0.4169 - accuracy: 0.8044
Epoch 385/500
718/718 [==============================] - 1s 866us/step - loss: 0.4170 - accuracy: 0.8055
Epoch 386/500
718/718 [==============================] - 1s 811us/step - loss: 0.4175 - accuracy: 0.8060
Epoch 387/500
718/718 [==============================] - 1s 981us/step - loss: 0.4176 - accuracy: 0.80580s - loss: 0.4177 - accuracy: 0.
Epoch 388/500
718/718 [==============================] - 1s 880us/step - loss: 0.4176 - accuracy: 0.8044
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4172 - accuracy: 0.8054
Epoch 390/500
718/718 [==============================] - 1s 823us/step - loss: 0.4170 - accuracy: 0.8067
Epoch 391/500
718/718 [==============================] - 1s 817us/step - loss: 0.4176 - accuracy: 0.8048
Epoch 392/500
718/718 [==============================] - 1s 995us/step - loss: 0.4168 - accuracy: 0.8052
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4176 - accuracy: 0.8048
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4172 - accuracy: 0.8049
Epoch 395/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4174 - accuracy: 0.8031
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4174 - accuracy: 0.8033
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4173 - accuracy: 0.8070
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4168 - accuracy: 0.8063
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4174 - accuracy: 0.8051
Epoch 400/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4175 - accuracy: 0.8083
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4174 - accuracy: 0.8031
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4175 - accuracy: 0.8058
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4172 - accuracy: 0.8051
Epoch 404/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4171 - accuracy: 0.8058
Epoch 405/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4170 - accuracy: 0.8032: 0s -
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4172 - accuracy: 0.8044
Epoch 407/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4171 - accuracy: 0.8077
Epoch 408/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4172 - accuracy: 0.8029
Epoch 409/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4167 - accuracy: 0.8024
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4177 - accuracy: 0.8058
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4175 - accuracy: 0.8072
Epoch 412/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4176 - accuracy: 0.8036: 0s
Epoch 413/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4169 - accuracy: 0.8058
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4173 - accuracy: 0.8037
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4176 - accuracy: 0.8063
Epoch 416/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4172 - accuracy: 0.8042: 0s - loss: 0.4189 - accura
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4176 - accuracy: 0.8044
Epoch 418/500
718/718 [==============================] - 1s 826us/step - loss: 0.4168 - accuracy: 0.8054
Epoch 419/500
718/718 [==============================] - 1s 811us/step - loss: 0.4176 - accuracy: 0.8040
Epoch 420/500
718/718 [==============================] - 1s 961us/step - loss: 0.4170 - accuracy: 0.8056
Epoch 421/500
718/718 [==============================] - 1s 831us/step - loss: 0.4172 - accuracy: 0.8052
Epoch 422/500
718/718 [==============================] - 1s 813us/step - loss: 0.4173 - accuracy: 0.8037
Epoch 423/500
718/718 [==============================] - 1s 796us/step - loss: 0.4174 - accuracy: 0.8051
Epoch 424/500
718/718 [==============================] - 1s 804us/step - loss: 0.4169 - accuracy: 0.8064
Epoch 425/500
718/718 [==============================] - 1s 812us/step - loss: 0.4171 - accuracy: 0.8063
Epoch 426/500
718/718 [==============================] - 1s 810us/step - loss: 0.4170 - accuracy: 0.8049
Epoch 427/500
718/718 [==============================] - 1s 795us/step - loss: 0.4175 - accuracy: 0.8051
Epoch 428/500
718/718 [==============================] - 1s 848us/step - loss: 0.4167 - accuracy: 0.8040
Epoch 429/500
718/718 [==============================] - 1s 802us/step - loss: 0.4173 - accuracy: 0.8045
Epoch 430/500
718/718 [==============================] - 1s 813us/step - loss: 0.4171 - accuracy: 0.8074
Epoch 431/500
718/718 [==============================] - 1s 821us/step - loss: 0.4178 - accuracy: 0.8043
Epoch 432/500
718/718 [==============================] - 1s 796us/step - loss: 0.4175 - accuracy: 0.8048
Epoch 433/500
718/718 [==============================] - 1s 823us/step - loss: 0.4170 - accuracy: 0.8051
Epoch 434/500
718/718 [==============================] - 1s 802us/step - loss: 0.4173 - accuracy: 0.8065
Epoch 435/500
718/718 [==============================] - 1s 820us/step - loss: 0.4170 - accuracy: 0.80560s - loss: 0.4195 - accura
Epoch 436/500
718/718 [==============================] - 1s 806us/step - loss: 0.4175 - accuracy: 0.8039
Epoch 437/500
718/718 [==============================] - 1s 802us/step - loss: 0.4168 - accuracy: 0.8049
Epoch 438/500
718/718 [==============================] - 1s 820us/step - loss: 0.4168 - accuracy: 0.8042
Epoch 439/500
718/718 [==============================] - 1s 799us/step - loss: 0.4166 - accuracy: 0.8051
Epoch 440/500
718/718 [==============================] - 1s 807us/step - loss: 0.4174 - accuracy: 0.8029
Epoch 441/500
718/718 [==============================] - 1s 796us/step - loss: 0.4174 - accuracy: 0.8037
Epoch 442/500
718/718 [==============================] - 1s 811us/step - loss: 0.4170 - accuracy: 0.8078
Epoch 443/500
718/718 [==============================] - 1s 819us/step - loss: 0.4168 - accuracy: 0.8061
Epoch 444/500
718/718 [==============================] - 1s 791us/step - loss: 0.4176 - accuracy: 0.8048
Epoch 445/500
718/718 [==============================] - 1s 815us/step - loss: 0.4170 - accuracy: 0.8067
Epoch 446/500
718/718 [==============================] - 1s 801us/step - loss: 0.4167 - accuracy: 0.8035
Epoch 447/500
718/718 [==============================] - 1s 808us/step - loss: 0.4166 - accuracy: 0.8051
Epoch 448/500
718/718 [==============================] - 1s 813us/step - loss: 0.4172 - accuracy: 0.8048
Epoch 449/500
718/718 [==============================] - 1s 797us/step - loss: 0.4174 - accuracy: 0.8053
Epoch 450/500
718/718 [==============================] - 1s 816us/step - loss: 0.4168 - accuracy: 0.8045
Epoch 451/500
718/718 [==============================] - 1s 800us/step - loss: 0.4162 - accuracy: 0.8077
Epoch 452/500
718/718 [==============================] - 1s 818us/step - loss: 0.4168 - accuracy: 0.8058
Epoch 453/500
718/718 [==============================] - 1s 798us/step - loss: 0.4170 - accuracy: 0.8069
Epoch 454/500
718/718 [==============================] - 1s 804us/step - loss: 0.4162 - accuracy: 0.80400s - loss: 0.4155 - accuracy: 0.80
Epoch 455/500
718/718 [==============================] - 1s 814us/step - loss: 0.4170 - accuracy: 0.8042
Epoch 456/500
718/718 [==============================] - 1s 795us/step - loss: 0.4168 - accuracy: 0.8035
Epoch 457/500
718/718 [==============================] - 1s 813us/step - loss: 0.4171 - accuracy: 0.8062
Epoch 458/500
718/718 [==============================] - 1s 794us/step - loss: 0.4168 - accuracy: 0.8060
Epoch 459/500
718/718 [==============================] - 1s 821us/step - loss: 0.4171 - accuracy: 0.8046
Epoch 460/500
718/718 [==============================] - 1s 807us/step - loss: 0.4170 - accuracy: 0.8050
Epoch 461/500
718/718 [==============================] - 1s 819us/step - loss: 0.4172 - accuracy: 0.8046
Epoch 462/500
718/718 [==============================] - 1s 812us/step - loss: 0.4168 - accuracy: 0.8041
Epoch 463/500
718/718 [==============================] - 1s 796us/step - loss: 0.4165 - accuracy: 0.8064
Epoch 464/500
718/718 [==============================] - 1s 816us/step - loss: 0.4169 - accuracy: 0.8036
Epoch 465/500
718/718 [==============================] - 1s 797us/step - loss: 0.4169 - accuracy: 0.8056
Epoch 466/500
718/718 [==============================] - 1s 794us/step - loss: 0.4167 - accuracy: 0.8066
Epoch 467/500
718/718 [==============================] - 1s 803us/step - loss: 0.4165 - accuracy: 0.8065
Epoch 468/500
718/718 [==============================] - 1s 810us/step - loss: 0.4170 - accuracy: 0.8037
Epoch 469/500
718/718 [==============================] - 1s 814us/step - loss: 0.4170 - accuracy: 0.8045
Epoch 470/500
718/718 [==============================] - 1s 786us/step - loss: 0.4168 - accuracy: 0.8086
Epoch 471/500
718/718 [==============================] - 1s 866us/step - loss: 0.4173 - accuracy: 0.8030
Epoch 472/500
718/718 [==============================] - 1s 804us/step - loss: 0.4169 - accuracy: 0.8059
Epoch 473/500
718/718 [==============================] - 1s 809us/step - loss: 0.4165 - accuracy: 0.8045
Epoch 474/500
718/718 [==============================] - 1s 809us/step - loss: 0.4172 - accuracy: 0.8051
Epoch 475/500
718/718 [==============================] - 1s 900us/step - loss: 0.4167 - accuracy: 0.8048
Epoch 476/500
718/718 [==============================] - 1s 811us/step - loss: 0.4168 - accuracy: 0.8057
Epoch 477/500
718/718 [==============================] - 1s 814us/step - loss: 0.4170 - accuracy: 0.8029
Epoch 478/500
718/718 [==============================] - 1s 802us/step - loss: 0.4168 - accuracy: 0.8040
Epoch 479/500
718/718 [==============================] - 1s 818us/step - loss: 0.4168 - accuracy: 0.8042
Epoch 480/500
718/718 [==============================] - 1s 804us/step - loss: 0.4168 - accuracy: 0.8052
Epoch 481/500
718/718 [==============================] - 1s 809us/step - loss: 0.4174 - accuracy: 0.8050
Epoch 482/500
718/718 [==============================] - 1s 796us/step - loss: 0.4166 - accuracy: 0.8052
Epoch 483/500
718/718 [==============================] - 1s 820us/step - loss: 0.4159 - accuracy: 0.8055
Epoch 484/500
718/718 [==============================] - 1s 815us/step - loss: 0.4168 - accuracy: 0.8058
Epoch 485/500
718/718 [==============================] - 1s 813us/step - loss: 0.4168 - accuracy: 0.8066
Epoch 486/500
718/718 [==============================] - 1s 814us/step - loss: 0.4167 - accuracy: 0.8074
Epoch 487/500
718/718 [==============================] - 1s 794us/step - loss: 0.4167 - accuracy: 0.8061
Epoch 488/500
718/718 [==============================] - 1s 811us/step - loss: 0.4165 - accuracy: 0.8053
Epoch 489/500
718/718 [==============================] - 1s 810us/step - loss: 0.4167 - accuracy: 0.8041
Epoch 490/500
718/718 [==============================] - 1s 796us/step - loss: 0.4166 - accuracy: 0.8049
Epoch 491/500
718/718 [==============================] - 1s 821us/step - loss: 0.4175 - accuracy: 0.8055
Epoch 492/500
718/718 [==============================] - 1s 802us/step - loss: 0.4165 - accuracy: 0.8068
Epoch 493/500
718/718 [==============================] - 1s 808us/step - loss: 0.4165 - accuracy: 0.8044
Epoch 494/500
718/718 [==============================] - 1s 803us/step - loss: 0.4163 - accuracy: 0.8068
Epoch 495/500
718/718 [==============================] - 1s 816us/step - loss: 0.4165 - accuracy: 0.8051
Epoch 496/500
718/718 [==============================] - 1s 815us/step - loss: 0.4167 - accuracy: 0.8054
Epoch 497/500
718/718 [==============================] - 1s 800us/step - loss: 0.4170 - accuracy: 0.8052
Epoch 498/500
718/718 [==============================] - 1s 876us/step - loss: 0.4166 - accuracy: 0.8054
Epoch 499/500
718/718 [==============================] - 1s 836us/step - loss: 0.4161 - accuracy: 0.8068
Epoch 500/500
718/718 [==============================] - 1s 811us/step - loss: 0.4163 - accuracy: 0.8036
Epoch 1/500
718/718 [==============================] - 1s 836us/step - loss: 0.6887 - accuracy: 0.5553
Epoch 2/500
718/718 [==============================] - 1s 884us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 785us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 791us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 792us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 809us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 819us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 833us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 810us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 800us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 829us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 814us/step - loss: 0.6862 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 799us/step - loss: 0.6856 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 819us/step - loss: 0.6842 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 815us/step - loss: 0.6805 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 806us/step - loss: 0.6682 - accuracy: 0.5683
Epoch 17/500
718/718 [==============================] - 1s 815us/step - loss: 0.6296 - accuracy: 0.6905
Epoch 18/500
718/718 [==============================] - 1s 812us/step - loss: 0.5859 - accuracy: 0.7081
Epoch 19/500
718/718 [==============================] - 1s 815us/step - loss: 0.5705 - accuracy: 0.7087
Epoch 20/500
718/718 [==============================] - 1s 797us/step - loss: 0.5542 - accuracy: 0.7154
Epoch 21/500
718/718 [==============================] - 1s 814us/step - loss: 0.5239 - accuracy: 0.7475
Epoch 22/500
718/718 [==============================] - 1s 793us/step - loss: 0.4940 - accuracy: 0.7640
Epoch 23/500
718/718 [==============================] - 1s 820us/step - loss: 0.4788 - accuracy: 0.7674
Epoch 24/500
718/718 [==============================] - 1s 811us/step - loss: 0.4710 - accuracy: 0.7685
Epoch 25/500
718/718 [==============================] - 1s 793us/step - loss: 0.4668 - accuracy: 0.7696
Epoch 26/500
718/718 [==============================] - 1s 810us/step - loss: 0.4644 - accuracy: 0.7720
Epoch 27/500
718/718 [==============================] - 1s 797us/step - loss: 0.4630 - accuracy: 0.7720
Epoch 28/500
718/718 [==============================] - 1s 809us/step - loss: 0.4619 - accuracy: 0.7762
Epoch 29/500
718/718 [==============================] - 1s 795us/step - loss: 0.4608 - accuracy: 0.7754
Epoch 30/500
718/718 [==============================] - 1s 807us/step - loss: 0.4590 - accuracy: 0.7811
Epoch 31/500
718/718 [==============================] - 1s 819us/step - loss: 0.4582 - accuracy: 0.7792
Epoch 32/500
718/718 [==============================] - 1s 795us/step - loss: 0.4562 - accuracy: 0.7830
Epoch 33/500
718/718 [==============================] - 1s 815us/step - loss: 0.4542 - accuracy: 0.7813
Epoch 34/500
718/718 [==============================] - 1s 801us/step - loss: 0.4519 - accuracy: 0.7844
Epoch 35/500
718/718 [==============================] - 1s 812us/step - loss: 0.4502 - accuracy: 0.7856
Epoch 36/500
718/718 [==============================] - 1s 813us/step - loss: 0.4497 - accuracy: 0.7854
Epoch 37/500
718/718 [==============================] - 1s 800us/step - loss: 0.4484 - accuracy: 0.7840
Epoch 38/500
718/718 [==============================] - 1s 842us/step - loss: 0.4471 - accuracy: 0.7877
Epoch 39/500
718/718 [==============================] - 1s 977us/step - loss: 0.4472 - accuracy: 0.7886
Epoch 40/500
718/718 [==============================] - 1s 835us/step - loss: 0.4467 - accuracy: 0.7884
Epoch 41/500
718/718 [==============================] - 1s 829us/step - loss: 0.4467 - accuracy: 0.7884
Epoch 42/500
718/718 [==============================] - 1s 798us/step - loss: 0.4462 - accuracy: 0.7846
Epoch 43/500
718/718 [==============================] - 1s 812us/step - loss: 0.4453 - accuracy: 0.7913
Epoch 44/500
718/718 [==============================] - 1s 888us/step - loss: 0.4462 - accuracy: 0.7844
Epoch 45/500
718/718 [==============================] - 1s 802us/step - loss: 0.4449 - accuracy: 0.7929
Epoch 46/500
718/718 [==============================] - 1s 818us/step - loss: 0.4450 - accuracy: 0.7876
Epoch 47/500
718/718 [==============================] - 1s 806us/step - loss: 0.4440 - accuracy: 0.7879
Epoch 48/500
718/718 [==============================] - 1s 814us/step - loss: 0.4447 - accuracy: 0.7922
Epoch 49/500
718/718 [==============================] - 1s 805us/step - loss: 0.4434 - accuracy: 0.7886
Epoch 50/500
718/718 [==============================] - 1s 814us/step - loss: 0.4434 - accuracy: 0.7916
Epoch 51/500
718/718 [==============================] - 1s 797us/step - loss: 0.4434 - accuracy: 0.7895
Epoch 52/500
718/718 [==============================] - 1s 856us/step - loss: 0.4434 - accuracy: 0.7877
Epoch 53/500
718/718 [==============================] - 1s 817us/step - loss: 0.4446 - accuracy: 0.7881
Epoch 54/500
718/718 [==============================] - 1s 798us/step - loss: 0.4428 - accuracy: 0.7913
Epoch 55/500
718/718 [==============================] - 1s 816us/step - loss: 0.4437 - accuracy: 0.7897
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4435 - accuracy: 0.7896
Epoch 57/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4429 - accuracy: 0.7895
Epoch 58/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7926
Epoch 59/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4437 - accuracy: 0.7892
Epoch 60/500
718/718 [==============================] - 1s 942us/step - loss: 0.4428 - accuracy: 0.7908
Epoch 61/500
718/718 [==============================] - 1s 929us/step - loss: 0.4434 - accuracy: 0.7906
Epoch 62/500
718/718 [==============================] - 1s 814us/step - loss: 0.4426 - accuracy: 0.7905
Epoch 63/500
718/718 [==============================] - 1s 895us/step - loss: 0.4432 - accuracy: 0.7895
Epoch 64/500
718/718 [==============================] - 1s 858us/step - loss: 0.4418 - accuracy: 0.7886
Epoch 65/500
718/718 [==============================] - 1s 925us/step - loss: 0.4431 - accuracy: 0.7884
Epoch 66/500
718/718 [==============================] - 1s 894us/step - loss: 0.4422 - accuracy: 0.7894
Epoch 67/500
718/718 [==============================] - 1s 846us/step - loss: 0.4418 - accuracy: 0.7943
Epoch 68/500
718/718 [==============================] - 1s 807us/step - loss: 0.4430 - accuracy: 0.7890
Epoch 69/500
718/718 [==============================] - 1s 960us/step - loss: 0.4429 - accuracy: 0.7891
Epoch 70/500
718/718 [==============================] - 1s 833us/step - loss: 0.4423 - accuracy: 0.7889
Epoch 71/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4428 - accuracy: 0.7889
Epoch 72/500
718/718 [==============================] - 1s 787us/step - loss: 0.4415 - accuracy: 0.7906
Epoch 73/500
718/718 [==============================] - 1s 872us/step - loss: 0.4419 - accuracy: 0.7912
Epoch 74/500
718/718 [==============================] - 1s 891us/step - loss: 0.4420 - accuracy: 0.7903
Epoch 75/500
718/718 [==============================] - 1s 791us/step - loss: 0.4421 - accuracy: 0.7917
Epoch 76/500
718/718 [==============================] - 1s 808us/step - loss: 0.4420 - accuracy: 0.7913
Epoch 77/500
718/718 [==============================] - 1s 783us/step - loss: 0.4423 - accuracy: 0.7905
Epoch 78/500
718/718 [==============================] - 1s 803us/step - loss: 0.4410 - accuracy: 0.7919
Epoch 79/500
718/718 [==============================] - 1s 811us/step - loss: 0.4419 - accuracy: 0.7894
Epoch 80/500
718/718 [==============================] - 1s 786us/step - loss: 0.4419 - accuracy: 0.7904
Epoch 81/500
718/718 [==============================] - 1s 813us/step - loss: 0.4413 - accuracy: 0.7915
Epoch 82/500
718/718 [==============================] - 1s 786us/step - loss: 0.4409 - accuracy: 0.7922
Epoch 83/500
718/718 [==============================] - 1s 813us/step - loss: 0.4418 - accuracy: 0.78890s - loss: 0.4419 - accuracy: 
Epoch 84/500
718/718 [==============================] - 1s 791us/step - loss: 0.4414 - accuracy: 0.7907
Epoch 85/500
718/718 [==============================] - 1s 808us/step - loss: 0.4413 - accuracy: 0.7908
Epoch 86/500
718/718 [==============================] - 1s 800us/step - loss: 0.4414 - accuracy: 0.7891
Epoch 87/500
718/718 [==============================] - 1s 823us/step - loss: 0.4409 - accuracy: 0.7915
Epoch 88/500
718/718 [==============================] - 1s 818us/step - loss: 0.4412 - accuracy: 0.7916
Epoch 89/500
718/718 [==============================] - 1s 802us/step - loss: 0.4414 - accuracy: 0.7905
Epoch 90/500
718/718 [==============================] - 1s 816us/step - loss: 0.4406 - accuracy: 0.7927
Epoch 91/500
718/718 [==============================] - 1s 808us/step - loss: 0.4404 - accuracy: 0.7914
Epoch 92/500
718/718 [==============================] - 1s 802us/step - loss: 0.4401 - accuracy: 0.7915
Epoch 93/500
718/718 [==============================] - 1s 812us/step - loss: 0.4405 - accuracy: 0.7909
Epoch 94/500
718/718 [==============================] - 1s 792us/step - loss: 0.4402 - accuracy: 0.7909
Epoch 95/500
718/718 [==============================] - 1s 818us/step - loss: 0.4409 - accuracy: 0.7894
Epoch 96/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4403 - accuracy: 0.7926
Epoch 97/500
718/718 [==============================] - 1s 794us/step - loss: 0.4403 - accuracy: 0.7908
Epoch 98/500
718/718 [==============================] - 1s 822us/step - loss: 0.4407 - accuracy: 0.7893
Epoch 99/500
718/718 [==============================] - 1s 800us/step - loss: 0.4405 - accuracy: 0.7905
Epoch 100/500
718/718 [==============================] - 1s 817us/step - loss: 0.4403 - accuracy: 0.7936
Epoch 101/500
718/718 [==============================] - 1s 844us/step - loss: 0.4402 - accuracy: 0.7934
Epoch 102/500
718/718 [==============================] - 1s 794us/step - loss: 0.4397 - accuracy: 0.7922
Epoch 103/500
718/718 [==============================] - 1s 808us/step - loss: 0.4394 - accuracy: 0.7907
Epoch 104/500
718/718 [==============================] - 1s 800us/step - loss: 0.4406 - accuracy: 0.7903
Epoch 105/500
718/718 [==============================] - 1s 818us/step - loss: 0.4403 - accuracy: 0.7926
Epoch 106/500
718/718 [==============================] - 1s 795us/step - loss: 0.4398 - accuracy: 0.7904
Epoch 107/500
718/718 [==============================] - 1s 820us/step - loss: 0.4404 - accuracy: 0.7917
Epoch 108/500
718/718 [==============================] - 1s 805us/step - loss: 0.4395 - accuracy: 0.7916
Epoch 109/500
718/718 [==============================] - 1s 800us/step - loss: 0.4397 - accuracy: 0.7926
Epoch 110/500
718/718 [==============================] - 1s 817us/step - loss: 0.4397 - accuracy: 0.7926
Epoch 111/500
718/718 [==============================] - 1s 818us/step - loss: 0.4392 - accuracy: 0.7912
Epoch 112/500
718/718 [==============================] - 1s 806us/step - loss: 0.4401 - accuracy: 0.7907
Epoch 113/500
718/718 [==============================] - 1s 854us/step - loss: 0.4401 - accuracy: 0.7915
Epoch 114/500
718/718 [==============================] - 1s 801us/step - loss: 0.4394 - accuracy: 0.7915
Epoch 115/500
718/718 [==============================] - 1s 804us/step - loss: 0.4382 - accuracy: 0.7952
Epoch 116/500
718/718 [==============================] - 1s 804us/step - loss: 0.4391 - accuracy: 0.7941
Epoch 117/500
718/718 [==============================] - 1s 817us/step - loss: 0.4389 - accuracy: 0.7929
Epoch 118/500
718/718 [==============================] - 1s 798us/step - loss: 0.4395 - accuracy: 0.7917
Epoch 119/500
718/718 [==============================] - 1s 813us/step - loss: 0.4392 - accuracy: 0.7953
Epoch 120/500
718/718 [==============================] - 1s 808us/step - loss: 0.4397 - accuracy: 0.7908
Epoch 121/500
718/718 [==============================] - 1s 796us/step - loss: 0.4385 - accuracy: 0.7940
Epoch 122/500
718/718 [==============================] - 1s 878us/step - loss: 0.4375 - accuracy: 0.7943
Epoch 123/500
718/718 [==============================] - 1s 798us/step - loss: 0.4381 - accuracy: 0.7938
Epoch 124/500
718/718 [==============================] - 1s 821us/step - loss: 0.4374 - accuracy: 0.7918
Epoch 125/500
718/718 [==============================] - 1s 820us/step - loss: 0.4375 - accuracy: 0.7935
Epoch 126/500
718/718 [==============================] - 1s 794us/step - loss: 0.4387 - accuracy: 0.7922
Epoch 127/500
718/718 [==============================] - 1s 802us/step - loss: 0.4380 - accuracy: 0.7945
Epoch 128/500
718/718 [==============================] - 1s 798us/step - loss: 0.4373 - accuracy: 0.7935
Epoch 129/500
718/718 [==============================] - 1s 814us/step - loss: 0.4380 - accuracy: 0.7922
Epoch 130/500
718/718 [==============================] - 1s 829us/step - loss: 0.4379 - accuracy: 0.7908
Epoch 131/500
718/718 [==============================] - 1s 802us/step - loss: 0.4376 - accuracy: 0.7921
Epoch 132/500
718/718 [==============================] - 1s 812us/step - loss: 0.4376 - accuracy: 0.78980s - loss: 0.4373 - accuracy
Epoch 133/500
718/718 [==============================] - 1s 793us/step - loss: 0.4378 - accuracy: 0.7919
Epoch 134/500
718/718 [==============================] - 1s 816us/step - loss: 0.4369 - accuracy: 0.7930
Epoch 135/500
718/718 [==============================] - 1s 796us/step - loss: 0.4382 - accuracy: 0.7895
Epoch 136/500
718/718 [==============================] - 1s 818us/step - loss: 0.4369 - accuracy: 0.79400s - loss: 0.4376 - accuracy
Epoch 137/500
718/718 [==============================] - 1s 814us/step - loss: 0.4374 - accuracy: 0.7940
Epoch 138/500
718/718 [==============================] - 1s 794us/step - loss: 0.4374 - accuracy: 0.7908
Epoch 139/500
718/718 [==============================] - 1s 815us/step - loss: 0.4372 - accuracy: 0.7925
Epoch 140/500
718/718 [==============================] - 1s 799us/step - loss: 0.4365 - accuracy: 0.7944
Epoch 141/500
718/718 [==============================] - 1s 805us/step - loss: 0.4365 - accuracy: 0.7934
Epoch 142/500
718/718 [==============================] - 1s 794us/step - loss: 0.4369 - accuracy: 0.7920
Epoch 143/500
718/718 [==============================] - 1s 828us/step - loss: 0.4365 - accuracy: 0.7944
Epoch 144/500
718/718 [==============================] - 1s 827us/step - loss: 0.4364 - accuracy: 0.7952
Epoch 145/500
718/718 [==============================] - 1s 793us/step - loss: 0.4368 - accuracy: 0.7932
Epoch 146/500
718/718 [==============================] - 1s 828us/step - loss: 0.4365 - accuracy: 0.79280s - loss: 0.4386 - accu
Epoch 147/500
718/718 [==============================] - 1s 792us/step - loss: 0.4361 - accuracy: 0.7930
Epoch 148/500
718/718 [==============================] - 1s 803us/step - loss: 0.4372 - accuracy: 0.79180s - loss: 0.4368 - accuracy: 0.79
Epoch 149/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4364 - accuracy: 0.7917
Epoch 150/500
718/718 [==============================] - 1s 893us/step - loss: 0.4364 - accuracy: 0.7939
Epoch 151/500
718/718 [==============================] - 1s 907us/step - loss: 0.4362 - accuracy: 0.7930
Epoch 152/500
718/718 [==============================] - 1s 835us/step - loss: 0.4363 - accuracy: 0.7945
Epoch 153/500
718/718 [==============================] - 1s 797us/step - loss: 0.4363 - accuracy: 0.7915
Epoch 154/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7937
Epoch 155/500
718/718 [==============================] - 1s 834us/step - loss: 0.4357 - accuracy: 0.7921
Epoch 156/500
718/718 [==============================] - 1s 804us/step - loss: 0.4358 - accuracy: 0.7915
Epoch 157/500
718/718 [==============================] - 1s 832us/step - loss: 0.4364 - accuracy: 0.7911
Epoch 158/500
718/718 [==============================] - 1s 793us/step - loss: 0.4358 - accuracy: 0.7922
Epoch 159/500
718/718 [==============================] - 1s 814us/step - loss: 0.4360 - accuracy: 0.7923
Epoch 160/500
718/718 [==============================] - 1s 812us/step - loss: 0.4349 - accuracy: 0.7901
Epoch 161/500
718/718 [==============================] - 1s 806us/step - loss: 0.4356 - accuracy: 0.7908
Epoch 162/500
718/718 [==============================] - 1s 803us/step - loss: 0.4353 - accuracy: 0.7929
Epoch 163/500
718/718 [==============================] - 1s 850us/step - loss: 0.4355 - accuracy: 0.7928
Epoch 164/500
718/718 [==============================] - 1s 807us/step - loss: 0.4357 - accuracy: 0.7919
Epoch 165/500
718/718 [==============================] - 1s 824us/step - loss: 0.4343 - accuracy: 0.7933
Epoch 166/500
718/718 [==============================] - 1s 798us/step - loss: 0.4355 - accuracy: 0.7931
Epoch 167/500
718/718 [==============================] - 1s 806us/step - loss: 0.4352 - accuracy: 0.7949
Epoch 168/500
718/718 [==============================] - 1s 813us/step - loss: 0.4353 - accuracy: 0.7933
Epoch 169/500
718/718 [==============================] - 1s 804us/step - loss: 0.4346 - accuracy: 0.7922
Epoch 170/500
718/718 [==============================] - 1s 797us/step - loss: 0.4351 - accuracy: 0.7928
Epoch 171/500
718/718 [==============================] - 1s 827us/step - loss: 0.4354 - accuracy: 0.7941
Epoch 172/500
718/718 [==============================] - 1s 814us/step - loss: 0.4353 - accuracy: 0.7959
Epoch 173/500
718/718 [==============================] - 1s 800us/step - loss: 0.4348 - accuracy: 0.7925
Epoch 174/500
718/718 [==============================] - 1s 820us/step - loss: 0.4345 - accuracy: 0.7942
Epoch 175/500
718/718 [==============================] - 1s 796us/step - loss: 0.4354 - accuracy: 0.7920
Epoch 176/500
718/718 [==============================] - 1s 810us/step - loss: 0.4337 - accuracy: 0.7942
Epoch 177/500
718/718 [==============================] - 1s 797us/step - loss: 0.4342 - accuracy: 0.7942
Epoch 178/500
718/718 [==============================] - 1s 811us/step - loss: 0.4337 - accuracy: 0.7932
Epoch 179/500
718/718 [==============================] - 1s 837us/step - loss: 0.4341 - accuracy: 0.7936
Epoch 180/500
718/718 [==============================] - 1s 807us/step - loss: 0.4336 - accuracy: 0.7946
Epoch 181/500
718/718 [==============================] - 1s 830us/step - loss: 0.4340 - accuracy: 0.7954
Epoch 182/500
718/718 [==============================] - 1s 794us/step - loss: 0.4335 - accuracy: 0.79560s - loss: 0.4378 - 
Epoch 183/500
718/718 [==============================] - 1s 836us/step - loss: 0.4335 - accuracy: 0.7954
Epoch 184/500
718/718 [==============================] - 1s 807us/step - loss: 0.4339 - accuracy: 0.7935
Epoch 185/500
718/718 [==============================] - 1s 811us/step - loss: 0.4339 - accuracy: 0.7951
Epoch 186/500
718/718 [==============================] - 1s 834us/step - loss: 0.4333 - accuracy: 0.7941
Epoch 187/500
718/718 [==============================] - 1s 800us/step - loss: 0.4332 - accuracy: 0.7955
Epoch 188/500
718/718 [==============================] - 1s 813us/step - loss: 0.4324 - accuracy: 0.7957
Epoch 189/500
718/718 [==============================] - 1s 943us/step - loss: 0.4328 - accuracy: 0.7965
Epoch 190/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4325 - accuracy: 0.7959
Epoch 191/500
718/718 [==============================] - 1s 916us/step - loss: 0.4320 - accuracy: 0.7982
Epoch 192/500
718/718 [==============================] - 1s 856us/step - loss: 0.4326 - accuracy: 0.7957
Epoch 193/500
718/718 [==============================] - 1s 831us/step - loss: 0.4323 - accuracy: 0.7954
Epoch 194/500
718/718 [==============================] - 1s 958us/step - loss: 0.4326 - accuracy: 0.7960
Epoch 195/500
718/718 [==============================] - 1s 860us/step - loss: 0.4323 - accuracy: 0.7961
Epoch 196/500
718/718 [==============================] - 1s 964us/step - loss: 0.4330 - accuracy: 0.7942
Epoch 197/500
718/718 [==============================] - 1s 864us/step - loss: 0.4316 - accuracy: 0.7958
Epoch 198/500
718/718 [==============================] - 1s 834us/step - loss: 0.4318 - accuracy: 0.7960
Epoch 199/500
718/718 [==============================] - 1s 964us/step - loss: 0.4324 - accuracy: 0.79550s - loss: 0.4321 - ac
Epoch 200/500
718/718 [==============================] - 1s 929us/step - loss: 0.4321 - accuracy: 0.79610s - loss: 0.4412 - ac
Epoch 201/500
718/718 [==============================] - 1s 983us/step - loss: 0.4320 - accuracy: 0.7976
Epoch 202/500
718/718 [==============================] - 1s 925us/step - loss: 0.4316 - accuracy: 0.7932
Epoch 203/500
718/718 [==============================] - 1s 829us/step - loss: 0.4317 - accuracy: 0.7954
Epoch 204/500
718/718 [==============================] - 1s 853us/step - loss: 0.4322 - accuracy: 0.7954
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4318 - accuracy: 0.7949
Epoch 206/500
718/718 [==============================] - 1s 835us/step - loss: 0.4318 - accuracy: 0.7969
Epoch 207/500
718/718 [==============================] - 1s 851us/step - loss: 0.4316 - accuracy: 0.7959
Epoch 208/500
718/718 [==============================] - 1s 838us/step - loss: 0.4320 - accuracy: 0.7948
Epoch 209/500
718/718 [==============================] - 1s 957us/step - loss: 0.4318 - accuracy: 0.79390s - loss: 0.4347 - accuracy: 0.
Epoch 210/500
718/718 [==============================] - 1s 848us/step - loss: 0.4313 - accuracy: 0.7960
Epoch 211/500
718/718 [==============================] - 1s 864us/step - loss: 0.4315 - accuracy: 0.7937
Epoch 212/500
718/718 [==============================] - 1s 821us/step - loss: 0.4312 - accuracy: 0.7961
Epoch 213/500
718/718 [==============================] - 1s 858us/step - loss: 0.4314 - accuracy: 0.7942
Epoch 214/500
718/718 [==============================] - 1s 860us/step - loss: 0.4315 - accuracy: 0.7947
Epoch 215/500
718/718 [==============================] - 1s 858us/step - loss: 0.4313 - accuracy: 0.7967
Epoch 216/500
718/718 [==============================] - 1s 903us/step - loss: 0.4315 - accuracy: 0.7944
Epoch 217/500
718/718 [==============================] - 1s 877us/step - loss: 0.4314 - accuracy: 0.7983
Epoch 218/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4314 - accuracy: 0.7950
Epoch 219/500
718/718 [==============================] - 1s 974us/step - loss: 0.4310 - accuracy: 0.7956
Epoch 220/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4313 - accuracy: 0.7954
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7955
Epoch 222/500
718/718 [==============================] - 1s 970us/step - loss: 0.4310 - accuracy: 0.7960
Epoch 223/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4312 - accuracy: 0.7960
Epoch 224/500
718/718 [==============================] - 1s 990us/step - loss: 0.4308 - accuracy: 0.7975
Epoch 225/500
718/718 [==============================] - 1s 957us/step - loss: 0.4302 - accuracy: 0.7951
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4311 - accuracy: 0.7955
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7963
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7959
Epoch 229/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4303 - accuracy: 0.7960
Epoch 230/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4305 - accuracy: 0.7948
Epoch 231/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7963
Epoch 232/500
718/718 [==============================] - 1s 901us/step - loss: 0.4309 - accuracy: 0.7956
Epoch 233/500
718/718 [==============================] - 1s 916us/step - loss: 0.4301 - accuracy: 0.7959
Epoch 234/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7935
Epoch 235/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7966
Epoch 236/500
718/718 [==============================] - 1s 994us/step - loss: 0.4302 - accuracy: 0.7964
Epoch 237/500
718/718 [==============================] - 1s 875us/step - loss: 0.4309 - accuracy: 0.7949
Epoch 238/500
718/718 [==============================] - 1s 814us/step - loss: 0.4302 - accuracy: 0.7963
Epoch 239/500
718/718 [==============================] - 1s 814us/step - loss: 0.4303 - accuracy: 0.7961
Epoch 240/500
718/718 [==============================] - 1s 817us/step - loss: 0.4310 - accuracy: 0.7949
Epoch 241/500
718/718 [==============================] - 1s 816us/step - loss: 0.4306 - accuracy: 0.7954
Epoch 242/500
718/718 [==============================] - 1s 813us/step - loss: 0.4304 - accuracy: 0.7967
Epoch 243/500
718/718 [==============================] - 1s 857us/step - loss: 0.4308 - accuracy: 0.7965
Epoch 244/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4304 - accuracy: 0.7922
Epoch 245/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4300 - accuracy: 0.7954
Epoch 246/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4309 - accuracy: 0.7982
Epoch 247/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7962
Epoch 248/500
718/718 [==============================] - 1s 949us/step - loss: 0.4300 - accuracy: 0.7965
Epoch 249/500
718/718 [==============================] - 1s 951us/step - loss: 0.4301 - accuracy: 0.7970
Epoch 250/500
718/718 [==============================] - 1s 894us/step - loss: 0.4303 - accuracy: 0.7961
Epoch 251/500
718/718 [==============================] - 1s 880us/step - loss: 0.4306 - accuracy: 0.7963
Epoch 252/500
718/718 [==============================] - 1s 831us/step - loss: 0.4306 - accuracy: 0.7972
Epoch 253/500
718/718 [==============================] - 1s 933us/step - loss: 0.4303 - accuracy: 0.7978
Epoch 254/500
718/718 [==============================] - 1s 913us/step - loss: 0.4300 - accuracy: 0.7945
Epoch 255/500
718/718 [==============================] - 1s 821us/step - loss: 0.4301 - accuracy: 0.7942
Epoch 256/500
718/718 [==============================] - 1s 797us/step - loss: 0.4301 - accuracy: 0.7951
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4298 - accuracy: 0.7950
Epoch 258/500
718/718 [==============================] - 1s 912us/step - loss: 0.4304 - accuracy: 0.7958
Epoch 259/500
718/718 [==============================] - 1s 957us/step - loss: 0.4288 - accuracy: 0.7977
Epoch 260/500
718/718 [==============================] - 1s 811us/step - loss: 0.4302 - accuracy: 0.7968
Epoch 261/500
718/718 [==============================] - 1s 904us/step - loss: 0.4300 - accuracy: 0.7983
Epoch 262/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4306 - accuracy: 0.7962
Epoch 263/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.7920
Epoch 264/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4305 - accuracy: 0.7956
Epoch 265/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7954
Epoch 266/500
718/718 [==============================] - 1s 889us/step - loss: 0.4295 - accuracy: 0.7955
Epoch 267/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4301 - accuracy: 0.7969
Epoch 268/500
718/718 [==============================] - 1s 863us/step - loss: 0.4296 - accuracy: 0.7962
Epoch 269/500
718/718 [==============================] - 1s 952us/step - loss: 0.4301 - accuracy: 0.7936
Epoch 270/500
718/718 [==============================] - 1s 835us/step - loss: 0.4293 - accuracy: 0.7973
Epoch 271/500
718/718 [==============================] - 1s 827us/step - loss: 0.4298 - accuracy: 0.7942
Epoch 272/500
718/718 [==============================] - 1s 817us/step - loss: 0.4298 - accuracy: 0.7946
Epoch 273/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4299 - accuracy: 0.7968
Epoch 274/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4297 - accuracy: 0.7963: 0s - loss: 0.4340 - accuracy: 0.
Epoch 275/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4296 - accuracy: 0.7957
Epoch 276/500
718/718 [==============================] - 1s 872us/step - loss: 0.4296 - accuracy: 0.7965
Epoch 277/500
718/718 [==============================] - 1s 837us/step - loss: 0.4296 - accuracy: 0.7968
Epoch 278/500
718/718 [==============================] - 1s 810us/step - loss: 0.4297 - accuracy: 0.7952
Epoch 279/500
718/718 [==============================] - 1s 829us/step - loss: 0.4292 - accuracy: 0.7975
Epoch 280/500
718/718 [==============================] - 1s 943us/step - loss: 0.4298 - accuracy: 0.7964
Epoch 281/500
718/718 [==============================] - 1s 957us/step - loss: 0.4292 - accuracy: 0.7969
Epoch 282/500
718/718 [==============================] - 1s 868us/step - loss: 0.4296 - accuracy: 0.7946
Epoch 283/500
718/718 [==============================] - 1s 806us/step - loss: 0.4299 - accuracy: 0.7937
Epoch 284/500
718/718 [==============================] - 1s 829us/step - loss: 0.4292 - accuracy: 0.7959
Epoch 285/500
718/718 [==============================] - 1s 835us/step - loss: 0.4292 - accuracy: 0.7949
Epoch 286/500
718/718 [==============================] - 1s 791us/step - loss: 0.4291 - accuracy: 0.7953
Epoch 287/500
718/718 [==============================] - 1s 809us/step - loss: 0.4292 - accuracy: 0.7953
Epoch 288/500
718/718 [==============================] - 1s 787us/step - loss: 0.4292 - accuracy: 0.7972
Epoch 289/500
718/718 [==============================] - 1s 806us/step - loss: 0.4292 - accuracy: 0.7972
Epoch 290/500
718/718 [==============================] - 1s 785us/step - loss: 0.4296 - accuracy: 0.7965
Epoch 291/500
718/718 [==============================] - 1s 797us/step - loss: 0.4292 - accuracy: 0.7961
Epoch 292/500
718/718 [==============================] - 1s 794us/step - loss: 0.4288 - accuracy: 0.7964
Epoch 293/500
718/718 [==============================] - 1s 793us/step - loss: 0.4292 - accuracy: 0.7967
Epoch 294/500
718/718 [==============================] - 1s 812us/step - loss: 0.4290 - accuracy: 0.7978
Epoch 295/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7965
Epoch 296/500
718/718 [==============================] - 1s 870us/step - loss: 0.4292 - accuracy: 0.7961
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7987
Epoch 298/500
718/718 [==============================] - 1s 880us/step - loss: 0.4291 - accuracy: 0.7960
Epoch 299/500
718/718 [==============================] - 1s 964us/step - loss: 0.4294 - accuracy: 0.7951
Epoch 300/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7964
Epoch 301/500
718/718 [==============================] - 1s 959us/step - loss: 0.4290 - accuracy: 0.7951
Epoch 302/500
718/718 [==============================] - 1s 880us/step - loss: 0.4293 - accuracy: 0.7976
Epoch 303/500
718/718 [==============================] - 1s 922us/step - loss: 0.4288 - accuracy: 0.79500s - loss: 0.4296 - accuracy: 0.
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4286 - accuracy: 0.7973
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7974
Epoch 306/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4288 - accuracy: 0.7955
Epoch 307/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4288 - accuracy: 0.7964
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4282 - accuracy: 0.7966
Epoch 309/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4281 - accuracy: 0.7980
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4281 - accuracy: 0.7966
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4284 - accuracy: 0.7967
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7985
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4283 - accuracy: 0.7961
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7959
Epoch 315/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7943
Epoch 316/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4284 - accuracy: 0.7971
Epoch 317/500
718/718 [==============================] - 1s 911us/step - loss: 0.4277 - accuracy: 0.7976
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7971
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4279 - accuracy: 0.7969
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7983
Epoch 321/500
718/718 [==============================] - 1s 842us/step - loss: 0.4283 - accuracy: 0.7960
Epoch 322/500
718/718 [==============================] - 1s 817us/step - loss: 0.4285 - accuracy: 0.7971
Epoch 323/500
718/718 [==============================] - 1s 804us/step - loss: 0.4277 - accuracy: 0.7975
Epoch 324/500
718/718 [==============================] - 1s 823us/step - loss: 0.4280 - accuracy: 0.7953
Epoch 325/500
718/718 [==============================] - 1s 826us/step - loss: 0.4284 - accuracy: 0.8000
Epoch 326/500
718/718 [==============================] - 1s 830us/step - loss: 0.4284 - accuracy: 0.7980
Epoch 327/500
718/718 [==============================] - 1s 808us/step - loss: 0.4279 - accuracy: 0.7979
Epoch 328/500
718/718 [==============================] - 1s 814us/step - loss: 0.4282 - accuracy: 0.7971
Epoch 329/500
718/718 [==============================] - 1s 806us/step - loss: 0.4282 - accuracy: 0.7978
Epoch 330/500
718/718 [==============================] - 1s 821us/step - loss: 0.4270 - accuracy: 0.7984
Epoch 331/500
718/718 [==============================] - 1s 849us/step - loss: 0.4279 - accuracy: 0.7974
Epoch 332/500
718/718 [==============================] - 1s 825us/step - loss: 0.4278 - accuracy: 0.7974
Epoch 333/500
718/718 [==============================] - 1s 798us/step - loss: 0.4286 - accuracy: 0.7981
Epoch 334/500
718/718 [==============================] - 1s 807us/step - loss: 0.4282 - accuracy: 0.7975
Epoch 335/500
718/718 [==============================] - 1s 795us/step - loss: 0.4280 - accuracy: 0.7979
Epoch 336/500
718/718 [==============================] - 1s 825us/step - loss: 0.4280 - accuracy: 0.7957
Epoch 337/500
718/718 [==============================] - 1s 799us/step - loss: 0.4273 - accuracy: 0.7978
Epoch 338/500
718/718 [==============================] - 1s 819us/step - loss: 0.4270 - accuracy: 0.7988
Epoch 339/500
718/718 [==============================] - 1s 832us/step - loss: 0.4277 - accuracy: 0.7990
Epoch 340/500
718/718 [==============================] - 1s 799us/step - loss: 0.4281 - accuracy: 0.7949
Epoch 341/500
718/718 [==============================] - 1s 818us/step - loss: 0.4268 - accuracy: 0.7967
Epoch 342/500
718/718 [==============================] - 1s 819us/step - loss: 0.4274 - accuracy: 0.7966
Epoch 343/500
718/718 [==============================] - 1s 801us/step - loss: 0.4275 - accuracy: 0.79640s - loss: 0.4312 - accuracy: 0.
Epoch 344/500
718/718 [==============================] - 1s 798us/step - loss: 0.4271 - accuracy: 0.7956
Epoch 345/500
718/718 [==============================] - 1s 817us/step - loss: 0.4271 - accuracy: 0.7996
Epoch 346/500
718/718 [==============================] - 1s 814us/step - loss: 0.4273 - accuracy: 0.7987
Epoch 347/500
718/718 [==============================] - 1s 798us/step - loss: 0.4277 - accuracy: 0.7966
Epoch 348/500
718/718 [==============================] - 1s 807us/step - loss: 0.4273 - accuracy: 0.7972
Epoch 349/500
718/718 [==============================] - 1s 803us/step - loss: 0.4276 - accuracy: 0.7997
Epoch 350/500
718/718 [==============================] - 1s 819us/step - loss: 0.4274 - accuracy: 0.7975
Epoch 351/500
718/718 [==============================] - 1s 820us/step - loss: 0.4271 - accuracy: 0.7969
Epoch 352/500
718/718 [==============================] - 1s 794us/step - loss: 0.4276 - accuracy: 0.7981
Epoch 353/500
718/718 [==============================] - 1s 816us/step - loss: 0.4268 - accuracy: 0.7976
Epoch 354/500
718/718 [==============================] - 1s 802us/step - loss: 0.4269 - accuracy: 0.7998
Epoch 355/500
718/718 [==============================] - 1s 804us/step - loss: 0.4270 - accuracy: 0.79690s - loss: 0.4257 - accuracy
Epoch 356/500
718/718 [==============================] - 1s 792us/step - loss: 0.4266 - accuracy: 0.7969
Epoch 357/500
718/718 [==============================] - 1s 809us/step - loss: 0.4270 - accuracy: 0.7984
Epoch 358/500
718/718 [==============================] - 1s 820us/step - loss: 0.4272 - accuracy: 0.7975
Epoch 359/500
718/718 [==============================] - 1s 806us/step - loss: 0.4271 - accuracy: 0.7959
Epoch 360/500
718/718 [==============================] - 1s 803us/step - loss: 0.4264 - accuracy: 0.7978
Epoch 361/500
718/718 [==============================] - 1s 799us/step - loss: 0.4267 - accuracy: 0.7987
Epoch 362/500
718/718 [==============================] - 1s 800us/step - loss: 0.4271 - accuracy: 0.7977
Epoch 363/500
718/718 [==============================] - 1s 819us/step - loss: 0.4264 - accuracy: 0.7968
Epoch 364/500
718/718 [==============================] - 1s 802us/step - loss: 0.4270 - accuracy: 0.7963
Epoch 365/500
718/718 [==============================] - 1s 840us/step - loss: 0.4263 - accuracy: 0.7969
Epoch 366/500
718/718 [==============================] - 1s 792us/step - loss: 0.4271 - accuracy: 0.7969
Epoch 367/500
718/718 [==============================] - 1s 808us/step - loss: 0.4264 - accuracy: 0.7964
Epoch 368/500
718/718 [==============================] - 1s 811us/step - loss: 0.4263 - accuracy: 0.7985
Epoch 369/500
718/718 [==============================] - 1s 795us/step - loss: 0.4263 - accuracy: 0.7970
Epoch 370/500
718/718 [==============================] - 1s 819us/step - loss: 0.4266 - accuracy: 0.7970
Epoch 371/500
718/718 [==============================] - 1s 863us/step - loss: 0.4268 - accuracy: 0.7979
Epoch 372/500
718/718 [==============================] - 1s 823us/step - loss: 0.4271 - accuracy: 0.7981
Epoch 373/500
718/718 [==============================] - 1s 796us/step - loss: 0.4265 - accuracy: 0.7975
Epoch 374/500
718/718 [==============================] - 1s 800us/step - loss: 0.4270 - accuracy: 0.7969
Epoch 375/500
718/718 [==============================] - 1s 850us/step - loss: 0.4268 - accuracy: 0.7982
Epoch 376/500
718/718 [==============================] - 1s 859us/step - loss: 0.4263 - accuracy: 0.7959
Epoch 377/500
718/718 [==============================] - 1s 810us/step - loss: 0.4265 - accuracy: 0.7961
Epoch 378/500
718/718 [==============================] - 1s 803us/step - loss: 0.4266 - accuracy: 0.7978
Epoch 379/500
718/718 [==============================] - 1s 840us/step - loss: 0.4266 - accuracy: 0.7987
Epoch 380/500
718/718 [==============================] - 1s 827us/step - loss: 0.4264 - accuracy: 0.7988
Epoch 381/500
718/718 [==============================] - 1s 826us/step - loss: 0.4262 - accuracy: 0.7985
Epoch 382/500
718/718 [==============================] - 1s 822us/step - loss: 0.4271 - accuracy: 0.7972
Epoch 383/500
718/718 [==============================] - 1s 832us/step - loss: 0.4264 - accuracy: 0.7989
Epoch 384/500
718/718 [==============================] - 1s 826us/step - loss: 0.4263 - accuracy: 0.7969
Epoch 385/500
718/718 [==============================] - 1s 832us/step - loss: 0.4269 - accuracy: 0.7983
Epoch 386/500
718/718 [==============================] - 1s 826us/step - loss: 0.4263 - accuracy: 0.7985
Epoch 387/500
718/718 [==============================] - 1s 839us/step - loss: 0.4272 - accuracy: 0.7976
Epoch 388/500
718/718 [==============================] - 1s 796us/step - loss: 0.4258 - accuracy: 0.7991
Epoch 389/500
718/718 [==============================] - 1s 815us/step - loss: 0.4270 - accuracy: 0.80000s - loss: 0.4166 - ac
Epoch 390/500
718/718 [==============================] - 1s 812us/step - loss: 0.4265 - accuracy: 0.7974
Epoch 391/500
718/718 [==============================] - 1s 796us/step - loss: 0.4265 - accuracy: 0.7976
Epoch 392/500
718/718 [==============================] - 1s 824us/step - loss: 0.4268 - accuracy: 0.7985
Epoch 393/500
718/718 [==============================] - 1s 806us/step - loss: 0.4270 - accuracy: 0.7969
Epoch 394/500
718/718 [==============================] - 1s 886us/step - loss: 0.4265 - accuracy: 0.7974
Epoch 395/500
718/718 [==============================] - 1s 825us/step - loss: 0.4257 - accuracy: 0.7978
Epoch 396/500
718/718 [==============================] - 1s 838us/step - loss: 0.4263 - accuracy: 0.7963
Epoch 397/500
718/718 [==============================] - 1s 956us/step - loss: 0.4266 - accuracy: 0.7969
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7966
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4266 - accuracy: 0.7982
Epoch 400/500
718/718 [==============================] - 1s 873us/step - loss: 0.4261 - accuracy: 0.7994
Epoch 401/500
718/718 [==============================] - 1s 828us/step - loss: 0.4257 - accuracy: 0.8002
Epoch 402/500
718/718 [==============================] - 1s 794us/step - loss: 0.4270 - accuracy: 0.7974
Epoch 403/500
718/718 [==============================] - 1s 825us/step - loss: 0.4261 - accuracy: 0.7979
Epoch 404/500
718/718 [==============================] - 1s 812us/step - loss: 0.4267 - accuracy: 0.8001
Epoch 405/500
718/718 [==============================] - 1s 786us/step - loss: 0.4258 - accuracy: 0.7977
Epoch 406/500
718/718 [==============================] - 1s 890us/step - loss: 0.4269 - accuracy: 0.7989
Epoch 407/500
718/718 [==============================] - 1s 806us/step - loss: 0.4260 - accuracy: 0.7977
Epoch 408/500
718/718 [==============================] - 1s 816us/step - loss: 0.4258 - accuracy: 0.8006
Epoch 409/500
718/718 [==============================] - 1s 811us/step - loss: 0.4261 - accuracy: 0.7975
Epoch 410/500
718/718 [==============================] - 1s 795us/step - loss: 0.4262 - accuracy: 0.8001
Epoch 411/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7984
Epoch 412/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7990
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7990: 0s - loss: 0.4250 - ac
Epoch 414/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7956
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7965
Epoch 416/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7983
Epoch 417/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4258 - accuracy: 0.7989
Epoch 418/500
718/718 [==============================] - 1s 838us/step - loss: 0.4267 - accuracy: 0.7985
Epoch 419/500
718/718 [==============================] - 1s 879us/step - loss: 0.4255 - accuracy: 0.8003
Epoch 420/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.8014
Epoch 421/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4267 - accuracy: 0.7981
Epoch 422/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7971
Epoch 423/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7979
Epoch 424/500
718/718 [==============================] - 1s 952us/step - loss: 0.4262 - accuracy: 0.7966
Epoch 425/500
718/718 [==============================] - 1s 916us/step - loss: 0.4261 - accuracy: 0.8002
Epoch 426/500
718/718 [==============================] - 1s 995us/step - loss: 0.4259 - accuracy: 0.8003
Epoch 427/500
718/718 [==============================] - 1s 876us/step - loss: 0.4255 - accuracy: 0.7996
Epoch 428/500
718/718 [==============================] - 1s 875us/step - loss: 0.4266 - accuracy: 0.7989
Epoch 429/500
718/718 [==============================] - 1s 853us/step - loss: 0.4263 - accuracy: 0.7989
Epoch 430/500
718/718 [==============================] - 1s 913us/step - loss: 0.4262 - accuracy: 0.7970
Epoch 431/500
718/718 [==============================] - 1s 921us/step - loss: 0.4267 - accuracy: 0.7978
Epoch 432/500
718/718 [==============================] - 1s 870us/step - loss: 0.4256 - accuracy: 0.8003
Epoch 433/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7978
Epoch 434/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7972
Epoch 435/500
718/718 [==============================] - 1s 954us/step - loss: 0.4255 - accuracy: 0.8005
Epoch 436/500
718/718 [==============================] - 1s 920us/step - loss: 0.4261 - accuracy: 0.7983
Epoch 437/500
718/718 [==============================] - 1s 953us/step - loss: 0.4252 - accuracy: 0.7993
Epoch 438/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.8008
Epoch 439/500
718/718 [==============================] - 1s 905us/step - loss: 0.4260 - accuracy: 0.7991
Epoch 440/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.7983
Epoch 441/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4256 - accuracy: 0.7975
Epoch 442/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4260 - accuracy: 0.7982
Epoch 443/500
718/718 [==============================] - 1s 971us/step - loss: 0.4258 - accuracy: 0.7986
Epoch 444/500
718/718 [==============================] - 1s 922us/step - loss: 0.4257 - accuracy: 0.7992
Epoch 445/500
718/718 [==============================] - 1s 864us/step - loss: 0.4258 - accuracy: 0.79940s - loss: 0.418
Epoch 446/500
718/718 [==============================] - 1s 884us/step - loss: 0.4259 - accuracy: 0.7976
Epoch 447/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.7976: 0s - loss: 0.4362 
Epoch 448/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7985
Epoch 449/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8001
Epoch 450/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4253 - accuracy: 0.7982
Epoch 451/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4256 - accuracy: 0.7993
Epoch 452/500
718/718 [==============================] - 1s 917us/step - loss: 0.4260 - accuracy: 0.7978
Epoch 453/500
718/718 [==============================] - 1s 958us/step - loss: 0.4257 - accuracy: 0.7999
Epoch 454/500
718/718 [==============================] - 1s 857us/step - loss: 0.4256 - accuracy: 0.7998
Epoch 455/500
718/718 [==============================] - 1s 829us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 456/500
718/718 [==============================] - 1s 814us/step - loss: 0.4255 - accuracy: 0.7967
Epoch 457/500
718/718 [==============================] - 1s 803us/step - loss: 0.4256 - accuracy: 0.7994
Epoch 458/500
718/718 [==============================] - 1s 815us/step - loss: 0.4250 - accuracy: 0.7987
Epoch 459/500
718/718 [==============================] - 1s 801us/step - loss: 0.4258 - accuracy: 0.7989
Epoch 460/500
718/718 [==============================] - 1s 813us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 461/500
718/718 [==============================] - 1s 806us/step - loss: 0.4253 - accuracy: 0.7989
Epoch 462/500
718/718 [==============================] - 1s 809us/step - loss: 0.4255 - accuracy: 0.8004
Epoch 463/500
718/718 [==============================] - 1s 853us/step - loss: 0.4254 - accuracy: 0.7980
Epoch 464/500
718/718 [==============================] - 1s 871us/step - loss: 0.4261 - accuracy: 0.7989
Epoch 465/500
718/718 [==============================] - 1s 814us/step - loss: 0.4258 - accuracy: 0.7975
Epoch 466/500
718/718 [==============================] - 1s 801us/step - loss: 0.4255 - accuracy: 0.7978
Epoch 467/500
718/718 [==============================] - 1s 794us/step - loss: 0.4250 - accuracy: 0.7993
Epoch 468/500
718/718 [==============================] - 1s 818us/step - loss: 0.4259 - accuracy: 0.7984
Epoch 469/500
718/718 [==============================] - 1s 796us/step - loss: 0.4253 - accuracy: 0.8024
Epoch 470/500
718/718 [==============================] - 1s 843us/step - loss: 0.4255 - accuracy: 0.7969
Epoch 471/500
718/718 [==============================] - 1s 795us/step - loss: 0.4254 - accuracy: 0.7972
Epoch 472/500
718/718 [==============================] - 1s 821us/step - loss: 0.4253 - accuracy: 0.7964
Epoch 473/500
718/718 [==============================] - 1s 816us/step - loss: 0.4253 - accuracy: 0.8008
Epoch 474/500
718/718 [==============================] - 1s 794us/step - loss: 0.4246 - accuracy: 0.8001
Epoch 475/500
718/718 [==============================] - 1s 820us/step - loss: 0.4254 - accuracy: 0.8002
Epoch 476/500
718/718 [==============================] - 1s 805us/step - loss: 0.4252 - accuracy: 0.7983
Epoch 477/500
718/718 [==============================] - 1s 792us/step - loss: 0.4253 - accuracy: 0.7991
Epoch 478/500
718/718 [==============================] - 1s 806us/step - loss: 0.4256 - accuracy: 0.7996
Epoch 479/500
718/718 [==============================] - 1s 801us/step - loss: 0.4253 - accuracy: 0.8003
Epoch 480/500
718/718 [==============================] - 1s 803us/step - loss: 0.4255 - accuracy: 0.8000
Epoch 481/500
718/718 [==============================] - 1s 825us/step - loss: 0.4256 - accuracy: 0.7971
Epoch 482/500
718/718 [==============================] - 1s 838us/step - loss: 0.4252 - accuracy: 0.7986
Epoch 483/500
718/718 [==============================] - 1s 819us/step - loss: 0.4257 - accuracy: 0.7972
Epoch 484/500
718/718 [==============================] - 1s 798us/step - loss: 0.4250 - accuracy: 0.7986
Epoch 485/500
718/718 [==============================] - 1s 868us/step - loss: 0.4252 - accuracy: 0.8003
Epoch 486/500
718/718 [==============================] - 1s 797us/step - loss: 0.4251 - accuracy: 0.8001
Epoch 487/500
718/718 [==============================] - 1s 817us/step - loss: 0.4253 - accuracy: 0.7995
Epoch 488/500
718/718 [==============================] - 1s 790us/step - loss: 0.4257 - accuracy: 0.7977
Epoch 489/500
718/718 [==============================] - 1s 802us/step - loss: 0.4249 - accuracy: 0.7989
Epoch 490/500
718/718 [==============================] - 1s 877us/step - loss: 0.4254 - accuracy: 0.7990
Epoch 491/500
718/718 [==============================] - 1s 864us/step - loss: 0.4254 - accuracy: 0.8003
Epoch 492/500
718/718 [==============================] - 1s 841us/step - loss: 0.4250 - accuracy: 0.8009
Epoch 493/500
718/718 [==============================] - 1s 814us/step - loss: 0.4256 - accuracy: 0.7977
Epoch 494/500
718/718 [==============================] - 1s 806us/step - loss: 0.4247 - accuracy: 0.7988
Epoch 495/500
718/718 [==============================] - 1s 816us/step - loss: 0.4257 - accuracy: 0.8003
Epoch 496/500
718/718 [==============================] - 1s 800us/step - loss: 0.4247 - accuracy: 0.7990
Epoch 497/500
718/718 [==============================] - 1s 817us/step - loss: 0.4247 - accuracy: 0.7989
Epoch 498/500
718/718 [==============================] - 1s 800us/step - loss: 0.4244 - accuracy: 0.7999
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.7996
Epoch 500/500
718/718 [==============================] - 1s 860us/step - loss: 0.4251 - accuracy: 0.8002
Epoch 1/500
718/718 [==============================] - 1s 895us/step - loss: 0.6889 - accuracy: 0.5552
Epoch 2/500
718/718 [==============================] - 1s 811us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 3/500
718/718 [==============================] - 1s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/500
718/718 [==============================] - 1s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/500
718/718 [==============================] - 1s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/500
718/718 [==============================] - 1s 867us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/500
718/718 [==============================] - 1s 848us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/500
718/718 [==============================] - 1s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/500
718/718 [==============================] - 1s 823us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/500
718/718 [==============================] - 1s 794us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/500
718/718 [==============================] - 1s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/500
718/718 [==============================] - 1s 812us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/500
718/718 [==============================] - 1s 811us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/500
718/718 [==============================] - 1s 805us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/500
718/718 [==============================] - 1s 798us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/500
718/718 [==============================] - 1s 817us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 17/500
718/718 [==============================] - 1s 813us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 18/500
718/718 [==============================] - 1s 806us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 19/500
718/718 [==============================] - 1s 804us/step - loss: 0.6848 - accuracy: 0.5556
Epoch 20/500
718/718 [==============================] - 1s 813us/step - loss: 0.6816 - accuracy: 0.5556
Epoch 21/500
718/718 [==============================] - 1s 818us/step - loss: 0.6706 - accuracy: 0.5677
Epoch 22/500
718/718 [==============================] - 1s 798us/step - loss: 0.6340 - accuracy: 0.6831
Epoch 23/500
718/718 [==============================] - 1s 823us/step - loss: 0.5945 - accuracy: 0.7059
Epoch 24/500
718/718 [==============================] - 1s 825us/step - loss: 0.5773 - accuracy: 0.7104
Epoch 25/500
718/718 [==============================] - 1s 814us/step - loss: 0.5635 - accuracy: 0.7170
Epoch 26/500
718/718 [==============================] - 1s 799us/step - loss: 0.5466 - accuracy: 0.7257
Epoch 27/500
718/718 [==============================] - 1s 800us/step - loss: 0.5272 - accuracy: 0.7399
Epoch 28/500
718/718 [==============================] - 1s 815us/step - loss: 0.5078 - accuracy: 0.7536
Epoch 29/500
718/718 [==============================] - 1s 848us/step - loss: 0.4908 - accuracy: 0.7577
Epoch 30/500
718/718 [==============================] - 1s 790us/step - loss: 0.4795 - accuracy: 0.7627
Epoch 31/500
718/718 [==============================] - 1s 892us/step - loss: 0.4726 - accuracy: 0.7644
Epoch 32/500
718/718 [==============================] - 1s 829us/step - loss: 0.4695 - accuracy: 0.7664
Epoch 33/500
718/718 [==============================] - 1s 811us/step - loss: 0.4661 - accuracy: 0.7666
Epoch 34/500
718/718 [==============================] - 1s 837us/step - loss: 0.4642 - accuracy: 0.7673
Epoch 35/500
718/718 [==============================] - 1s 793us/step - loss: 0.4632 - accuracy: 0.7726
Epoch 36/500
718/718 [==============================] - 1s 821us/step - loss: 0.4619 - accuracy: 0.7719
Epoch 37/500
718/718 [==============================] - 1s 809us/step - loss: 0.4605 - accuracy: 0.7734
Epoch 38/500
718/718 [==============================] - 1s 801us/step - loss: 0.4595 - accuracy: 0.7729
Epoch 39/500
718/718 [==============================] - 1s 793us/step - loss: 0.4560 - accuracy: 0.7814
Epoch 40/500
718/718 [==============================] - 1s 820us/step - loss: 0.4538 - accuracy: 0.7797
Epoch 41/500
718/718 [==============================] - 1s 836us/step - loss: 0.4500 - accuracy: 0.7828
Epoch 42/500
718/718 [==============================] - 1s 793us/step - loss: 0.4479 - accuracy: 0.7858
Epoch 43/500
718/718 [==============================] - 1s 822us/step - loss: 0.4458 - accuracy: 0.7913
Epoch 44/500
718/718 [==============================] - 1s 802us/step - loss: 0.4443 - accuracy: 0.7898
Epoch 45/500
718/718 [==============================] - 1s 818us/step - loss: 0.4432 - accuracy: 0.7901
Epoch 46/500
718/718 [==============================] - 1s 818us/step - loss: 0.4429 - accuracy: 0.7894
Epoch 47/500
718/718 [==============================] - 1s 802us/step - loss: 0.4425 - accuracy: 0.7877
Epoch 48/500
718/718 [==============================] - 1s 810us/step - loss: 0.4420 - accuracy: 0.7921
Epoch 49/500
718/718 [==============================] - 1s 802us/step - loss: 0.4417 - accuracy: 0.79180s - loss: 0.4383 - accuracy: 
Epoch 50/500
718/718 [==============================] - 1s 814us/step - loss: 0.4413 - accuracy: 0.7929
Epoch 51/500
718/718 [==============================] - 1s 795us/step - loss: 0.4402 - accuracy: 0.7926
Epoch 52/500
718/718 [==============================] - 1s 825us/step - loss: 0.4403 - accuracy: 0.7917
Epoch 53/500
718/718 [==============================] - 1s 854us/step - loss: 0.4402 - accuracy: 0.7930
Epoch 54/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7948: 0s - loss: 0.4378 - accuracy: 0.79
Epoch 55/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4381 - accuracy: 0.7937: 1s - los
Epoch 56/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4389 - accuracy: 0.7903
Epoch 57/500
718/718 [==============================] - 1s 895us/step - loss: 0.4378 - accuracy: 0.7929
Epoch 58/500
718/718 [==============================] - 1s 824us/step - loss: 0.4368 - accuracy: 0.7910
Epoch 59/500
718/718 [==============================] - 1s 805us/step - loss: 0.4373 - accuracy: 0.7945
Epoch 60/500
718/718 [==============================] - 1s 814us/step - loss: 0.4374 - accuracy: 0.7945
Epoch 61/500
718/718 [==============================] - 1s 831us/step - loss: 0.4368 - accuracy: 0.7956
Epoch 62/500
718/718 [==============================] - 1s 840us/step - loss: 0.4363 - accuracy: 0.7939
Epoch 63/500
718/718 [==============================] - 1s 831us/step - loss: 0.4361 - accuracy: 0.7944
Epoch 64/500
718/718 [==============================] - 1s 817us/step - loss: 0.4369 - accuracy: 0.79650s - loss: 0.4348 - accuracy: 
Epoch 65/500
718/718 [==============================] - 1s 818us/step - loss: 0.4360 - accuracy: 0.7936
Epoch 66/500
718/718 [==============================] - 1s 827us/step - loss: 0.4353 - accuracy: 0.7934
Epoch 67/500
718/718 [==============================] - 1s 822us/step - loss: 0.4363 - accuracy: 0.7948
Epoch 68/500
718/718 [==============================] - 1s 817us/step - loss: 0.4355 - accuracy: 0.7956
Epoch 69/500
718/718 [==============================] - 1s 852us/step - loss: 0.4353 - accuracy: 0.7951
Epoch 70/500
718/718 [==============================] - 1s 814us/step - loss: 0.4360 - accuracy: 0.7949
Epoch 71/500
718/718 [==============================] - 1s 837us/step - loss: 0.4354 - accuracy: 0.7947
Epoch 72/500
718/718 [==============================] - 1s 821us/step - loss: 0.4358 - accuracy: 0.7953
Epoch 73/500
718/718 [==============================] - 1s 817us/step - loss: 0.4348 - accuracy: 0.7963
Epoch 74/500
718/718 [==============================] - 1s 835us/step - loss: 0.4353 - accuracy: 0.7963
Epoch 75/500
718/718 [==============================] - 1s 827us/step - loss: 0.4345 - accuracy: 0.7963
Epoch 76/500
718/718 [==============================] - 1s 816us/step - loss: 0.4338 - accuracy: 0.7975
Epoch 77/500
718/718 [==============================] - 1s 807us/step - loss: 0.4344 - accuracy: 0.7976
Epoch 78/500
718/718 [==============================] - 1s 838us/step - loss: 0.4343 - accuracy: 0.7941
Epoch 79/500
718/718 [==============================] - 1s 820us/step - loss: 0.4340 - accuracy: 0.7992
Epoch 80/500
718/718 [==============================] - 1s 804us/step - loss: 0.4338 - accuracy: 0.7955
Epoch 81/500
718/718 [==============================] - 1s 860us/step - loss: 0.4347 - accuracy: 0.7967
Epoch 82/500
718/718 [==============================] - 1s 865us/step - loss: 0.4342 - accuracy: 0.7971
Epoch 83/500
718/718 [==============================] - 1s 823us/step - loss: 0.4332 - accuracy: 0.7974
Epoch 84/500
718/718 [==============================] - 1s 828us/step - loss: 0.4337 - accuracy: 0.7990
Epoch 85/500
718/718 [==============================] - 1s 808us/step - loss: 0.4340 - accuracy: 0.7957
Epoch 86/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7957
Epoch 87/500
718/718 [==============================] - 1s 997us/step - loss: 0.4326 - accuracy: 0.7983
Epoch 88/500
718/718 [==============================] - 1s 817us/step - loss: 0.4334 - accuracy: 0.7952
Epoch 89/500
718/718 [==============================] - 1s 812us/step - loss: 0.4326 - accuracy: 0.79630s - loss: 0.4387 - accuracy
Epoch 90/500
718/718 [==============================] - 1s 817us/step - loss: 0.4328 - accuracy: 0.7979
Epoch 91/500
718/718 [==============================] - 1s 794us/step - loss: 0.4328 - accuracy: 0.7971
Epoch 92/500
718/718 [==============================] - 1s 818us/step - loss: 0.4318 - accuracy: 0.7988
Epoch 93/500
718/718 [==============================] - 1s 794us/step - loss: 0.4323 - accuracy: 0.7966
Epoch 94/500
718/718 [==============================] - 1s 799us/step - loss: 0.4322 - accuracy: 0.7988
Epoch 95/500
718/718 [==============================] - 1s 801us/step - loss: 0.4324 - accuracy: 0.7969
Epoch 96/500
718/718 [==============================] - 1s 811us/step - loss: 0.4310 - accuracy: 0.7976
Epoch 97/500
718/718 [==============================] - 1s 841us/step - loss: 0.4324 - accuracy: 0.7990
Epoch 98/500
718/718 [==============================] - 1s 803us/step - loss: 0.4313 - accuracy: 0.7983
Epoch 99/500
718/718 [==============================] - 1s 809us/step - loss: 0.4320 - accuracy: 0.7981
Epoch 100/500
718/718 [==============================] - 1s 802us/step - loss: 0.4315 - accuracy: 0.7997
Epoch 101/500
718/718 [==============================] - 1s 820us/step - loss: 0.4313 - accuracy: 0.8017
Epoch 102/500
718/718 [==============================] - 1s 817us/step - loss: 0.4304 - accuracy: 0.7983
Epoch 103/500
718/718 [==============================] - 1s 802us/step - loss: 0.4319 - accuracy: 0.7988
Epoch 104/500
718/718 [==============================] - 1s 822us/step - loss: 0.4315 - accuracy: 0.7990
Epoch 105/500
718/718 [==============================] - 1s 803us/step - loss: 0.4309 - accuracy: 0.7980
Epoch 106/500
718/718 [==============================] - 1s 815us/step - loss: 0.4300 - accuracy: 0.7997
Epoch 107/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4310 - accuracy: 0.7982
Epoch 108/500
718/718 [==============================] - 1s 955us/step - loss: 0.4308 - accuracy: 0.8003
Epoch 109/500
718/718 [==============================] - 1s 998us/step - loss: 0.4305 - accuracy: 0.7990
Epoch 110/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4307 - accuracy: 0.8000: 0s - loss: 0.428
Epoch 111/500
718/718 [==============================] - 1s 910us/step - loss: 0.4311 - accuracy: 0.7989
Epoch 112/500
718/718 [==============================] - 1s 884us/step - loss: 0.4304 - accuracy: 0.7983
Epoch 113/500
718/718 [==============================] - 1s 845us/step - loss: 0.4301 - accuracy: 0.8010
Epoch 114/500
718/718 [==============================] - 1s 849us/step - loss: 0.4308 - accuracy: 0.7966
Epoch 115/500
718/718 [==============================] - 1s 875us/step - loss: 0.4312 - accuracy: 0.7983
Epoch 116/500
718/718 [==============================] - 1s 796us/step - loss: 0.4303 - accuracy: 0.8008
Epoch 117/500
718/718 [==============================] - 1s 868us/step - loss: 0.4310 - accuracy: 0.7967
Epoch 118/500
718/718 [==============================] - 1s 884us/step - loss: 0.4312 - accuracy: 0.7976
Epoch 119/500
718/718 [==============================] - 1s 828us/step - loss: 0.4303 - accuracy: 0.7989
Epoch 120/500
718/718 [==============================] - 1s 888us/step - loss: 0.4311 - accuracy: 0.7997
Epoch 121/500
718/718 [==============================] - 1s 952us/step - loss: 0.4303 - accuracy: 0.7985
Epoch 122/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4308 - accuracy: 0.7992: 0s - loss: 0.4254 - ac
Epoch 123/500
718/718 [==============================] - 1s 796us/step - loss: 0.4300 - accuracy: 0.7994
Epoch 124/500
718/718 [==============================] - 1s 803us/step - loss: 0.4300 - accuracy: 0.7998
Epoch 125/500
718/718 [==============================] - 1s 897us/step - loss: 0.4297 - accuracy: 0.7982
Epoch 126/500
718/718 [==============================] - 1s 883us/step - loss: 0.4305 - accuracy: 0.7989
Epoch 127/500
718/718 [==============================] - 1s 816us/step - loss: 0.4292 - accuracy: 0.7999
Epoch 128/500
718/718 [==============================] - 1s 803us/step - loss: 0.4296 - accuracy: 0.8011
Epoch 129/500
718/718 [==============================] - 1s 823us/step - loss: 0.4296 - accuracy: 0.8004
Epoch 130/500
718/718 [==============================] - 1s 821us/step - loss: 0.4300 - accuracy: 0.7985
Epoch 131/500
718/718 [==============================] - 1s 826us/step - loss: 0.4294 - accuracy: 0.7993
Epoch 132/500
718/718 [==============================] - 1s 928us/step - loss: 0.4291 - accuracy: 0.8002
Epoch 133/500
718/718 [==============================] - 1s 804us/step - loss: 0.4284 - accuracy: 0.80110s - loss: 0.4320 - accuracy
Epoch 134/500
718/718 [==============================] - 1s 822us/step - loss: 0.4291 - accuracy: 0.7993
Epoch 135/500
718/718 [==============================] - 1s 803us/step - loss: 0.4293 - accuracy: 0.7996
Epoch 136/500
718/718 [==============================] - 1s 817us/step - loss: 0.4281 - accuracy: 0.7983
Epoch 137/500
718/718 [==============================] - 1s 824us/step - loss: 0.4285 - accuracy: 0.7987
Epoch 138/500
718/718 [==============================] - 1s 811us/step - loss: 0.4274 - accuracy: 0.8014
Epoch 139/500
718/718 [==============================] - 1s 831us/step - loss: 0.4285 - accuracy: 0.7992
Epoch 140/500
718/718 [==============================] - 1s 800us/step - loss: 0.4280 - accuracy: 0.8008
Epoch 141/500
718/718 [==============================] - 1s 826us/step - loss: 0.4278 - accuracy: 0.8014
Epoch 142/500
718/718 [==============================] - 1s 817us/step - loss: 0.4277 - accuracy: 0.8011
Epoch 143/500
718/718 [==============================] - 1s 803us/step - loss: 0.4276 - accuracy: 0.8010
Epoch 144/500
718/718 [==============================] - 1s 822us/step - loss: 0.4281 - accuracy: 0.7990
Epoch 145/500
718/718 [==============================] - 1s 812us/step - loss: 0.4281 - accuracy: 0.8005
Epoch 146/500
718/718 [==============================] - 1s 824us/step - loss: 0.4282 - accuracy: 0.7998
Epoch 147/500
718/718 [==============================] - 1s 815us/step - loss: 0.4276 - accuracy: 0.8037
Epoch 148/500
718/718 [==============================] - 1s 839us/step - loss: 0.4275 - accuracy: 0.7994
Epoch 149/500
718/718 [==============================] - 1s 813us/step - loss: 0.4275 - accuracy: 0.7998
Epoch 150/500
718/718 [==============================] - 1s 808us/step - loss: 0.4279 - accuracy: 0.8002
Epoch 151/500
718/718 [==============================] - 1s 833us/step - loss: 0.4276 - accuracy: 0.8015
Epoch 152/500
718/718 [==============================] - 1s 811us/step - loss: 0.4276 - accuracy: 0.8011
Epoch 153/500
718/718 [==============================] - 1s 846us/step - loss: 0.4271 - accuracy: 0.8002
Epoch 154/500
718/718 [==============================] - 1s 807us/step - loss: 0.4273 - accuracy: 0.8024
Epoch 155/500
718/718 [==============================] - 1s 802us/step - loss: 0.4270 - accuracy: 0.8024
Epoch 156/500
718/718 [==============================] - 1s 891us/step - loss: 0.4273 - accuracy: 0.8007
Epoch 157/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8002
Epoch 158/500
718/718 [==============================] - 1s 831us/step - loss: 0.4278 - accuracy: 0.8009
Epoch 159/500
718/718 [==============================] - 1s 824us/step - loss: 0.4273 - accuracy: 0.8010
Epoch 160/500
718/718 [==============================] - 1s 791us/step - loss: 0.4272 - accuracy: 0.8007
Epoch 161/500
718/718 [==============================] - 1s 830us/step - loss: 0.4277 - accuracy: 0.8001
Epoch 162/500
718/718 [==============================] - 1s 819us/step - loss: 0.4277 - accuracy: 0.8017
Epoch 163/500
718/718 [==============================] - 1s 801us/step - loss: 0.4277 - accuracy: 0.8004
Epoch 164/500
718/718 [==============================] - 1s 807us/step - loss: 0.4270 - accuracy: 0.8019
Epoch 165/500
718/718 [==============================] - 1s 808us/step - loss: 0.4269 - accuracy: 0.8010
Epoch 166/500
718/718 [==============================] - 1s 890us/step - loss: 0.4270 - accuracy: 0.8022
Epoch 167/500
718/718 [==============================] - 1s 877us/step - loss: 0.4273 - accuracy: 0.8021
Epoch 168/500
718/718 [==============================] - 1s 998us/step - loss: 0.4276 - accuracy: 0.7996
Epoch 169/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8006
Epoch 170/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8013: 0s - loss: 0.4
Epoch 171/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.8004
Epoch 172/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8012
Epoch 173/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8011
Epoch 174/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.8010: 0s - loss:
Epoch 175/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4270 - accuracy: 0.7994
Epoch 176/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8022
Epoch 177/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.8012: 0s - loss: 0.4279 - accuracy: 0.
Epoch 178/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.8021: 0s
Epoch 179/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8012
Epoch 180/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.8010
Epoch 181/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.7997
Epoch 182/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8007
Epoch 183/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.8032
Epoch 184/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.8001
Epoch 185/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4262 - accuracy: 0.7999
Epoch 186/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8014: 0s - loss:
Epoch 187/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.8022
Epoch 188/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.8034
Epoch 189/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.7997
Epoch 190/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8008
Epoch 191/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8025
Epoch 192/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4267 - accuracy: 0.8024
Epoch 193/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8025
Epoch 194/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8015
Epoch 195/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8031
Epoch 196/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.8001
Epoch 197/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8008
Epoch 198/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4263 - accuracy: 0.8010: 0s - loss: 0.4274 - accuracy
Epoch 199/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.8031
Epoch 200/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.8003
Epoch 201/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8027
Epoch 202/500
718/718 [==============================] - 1s 966us/step - loss: 0.4265 - accuracy: 0.8022
Epoch 203/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4260 - accuracy: 0.8011: 0s - loss: 0.4218 - accu
Epoch 204/500
718/718 [==============================] - 1s 985us/step - loss: 0.4261 - accuracy: 0.8030
Epoch 205/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4251 - accuracy: 0.8014
Epoch 206/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8024
Epoch 207/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4259 - accuracy: 0.8004: 0s - los
Epoch 208/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4251 - accuracy: 0.8027
Epoch 209/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8017
Epoch 210/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4254 - accuracy: 0.8019
Epoch 211/500
718/718 [==============================] - 1s 974us/step - loss: 0.4256 - accuracy: 0.8014
Epoch 212/500
718/718 [==============================] - 1s 800us/step - loss: 0.4258 - accuracy: 0.8037
Epoch 213/500
718/718 [==============================] - 1s 784us/step - loss: 0.4251 - accuracy: 0.8030
Epoch 214/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4255 - accuracy: 0.8003
Epoch 215/500
718/718 [==============================] - 1s 966us/step - loss: 0.4248 - accuracy: 0.80200s - loss: 0.4268 - accuracy: 
Epoch 216/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4257 - accuracy: 0.8008
Epoch 217/500
718/718 [==============================] - 1s 829us/step - loss: 0.4258 - accuracy: 0.8010
Epoch 218/500
718/718 [==============================] - 1s 828us/step - loss: 0.4253 - accuracy: 0.8044
Epoch 219/500
718/718 [==============================] - 1s 797us/step - loss: 0.4252 - accuracy: 0.8006
Epoch 220/500
718/718 [==============================] - 1s 816us/step - loss: 0.4252 - accuracy: 0.8035
Epoch 221/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.8018
Epoch 222/500
718/718 [==============================] - 1s 976us/step - loss: 0.4249 - accuracy: 0.8020
Epoch 223/500
718/718 [==============================] - 1s 835us/step - loss: 0.4250 - accuracy: 0.8009
Epoch 224/500
718/718 [==============================] - 1s 827us/step - loss: 0.4251 - accuracy: 0.8001
Epoch 225/500
718/718 [==============================] - 1s 898us/step - loss: 0.4252 - accuracy: 0.8012
Epoch 226/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4247 - accuracy: 0.8030
Epoch 227/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4254 - accuracy: 0.8011: 0s
Epoch 228/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4251 - accuracy: 0.8023
Epoch 229/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.8012
Epoch 230/500
718/718 [==============================] - 1s 834us/step - loss: 0.4253 - accuracy: 0.8038
Epoch 231/500
718/718 [==============================] - 1s 794us/step - loss: 0.4250 - accuracy: 0.8020
Epoch 232/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4249 - accuracy: 0.8041
Epoch 233/500
718/718 [==============================] - 1s 810us/step - loss: 0.4250 - accuracy: 0.7993
Epoch 234/500
718/718 [==============================] - 1s 871us/step - loss: 0.4252 - accuracy: 0.80280s - loss: 0.4250 - ac
Epoch 235/500
718/718 [==============================] - 1s 842us/step - loss: 0.4249 - accuracy: 0.80410s - loss: 0.4215 - accuracy: 0.80
Epoch 236/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4253 - accuracy: 0.8031
Epoch 237/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.8024
Epoch 238/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4249 - accuracy: 0.8039: 0s - loss: 0.4
Epoch 239/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4244 - accuracy: 0.8003
Epoch 240/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4249 - accuracy: 0.8030
Epoch 241/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4248 - accuracy: 0.8016
Epoch 242/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4250 - accuracy: 0.8017
Epoch 243/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4248 - accuracy: 0.8019
Epoch 244/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4249 - accuracy: 0.8017
Epoch 245/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4248 - accuracy: 0.8030: 0s - loss: 0
Epoch 246/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4244 - accuracy: 0.8014
Epoch 247/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4252 - accuracy: 0.8031
Epoch 248/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4253 - accuracy: 0.8007
Epoch 249/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4247 - accuracy: 0.8035
Epoch 250/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4252 - accuracy: 0.7996
Epoch 251/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4250 - accuracy: 0.8051
Epoch 252/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4250 - accuracy: 0.8031
Epoch 253/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4249 - accuracy: 0.8002
Epoch 254/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4247 - accuracy: 0.7994
Epoch 255/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4250 - accuracy: 0.8013
Epoch 256/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4255 - accuracy: 0.8007
Epoch 257/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4243 - accuracy: 0.8023
Epoch 258/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.8008
Epoch 259/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8028
Epoch 260/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.8028
Epoch 261/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.8030
Epoch 262/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4245 - accuracy: 0.8028
Epoch 263/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4253 - accuracy: 0.8017
Epoch 264/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4244 - accuracy: 0.8029
Epoch 265/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4246 - accuracy: 0.8019
Epoch 266/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4249 - accuracy: 0.8015
Epoch 267/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4239 - accuracy: 0.8021
Epoch 268/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4245 - accuracy: 0.8039
Epoch 269/500
718/718 [==============================] - 3s 4ms/step - loss: 0.4250 - accuracy: 0.8034
Epoch 270/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4243 - accuracy: 0.8028
Epoch 271/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4248 - accuracy: 0.8013
Epoch 272/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4246 - accuracy: 0.8037
Epoch 273/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4243 - accuracy: 0.8017
Epoch 274/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4237 - accuracy: 0.8020
Epoch 275/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4244 - accuracy: 0.8049
Epoch 276/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4244 - accuracy: 0.8037
Epoch 277/500
718/718 [==============================] - 2s 3ms/step - loss: 0.4242 - accuracy: 0.8006
Epoch 278/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4242 - accuracy: 0.7992
Epoch 279/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4248 - accuracy: 0.8015: 0s - loss: 0.4266 - 
Epoch 280/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4244 - accuracy: 0.8002
Epoch 281/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.8051
Epoch 282/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8015
Epoch 283/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4246 - accuracy: 0.8020
Epoch 284/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4236 - accuracy: 0.8005
Epoch 285/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4235 - accuracy: 0.8026
Epoch 286/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8031: 0s - loss: 0.4178 - ac
Epoch 287/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4244 - accuracy: 0.8010
Epoch 288/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8044: 0s - loss: 0.4208 - accura
Epoch 289/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4241 - accuracy: 0.8001
Epoch 290/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8030
Epoch 291/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8009
Epoch 292/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8033: 0s - loss: 0.4252 - accuracy
Epoch 293/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8031
Epoch 294/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4235 - accuracy: 0.8043
Epoch 295/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4244 - accuracy: 0.8030
Epoch 296/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4244 - accuracy: 0.8024
Epoch 297/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8025
Epoch 298/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8022: 0s - loss: 0.4243 - accuracy: 0. - ETA: 0s - loss: 0.4208 - accu
Epoch 299/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8013
Epoch 300/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8016
Epoch 301/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8022
Epoch 302/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8037
Epoch 303/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4242 - accuracy: 0.8003
Epoch 304/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8024
Epoch 305/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.7989
Epoch 306/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.7992
Epoch 307/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.8007
Epoch 308/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8021
Epoch 309/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4235 - accuracy: 0.8036
Epoch 310/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8024
Epoch 311/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.7999
Epoch 312/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4245 - accuracy: 0.8013: 0s - loss: 0.4301 
Epoch 313/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8026
Epoch 314/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8004
Epoch 315/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8020
Epoch 316/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8029: 0s - loss: 0.4223 - accuracy: 
Epoch 317/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4239 - accuracy: 0.8027
Epoch 318/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4233 - accuracy: 0.8003
Epoch 319/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4227 - accuracy: 0.8032: 0s - loss: 0.4227 - accuracy: 0.80
Epoch 320/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4240 - accuracy: 0.8018
Epoch 321/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8014
Epoch 322/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8017
Epoch 323/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8031
Epoch 324/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4230 - accuracy: 0.8024
Epoch 325/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4233 - accuracy: 0.8010
Epoch 326/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4238 - accuracy: 0.8022
Epoch 327/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8016
Epoch 328/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4233 - accuracy: 0.8027
Epoch 329/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8026
Epoch 330/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8024
Epoch 331/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8012
Epoch 332/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8011
Epoch 333/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.7993: 0s - loss: 0.421
Epoch 334/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4231 - accuracy: 0.8003
Epoch 335/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4232 - accuracy: 0.8033
Epoch 336/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8025
Epoch 337/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8027
Epoch 338/500
718/718 [==============================] - 1s 998us/step - loss: 0.4234 - accuracy: 0.7997
Epoch 339/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8010
Epoch 340/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8019
Epoch 341/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.7994
Epoch 342/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8017
Epoch 343/500
718/718 [==============================] - 1s 996us/step - loss: 0.4226 - accuracy: 0.8028
Epoch 344/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4226 - accuracy: 0.8010
Epoch 345/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8008
Epoch 346/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4226 - accuracy: 0.8011
Epoch 347/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4237 - accuracy: 0.8002
Epoch 348/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8011
Epoch 349/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8031
Epoch 350/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8001
Epoch 351/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8012
Epoch 352/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8008
Epoch 353/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8013
Epoch 354/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4234 - accuracy: 0.8031
Epoch 355/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8019: 0s - loss: 0.4217 - accuracy: 0.80
Epoch 356/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8017
Epoch 357/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8005: 0s - loss: 0.428
Epoch 358/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4228 - accuracy: 0.8014
Epoch 359/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4226 - accuracy: 0.8019
Epoch 360/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8022
Epoch 361/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8007
Epoch 362/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8024
Epoch 363/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4226 - accuracy: 0.8007
Epoch 364/500
718/718 [==============================] - 1s 999us/step - loss: 0.4224 - accuracy: 0.8015
Epoch 365/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4220 - accuracy: 0.8023
Epoch 366/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8010
Epoch 367/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4220 - accuracy: 0.8016
Epoch 368/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4229 - accuracy: 0.8024
Epoch 369/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4223 - accuracy: 0.8025
Epoch 370/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8044
Epoch 371/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8017
Epoch 372/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4226 - accuracy: 0.8003: 
Epoch 373/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8035
Epoch 374/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4221 - accuracy: 0.8010
Epoch 375/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8013
Epoch 376/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.7993
Epoch 377/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8011
Epoch 378/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8006: 0s - loss: 0.415
Epoch 379/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8027
Epoch 380/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8024
Epoch 381/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8019
Epoch 382/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4220 - accuracy: 0.8019
Epoch 383/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8024
Epoch 384/500
718/718 [==============================] - 1s 900us/step - loss: 0.4222 - accuracy: 0.8006
Epoch 385/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8000
Epoch 386/500
718/718 [==============================] - 2s 2ms/step - loss: 0.4215 - accuracy: 0.8036
Epoch 387/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8013
Epoch 388/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8034: 0s - loss: 0.4175 - 
Epoch 389/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8005: 0s - loss: 0.4
Epoch 390/500
718/718 [==============================] - 1s 2ms/step - loss: 0.4216 - accuracy: 0.8024: 0s - loss: 0.4
Epoch 391/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8025
Epoch 392/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8014
Epoch 393/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8036
Epoch 394/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8003
Epoch 395/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4224 - accuracy: 0.8032: 0s - los
Epoch 396/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8026
Epoch 397/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8039: 0s - los
Epoch 398/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8027
Epoch 399/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4222 - accuracy: 0.8029
Epoch 400/500
718/718 [==============================] - 1s 997us/step - loss: 0.4215 - accuracy: 0.8033
Epoch 401/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8007
Epoch 402/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8007
Epoch 403/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8002
Epoch 404/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8014
Epoch 405/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8002
Epoch 406/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8023
Epoch 407/500
718/718 [==============================] - 1s 994us/step - loss: 0.4219 - accuracy: 0.8029
Epoch 408/500
718/718 [==============================] - 1s 990us/step - loss: 0.4223 - accuracy: 0.8028
Epoch 409/500
718/718 [==============================] - 1s 981us/step - loss: 0.4220 - accuracy: 0.80240s - loss: 0.4204 - accuracy
Epoch 410/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8003
Epoch 411/500
718/718 [==============================] - 1s 942us/step - loss: 0.4220 - accuracy: 0.8011
Epoch 412/500
718/718 [==============================] - 1s 976us/step - loss: 0.4217 - accuracy: 0.8000
Epoch 413/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4220 - accuracy: 0.8010
Epoch 414/500
718/718 [==============================] - 1s 956us/step - loss: 0.4220 - accuracy: 0.8017
Epoch 415/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4221 - accuracy: 0.8010
Epoch 416/500
718/718 [==============================] - 1s 982us/step - loss: 0.4222 - accuracy: 0.7976
Epoch 417/500
718/718 [==============================] - 1s 950us/step - loss: 0.4211 - accuracy: 0.8022
Epoch 418/500
718/718 [==============================] - 1s 974us/step - loss: 0.4212 - accuracy: 0.8017
Epoch 419/500
718/718 [==============================] - 1s 981us/step - loss: 0.4215 - accuracy: 0.8028
Epoch 420/500
718/718 [==============================] - 1s 992us/step - loss: 0.4212 - accuracy: 0.80300s - loss: 0.4296 
Epoch 421/500
718/718 [==============================] - 1s 956us/step - loss: 0.4217 - accuracy: 0.80320s - loss: 0.4286 - accura - ETA: 0s - loss: 0.4232 - accuracy: 0. - ETA: 0s - loss: 0.4219 - accuracy: 0.80
Epoch 422/500
718/718 [==============================] - 1s 970us/step - loss: 0.4211 - accuracy: 0.8035
Epoch 423/500
718/718 [==============================] - 1s 969us/step - loss: 0.4219 - accuracy: 0.8023
Epoch 424/500
718/718 [==============================] - 1s 982us/step - loss: 0.4218 - accuracy: 0.8031
Epoch 425/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4219 - accuracy: 0.8010: 0s - loss: 0.4228 - accuracy: 
Epoch 426/500
718/718 [==============================] - 1s 982us/step - loss: 0.4213 - accuracy: 0.8044
Epoch 427/500
718/718 [==============================] - 1s 995us/step - loss: 0.4215 - accuracy: 0.8024
Epoch 428/500
718/718 [==============================] - 1s 953us/step - loss: 0.4220 - accuracy: 0.8019
Epoch 429/500
718/718 [==============================] - 1s 994us/step - loss: 0.4211 - accuracy: 0.80110s - loss: 0.4147 - accura
Epoch 430/500
718/718 [==============================] - 1s 977us/step - loss: 0.4218 - accuracy: 0.8003
Epoch 431/500
718/718 [==============================] - 1s 969us/step - loss: 0.4221 - accuracy: 0.8053
Epoch 432/500
718/718 [==============================] - 1s 974us/step - loss: 0.4217 - accuracy: 0.7998
Epoch 433/500
718/718 [==============================] - 1s 956us/step - loss: 0.4214 - accuracy: 0.8033
Epoch 434/500
718/718 [==============================] - 1s 968us/step - loss: 0.4212 - accuracy: 0.8019
Epoch 435/500
718/718 [==============================] - 1s 961us/step - loss: 0.4214 - accuracy: 0.8003
Epoch 436/500
718/718 [==============================] - 1s 984us/step - loss: 0.4214 - accuracy: 0.8007
Epoch 437/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8032
Epoch 438/500
718/718 [==============================] - 1s 954us/step - loss: 0.4213 - accuracy: 0.8013
Epoch 439/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8002: 0s - loss: 0.4220 - accuracy
Epoch 440/500
718/718 [==============================] - 1s 979us/step - loss: 0.4210 - accuracy: 0.8014
Epoch 441/500
718/718 [==============================] - 1s 922us/step - loss: 0.4213 - accuracy: 0.79980s - loss: 0.4257 - accuracy
Epoch 442/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8014
Epoch 443/500
718/718 [==============================] - 1s 984us/step - loss: 0.4218 - accuracy: 0.8025
Epoch 444/500
718/718 [==============================] - 1s 1000us/step - loss: 0.4215 - accuracy: 0.8009
Epoch 445/500
718/718 [==============================] - 1s 978us/step - loss: 0.4218 - accuracy: 0.8010
Epoch 446/500
718/718 [==============================] - 1s 989us/step - loss: 0.4216 - accuracy: 0.7989
Epoch 447/500
718/718 [==============================] - 1s 950us/step - loss: 0.4211 - accuracy: 0.7995
Epoch 448/500
718/718 [==============================] - 1s 949us/step - loss: 0.4215 - accuracy: 0.8030
Epoch 449/500
718/718 [==============================] - 1s 978us/step - loss: 0.4219 - accuracy: 0.8025
Epoch 450/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4211 - accuracy: 0.8014
Epoch 451/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8022
Epoch 452/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8013
Epoch 453/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4209 - accuracy: 0.8024
Epoch 454/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4215 - accuracy: 0.8024
Epoch 455/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8012
Epoch 456/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8010
Epoch 457/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8026: 0s - loss: 0.4197 - 
Epoch 458/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8037
Epoch 459/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8027
Epoch 460/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8017
Epoch 461/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8014
Epoch 462/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8026
Epoch 463/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8026
Epoch 464/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4212 - accuracy: 0.8015
Epoch 465/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4212 - accuracy: 0.8033
Epoch 466/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8014
Epoch 467/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4211 - accuracy: 0.8031: 0s - loss: 0.4133 - accuracy: 0. - ETA: 0s - loss: 0.4208 
Epoch 468/500
718/718 [==============================] - 1s 992us/step - loss: 0.4212 - accuracy: 0.8017
Epoch 469/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4214 - accuracy: 0.8038
Epoch 470/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8001
Epoch 471/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4208 - accuracy: 0.8010: 0s - loss: 0.4206 - accuracy: 
Epoch 472/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4212 - accuracy: 0.8022
Epoch 473/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8008
Epoch 474/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8017
Epoch 475/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8010
Epoch 476/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4215 - accuracy: 0.8003: 0s - loss: 0.4262 - accuracy: 
Epoch 477/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4215 - accuracy: 0.8024
Epoch 478/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4210 - accuracy: 0.8030
Epoch 479/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4215 - accuracy: 0.8043
Epoch 480/500
718/718 [==============================] - 1s 997us/step - loss: 0.4208 - accuracy: 0.8010
Epoch 481/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8007
Epoch 482/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4220 - accuracy: 0.8024
Epoch 483/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4218 - accuracy: 0.8022
Epoch 484/500
718/718 [==============================] - 1s 932us/step - loss: 0.4211 - accuracy: 0.8038
Epoch 485/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4207 - accuracy: 0.8031
Epoch 486/500
718/718 [==============================] - 1s 922us/step - loss: 0.4214 - accuracy: 0.8030
Epoch 487/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8017
Epoch 488/500
718/718 [==============================] - 1s 981us/step - loss: 0.4205 - accuracy: 0.8020
Epoch 489/500
718/718 [==============================] - 1s 977us/step - loss: 0.4214 - accuracy: 0.8021
Epoch 490/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4215 - accuracy: 0.8008: 0s - loss: 0.4211 - accuracy: 0.80
Epoch 491/500
718/718 [==============================] - 1s 954us/step - loss: 0.4213 - accuracy: 0.8018
Epoch 492/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4208 - accuracy: 0.8018
Epoch 493/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4211 - accuracy: 0.8002
Epoch 494/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8002
Epoch 495/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8036
Epoch 496/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4213 - accuracy: 0.8017
Epoch 497/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4217 - accuracy: 0.8023
Epoch 498/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4211 - accuracy: 0.8045
Epoch 499/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4206 - accuracy: 0.8016
Epoch 500/500
718/718 [==============================] - 1s 1ms/step - loss: 0.4216 - accuracy: 0.8017
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6389 - accuracy: 0.6492
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5545 - accuracy: 0.7281
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5388 - accuracy: 0.7343
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5194 - accuracy: 0.7443
Epoch 5/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4998 - accuracy: 0.7539
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4863 - accuracy: 0.7617
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4780 - accuracy: 0.7647
Epoch 8/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4727 - accuracy: 0.7681
Epoch 9/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4688 - accuracy: 0.7719
Epoch 10/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4656 - accuracy: 0.7725
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4625 - accuracy: 0.7725
Epoch 12/100
359/359 [==============================] - 0s 937us/step - loss: 0.4613 - accuracy: 0.7754
Epoch 13/100
359/359 [==============================] - 0s 927us/step - loss: 0.4600 - accuracy: 0.7738
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4584 - accuracy: 0.7719
Epoch 15/100
359/359 [==============================] - 0s 927us/step - loss: 0.4571 - accuracy: 0.7736
Epoch 16/100
359/359 [==============================] - 0s 903us/step - loss: 0.4560 - accuracy: 0.7748
Epoch 17/100
359/359 [==============================] - 0s 937us/step - loss: 0.4559 - accuracy: 0.7739
Epoch 18/100
359/359 [==============================] - 0s 921us/step - loss: 0.4549 - accuracy: 0.7757
Epoch 19/100
359/359 [==============================] - 0s 900us/step - loss: 0.4539 - accuracy: 0.7776
Epoch 20/100
359/359 [==============================] - 0s 966us/step - loss: 0.4534 - accuracy: 0.7764
Epoch 21/100
359/359 [==============================] - 0s 959us/step - loss: 0.4526 - accuracy: 0.7770
Epoch 22/100
359/359 [==============================] - 0s 944us/step - loss: 0.4526 - accuracy: 0.7775
Epoch 23/100
359/359 [==============================] - 0s 904us/step - loss: 0.4518 - accuracy: 0.7795
Epoch 24/100
359/359 [==============================] - 0s 913us/step - loss: 0.4512 - accuracy: 0.7800
Epoch 25/100
359/359 [==============================] - 0s 933us/step - loss: 0.4508 - accuracy: 0.7786
Epoch 26/100
359/359 [==============================] - 0s 931us/step - loss: 0.4511 - accuracy: 0.7794
Epoch 27/100
359/359 [==============================] - 0s 901us/step - loss: 0.4508 - accuracy: 0.7797
Epoch 28/100
359/359 [==============================] - 0s 995us/step - loss: 0.4502 - accuracy: 0.7807
Epoch 29/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7817
Epoch 30/100
359/359 [==============================] - 0s 960us/step - loss: 0.4494 - accuracy: 0.7823
Epoch 31/100
359/359 [==============================] - 0s 967us/step - loss: 0.4499 - accuracy: 0.7817
Epoch 32/100
359/359 [==============================] - 0s 941us/step - loss: 0.4493 - accuracy: 0.7818
Epoch 33/100
359/359 [==============================] - 0s 932us/step - loss: 0.4493 - accuracy: 0.7824
Epoch 34/100
359/359 [==============================] - 0s 949us/step - loss: 0.4491 - accuracy: 0.7830
Epoch 35/100
359/359 [==============================] - 0s 944us/step - loss: 0.4492 - accuracy: 0.7841
Epoch 36/100
359/359 [==============================] - 0s 927us/step - loss: 0.4480 - accuracy: 0.78290s - loss: 0.4522 - accuracy: 0.
Epoch 37/100
359/359 [==============================] - 0s 972us/step - loss: 0.4476 - accuracy: 0.7839
Epoch 38/100
359/359 [==============================] - 0s 910us/step - loss: 0.4470 - accuracy: 0.7884
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7887
Epoch 40/100
359/359 [==============================] - 0s 950us/step - loss: 0.4442 - accuracy: 0.7920
Epoch 41/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4438 - accuracy: 0.7886
Epoch 42/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4428 - accuracy: 0.7915
Epoch 43/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4425 - accuracy: 0.7918
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7925
Epoch 45/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4412 - accuracy: 0.7913
Epoch 46/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4405 - accuracy: 0.7916
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7936
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4397 - accuracy: 0.7918
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4397 - accuracy: 0.7933
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7925
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7914
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7916
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4384 - accuracy: 0.7902
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7914
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7916
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4384 - accuracy: 0.7924
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7949
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7929
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7921
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7925
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7922
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7922
Epoch 63/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4372 - accuracy: 0.7908
Epoch 64/100
359/359 [==============================] - 0s 957us/step - loss: 0.4368 - accuracy: 0.79330s - loss: 0.4353 - accuracy: 0.
Epoch 65/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7922: 1s - loss: 0.412
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7946
Epoch 67/100
359/359 [==============================] - 0s 949us/step - loss: 0.4367 - accuracy: 0.7928
Epoch 68/100
359/359 [==============================] - 0s 923us/step - loss: 0.4363 - accuracy: 0.7930
Epoch 69/100
359/359 [==============================] - 0s 952us/step - loss: 0.4364 - accuracy: 0.7933
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4361 - accuracy: 0.7955
Epoch 71/100
359/359 [==============================] - 0s 941us/step - loss: 0.4362 - accuracy: 0.7936
Epoch 72/100
359/359 [==============================] - 0s 918us/step - loss: 0.4358 - accuracy: 0.7936
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4361 - accuracy: 0.7949
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4352 - accuracy: 0.7954
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7946
Epoch 76/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7949
Epoch 77/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7928
Epoch 78/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4345 - accuracy: 0.7931
Epoch 79/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4346 - accuracy: 0.7931
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4349 - accuracy: 0.7936
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4344 - accuracy: 0.7940
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4342 - accuracy: 0.7937
Epoch 83/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4340 - accuracy: 0.7953
Epoch 84/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4336 - accuracy: 0.7922
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4340 - accuracy: 0.7927
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4334 - accuracy: 0.7952
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4332 - accuracy: 0.7939
Epoch 88/100
359/359 [==============================] - 0s 965us/step - loss: 0.4328 - accuracy: 0.7940
Epoch 89/100
359/359 [==============================] - 0s 932us/step - loss: 0.4328 - accuracy: 0.7943
Epoch 90/100
359/359 [==============================] - 0s 951us/step - loss: 0.4329 - accuracy: 0.7932
Epoch 91/100
359/359 [==============================] - 0s 947us/step - loss: 0.4328 - accuracy: 0.7951
Epoch 92/100
359/359 [==============================] - 0s 933us/step - loss: 0.4327 - accuracy: 0.7948
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4323 - accuracy: 0.7953
Epoch 94/100
359/359 [==============================] - 0s 933us/step - loss: 0.4324 - accuracy: 0.7941
Epoch 95/100
359/359 [==============================] - 0s 920us/step - loss: 0.4321 - accuracy: 0.7956
Epoch 96/100
359/359 [==============================] - 0s 947us/step - loss: 0.4320 - accuracy: 0.7945
Epoch 97/100
359/359 [==============================] - 0s 935us/step - loss: 0.4320 - accuracy: 0.7955
Epoch 98/100
359/359 [==============================] - 0s 927us/step - loss: 0.4319 - accuracy: 0.7948
Epoch 99/100
359/359 [==============================] - 0s 977us/step - loss: 0.4316 - accuracy: 0.7957
Epoch 100/100
359/359 [==============================] - 0s 939us/step - loss: 0.4314 - accuracy: 0.7952
Epoch 1/100
359/359 [==============================] - 0s 955us/step - loss: 0.6658 - accuracy: 0.6512
Epoch 2/100
359/359 [==============================] - 0s 933us/step - loss: 0.5968 - accuracy: 0.7330
Epoch 3/100
359/359 [==============================] - 0s 985us/step - loss: 0.5665 - accuracy: 0.7433
Epoch 4/100
359/359 [==============================] - 0s 924us/step - loss: 0.5450 - accuracy: 0.7508
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5260 - accuracy: 0.7587
Epoch 6/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5123 - accuracy: 0.7657: 0s - loss: 0.5113 - accuracy: 
Epoch 7/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5029 - accuracy: 0.7698
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4959 - accuracy: 0.7710
Epoch 9/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4900 - accuracy: 0.7706
Epoch 10/100
359/359 [==============================] - 0s 968us/step - loss: 0.4840 - accuracy: 0.7698
Epoch 11/100
359/359 [==============================] - 0s 975us/step - loss: 0.4796 - accuracy: 0.7723
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4760 - accuracy: 0.7714
Epoch 13/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4733 - accuracy: 0.7739
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4714 - accuracy: 0.7730
Epoch 15/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4695 - accuracy: 0.7749
Epoch 16/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4685 - accuracy: 0.7727
Epoch 17/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4670 - accuracy: 0.7745: 0s - loss: 0.4606 - accura - ETA: 1s - loss:
Epoch 18/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4660 - accuracy: 0.7740
Epoch 19/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4655 - accuracy: 0.7729
Epoch 20/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4647 - accuracy: 0.7753
Epoch 21/100
359/359 [==============================] - ETA: 0s - loss: 0.4637 - accuracy: 0.77 - 1s 4ms/step - loss: 0.4639 - accuracy: 0.7748
Epoch 22/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4629 - accuracy: 0.7758
Epoch 23/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4628 - accuracy: 0.7746
Epoch 24/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4624 - accuracy: 0.7751
Epoch 25/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4618 - accuracy: 0.7766
Epoch 26/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4612 - accuracy: 0.7746
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4602 - accuracy: 0.7753
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4608 - accuracy: 0.7747
Epoch 29/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4597 - accuracy: 0.7751
Epoch 30/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4592 - accuracy: 0.7763
Epoch 31/100
359/359 [==============================] - 0s 941us/step - loss: 0.4593 - accuracy: 0.7763
Epoch 32/100
359/359 [==============================] - 0s 963us/step - loss: 0.4591 - accuracy: 0.7750
Epoch 33/100
359/359 [==============================] - 0s 904us/step - loss: 0.4580 - accuracy: 0.7758
Epoch 34/100
359/359 [==============================] - 0s 883us/step - loss: 0.4579 - accuracy: 0.7765
Epoch 35/100
359/359 [==============================] - 0s 896us/step - loss: 0.4573 - accuracy: 0.7759
Epoch 36/100
359/359 [==============================] - 0s 956us/step - loss: 0.4565 - accuracy: 0.7775
Epoch 37/100
359/359 [==============================] - 0s 904us/step - loss: 0.4563 - accuracy: 0.7773
Epoch 38/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4560 - accuracy: 0.7791: 0s - loss: 0.4517 - accuracy
Epoch 39/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7795
Epoch 40/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4550 - accuracy: 0.7808
Epoch 41/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4545 - accuracy: 0.7790
Epoch 42/100
359/359 [==============================] - 0s 969us/step - loss: 0.4536 - accuracy: 0.7792
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4529 - accuracy: 0.7800
Epoch 44/100
359/359 [==============================] - 0s 890us/step - loss: 0.4521 - accuracy: 0.7800
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7789
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7793
Epoch 47/100
359/359 [==============================] - 0s 964us/step - loss: 0.4492 - accuracy: 0.7820
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7824
Epoch 49/100
359/359 [==============================] - 0s 955us/step - loss: 0.4482 - accuracy: 0.7820
Epoch 50/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4476 - accuracy: 0.7818
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7806
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7841
Epoch 53/100
359/359 [==============================] - 0s 916us/step - loss: 0.4466 - accuracy: 0.7834
Epoch 54/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4463 - accuracy: 0.7834
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7835
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7821
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7840
Epoch 58/100
359/359 [==============================] - 0s 907us/step - loss: 0.4457 - accuracy: 0.7848
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4448 - accuracy: 0.7838
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4454 - accuracy: 0.7829
Epoch 61/100
359/359 [==============================] - 0s 948us/step - loss: 0.4449 - accuracy: 0.7854
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4449 - accuracy: 0.7854
Epoch 63/100
359/359 [==============================] - 0s 957us/step - loss: 0.4438 - accuracy: 0.7851
Epoch 64/100
359/359 [==============================] - 0s 922us/step - loss: 0.4441 - accuracy: 0.7859
Epoch 65/100
359/359 [==============================] - 0s 898us/step - loss: 0.4442 - accuracy: 0.7848
Epoch 66/100
359/359 [==============================] - 0s 907us/step - loss: 0.4439 - accuracy: 0.7865
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4433 - accuracy: 0.7867
Epoch 68/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4440 - accuracy: 0.7858
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7872
Epoch 70/100
359/359 [==============================] - 0s 939us/step - loss: 0.4436 - accuracy: 0.7876
Epoch 71/100
359/359 [==============================] - 0s 907us/step - loss: 0.4434 - accuracy: 0.7857
Epoch 72/100
359/359 [==============================] - 0s 899us/step - loss: 0.4431 - accuracy: 0.7846
Epoch 73/100
359/359 [==============================] - 0s 879us/step - loss: 0.4435 - accuracy: 0.7856
Epoch 74/100
359/359 [==============================] - 0s 954us/step - loss: 0.4430 - accuracy: 0.7868
Epoch 75/100
359/359 [==============================] - 0s 903us/step - loss: 0.4429 - accuracy: 0.7866
Epoch 76/100
359/359 [==============================] - 0s 877us/step - loss: 0.4427 - accuracy: 0.7879
Epoch 77/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4422 - accuracy: 0.7868
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4424 - accuracy: 0.7867
Epoch 79/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4431 - accuracy: 0.7849
Epoch 80/100
359/359 [==============================] - 0s 966us/step - loss: 0.4422 - accuracy: 0.7881
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7861
Epoch 82/100
359/359 [==============================] - 0s 951us/step - loss: 0.4422 - accuracy: 0.7867
Epoch 83/100
359/359 [==============================] - 0s 903us/step - loss: 0.4421 - accuracy: 0.7879
Epoch 84/100
359/359 [==============================] - 0s 948us/step - loss: 0.4420 - accuracy: 0.7868
Epoch 85/100
359/359 [==============================] - 0s 911us/step - loss: 0.4417 - accuracy: 0.7890
Epoch 86/100
359/359 [==============================] - 0s 900us/step - loss: 0.4416 - accuracy: 0.7887
Epoch 87/100
359/359 [==============================] - 0s 959us/step - loss: 0.4418 - accuracy: 0.7890
Epoch 88/100
359/359 [==============================] - 0s 919us/step - loss: 0.4414 - accuracy: 0.7884
Epoch 89/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4419 - accuracy: 0.7882
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4412 - accuracy: 0.7901
Epoch 91/100
359/359 [==============================] - 0s 924us/step - loss: 0.4413 - accuracy: 0.7881
Epoch 92/100
359/359 [==============================] - 0s 976us/step - loss: 0.4412 - accuracy: 0.7895
Epoch 93/100
359/359 [==============================] - 0s 911us/step - loss: 0.4411 - accuracy: 0.7891
Epoch 94/100
359/359 [==============================] - 0s 886us/step - loss: 0.4402 - accuracy: 0.7887
Epoch 95/100
359/359 [==============================] - 0s 929us/step - loss: 0.4413 - accuracy: 0.7882
Epoch 96/100
359/359 [==============================] - 0s 892us/step - loss: 0.4408 - accuracy: 0.7868
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7891
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4406 - accuracy: 0.7892
Epoch 99/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4408 - accuracy: 0.7885
Epoch 100/100
359/359 [==============================] - 0s 937us/step - loss: 0.4408 - accuracy: 0.7888
Epoch 1/100
359/359 [==============================] - 0s 937us/step - loss: 0.6420 - accuracy: 0.6437
Epoch 2/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5547 - accuracy: 0.7319
Epoch 3/100
359/359 [==============================] - 0s 954us/step - loss: 0.5315 - accuracy: 0.7418
Epoch 4/100
359/359 [==============================] - 0s 992us/step - loss: 0.5067 - accuracy: 0.7552
Epoch 5/100
359/359 [==============================] - 0s 891us/step - loss: 0.4884 - accuracy: 0.7651
Epoch 6/100
359/359 [==============================] - 0s 872us/step - loss: 0.4774 - accuracy: 0.7670
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4717 - accuracy: 0.7682
Epoch 8/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4675 - accuracy: 0.7698
Epoch 9/100
359/359 [==============================] - 0s 890us/step - loss: 0.4655 - accuracy: 0.7731
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4631 - accuracy: 0.7740
Epoch 11/100
359/359 [==============================] - 0s 891us/step - loss: 0.4619 - accuracy: 0.7738
Epoch 12/100
359/359 [==============================] - 0s 871us/step - loss: 0.4603 - accuracy: 0.7732
Epoch 13/100
359/359 [==============================] - 0s 931us/step - loss: 0.4595 - accuracy: 0.7750
Epoch 14/100
359/359 [==============================] - 0s 929us/step - loss: 0.4592 - accuracy: 0.7742
Epoch 15/100
359/359 [==============================] - 0s 975us/step - loss: 0.4583 - accuracy: 0.7741
Epoch 16/100
359/359 [==============================] - 0s 907us/step - loss: 0.4582 - accuracy: 0.7748
Epoch 17/100
359/359 [==============================] - 0s 899us/step - loss: 0.4581 - accuracy: 0.7733
Epoch 18/100
359/359 [==============================] - 0s 910us/step - loss: 0.4579 - accuracy: 0.7747
Epoch 19/100
359/359 [==============================] - 0s 926us/step - loss: 0.4578 - accuracy: 0.7743
Epoch 20/100
359/359 [==============================] - 0s 899us/step - loss: 0.4572 - accuracy: 0.7759
Epoch 21/100
359/359 [==============================] - 0s 903us/step - loss: 0.4572 - accuracy: 0.7749
Epoch 22/100
359/359 [==============================] - 0s 942us/step - loss: 0.4575 - accuracy: 0.7739
Epoch 23/100
359/359 [==============================] - 0s 914us/step - loss: 0.4573 - accuracy: 0.7744
Epoch 24/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4570 - accuracy: 0.7741
Epoch 25/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4572 - accuracy: 0.7744: 0s - loss: 0.4605 - accu
Epoch 26/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4572 - accuracy: 0.7734
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7739
Epoch 28/100
359/359 [==============================] - 0s 904us/step - loss: 0.4567 - accuracy: 0.7772
Epoch 29/100
359/359 [==============================] - 0s 882us/step - loss: 0.4567 - accuracy: 0.7744
Epoch 30/100
359/359 [==============================] - 0s 868us/step - loss: 0.4568 - accuracy: 0.7725
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7771
Epoch 32/100
359/359 [==============================] - 0s 973us/step - loss: 0.4568 - accuracy: 0.7746
Epoch 33/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4566 - accuracy: 0.7750
Epoch 34/100
359/359 [==============================] - 0s 964us/step - loss: 0.4564 - accuracy: 0.7752
Epoch 35/100
359/359 [==============================] - 0s 958us/step - loss: 0.4564 - accuracy: 0.7766
Epoch 36/100
359/359 [==============================] - 0s 931us/step - loss: 0.4568 - accuracy: 0.7753
Epoch 37/100
359/359 [==============================] - 0s 958us/step - loss: 0.4564 - accuracy: 0.7759
Epoch 38/100
359/359 [==============================] - 0s 940us/step - loss: 0.4568 - accuracy: 0.7743
Epoch 39/100
359/359 [==============================] - 0s 922us/step - loss: 0.4563 - accuracy: 0.7739
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7779
Epoch 41/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4564 - accuracy: 0.7759
Epoch 42/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4563 - accuracy: 0.7758
Epoch 43/100
359/359 [==============================] - 0s 929us/step - loss: 0.4561 - accuracy: 0.7743
Epoch 44/100
359/359 [==============================] - 0s 993us/step - loss: 0.4564 - accuracy: 0.7746
Epoch 45/100
359/359 [==============================] - 0s 861us/step - loss: 0.4563 - accuracy: 0.7737
Epoch 46/100
359/359 [==============================] - 0s 942us/step - loss: 0.4563 - accuracy: 0.7734
Epoch 47/100
359/359 [==============================] - 0s 875us/step - loss: 0.4556 - accuracy: 0.7753
Epoch 48/100
359/359 [==============================] - 0s 872us/step - loss: 0.4560 - accuracy: 0.7736
Epoch 49/100
359/359 [==============================] - 0s 871us/step - loss: 0.4563 - accuracy: 0.7748
Epoch 50/100
359/359 [==============================] - 0s 978us/step - loss: 0.4562 - accuracy: 0.7742
Epoch 51/100
359/359 [==============================] - 0s 918us/step - loss: 0.4564 - accuracy: 0.7740
Epoch 52/100
359/359 [==============================] - 0s 921us/step - loss: 0.4564 - accuracy: 0.7740
Epoch 53/100
359/359 [==============================] - 0s 976us/step - loss: 0.4557 - accuracy: 0.7752
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7757
Epoch 55/100
359/359 [==============================] - 0s 914us/step - loss: 0.4555 - accuracy: 0.7755
Epoch 56/100
359/359 [==============================] - 0s 891us/step - loss: 0.4556 - accuracy: 0.7772
Epoch 57/100
359/359 [==============================] - 0s 942us/step - loss: 0.4556 - accuracy: 0.7759
Epoch 58/100
359/359 [==============================] - 0s 897us/step - loss: 0.4560 - accuracy: 0.7748
Epoch 59/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4563 - accuracy: 0.7739
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7757
Epoch 61/100
359/359 [==============================] - 0s 863us/step - loss: 0.4561 - accuracy: 0.7733
Epoch 62/100
359/359 [==============================] - 0s 978us/step - loss: 0.4562 - accuracy: 0.7757
Epoch 63/100
359/359 [==============================] - 0s 858us/step - loss: 0.4560 - accuracy: 0.7764
Epoch 64/100
359/359 [==============================] - 0s 968us/step - loss: 0.4556 - accuracy: 0.7766
Epoch 65/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7746
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7773
Epoch 67/100
359/359 [==============================] - 0s 907us/step - loss: 0.4554 - accuracy: 0.7762
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7743
Epoch 69/100
359/359 [==============================] - 0s 933us/step - loss: 0.4556 - accuracy: 0.7751
Epoch 70/100
359/359 [==============================] - 0s 871us/step - loss: 0.4553 - accuracy: 0.7770
Epoch 71/100
359/359 [==============================] - 0s 939us/step - loss: 0.4560 - accuracy: 0.7754
Epoch 72/100
359/359 [==============================] - 0s 925us/step - loss: 0.4550 - accuracy: 0.7756
Epoch 73/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4556 - accuracy: 0.7774
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7740
Epoch 75/100
359/359 [==============================] - 0s 893us/step - loss: 0.4552 - accuracy: 0.7753
Epoch 76/100
359/359 [==============================] - 0s 980us/step - loss: 0.4555 - accuracy: 0.7767
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7760
Epoch 78/100
359/359 [==============================] - 0s 872us/step - loss: 0.4549 - accuracy: 0.7763
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7752
Epoch 80/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4553 - accuracy: 0.7741
Epoch 81/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4556 - accuracy: 0.7726
Epoch 82/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7740
Epoch 83/100
359/359 [==============================] - 0s 859us/step - loss: 0.4555 - accuracy: 0.7732
Epoch 84/100
359/359 [==============================] - 0s 987us/step - loss: 0.4552 - accuracy: 0.7758
Epoch 85/100
359/359 [==============================] - 0s 955us/step - loss: 0.4552 - accuracy: 0.7760
Epoch 86/100
359/359 [==============================] - 0s 884us/step - loss: 0.4553 - accuracy: 0.7762
Epoch 87/100
359/359 [==============================] - 0s 918us/step - loss: 0.4557 - accuracy: 0.7746
Epoch 88/100
359/359 [==============================] - 0s 886us/step - loss: 0.4545 - accuracy: 0.7725
Epoch 89/100
359/359 [==============================] - 0s 881us/step - loss: 0.4556 - accuracy: 0.7746
Epoch 90/100
359/359 [==============================] - 0s 891us/step - loss: 0.4551 - accuracy: 0.7753
Epoch 91/100
359/359 [==============================] - 0s 880us/step - loss: 0.4555 - accuracy: 0.7738
Epoch 92/100
359/359 [==============================] - 0s 879us/step - loss: 0.4547 - accuracy: 0.7773
Epoch 93/100
359/359 [==============================] - 0s 900us/step - loss: 0.4547 - accuracy: 0.7748
Epoch 94/100
359/359 [==============================] - 0s 868us/step - loss: 0.4551 - accuracy: 0.7739
Epoch 95/100
359/359 [==============================] - 0s 863us/step - loss: 0.4547 - accuracy: 0.7753
Epoch 96/100
359/359 [==============================] - 0s 893us/step - loss: 0.4556 - accuracy: 0.7756
Epoch 97/100
359/359 [==============================] - 0s 875us/step - loss: 0.4551 - accuracy: 0.7766
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7751
Epoch 99/100
359/359 [==============================] - 0s 908us/step - loss: 0.4549 - accuracy: 0.7754
Epoch 100/100
359/359 [==============================] - 0s 849us/step - loss: 0.4550 - accuracy: 0.7766
Epoch 1/100
359/359 [==============================] - 0s 866us/step - loss: 0.6436 - accuracy: 0.6624
Epoch 2/100
359/359 [==============================] - 0s 877us/step - loss: 0.5626 - accuracy: 0.7271
Epoch 3/100
359/359 [==============================] - 0s 914us/step - loss: 0.5577 - accuracy: 0.7256
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5537 - accuracy: 0.7255
Epoch 5/100
359/359 [==============================] - 0s 893us/step - loss: 0.5504 - accuracy: 0.7248
Epoch 6/100
359/359 [==============================] - 0s 887us/step - loss: 0.5471 - accuracy: 0.7253
Epoch 7/100
359/359 [==============================] - 0s 876us/step - loss: 0.5439 - accuracy: 0.7254
Epoch 8/100
359/359 [==============================] - 0s 858us/step - loss: 0.5417 - accuracy: 0.7278
Epoch 9/100
359/359 [==============================] - 0s 885us/step - loss: 0.5391 - accuracy: 0.7266
Epoch 10/100
359/359 [==============================] - 0s 860us/step - loss: 0.5372 - accuracy: 0.7275
Epoch 11/100
359/359 [==============================] - 0s 855us/step - loss: 0.5356 - accuracy: 0.7288
Epoch 12/100
359/359 [==============================] - 0s 888us/step - loss: 0.5336 - accuracy: 0.7299
Epoch 13/100
359/359 [==============================] - 0s 850us/step - loss: 0.5319 - accuracy: 0.7334
Epoch 14/100
359/359 [==============================] - 0s 900us/step - loss: 0.5301 - accuracy: 0.7346
Epoch 15/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5272 - accuracy: 0.7379
Epoch 16/100
359/359 [==============================] - 0s 968us/step - loss: 0.5247 - accuracy: 0.7358
Epoch 17/100
359/359 [==============================] - 0s 928us/step - loss: 0.5218 - accuracy: 0.7398
Epoch 18/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5201 - accuracy: 0.7409
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5173 - accuracy: 0.7420
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5155 - accuracy: 0.7451
Epoch 21/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5139 - accuracy: 0.7471
Epoch 22/100
359/359 [==============================] - 1s 1ms/step - loss: 0.5128 - accuracy: 0.7485: 0s - loss: 0.510
Epoch 23/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5115 - accuracy: 0.7483
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5107 - accuracy: 0.7508
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5098 - accuracy: 0.7502
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5092 - accuracy: 0.7511
Epoch 27/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5084 - accuracy: 0.7520
Epoch 28/100
359/359 [==============================] - 0s 970us/step - loss: 0.5077 - accuracy: 0.7484
Epoch 29/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5072 - accuracy: 0.7515
Epoch 30/100
359/359 [==============================] - 0s 943us/step - loss: 0.5062 - accuracy: 0.7513
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5048 - accuracy: 0.7541
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5030 - accuracy: 0.7556
Epoch 33/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5014 - accuracy: 0.7550
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5009 - accuracy: 0.7571
Epoch 35/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4992 - accuracy: 0.7575
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4985 - accuracy: 0.7591
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7597
Epoch 38/100
359/359 [==============================] - 0s 951us/step - loss: 0.4967 - accuracy: 0.7598
Epoch 39/100
359/359 [==============================] - 0s 972us/step - loss: 0.4956 - accuracy: 0.7592
Epoch 40/100
359/359 [==============================] - 0s 979us/step - loss: 0.4951 - accuracy: 0.7592
Epoch 41/100
359/359 [==============================] - 0s 966us/step - loss: 0.4943 - accuracy: 0.7614
Epoch 42/100
359/359 [==============================] - 0s 882us/step - loss: 0.4935 - accuracy: 0.7616
Epoch 43/100
359/359 [==============================] - 0s 877us/step - loss: 0.4927 - accuracy: 0.7623
Epoch 44/100
359/359 [==============================] - 0s 900us/step - loss: 0.4918 - accuracy: 0.7654
Epoch 45/100
359/359 [==============================] - 0s 908us/step - loss: 0.4919 - accuracy: 0.7634
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4911 - accuracy: 0.7650
Epoch 47/100
359/359 [==============================] - 0s 900us/step - loss: 0.4902 - accuracy: 0.7646
Epoch 48/100
359/359 [==============================] - 0s 859us/step - loss: 0.4907 - accuracy: 0.7631
Epoch 49/100
359/359 [==============================] - 0s 872us/step - loss: 0.4901 - accuracy: 0.7642
Epoch 50/100
359/359 [==============================] - 0s 938us/step - loss: 0.4901 - accuracy: 0.7657
Epoch 51/100
359/359 [==============================] - 0s 856us/step - loss: 0.4895 - accuracy: 0.7649
Epoch 52/100
359/359 [==============================] - 0s 880us/step - loss: 0.4892 - accuracy: 0.7652
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4891 - accuracy: 0.7637
Epoch 54/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4882 - accuracy: 0.7675: 0s - loss: 0.4859 - accuracy: 0.
Epoch 55/100
359/359 [==============================] - 0s 878us/step - loss: 0.4883 - accuracy: 0.7639
Epoch 56/100
359/359 [==============================] - 0s 996us/step - loss: 0.4877 - accuracy: 0.7634
Epoch 57/100
359/359 [==============================] - 0s 909us/step - loss: 0.4860 - accuracy: 0.7650
Epoch 58/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4798 - accuracy: 0.7689
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4727 - accuracy: 0.7741
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4670 - accuracy: 0.7781
Epoch 61/100
359/359 [==============================] - 0s 962us/step - loss: 0.4629 - accuracy: 0.7793
Epoch 62/100
359/359 [==============================] - 0s 918us/step - loss: 0.4593 - accuracy: 0.7846
Epoch 63/100
359/359 [==============================] - 0s 890us/step - loss: 0.4566 - accuracy: 0.7828
Epoch 64/100
359/359 [==============================] - 0s 890us/step - loss: 0.4533 - accuracy: 0.7861
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7857
Epoch 66/100
359/359 [==============================] - 0s 917us/step - loss: 0.4492 - accuracy: 0.7877
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4474 - accuracy: 0.7875
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7896
Epoch 69/100
359/359 [==============================] - 0s 896us/step - loss: 0.4438 - accuracy: 0.7887
Epoch 70/100
359/359 [==============================] - 0s 987us/step - loss: 0.4435 - accuracy: 0.7884
Epoch 71/100
359/359 [==============================] - 0s 853us/step - loss: 0.4420 - accuracy: 0.7907
Epoch 72/100
359/359 [==============================] - 0s 893us/step - loss: 0.4410 - accuracy: 0.79220s - loss: 0.4406 - accuracy: 0.79
Epoch 73/100
359/359 [==============================] - 0s 878us/step - loss: 0.4408 - accuracy: 0.7921
Epoch 74/100
359/359 [==============================] - 0s 918us/step - loss: 0.4406 - accuracy: 0.7899
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7927
Epoch 76/100
359/359 [==============================] - 0s 927us/step - loss: 0.4395 - accuracy: 0.7929
Epoch 77/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7903
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7936
Epoch 79/100
359/359 [==============================] - 0s 927us/step - loss: 0.4391 - accuracy: 0.7915
Epoch 80/100
359/359 [==============================] - 0s 954us/step - loss: 0.4386 - accuracy: 0.7936
Epoch 81/100
359/359 [==============================] - 0s 914us/step - loss: 0.4386 - accuracy: 0.7907
Epoch 82/100
359/359 [==============================] - 0s 917us/step - loss: 0.4378 - accuracy: 0.7923
Epoch 83/100
359/359 [==============================] - 0s 892us/step - loss: 0.4381 - accuracy: 0.7925
Epoch 84/100
359/359 [==============================] - 0s 960us/step - loss: 0.4369 - accuracy: 0.7924
Epoch 85/100
359/359 [==============================] - 0s 876us/step - loss: 0.4374 - accuracy: 0.7916
Epoch 86/100
359/359 [==============================] - 0s 903us/step - loss: 0.4371 - accuracy: 0.7934
Epoch 87/100
359/359 [==============================] - 0s 892us/step - loss: 0.4369 - accuracy: 0.7935
Epoch 88/100
359/359 [==============================] - 0s 875us/step - loss: 0.4366 - accuracy: 0.7945
Epoch 89/100
359/359 [==============================] - 0s 860us/step - loss: 0.4366 - accuracy: 0.7936
Epoch 90/100
359/359 [==============================] - 0s 868us/step - loss: 0.4359 - accuracy: 0.7936
Epoch 91/100
359/359 [==============================] - 0s 880us/step - loss: 0.4359 - accuracy: 0.7928
Epoch 92/100
359/359 [==============================] - 0s 864us/step - loss: 0.4364 - accuracy: 0.7922
Epoch 93/100
359/359 [==============================] - 0s 856us/step - loss: 0.4357 - accuracy: 0.7936
Epoch 94/100
359/359 [==============================] - 0s 940us/step - loss: 0.4356 - accuracy: 0.7943
Epoch 95/100
359/359 [==============================] - 0s 981us/step - loss: 0.4358 - accuracy: 0.7935
Epoch 96/100
359/359 [==============================] - 0s 900us/step - loss: 0.4353 - accuracy: 0.7950
Epoch 97/100
359/359 [==============================] - 0s 912us/step - loss: 0.4350 - accuracy: 0.7939
Epoch 98/100
359/359 [==============================] - 0s 878us/step - loss: 0.4354 - accuracy: 0.7947
Epoch 99/100
359/359 [==============================] - 0s 885us/step - loss: 0.4352 - accuracy: 0.7946
Epoch 100/100
359/359 [==============================] - 0s 929us/step - loss: 0.4355 - accuracy: 0.7952
Epoch 1/100
359/359 [==============================] - 0s 931us/step - loss: 0.6545 - accuracy: 0.5996
Epoch 2/100
359/359 [==============================] - 0s 887us/step - loss: 0.5638 - accuracy: 0.7318
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5289 - accuracy: 0.7500
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5026 - accuracy: 0.7599
Epoch 5/100
359/359 [==============================] - 0s 864us/step - loss: 0.4857 - accuracy: 0.7649
Epoch 6/100
359/359 [==============================] - 0s 930us/step - loss: 0.4773 - accuracy: 0.7679
Epoch 7/100
359/359 [==============================] - 0s 873us/step - loss: 0.4729 - accuracy: 0.7703
Epoch 8/100
359/359 [==============================] - 0s 869us/step - loss: 0.4698 - accuracy: 0.7698
Epoch 9/100
359/359 [==============================] - 0s 897us/step - loss: 0.4672 - accuracy: 0.7712
Epoch 10/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4661 - accuracy: 0.7710: 0s - loss: 0.4652 - accuracy: 0.
Epoch 11/100
359/359 [==============================] - 0s 915us/step - loss: 0.4645 - accuracy: 0.7722
Epoch 12/100
359/359 [==============================] - 0s 982us/step - loss: 0.4629 - accuracy: 0.7752
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4621 - accuracy: 0.7741
Epoch 14/100
359/359 [==============================] - 0s 925us/step - loss: 0.4616 - accuracy: 0.7746
Epoch 15/100
359/359 [==============================] - 0s 957us/step - loss: 0.4607 - accuracy: 0.7731
Epoch 16/100
359/359 [==============================] - 0s 878us/step - loss: 0.4605 - accuracy: 0.7738
Epoch 17/100
359/359 [==============================] - 0s 972us/step - loss: 0.4597 - accuracy: 0.7745
Epoch 18/100
359/359 [==============================] - 0s 903us/step - loss: 0.4592 - accuracy: 0.7752
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4592 - accuracy: 0.7738
Epoch 20/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4588 - accuracy: 0.7766
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4587 - accuracy: 0.7762
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4579 - accuracy: 0.7767
Epoch 23/100
359/359 [==============================] - 0s 949us/step - loss: 0.4580 - accuracy: 0.7776
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7766
Epoch 25/100
359/359 [==============================] - 0s 875us/step - loss: 0.4577 - accuracy: 0.7766
Epoch 26/100
359/359 [==============================] - 0s 861us/step - loss: 0.4575 - accuracy: 0.7781
Epoch 27/100
359/359 [==============================] - 0s 905us/step - loss: 0.4572 - accuracy: 0.7780
Epoch 28/100
359/359 [==============================] - 0s 858us/step - loss: 0.4569 - accuracy: 0.7786
Epoch 29/100
359/359 [==============================] - 0s 866us/step - loss: 0.4572 - accuracy: 0.7767
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7796
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7824
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7799: 0s - loss: 0.4562 - accuracy: 0.77
Epoch 33/100
359/359 [==============================] - 0s 930us/step - loss: 0.4537 - accuracy: 0.7809
Epoch 34/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7825
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7832
Epoch 36/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4494 - accuracy: 0.7852
Epoch 37/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4470 - accuracy: 0.7863
Epoch 38/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4453 - accuracy: 0.7872
Epoch 39/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4434 - accuracy: 0.7892
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7907
Epoch 41/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7891: 0s - loss: 0.4450 - accura
Epoch 42/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4411 - accuracy: 0.7909
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4402 - accuracy: 0.7916
Epoch 44/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4402 - accuracy: 0.7883
Epoch 45/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4405 - accuracy: 0.7896
Epoch 46/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4397 - accuracy: 0.7911
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4394 - accuracy: 0.7916
Epoch 48/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4394 - accuracy: 0.7893
Epoch 49/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4395 - accuracy: 0.7911
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7919: 0s - loss: 0.4373 - accuracy: 0.79
Epoch 51/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4386 - accuracy: 0.7919
Epoch 52/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4383 - accuracy: 0.7930
Epoch 53/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4383 - accuracy: 0.7916
Epoch 54/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4378 - accuracy: 0.7922
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7934
Epoch 56/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4378 - accuracy: 0.7922
Epoch 57/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7936
Epoch 58/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4371 - accuracy: 0.7926
Epoch 59/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4372 - accuracy: 0.7940
Epoch 60/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4375 - accuracy: 0.7925: 0s - loss: 0.4360 - accuracy: 
Epoch 61/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7924
Epoch 62/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7942
Epoch 63/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4363 - accuracy: 0.7920
Epoch 64/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4367 - accuracy: 0.7933
Epoch 65/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4360 - accuracy: 0.7940: 0s - loss: 0.4388 - accuracy:  - ETA: 0s - loss: 0.4404 - accuracy
Epoch 66/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7929
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4359 - accuracy: 0.7923
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4360 - accuracy: 0.7934
Epoch 69/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7946
Epoch 70/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7940
Epoch 71/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4359 - accuracy: 0.7959
Epoch 72/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4360 - accuracy: 0.7932
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4355 - accuracy: 0.7959
Epoch 74/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4354 - accuracy: 0.7956
Epoch 75/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4359 - accuracy: 0.7934
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7947
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4351 - accuracy: 0.7953
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4355 - accuracy: 0.7949
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4355 - accuracy: 0.7953
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7946
Epoch 81/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4347 - accuracy: 0.7931
Epoch 82/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4352 - accuracy: 0.7956
Epoch 83/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4350 - accuracy: 0.7963
Epoch 84/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4355 - accuracy: 0.7947
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4350 - accuracy: 0.7961
Epoch 86/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4349 - accuracy: 0.7957
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4356 - accuracy: 0.7949
Epoch 88/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4350 - accuracy: 0.7969
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4347 - accuracy: 0.7939
Epoch 90/100
359/359 [==============================] - 0s 923us/step - loss: 0.4350 - accuracy: 0.7969
Epoch 91/100
359/359 [==============================] - 0s 985us/step - loss: 0.4348 - accuracy: 0.7945
Epoch 92/100
359/359 [==============================] - 0s 857us/step - loss: 0.4348 - accuracy: 0.7956
Epoch 93/100
359/359 [==============================] - 0s 894us/step - loss: 0.4346 - accuracy: 0.7958
Epoch 94/100
359/359 [==============================] - 0s 927us/step - loss: 0.4344 - accuracy: 0.7931
Epoch 95/100
359/359 [==============================] - 0s 883us/step - loss: 0.4342 - accuracy: 0.7938
Epoch 96/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7967
Epoch 97/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4346 - accuracy: 0.7958
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4349 - accuracy: 0.7960
Epoch 99/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4335 - accuracy: 0.7964
Epoch 100/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4342 - accuracy: 0.7954
Epoch 1/100
359/359 [==============================] - 0s 935us/step - loss: 0.6446 - accuracy: 0.6545
Epoch 2/100
359/359 [==============================] - 0s 928us/step - loss: 0.5481 - accuracy: 0.7260
Epoch 3/100
359/359 [==============================] - 0s 875us/step - loss: 0.5108 - accuracy: 0.7543
Epoch 4/100
359/359 [==============================] - 0s 914us/step - loss: 0.4868 - accuracy: 0.7640
Epoch 5/100
359/359 [==============================] - 0s 829us/step - loss: 0.4761 - accuracy: 0.7659
Epoch 6/100
359/359 [==============================] - 0s 842us/step - loss: 0.4695 - accuracy: 0.7705
Epoch 7/100
359/359 [==============================] - 0s 893us/step - loss: 0.4661 - accuracy: 0.7714
Epoch 8/100
359/359 [==============================] - 0s 859us/step - loss: 0.4637 - accuracy: 0.7723
Epoch 9/100
359/359 [==============================] - 0s 854us/step - loss: 0.4625 - accuracy: 0.7727
Epoch 10/100
359/359 [==============================] - 0s 897us/step - loss: 0.4616 - accuracy: 0.7751
Epoch 11/100
359/359 [==============================] - 0s 859us/step - loss: 0.4602 - accuracy: 0.7759
Epoch 12/100
359/359 [==============================] - 0s 869us/step - loss: 0.4598 - accuracy: 0.7763
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4593 - accuracy: 0.7773
Epoch 14/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4594 - accuracy: 0.7778
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7776
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4584 - accuracy: 0.7766
Epoch 17/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4588 - accuracy: 0.7749
Epoch 18/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4584 - accuracy: 0.7790
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4588 - accuracy: 0.7760
Epoch 20/100
359/359 [==============================] - 0s 973us/step - loss: 0.4581 - accuracy: 0.7775
Epoch 21/100
359/359 [==============================] - 0s 967us/step - loss: 0.4584 - accuracy: 0.7783
Epoch 22/100
359/359 [==============================] - 0s 887us/step - loss: 0.4579 - accuracy: 0.7769
Epoch 23/100
359/359 [==============================] - 0s 872us/step - loss: 0.4579 - accuracy: 0.7775
Epoch 24/100
359/359 [==============================] - 0s 928us/step - loss: 0.4578 - accuracy: 0.7786
Epoch 25/100
359/359 [==============================] - 0s 879us/step - loss: 0.4579 - accuracy: 0.7786
Epoch 26/100
359/359 [==============================] - 0s 883us/step - loss: 0.4575 - accuracy: 0.7784
Epoch 27/100
359/359 [==============================] - 0s 877us/step - loss: 0.4582 - accuracy: 0.7771
Epoch 28/100
359/359 [==============================] - 0s 909us/step - loss: 0.4574 - accuracy: 0.7773
Epoch 29/100
359/359 [==============================] - 0s 961us/step - loss: 0.4576 - accuracy: 0.7789
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7786
Epoch 31/100
359/359 [==============================] - 0s 922us/step - loss: 0.4570 - accuracy: 0.7804
Epoch 32/100
359/359 [==============================] - 0s 897us/step - loss: 0.4572 - accuracy: 0.7779
Epoch 33/100
359/359 [==============================] - 0s 998us/step - loss: 0.4572 - accuracy: 0.7795
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7773
Epoch 35/100
359/359 [==============================] - 0s 909us/step - loss: 0.4572 - accuracy: 0.7786
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4572 - accuracy: 0.7785
Epoch 37/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4568 - accuracy: 0.7786
Epoch 38/100
359/359 [==============================] - 0s 920us/step - loss: 0.4574 - accuracy: 0.7785
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7784
Epoch 40/100
359/359 [==============================] - 0s 976us/step - loss: 0.4574 - accuracy: 0.7783
Epoch 41/100
359/359 [==============================] - 0s 894us/step - loss: 0.4569 - accuracy: 0.7774
Epoch 42/100
359/359 [==============================] - 0s 872us/step - loss: 0.4569 - accuracy: 0.7772
Epoch 43/100
359/359 [==============================] - 0s 912us/step - loss: 0.4572 - accuracy: 0.7782
Epoch 44/100
359/359 [==============================] - 0s 869us/step - loss: 0.4565 - accuracy: 0.7793
Epoch 45/100
359/359 [==============================] - 0s 860us/step - loss: 0.4562 - accuracy: 0.7777
Epoch 46/100
359/359 [==============================] - 0s 897us/step - loss: 0.4570 - accuracy: 0.7779
Epoch 47/100
359/359 [==============================] - 0s 856us/step - loss: 0.4566 - accuracy: 0.7760
Epoch 48/100
359/359 [==============================] - 0s 862us/step - loss: 0.4561 - accuracy: 0.7786
Epoch 49/100
359/359 [==============================] - 0s 917us/step - loss: 0.4564 - accuracy: 0.7797
Epoch 50/100
359/359 [==============================] - 0s 903us/step - loss: 0.4564 - accuracy: 0.7778
Epoch 51/100
359/359 [==============================] - 0s 876us/step - loss: 0.4561 - accuracy: 0.7786
Epoch 52/100
359/359 [==============================] - 0s 895us/step - loss: 0.4562 - accuracy: 0.7800
Epoch 53/100
359/359 [==============================] - 0s 975us/step - loss: 0.4565 - accuracy: 0.7791
Epoch 54/100
359/359 [==============================] - 0s 895us/step - loss: 0.4559 - accuracy: 0.7803
Epoch 55/100
359/359 [==============================] - 0s 906us/step - loss: 0.4567 - accuracy: 0.7789
Epoch 56/100
359/359 [==============================] - 0s 932us/step - loss: 0.4561 - accuracy: 0.7810
Epoch 57/100
359/359 [==============================] - 0s 924us/step - loss: 0.4561 - accuracy: 0.7788
Epoch 58/100
359/359 [==============================] - 0s 920us/step - loss: 0.4561 - accuracy: 0.7799
Epoch 59/100
359/359 [==============================] - 0s 917us/step - loss: 0.4560 - accuracy: 0.7793
Epoch 60/100
359/359 [==============================] - 0s 903us/step - loss: 0.4560 - accuracy: 0.7786
Epoch 61/100
359/359 [==============================] - 0s 924us/step - loss: 0.4558 - accuracy: 0.7797
Epoch 62/100
359/359 [==============================] - 0s 920us/step - loss: 0.4559 - accuracy: 0.7800
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7791
Epoch 64/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4556 - accuracy: 0.7787
Epoch 65/100
359/359 [==============================] - 0s 915us/step - loss: 0.4558 - accuracy: 0.7791
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7786
Epoch 67/100
359/359 [==============================] - 0s 878us/step - loss: 0.4549 - accuracy: 0.7793
Epoch 68/100
359/359 [==============================] - 0s 888us/step - loss: 0.4548 - accuracy: 0.7811
Epoch 69/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4551 - accuracy: 0.7797
Epoch 70/100
359/359 [==============================] - 0s 905us/step - loss: 0.4540 - accuracy: 0.78010s - loss: 0.4528 - accuracy: 0.77
Epoch 71/100
359/359 [==============================] - 0s 988us/step - loss: 0.4547 - accuracy: 0.7807
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7808
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7786
Epoch 74/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7810
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4536 - accuracy: 0.7792
Epoch 76/100
359/359 [==============================] - 0s 958us/step - loss: 0.4538 - accuracy: 0.7807
Epoch 77/100
359/359 [==============================] - 0s 975us/step - loss: 0.4541 - accuracy: 0.7805
Epoch 78/100
359/359 [==============================] - 0s 920us/step - loss: 0.4537 - accuracy: 0.7814
Epoch 79/100
359/359 [==============================] - 0s 967us/step - loss: 0.4536 - accuracy: 0.7808
Epoch 80/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4536 - accuracy: 0.7811
Epoch 81/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7796
Epoch 82/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7816
Epoch 83/100
359/359 [==============================] - 0s 939us/step - loss: 0.4534 - accuracy: 0.7806
Epoch 84/100
359/359 [==============================] - 0s 948us/step - loss: 0.4534 - accuracy: 0.7805
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4534 - accuracy: 0.7819
Epoch 86/100
359/359 [==============================] - 0s 923us/step - loss: 0.4533 - accuracy: 0.7827
Epoch 87/100
359/359 [==============================] - 0s 876us/step - loss: 0.4529 - accuracy: 0.7815
Epoch 88/100
359/359 [==============================] - 0s 951us/step - loss: 0.4529 - accuracy: 0.7812
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4526 - accuracy: 0.7844
Epoch 90/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7827
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4529 - accuracy: 0.7827
Epoch 92/100
359/359 [==============================] - 0s 903us/step - loss: 0.4527 - accuracy: 0.7821
Epoch 93/100
359/359 [==============================] - 0s 988us/step - loss: 0.4525 - accuracy: 0.7820
Epoch 94/100
359/359 [==============================] - 0s 933us/step - loss: 0.4522 - accuracy: 0.7805
Epoch 95/100
359/359 [==============================] - 0s 887us/step - loss: 0.4526 - accuracy: 0.7827
Epoch 96/100
359/359 [==============================] - 0s 923us/step - loss: 0.4518 - accuracy: 0.7802
Epoch 97/100
359/359 [==============================] - 0s 869us/step - loss: 0.4520 - accuracy: 0.7835
Epoch 98/100
359/359 [==============================] - 0s 874us/step - loss: 0.4524 - accuracy: 0.7833
Epoch 99/100
359/359 [==============================] - 0s 900us/step - loss: 0.4517 - accuracy: 0.7846
Epoch 100/100
359/359 [==============================] - 0s 941us/step - loss: 0.4521 - accuracy: 0.7823
Epoch 1/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6358 - accuracy: 0.6492
Epoch 2/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5535 - accuracy: 0.7098
Epoch 3/100
359/359 [==============================] - 1s 1ms/step - loss: 0.5411 - accuracy: 0.7181
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5313 - accuracy: 0.7277
Epoch 5/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5212 - accuracy: 0.7403
Epoch 6/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5073 - accuracy: 0.7495
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4888 - accuracy: 0.7603
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4725 - accuracy: 0.7700
Epoch 9/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4625 - accuracy: 0.7772
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7818
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7896: 0s - loss: 0.4506 - accuracy: 0.
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7901
Epoch 13/100
359/359 [==============================] - 0s 978us/step - loss: 0.4461 - accuracy: 0.7915
Epoch 14/100
359/359 [==============================] - 0s 953us/step - loss: 0.4433 - accuracy: 0.7942
Epoch 15/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4427 - accuracy: 0.7935
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4414 - accuracy: 0.7952
Epoch 17/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7976
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7955
Epoch 19/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4392 - accuracy: 0.7951
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7998
Epoch 21/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4378 - accuracy: 0.7980
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7996
Epoch 23/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7981
Epoch 24/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4361 - accuracy: 0.7991
Epoch 25/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4347 - accuracy: 0.8006
Epoch 26/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4350 - accuracy: 0.7986
Epoch 27/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4347 - accuracy: 0.7985
Epoch 28/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4350 - accuracy: 0.8010
Epoch 29/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4349 - accuracy: 0.7981: 0s - loss:
Epoch 30/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4342 - accuracy: 0.7977
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4340 - accuracy: 0.7999
Epoch 32/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4341 - accuracy: 0.7981
Epoch 33/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4339 - accuracy: 0.7981
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4339 - accuracy: 0.7999
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4336 - accuracy: 0.8016
Epoch 36/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4335 - accuracy: 0.7992
Epoch 37/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4339 - accuracy: 0.7996
Epoch 38/100
359/359 [==============================] - 0s 943us/step - loss: 0.4335 - accuracy: 0.8010
Epoch 39/100
359/359 [==============================] - 0s 987us/step - loss: 0.4333 - accuracy: 0.8007
Epoch 40/100
359/359 [==============================] - 0s 960us/step - loss: 0.4338 - accuracy: 0.7989
Epoch 41/100
359/359 [==============================] - 0s 883us/step - loss: 0.4330 - accuracy: 0.8008
Epoch 42/100
359/359 [==============================] - 0s 902us/step - loss: 0.4333 - accuracy: 0.7998
Epoch 43/100
359/359 [==============================] - 0s 917us/step - loss: 0.4329 - accuracy: 0.8017
Epoch 44/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4325 - accuracy: 0.8017
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4327 - accuracy: 0.7990
Epoch 46/100
359/359 [==============================] - 0s 947us/step - loss: 0.4328 - accuracy: 0.7983
Epoch 47/100
359/359 [==============================] - 0s 867us/step - loss: 0.4329 - accuracy: 0.8018
Epoch 48/100
359/359 [==============================] - 0s 912us/step - loss: 0.4326 - accuracy: 0.7999
Epoch 49/100
359/359 [==============================] - 0s 838us/step - loss: 0.4319 - accuracy: 0.8024
Epoch 50/100
359/359 [==============================] - 0s 849us/step - loss: 0.4329 - accuracy: 0.8005
Epoch 51/100
359/359 [==============================] - 0s 882us/step - loss: 0.4324 - accuracy: 0.8011
Epoch 52/100
359/359 [==============================] - 0s 899us/step - loss: 0.4326 - accuracy: 0.7991
Epoch 53/100
359/359 [==============================] - 0s 836us/step - loss: 0.4320 - accuracy: 0.8002
Epoch 54/100
359/359 [==============================] - 0s 930us/step - loss: 0.4318 - accuracy: 0.8012
Epoch 55/100
359/359 [==============================] - 0s 978us/step - loss: 0.4316 - accuracy: 0.8024
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4314 - accuracy: 0.8012
Epoch 57/100
359/359 [==============================] - 0s 975us/step - loss: 0.4309 - accuracy: 0.7996
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4311 - accuracy: 0.8011
Epoch 59/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.8010
Epoch 60/100
359/359 [==============================] - 0s 998us/step - loss: 0.4303 - accuracy: 0.8017
Epoch 61/100
359/359 [==============================] - 0s 968us/step - loss: 0.4303 - accuracy: 0.8036
Epoch 62/100
359/359 [==============================] - 0s 881us/step - loss: 0.4301 - accuracy: 0.8004
Epoch 63/100
359/359 [==============================] - 0s 900us/step - loss: 0.4304 - accuracy: 0.8003
Epoch 64/100
359/359 [==============================] - 0s 869us/step - loss: 0.4305 - accuracy: 0.79970s - loss: 0.4304 - accuracy: 0.79
Epoch 65/100
359/359 [==============================] - 0s 898us/step - loss: 0.4302 - accuracy: 0.8010
Epoch 66/100
359/359 [==============================] - 0s 862us/step - loss: 0.4304 - accuracy: 0.8025
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.8020
Epoch 68/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4300 - accuracy: 0.8031
Epoch 69/100
359/359 [==============================] - 0s 871us/step - loss: 0.4301 - accuracy: 0.8031
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4301 - accuracy: 0.8017
Epoch 71/100
359/359 [==============================] - 0s 846us/step - loss: 0.4301 - accuracy: 0.8009
Epoch 72/100
359/359 [==============================] - 0s 932us/step - loss: 0.4296 - accuracy: 0.8027
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4297 - accuracy: 0.8012
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.8034
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4297 - accuracy: 0.8025
Epoch 76/100
359/359 [==============================] - 0s 916us/step - loss: 0.4297 - accuracy: 0.8015
Epoch 77/100
359/359 [==============================] - 0s 978us/step - loss: 0.4294 - accuracy: 0.8013
Epoch 78/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4295 - accuracy: 0.8018
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.8020
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4293 - accuracy: 0.8014
Epoch 81/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4293 - accuracy: 0.8014
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.7997
Epoch 83/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4290 - accuracy: 0.7997
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.8014
Epoch 85/100
359/359 [==============================] - 0s 928us/step - loss: 0.4287 - accuracy: 0.8013
Epoch 86/100
359/359 [==============================] - 0s 866us/step - loss: 0.4292 - accuracy: 0.8040
Epoch 87/100
359/359 [==============================] - 0s 897us/step - loss: 0.4286 - accuracy: 0.8011
Epoch 88/100
359/359 [==============================] - 0s 901us/step - loss: 0.4291 - accuracy: 0.7987
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.8005
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4289 - accuracy: 0.7988
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4287 - accuracy: 0.8016
Epoch 92/100
359/359 [==============================] - 0s 905us/step - loss: 0.4290 - accuracy: 0.7998
Epoch 93/100
359/359 [==============================] - 0s 893us/step - loss: 0.4288 - accuracy: 0.8020
Epoch 94/100
359/359 [==============================] - 0s 965us/step - loss: 0.4292 - accuracy: 0.7990
Epoch 95/100
359/359 [==============================] - 0s 902us/step - loss: 0.4289 - accuracy: 0.7991
Epoch 96/100
359/359 [==============================] - 0s 910us/step - loss: 0.4289 - accuracy: 0.8017
Epoch 97/100
359/359 [==============================] - 0s 949us/step - loss: 0.4286 - accuracy: 0.7999
Epoch 98/100
359/359 [==============================] - 0s 893us/step - loss: 0.4285 - accuracy: 0.8019
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4289 - accuracy: 0.8025
Epoch 100/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4289 - accuracy: 0.8016
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6394 - accuracy: 0.6215
Epoch 2/100
359/359 [==============================] - 0s 980us/step - loss: 0.5562 - accuracy: 0.72340s - loss: 0.5602 - accuracy: 0.72
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5385 - accuracy: 0.7337
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5287 - accuracy: 0.7406
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5203 - accuracy: 0.7488
Epoch 6/100
359/359 [==============================] - 0s 957us/step - loss: 0.5113 - accuracy: 0.7568
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4985 - accuracy: 0.7626
Epoch 8/100
359/359 [==============================] - 0s 912us/step - loss: 0.4882 - accuracy: 0.7666
Epoch 9/100
359/359 [==============================] - 0s 928us/step - loss: 0.4819 - accuracy: 0.7693
Epoch 10/100
359/359 [==============================] - 0s 958us/step - loss: 0.4774 - accuracy: 0.7694
Epoch 11/100
359/359 [==============================] - 0s 912us/step - loss: 0.4742 - accuracy: 0.7728
Epoch 12/100
359/359 [==============================] - 0s 946us/step - loss: 0.4716 - accuracy: 0.7734
Epoch 13/100
359/359 [==============================] - 0s 960us/step - loss: 0.4691 - accuracy: 0.7720
Epoch 14/100
359/359 [==============================] - 0s 924us/step - loss: 0.4673 - accuracy: 0.7752
Epoch 15/100
359/359 [==============================] - 0s 926us/step - loss: 0.4652 - accuracy: 0.7764
Epoch 16/100
359/359 [==============================] - 0s 980us/step - loss: 0.4632 - accuracy: 0.7762
Epoch 17/100
359/359 [==============================] - 0s 919us/step - loss: 0.4607 - accuracy: 0.7801
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7797
Epoch 19/100
359/359 [==============================] - 0s 974us/step - loss: 0.4575 - accuracy: 0.7803
Epoch 20/100
359/359 [==============================] - 0s 938us/step - loss: 0.4551 - accuracy: 0.7823
Epoch 21/100
359/359 [==============================] - 0s 937us/step - loss: 0.4532 - accuracy: 0.7824
Epoch 22/100
359/359 [==============================] - 0s 946us/step - loss: 0.4510 - accuracy: 0.7846
Epoch 23/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4486 - accuracy: 0.7861
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7901
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7910
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4428 - accuracy: 0.7936
Epoch 27/100
359/359 [==============================] - 0s 926us/step - loss: 0.4408 - accuracy: 0.7920
Epoch 28/100
359/359 [==============================] - 0s 895us/step - loss: 0.4397 - accuracy: 0.7923
Epoch 29/100
359/359 [==============================] - 0s 936us/step - loss: 0.4385 - accuracy: 0.7939
Epoch 30/100
359/359 [==============================] - 0s 898us/step - loss: 0.4386 - accuracy: 0.7957
Epoch 31/100
359/359 [==============================] - 0s 902us/step - loss: 0.4380 - accuracy: 0.7937
Epoch 32/100
359/359 [==============================] - 0s 911us/step - loss: 0.4370 - accuracy: 0.7964
Epoch 33/100
359/359 [==============================] - 0s 905us/step - loss: 0.4368 - accuracy: 0.7939
Epoch 34/100
359/359 [==============================] - 0s 900us/step - loss: 0.4363 - accuracy: 0.7958
Epoch 35/100
359/359 [==============================] - 0s 957us/step - loss: 0.4361 - accuracy: 0.7959
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7967
Epoch 37/100
359/359 [==============================] - 0s 960us/step - loss: 0.4348 - accuracy: 0.7965
Epoch 38/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7948
Epoch 39/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4345 - accuracy: 0.7961
Epoch 40/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4344 - accuracy: 0.7982
Epoch 41/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4340 - accuracy: 0.7989
Epoch 42/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4352 - accuracy: 0.7990
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4336 - accuracy: 0.7953
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4341 - accuracy: 0.7954
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4332 - accuracy: 0.7975
Epoch 46/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7986
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4324 - accuracy: 0.7964
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4328 - accuracy: 0.7973
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4330 - accuracy: 0.7954
Epoch 50/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7986
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4319 - accuracy: 0.7977
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4315 - accuracy: 0.7974
Epoch 53/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4312 - accuracy: 0.7976
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4310 - accuracy: 0.7957
Epoch 55/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4313 - accuracy: 0.7978
Epoch 56/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4306 - accuracy: 0.7969
Epoch 57/100
359/359 [==============================] - 0s 940us/step - loss: 0.4306 - accuracy: 0.7969
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4307 - accuracy: 0.7952
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4304 - accuracy: 0.7967
Epoch 60/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4305 - accuracy: 0.7966
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4295 - accuracy: 0.8002
Epoch 62/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4299 - accuracy: 0.7985
Epoch 63/100
359/359 [==============================] - 0s 950us/step - loss: 0.4293 - accuracy: 0.7979
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4293 - accuracy: 0.7978
Epoch 65/100
359/359 [==============================] - 0s 990us/step - loss: 0.4299 - accuracy: 0.7986
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4295 - accuracy: 0.7962
Epoch 67/100
359/359 [==============================] - 0s 966us/step - loss: 0.4289 - accuracy: 0.8010
Epoch 68/100
359/359 [==============================] - 0s 902us/step - loss: 0.4280 - accuracy: 0.8009
Epoch 69/100
359/359 [==============================] - 0s 949us/step - loss: 0.4289 - accuracy: 0.7977
Epoch 70/100
359/359 [==============================] - 0s 938us/step - loss: 0.4284 - accuracy: 0.7971
Epoch 71/100
359/359 [==============================] - 0s 965us/step - loss: 0.4293 - accuracy: 0.8000
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7994
Epoch 73/100
359/359 [==============================] - 0s 916us/step - loss: 0.4283 - accuracy: 0.7989
Epoch 74/100
359/359 [==============================] - 0s 925us/step - loss: 0.4285 - accuracy: 0.7968
Epoch 75/100
359/359 [==============================] - 0s 933us/step - loss: 0.4288 - accuracy: 0.8000
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4285 - accuracy: 0.8014
Epoch 77/100
359/359 [==============================] - 0s 961us/step - loss: 0.4280 - accuracy: 0.7991
Epoch 78/100
359/359 [==============================] - 0s 925us/step - loss: 0.4288 - accuracy: 0.7999
Epoch 79/100
359/359 [==============================] - 0s 916us/step - loss: 0.4282 - accuracy: 0.7986
Epoch 80/100
359/359 [==============================] - 0s 929us/step - loss: 0.4284 - accuracy: 0.7961
Epoch 81/100
359/359 [==============================] - 0s 955us/step - loss: 0.4286 - accuracy: 0.7982
Epoch 82/100
359/359 [==============================] - 0s 900us/step - loss: 0.4280 - accuracy: 0.7994
Epoch 83/100
359/359 [==============================] - 0s 903us/step - loss: 0.4278 - accuracy: 0.8001
Epoch 84/100
359/359 [==============================] - 0s 909us/step - loss: 0.4282 - accuracy: 0.7979
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4281 - accuracy: 0.8010
Epoch 86/100
359/359 [==============================] - 0s 999us/step - loss: 0.4284 - accuracy: 0.7997
Epoch 87/100
359/359 [==============================] - 0s 893us/step - loss: 0.4277 - accuracy: 0.7978
Epoch 88/100
359/359 [==============================] - 0s 947us/step - loss: 0.4283 - accuracy: 0.7988
Epoch 89/100
359/359 [==============================] - 0s 939us/step - loss: 0.4280 - accuracy: 0.8017
Epoch 90/100
359/359 [==============================] - 0s 957us/step - loss: 0.4278 - accuracy: 0.7986
Epoch 91/100
359/359 [==============================] - 0s 945us/step - loss: 0.4280 - accuracy: 0.7997
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.8022
Epoch 93/100
359/359 [==============================] - 0s 897us/step - loss: 0.4274 - accuracy: 0.7992
Epoch 94/100
359/359 [==============================] - 0s 950us/step - loss: 0.4278 - accuracy: 0.8010
Epoch 95/100
359/359 [==============================] - 0s 930us/step - loss: 0.4278 - accuracy: 0.8003
Epoch 96/100
359/359 [==============================] - 0s 897us/step - loss: 0.4285 - accuracy: 0.7988
Epoch 97/100
359/359 [==============================] - 0s 929us/step - loss: 0.4280 - accuracy: 0.8003
Epoch 98/100
359/359 [==============================] - 0s 954us/step - loss: 0.4275 - accuracy: 0.7976
Epoch 99/100
359/359 [==============================] - 0s 911us/step - loss: 0.4273 - accuracy: 0.7994
Epoch 100/100
359/359 [==============================] - 0s 953us/step - loss: 0.4274 - accuracy: 0.7998
Epoch 1/100
359/359 [==============================] - 0s 918us/step - loss: 0.6387 - accuracy: 0.6248
Epoch 2/100
359/359 [==============================] - 0s 952us/step - loss: 0.5690 - accuracy: 0.7157
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5609 - accuracy: 0.7183
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5553 - accuracy: 0.7176
Epoch 5/100
359/359 [==============================] - 0s 952us/step - loss: 0.5489 - accuracy: 0.7211
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5437 - accuracy: 0.7252
Epoch 7/100
359/359 [==============================] - 0s 976us/step - loss: 0.5389 - accuracy: 0.7285
Epoch 8/100
359/359 [==============================] - 0s 941us/step - loss: 0.5355 - accuracy: 0.7307
Epoch 9/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5320 - accuracy: 0.7346
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5290 - accuracy: 0.7392
Epoch 11/100
359/359 [==============================] - 0s 951us/step - loss: 0.5271 - accuracy: 0.74120s - loss: 0.5289 - accuracy: 0.73
Epoch 12/100
359/359 [==============================] - 0s 914us/step - loss: 0.5251 - accuracy: 0.7439
Epoch 13/100
359/359 [==============================] - 0s 920us/step - loss: 0.5238 - accuracy: 0.7472
Epoch 14/100
359/359 [==============================] - 0s 902us/step - loss: 0.5226 - accuracy: 0.7474
Epoch 15/100
359/359 [==============================] - 0s 904us/step - loss: 0.5215 - accuracy: 0.7481
Epoch 16/100
359/359 [==============================] - 0s 957us/step - loss: 0.5206 - accuracy: 0.7455
Epoch 17/100
359/359 [==============================] - 0s 890us/step - loss: 0.5199 - accuracy: 0.7481
Epoch 18/100
359/359 [==============================] - 0s 923us/step - loss: 0.5184 - accuracy: 0.7484
Epoch 19/100
359/359 [==============================] - 0s 912us/step - loss: 0.5179 - accuracy: 0.7477
Epoch 20/100
359/359 [==============================] - 0s 892us/step - loss: 0.5166 - accuracy: 0.7482
Epoch 21/100
359/359 [==============================] - 0s 899us/step - loss: 0.5154 - accuracy: 0.7495
Epoch 22/100
359/359 [==============================] - 0s 877us/step - loss: 0.5131 - accuracy: 0.7504
Epoch 23/100
359/359 [==============================] - 0s 882us/step - loss: 0.5112 - accuracy: 0.7502
Epoch 24/100
359/359 [==============================] - 0s 880us/step - loss: 0.5101 - accuracy: 0.7509
Epoch 25/100
359/359 [==============================] - 0s 909us/step - loss: 0.5090 - accuracy: 0.7528
Epoch 26/100
359/359 [==============================] - 0s 905us/step - loss: 0.5078 - accuracy: 0.7525
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5066 - accuracy: 0.7545
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5053 - accuracy: 0.7534: 0s - loss: 0.5137 - accu
Epoch 29/100
359/359 [==============================] - 0s 993us/step - loss: 0.5053 - accuracy: 0.7547
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5040 - accuracy: 0.7564
Epoch 31/100
359/359 [==============================] - 0s 880us/step - loss: 0.5032 - accuracy: 0.7573
Epoch 32/100
359/359 [==============================] - 0s 915us/step - loss: 0.5025 - accuracy: 0.7584
Epoch 33/100
359/359 [==============================] - 0s 917us/step - loss: 0.5017 - accuracy: 0.7576
Epoch 34/100
359/359 [==============================] - 0s 894us/step - loss: 0.5009 - accuracy: 0.7578
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5006 - accuracy: 0.7590
Epoch 36/100
359/359 [==============================] - 0s 923us/step - loss: 0.5007 - accuracy: 0.7570
Epoch 37/100
359/359 [==============================] - 0s 882us/step - loss: 0.4999 - accuracy: 0.7549
Epoch 38/100
359/359 [==============================] - 0s 919us/step - loss: 0.4990 - accuracy: 0.75810s - loss: 0.5008 - accuracy: 0.75
Epoch 39/100
359/359 [==============================] - 0s 906us/step - loss: 0.4983 - accuracy: 0.7584
Epoch 40/100
359/359 [==============================] - 0s 862us/step - loss: 0.4979 - accuracy: 0.7576
Epoch 41/100
359/359 [==============================] - 0s 884us/step - loss: 0.4968 - accuracy: 0.7587
Epoch 42/100
359/359 [==============================] - 0s 889us/step - loss: 0.4969 - accuracy: 0.7601
Epoch 43/100
359/359 [==============================] - 0s 868us/step - loss: 0.4955 - accuracy: 0.7567
Epoch 44/100
359/359 [==============================] - 0s 896us/step - loss: 0.4953 - accuracy: 0.7582
Epoch 45/100
359/359 [==============================] - 0s 960us/step - loss: 0.4944 - accuracy: 0.7589
Epoch 46/100
359/359 [==============================] - 0s 884us/step - loss: 0.4940 - accuracy: 0.7613
Epoch 47/100
359/359 [==============================] - 0s 887us/step - loss: 0.4933 - accuracy: 0.7616
Epoch 48/100
359/359 [==============================] - 0s 900us/step - loss: 0.4921 - accuracy: 0.7616
Epoch 49/100
359/359 [==============================] - 0s 862us/step - loss: 0.4917 - accuracy: 0.7631
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4911 - accuracy: 0.7646
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4911 - accuracy: 0.7615
Epoch 52/100
359/359 [==============================] - 0s 891us/step - loss: 0.4902 - accuracy: 0.7624
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4893 - accuracy: 0.7624
Epoch 54/100
359/359 [==============================] - 0s 911us/step - loss: 0.4892 - accuracy: 0.7635
Epoch 55/100
359/359 [==============================] - 0s 872us/step - loss: 0.4890 - accuracy: 0.7627
Epoch 56/100
359/359 [==============================] - 0s 927us/step - loss: 0.4887 - accuracy: 0.7655
Epoch 57/100
359/359 [==============================] - 0s 875us/step - loss: 0.4876 - accuracy: 0.7660
Epoch 58/100
359/359 [==============================] - 0s 893us/step - loss: 0.4880 - accuracy: 0.7633
Epoch 59/100
359/359 [==============================] - 0s 892us/step - loss: 0.4876 - accuracy: 0.7653
Epoch 60/100
359/359 [==============================] - 0s 889us/step - loss: 0.4873 - accuracy: 0.7683
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4867 - accuracy: 0.7644
Epoch 62/100
359/359 [==============================] - 0s 957us/step - loss: 0.4863 - accuracy: 0.7655
Epoch 63/100
359/359 [==============================] - 0s 857us/step - loss: 0.4857 - accuracy: 0.7662
Epoch 64/100
359/359 [==============================] - 0s 859us/step - loss: 0.4863 - accuracy: 0.7664
Epoch 65/100
359/359 [==============================] - 0s 863us/step - loss: 0.4862 - accuracy: 0.7670
Epoch 66/100
359/359 [==============================] - 0s 886us/step - loss: 0.4857 - accuracy: 0.7642
Epoch 67/100
359/359 [==============================] - 0s 877us/step - loss: 0.4858 - accuracy: 0.7666
Epoch 68/100
359/359 [==============================] - 0s 872us/step - loss: 0.4850 - accuracy: 0.7652
Epoch 69/100
359/359 [==============================] - 0s 882us/step - loss: 0.4851 - accuracy: 0.7668
Epoch 70/100
359/359 [==============================] - 0s 871us/step - loss: 0.4848 - accuracy: 0.7677
Epoch 71/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4858 - accuracy: 0.7654
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4849 - accuracy: 0.7654
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4853 - accuracy: 0.7666
Epoch 74/100
359/359 [==============================] - 0s 965us/step - loss: 0.4852 - accuracy: 0.7633
Epoch 75/100
359/359 [==============================] - 0s 931us/step - loss: 0.4840 - accuracy: 0.76550s - loss: 0.4913 - accuracy
Epoch 76/100
359/359 [==============================] - 0s 936us/step - loss: 0.4844 - accuracy: 0.7671
Epoch 77/100
359/359 [==============================] - 0s 966us/step - loss: 0.4849 - accuracy: 0.7659
Epoch 78/100
359/359 [==============================] - 0s 908us/step - loss: 0.4834 - accuracy: 0.7658
Epoch 79/100
359/359 [==============================] - 0s 952us/step - loss: 0.4838 - accuracy: 0.7675
Epoch 80/100
359/359 [==============================] - 0s 952us/step - loss: 0.4836 - accuracy: 0.7664
Epoch 81/100
359/359 [==============================] - 0s 938us/step - loss: 0.4834 - accuracy: 0.7680
Epoch 82/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4841 - accuracy: 0.7657
Epoch 83/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4833 - accuracy: 0.7655
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4827 - accuracy: 0.7656
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4834 - accuracy: 0.7671: 0s - loss: 0.4891 - accuracy: 0.
Epoch 86/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4826 - accuracy: 0.7672
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4825 - accuracy: 0.7682
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4820 - accuracy: 0.7686
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4826 - accuracy: 0.7676
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4827 - accuracy: 0.7680
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4821 - accuracy: 0.7687
Epoch 92/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4817 - accuracy: 0.7667
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4824 - accuracy: 0.7674
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4821 - accuracy: 0.7687
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4827 - accuracy: 0.7662
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4821 - accuracy: 0.7676
Epoch 97/100
359/359 [==============================] - 0s 975us/step - loss: 0.4815 - accuracy: 0.7675
Epoch 98/100
359/359 [==============================] - 0s 970us/step - loss: 0.4823 - accuracy: 0.7659
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4819 - accuracy: 0.7692
Epoch 100/100
359/359 [==============================] - 0s 966us/step - loss: 0.4820 - accuracy: 0.7672
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6413 - accuracy: 0.6228
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5600 - accuracy: 0.7203
Epoch 3/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5425 - accuracy: 0.7314
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5314 - accuracy: 0.7407
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5229 - accuracy: 0.7467
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5126 - accuracy: 0.7521
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5012 - accuracy: 0.7631
Epoch 8/100
359/359 [==============================] - 0s 951us/step - loss: 0.4921 - accuracy: 0.7685
Epoch 9/100
359/359 [==============================] - 0s 989us/step - loss: 0.4849 - accuracy: 0.7739
Epoch 10/100
359/359 [==============================] - 0s 963us/step - loss: 0.4786 - accuracy: 0.77610s - loss: 0.4781 - accuracy: 0.
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4725 - accuracy: 0.7766
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4671 - accuracy: 0.7824
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4635 - accuracy: 0.7841
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4599 - accuracy: 0.7856
Epoch 15/100
359/359 [==============================] - 0s 960us/step - loss: 0.4576 - accuracy: 0.7870
Epoch 16/100
359/359 [==============================] - 0s 891us/step - loss: 0.4560 - accuracy: 0.7847
Epoch 17/100
359/359 [==============================] - 0s 875us/step - loss: 0.4547 - accuracy: 0.7885
Epoch 18/100
359/359 [==============================] - 0s 929us/step - loss: 0.4532 - accuracy: 0.7889
Epoch 19/100
359/359 [==============================] - 0s 866us/step - loss: 0.4515 - accuracy: 0.7902
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7897
Epoch 21/100
359/359 [==============================] - 0s 974us/step - loss: 0.4503 - accuracy: 0.7907
Epoch 22/100
359/359 [==============================] - 0s 886us/step - loss: 0.4500 - accuracy: 0.7902
Epoch 23/100
359/359 [==============================] - 0s 905us/step - loss: 0.4494 - accuracy: 0.7912
Epoch 24/100
359/359 [==============================] - 0s 935us/step - loss: 0.4493 - accuracy: 0.7906
Epoch 25/100
359/359 [==============================] - 0s 886us/step - loss: 0.4473 - accuracy: 0.7918
Epoch 26/100
359/359 [==============================] - 0s 885us/step - loss: 0.4482 - accuracy: 0.7916
Epoch 27/100
359/359 [==============================] - 0s 928us/step - loss: 0.4468 - accuracy: 0.7915
Epoch 28/100
359/359 [==============================] - 0s 875us/step - loss: 0.4458 - accuracy: 0.7932
Epoch 29/100
359/359 [==============================] - 0s 916us/step - loss: 0.4451 - accuracy: 0.7934
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4454 - accuracy: 0.7918
Epoch 31/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4446 - accuracy: 0.7920
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4445 - accuracy: 0.7941
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4441 - accuracy: 0.7932
Epoch 34/100
359/359 [==============================] - 0s 905us/step - loss: 0.4427 - accuracy: 0.7938
Epoch 35/100
359/359 [==============================] - 0s 883us/step - loss: 0.4428 - accuracy: 0.7946
Epoch 36/100
359/359 [==============================] - 0s 879us/step - loss: 0.4421 - accuracy: 0.7957
Epoch 37/100
359/359 [==============================] - 0s 943us/step - loss: 0.4415 - accuracy: 0.7954
Epoch 38/100
359/359 [==============================] - 0s 877us/step - loss: 0.4412 - accuracy: 0.7929
Epoch 39/100
359/359 [==============================] - 0s 861us/step - loss: 0.4410 - accuracy: 0.7970
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4402 - accuracy: 0.7952
Epoch 41/100
359/359 [==============================] - 0s 925us/step - loss: 0.4401 - accuracy: 0.7942
Epoch 42/100
359/359 [==============================] - 0s 908us/step - loss: 0.4401 - accuracy: 0.7952
Epoch 43/100
359/359 [==============================] - 0s 890us/step - loss: 0.4401 - accuracy: 0.7949
Epoch 44/100
359/359 [==============================] - 0s 888us/step - loss: 0.4397 - accuracy: 0.7969
Epoch 45/100
359/359 [==============================] - 0s 906us/step - loss: 0.4390 - accuracy: 0.7958
Epoch 46/100
359/359 [==============================] - 0s 945us/step - loss: 0.4389 - accuracy: 0.7962
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7952
Epoch 48/100
359/359 [==============================] - 0s 914us/step - loss: 0.4386 - accuracy: 0.7956
Epoch 49/100
359/359 [==============================] - 0s 994us/step - loss: 0.4383 - accuracy: 0.7936
Epoch 50/100
359/359 [==============================] - 0s 907us/step - loss: 0.4383 - accuracy: 0.7955
Epoch 51/100
359/359 [==============================] - 0s 886us/step - loss: 0.4381 - accuracy: 0.7960
Epoch 52/100
359/359 [==============================] - 0s 928us/step - loss: 0.4387 - accuracy: 0.7963
Epoch 53/100
359/359 [==============================] - 0s 855us/step - loss: 0.4382 - accuracy: 0.7966
Epoch 54/100
359/359 [==============================] - 0s 888us/step - loss: 0.4377 - accuracy: 0.7969
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7956
Epoch 56/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4366 - accuracy: 0.7952
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7953
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7957
Epoch 59/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4361 - accuracy: 0.7954
Epoch 60/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4364 - accuracy: 0.7947
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4362 - accuracy: 0.7961
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4365 - accuracy: 0.7971
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4356 - accuracy: 0.7959
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4362 - accuracy: 0.7961
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4356 - accuracy: 0.7942: 0s - loss: 0.4334 - accuracy: 
Epoch 66/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4360 - accuracy: 0.7950
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4362 - accuracy: 0.7942
Epoch 68/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4361 - accuracy: 0.7936
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4356 - accuracy: 0.7949
Epoch 70/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4353 - accuracy: 0.7954
Epoch 71/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4356 - accuracy: 0.7932
Epoch 72/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7962: 0s - loss: 0.4366 - accuracy: 
Epoch 73/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4351 - accuracy: 0.7990
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4351 - accuracy: 0.7930
Epoch 75/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4348 - accuracy: 0.7956: 0s - loss: 0.4403 - accura
Epoch 76/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4350 - accuracy: 0.7945
Epoch 77/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4346 - accuracy: 0.7961
Epoch 78/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7976
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4346 - accuracy: 0.7964
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4343 - accuracy: 0.7963
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4345 - accuracy: 0.7932
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4350 - accuracy: 0.7949
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4347 - accuracy: 0.7954
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4343 - accuracy: 0.7945
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4346 - accuracy: 0.7975
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4347 - accuracy: 0.7943
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4344 - accuracy: 0.7956
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4351 - accuracy: 0.7949
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4341 - accuracy: 0.7947
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4343 - accuracy: 0.7951
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4340 - accuracy: 0.7974
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7947
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4341 - accuracy: 0.7948
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7960
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4346 - accuracy: 0.7950
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4346 - accuracy: 0.7963
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4341 - accuracy: 0.7952
Epoch 98/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4336 - accuracy: 0.7976
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4339 - accuracy: 0.7965
Epoch 100/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4344 - accuracy: 0.7959
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6516 - accuracy: 0.6303
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5672 - accuracy: 0.7259: 0s - loss: 0.5718 - accuracy
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5358 - accuracy: 0.7417
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5110 - accuracy: 0.7528
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4919 - accuracy: 0.7627
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4800 - accuracy: 0.7671
Epoch 7/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4731 - accuracy: 0.7671
Epoch 8/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4687 - accuracy: 0.7693
Epoch 9/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4656 - accuracy: 0.7712
Epoch 10/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4640 - accuracy: 0.7685
Epoch 11/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4617 - accuracy: 0.7702: 0s - loss: 0.4620 - accuracy: 0.
Epoch 12/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4608 - accuracy: 0.7732
Epoch 13/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4596 - accuracy: 0.7738
Epoch 14/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4586 - accuracy: 0.7737
Epoch 15/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7743
Epoch 16/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4570 - accuracy: 0.7746
Epoch 17/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7766
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7773
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7766
Epoch 20/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4558 - accuracy: 0.7754
Epoch 21/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4551 - accuracy: 0.7792
Epoch 22/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4547 - accuracy: 0.7793
Epoch 23/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4536 - accuracy: 0.7792
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4536 - accuracy: 0.7829
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4525 - accuracy: 0.7825
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7822
Epoch 27/100
359/359 [==============================] - 0s 894us/step - loss: 0.4509 - accuracy: 0.7809
Epoch 28/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4502 - accuracy: 0.7814
Epoch 29/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4496 - accuracy: 0.7827
Epoch 30/100
359/359 [==============================] - 0s 902us/step - loss: 0.4493 - accuracy: 0.7821
Epoch 31/100
359/359 [==============================] - 0s 984us/step - loss: 0.4489 - accuracy: 0.7841
Epoch 32/100
359/359 [==============================] - 0s 902us/step - loss: 0.4488 - accuracy: 0.7841
Epoch 33/100
359/359 [==============================] - 0s 945us/step - loss: 0.4484 - accuracy: 0.7838
Epoch 34/100
359/359 [==============================] - 0s 913us/step - loss: 0.4480 - accuracy: 0.7843
Epoch 35/100
359/359 [==============================] - 0s 885us/step - loss: 0.4481 - accuracy: 0.7839
Epoch 36/100
359/359 [==============================] - 0s 927us/step - loss: 0.4479 - accuracy: 0.7846
Epoch 37/100
359/359 [==============================] - 0s 923us/step - loss: 0.4472 - accuracy: 0.7854
Epoch 38/100
359/359 [==============================] - 0s 885us/step - loss: 0.4477 - accuracy: 0.7837
Epoch 39/100
359/359 [==============================] - 0s 906us/step - loss: 0.4469 - accuracy: 0.7868
Epoch 40/100
359/359 [==============================] - 0s 908us/step - loss: 0.4472 - accuracy: 0.7854
Epoch 41/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4468 - accuracy: 0.7865
Epoch 42/100
359/359 [==============================] - 0s 894us/step - loss: 0.4464 - accuracy: 0.7854
Epoch 43/100
359/359 [==============================] - 0s 911us/step - loss: 0.4461 - accuracy: 0.7849
Epoch 44/100
359/359 [==============================] - 0s 910us/step - loss: 0.4465 - accuracy: 0.7874
Epoch 45/100
359/359 [==============================] - 0s 931us/step - loss: 0.4460 - accuracy: 0.7853
Epoch 46/100
359/359 [==============================] - 0s 908us/step - loss: 0.4457 - accuracy: 0.7870
Epoch 47/100
359/359 [==============================] - 0s 899us/step - loss: 0.4454 - accuracy: 0.7866
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7861
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7861: 0s - loss: 0.4429 - accuracy: 0.78
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7875
Epoch 51/100
359/359 [==============================] - 0s 899us/step - loss: 0.4450 - accuracy: 0.7866
Epoch 52/100
359/359 [==============================] - 0s 886us/step - loss: 0.4451 - accuracy: 0.7875
Epoch 53/100
359/359 [==============================] - 0s 918us/step - loss: 0.4449 - accuracy: 0.7878
Epoch 54/100
359/359 [==============================] - 0s 910us/step - loss: 0.4452 - accuracy: 0.7856
Epoch 55/100
359/359 [==============================] - 0s 872us/step - loss: 0.4441 - accuracy: 0.7866
Epoch 56/100
359/359 [==============================] - 0s 943us/step - loss: 0.4453 - accuracy: 0.7870
Epoch 57/100
359/359 [==============================] - 0s 926us/step - loss: 0.4444 - accuracy: 0.7861
Epoch 58/100
359/359 [==============================] - 0s 929us/step - loss: 0.4449 - accuracy: 0.7867
Epoch 59/100
359/359 [==============================] - 0s 995us/step - loss: 0.4450 - accuracy: 0.7854
Epoch 60/100
359/359 [==============================] - 0s 926us/step - loss: 0.4444 - accuracy: 0.7870
Epoch 61/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7873
Epoch 62/100
359/359 [==============================] - 0s 1000us/step - loss: 0.4439 - accuracy: 0.7866
Epoch 63/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4437 - accuracy: 0.7887
Epoch 64/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4438 - accuracy: 0.7887
Epoch 65/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4432 - accuracy: 0.7896
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4431 - accuracy: 0.7882
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4431 - accuracy: 0.7871
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7883
Epoch 69/100
359/359 [==============================] - 0s 992us/step - loss: 0.4434 - accuracy: 0.7876
Epoch 70/100
359/359 [==============================] - 0s 954us/step - loss: 0.4426 - accuracy: 0.7889
Epoch 71/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7868
Epoch 72/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4421 - accuracy: 0.7880
Epoch 73/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4422 - accuracy: 0.7891
Epoch 74/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4419 - accuracy: 0.7871
Epoch 75/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4416 - accuracy: 0.7893
Epoch 76/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4413 - accuracy: 0.7876
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7875
Epoch 78/100
359/359 [==============================] - 0s 933us/step - loss: 0.4414 - accuracy: 0.7890
Epoch 79/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4411 - accuracy: 0.7896
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7892
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7889
Epoch 82/100
359/359 [==============================] - 0s 983us/step - loss: 0.4409 - accuracy: 0.7900
Epoch 83/100
359/359 [==============================] - 0s 961us/step - loss: 0.4404 - accuracy: 0.7878
Epoch 84/100
359/359 [==============================] - 0s 988us/step - loss: 0.4412 - accuracy: 0.7896
Epoch 85/100
359/359 [==============================] - 0s 955us/step - loss: 0.4405 - accuracy: 0.7904
Epoch 86/100
359/359 [==============================] - 0s 999us/step - loss: 0.4410 - accuracy: 0.7895
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4403 - accuracy: 0.7902
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7920
Epoch 89/100
359/359 [==============================] - 0s 964us/step - loss: 0.4404 - accuracy: 0.7876
Epoch 90/100
359/359 [==============================] - 0s 957us/step - loss: 0.4404 - accuracy: 0.7914
Epoch 91/100
359/359 [==============================] - 0s 919us/step - loss: 0.4406 - accuracy: 0.7891
Epoch 92/100
359/359 [==============================] - 0s 922us/step - loss: 0.4406 - accuracy: 0.7902
Epoch 93/100
359/359 [==============================] - 0s 970us/step - loss: 0.4399 - accuracy: 0.7897
Epoch 94/100
359/359 [==============================] - 0s 975us/step - loss: 0.4401 - accuracy: 0.7904
Epoch 95/100
359/359 [==============================] - 0s 927us/step - loss: 0.4401 - accuracy: 0.7883
Epoch 96/100
359/359 [==============================] - 0s 973us/step - loss: 0.4400 - accuracy: 0.7905
Epoch 97/100
359/359 [==============================] - 0s 921us/step - loss: 0.4399 - accuracy: 0.7912
Epoch 98/100
359/359 [==============================] - 0s 917us/step - loss: 0.4399 - accuracy: 0.7898
Epoch 99/100
359/359 [==============================] - 0s 975us/step - loss: 0.4403 - accuracy: 0.7915
Epoch 100/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7922
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6671 - accuracy: 0.6103
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5815 - accuracy: 0.7225
Epoch 3/100
359/359 [==============================] - 0s 963us/step - loss: 0.5572 - accuracy: 0.7247
Epoch 4/100
359/359 [==============================] - 0s 910us/step - loss: 0.5532 - accuracy: 0.7287
Epoch 5/100
359/359 [==============================] - 0s 956us/step - loss: 0.5496 - accuracy: 0.7276
Epoch 6/100
359/359 [==============================] - 0s 942us/step - loss: 0.5444 - accuracy: 0.7337
Epoch 7/100
359/359 [==============================] - 0s 933us/step - loss: 0.5388 - accuracy: 0.7333
Epoch 8/100
359/359 [==============================] - 0s 938us/step - loss: 0.5338 - accuracy: 0.7373
Epoch 9/100
359/359 [==============================] - 0s 920us/step - loss: 0.5289 - accuracy: 0.7412
Epoch 10/100
359/359 [==============================] - 0s 938us/step - loss: 0.5237 - accuracy: 0.7452
Epoch 11/100
359/359 [==============================] - 0s 947us/step - loss: 0.5177 - accuracy: 0.7457
Epoch 12/100
359/359 [==============================] - 0s 910us/step - loss: 0.5107 - accuracy: 0.7515
Epoch 13/100
359/359 [==============================] - 0s 936us/step - loss: 0.5024 - accuracy: 0.7561
Epoch 14/100
359/359 [==============================] - 0s 919us/step - loss: 0.4934 - accuracy: 0.7615
Epoch 15/100
359/359 [==============================] - 0s 905us/step - loss: 0.4841 - accuracy: 0.7660
Epoch 16/100
359/359 [==============================] - 0s 933us/step - loss: 0.4770 - accuracy: 0.7669
Epoch 17/100
359/359 [==============================] - 0s 920us/step - loss: 0.4709 - accuracy: 0.7722
Epoch 18/100
359/359 [==============================] - 0s 978us/step - loss: 0.4660 - accuracy: 0.7751
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4619 - accuracy: 0.7777
Epoch 20/100
359/359 [==============================] - 0s 956us/step - loss: 0.4588 - accuracy: 0.7786
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7780
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4549 - accuracy: 0.7822
Epoch 23/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7820
Epoch 24/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4514 - accuracy: 0.7814
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7840
Epoch 26/100
359/359 [==============================] - 0s 957us/step - loss: 0.4495 - accuracy: 0.7842
Epoch 27/100
359/359 [==============================] - 0s 929us/step - loss: 0.4482 - accuracy: 0.7868
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7861
Epoch 29/100
359/359 [==============================] - 0s 956us/step - loss: 0.4470 - accuracy: 0.7865
Epoch 30/100
359/359 [==============================] - 0s 948us/step - loss: 0.4468 - accuracy: 0.7875
Epoch 31/100
359/359 [==============================] - 0s 920us/step - loss: 0.4464 - accuracy: 0.7891
Epoch 32/100
359/359 [==============================] - 0s 965us/step - loss: 0.4455 - accuracy: 0.7895
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7892
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4452 - accuracy: 0.7870: 0s - loss: 0.4426 - accuracy: 0.
Epoch 35/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4448 - accuracy: 0.7893
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4445 - accuracy: 0.7892
Epoch 37/100
359/359 [==============================] - 0s 876us/step - loss: 0.4443 - accuracy: 0.7908
Epoch 38/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7915
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4437 - accuracy: 0.7889
Epoch 40/100
359/359 [==============================] - 0s 910us/step - loss: 0.4439 - accuracy: 0.7875
Epoch 41/100
359/359 [==============================] - 0s 989us/step - loss: 0.4434 - accuracy: 0.7898
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4430 - accuracy: 0.7903
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4431 - accuracy: 0.7922
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4428 - accuracy: 0.7915
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7906
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7893
Epoch 47/100
359/359 [==============================] - 0s 998us/step - loss: 0.4412 - accuracy: 0.7921
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7910
Epoch 49/100
359/359 [==============================] - 0s 941us/step - loss: 0.4410 - accuracy: 0.7912
Epoch 50/100
359/359 [==============================] - 0s 916us/step - loss: 0.4406 - accuracy: 0.7928
Epoch 51/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4404 - accuracy: 0.7914
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7918
Epoch 53/100
359/359 [==============================] - 0s 972us/step - loss: 0.4393 - accuracy: 0.7917
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7942
Epoch 55/100
359/359 [==============================] - 0s 913us/step - loss: 0.4380 - accuracy: 0.7939
Epoch 56/100
359/359 [==============================] - 0s 892us/step - loss: 0.4379 - accuracy: 0.7918
Epoch 57/100
359/359 [==============================] - 0s 955us/step - loss: 0.4374 - accuracy: 0.7916
Epoch 58/100
359/359 [==============================] - 0s 901us/step - loss: 0.4375 - accuracy: 0.7930
Epoch 59/100
359/359 [==============================] - 0s 892us/step - loss: 0.4371 - accuracy: 0.7949
Epoch 60/100
359/359 [==============================] - 0s 957us/step - loss: 0.4366 - accuracy: 0.7958
Epoch 61/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4365 - accuracy: 0.7925
Epoch 62/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4366 - accuracy: 0.7922: 0s - los
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4360 - accuracy: 0.7946
Epoch 64/100
359/359 [==============================] - 0s 988us/step - loss: 0.4363 - accuracy: 0.7922
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4352 - accuracy: 0.7936
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4348 - accuracy: 0.7928
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4347 - accuracy: 0.7923
Epoch 68/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4345 - accuracy: 0.7919
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4348 - accuracy: 0.7913
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4341 - accuracy: 0.7946
Epoch 71/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7936
Epoch 72/100
359/359 [==============================] - 0s 956us/step - loss: 0.4341 - accuracy: 0.7936
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4335 - accuracy: 0.7926
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4335 - accuracy: 0.7944
Epoch 75/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4339 - accuracy: 0.7942
Epoch 76/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4334 - accuracy: 0.7949
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4328 - accuracy: 0.7946
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4329 - accuracy: 0.7929
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4326 - accuracy: 0.7945
Epoch 80/100
359/359 [==============================] - 0s 954us/step - loss: 0.4331 - accuracy: 0.7947
Epoch 81/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4330 - accuracy: 0.7929
Epoch 82/100
359/359 [==============================] - 0s 993us/step - loss: 0.4325 - accuracy: 0.7946
Epoch 83/100
359/359 [==============================] - 0s 944us/step - loss: 0.4324 - accuracy: 0.7929
Epoch 84/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4324 - accuracy: 0.7946
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4324 - accuracy: 0.7953
Epoch 86/100
359/359 [==============================] - 0s 897us/step - loss: 0.4320 - accuracy: 0.7956
Epoch 87/100
359/359 [==============================] - 0s 989us/step - loss: 0.4321 - accuracy: 0.7942
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4320 - accuracy: 0.7949
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4316 - accuracy: 0.7952
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4322 - accuracy: 0.7959
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4312 - accuracy: 0.7986
Epoch 92/100
359/359 [==============================] - 0s 987us/step - loss: 0.4318 - accuracy: 0.7966
Epoch 93/100
359/359 [==============================] - 0s 944us/step - loss: 0.4316 - accuracy: 0.7951
Epoch 94/100
359/359 [==============================] - 0s 903us/step - loss: 0.4313 - accuracy: 0.7941
Epoch 95/100
359/359 [==============================] - 0s 971us/step - loss: 0.4312 - accuracy: 0.7952
Epoch 96/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4310 - accuracy: 0.7959
Epoch 97/100
359/359 [==============================] - 0s 920us/step - loss: 0.4313 - accuracy: 0.7952
Epoch 98/100
359/359 [==============================] - 0s 982us/step - loss: 0.4316 - accuracy: 0.7963
Epoch 99/100
359/359 [==============================] - 0s 925us/step - loss: 0.4313 - accuracy: 0.7973
Epoch 100/100
359/359 [==============================] - 0s 911us/step - loss: 0.4314 - accuracy: 0.7967
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6627 - accuracy: 0.6424
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5669 - accuracy: 0.7314
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5371 - accuracy: 0.7427
Epoch 4/100
359/359 [==============================] - 0s 948us/step - loss: 0.5159 - accuracy: 0.7547
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4952 - accuracy: 0.7609
Epoch 6/100
359/359 [==============================] - 0s 930us/step - loss: 0.4813 - accuracy: 0.7653
Epoch 7/100
359/359 [==============================] - 0s 959us/step - loss: 0.4746 - accuracy: 0.7674
Epoch 8/100
359/359 [==============================] - 0s 901us/step - loss: 0.4698 - accuracy: 0.7671
Epoch 9/100
359/359 [==============================] - 0s 911us/step - loss: 0.4665 - accuracy: 0.7708
Epoch 10/100
359/359 [==============================] - 0s 953us/step - loss: 0.4645 - accuracy: 0.7724
Epoch 11/100
359/359 [==============================] - 0s 893us/step - loss: 0.4629 - accuracy: 0.7714
Epoch 12/100
359/359 [==============================] - 0s 906us/step - loss: 0.4615 - accuracy: 0.7710
Epoch 13/100
359/359 [==============================] - 0s 934us/step - loss: 0.4607 - accuracy: 0.7727
Epoch 14/100
359/359 [==============================] - 0s 899us/step - loss: 0.4602 - accuracy: 0.7721
Epoch 15/100
359/359 [==============================] - 0s 899us/step - loss: 0.4593 - accuracy: 0.7708
Epoch 16/100
359/359 [==============================] - 0s 920us/step - loss: 0.4587 - accuracy: 0.7744
Epoch 17/100
359/359 [==============================] - 0s 902us/step - loss: 0.4592 - accuracy: 0.7736
Epoch 18/100
359/359 [==============================] - 0s 906us/step - loss: 0.4580 - accuracy: 0.7744
Epoch 19/100
359/359 [==============================] - 0s 953us/step - loss: 0.4582 - accuracy: 0.7740
Epoch 20/100
359/359 [==============================] - 0s 891us/step - loss: 0.4579 - accuracy: 0.7730
Epoch 21/100
359/359 [==============================] - 0s 903us/step - loss: 0.4575 - accuracy: 0.7740
Epoch 22/100
359/359 [==============================] - 0s 933us/step - loss: 0.4568 - accuracy: 0.7739
Epoch 23/100
359/359 [==============================] - 0s 934us/step - loss: 0.4573 - accuracy: 0.7746
Epoch 24/100
359/359 [==============================] - 0s 892us/step - loss: 0.4560 - accuracy: 0.7752
Epoch 25/100
359/359 [==============================] - 0s 959us/step - loss: 0.4566 - accuracy: 0.7756
Epoch 26/100
359/359 [==============================] - 0s 952us/step - loss: 0.4566 - accuracy: 0.7742
Epoch 27/100
359/359 [==============================] - 0s 941us/step - loss: 0.4561 - accuracy: 0.7755
Epoch 28/100
359/359 [==============================] - 0s 958us/step - loss: 0.4566 - accuracy: 0.7744
Epoch 29/100
359/359 [==============================] - 0s 917us/step - loss: 0.4562 - accuracy: 0.7740
Epoch 30/100
359/359 [==============================] - 0s 905us/step - loss: 0.4563 - accuracy: 0.7748
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7762
Epoch 32/100
359/359 [==============================] - 0s 931us/step - loss: 0.4556 - accuracy: 0.7748
Epoch 33/100
359/359 [==============================] - 0s 936us/step - loss: 0.4555 - accuracy: 0.7766
Epoch 34/100
359/359 [==============================] - 0s 956us/step - loss: 0.4556 - accuracy: 0.7754
Epoch 35/100
359/359 [==============================] - 0s 919us/step - loss: 0.4549 - accuracy: 0.7751
Epoch 36/100
359/359 [==============================] - 0s 915us/step - loss: 0.4555 - accuracy: 0.7759
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7760
Epoch 38/100
359/359 [==============================] - 0s 942us/step - loss: 0.4552 - accuracy: 0.7759
Epoch 39/100
359/359 [==============================] - 0s 914us/step - loss: 0.4552 - accuracy: 0.7751
Epoch 40/100
359/359 [==============================] - 0s 962us/step - loss: 0.4547 - accuracy: 0.7773
Epoch 41/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7762
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7746
Epoch 43/100
359/359 [==============================] - 0s 918us/step - loss: 0.4545 - accuracy: 0.7753
Epoch 44/100
359/359 [==============================] - 0s 958us/step - loss: 0.4546 - accuracy: 0.7741
Epoch 45/100
359/359 [==============================] - 0s 962us/step - loss: 0.4542 - accuracy: 0.7769
Epoch 46/100
359/359 [==============================] - 0s 911us/step - loss: 0.4546 - accuracy: 0.7742
Epoch 47/100
359/359 [==============================] - 0s 963us/step - loss: 0.4542 - accuracy: 0.7744
Epoch 48/100
359/359 [==============================] - 0s 927us/step - loss: 0.4540 - accuracy: 0.7756
Epoch 49/100
359/359 [==============================] - 0s 920us/step - loss: 0.4541 - accuracy: 0.7746
Epoch 50/100
359/359 [==============================] - 0s 919us/step - loss: 0.4536 - accuracy: 0.7766
Epoch 51/100
359/359 [==============================] - 0s 966us/step - loss: 0.4532 - accuracy: 0.7750
Epoch 52/100
359/359 [==============================] - 0s 988us/step - loss: 0.4535 - accuracy: 0.7746
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7753
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4534 - accuracy: 0.7745
Epoch 55/100
359/359 [==============================] - 0s 994us/step - loss: 0.4535 - accuracy: 0.7750
Epoch 56/100
359/359 [==============================] - 0s 998us/step - loss: 0.4532 - accuracy: 0.7786
Epoch 57/100
359/359 [==============================] - 0s 955us/step - loss: 0.4533 - accuracy: 0.7742
Epoch 58/100
359/359 [==============================] - 0s 932us/step - loss: 0.4522 - accuracy: 0.7760
Epoch 59/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4529 - accuracy: 0.7731
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7766
Epoch 61/100
359/359 [==============================] - 0s 970us/step - loss: 0.4528 - accuracy: 0.7758
Epoch 62/100
359/359 [==============================] - 0s 941us/step - loss: 0.4527 - accuracy: 0.7766
Epoch 63/100
359/359 [==============================] - 0s 929us/step - loss: 0.4523 - accuracy: 0.7766
Epoch 64/100
359/359 [==============================] - 0s 954us/step - loss: 0.4525 - accuracy: 0.7756
Epoch 65/100
359/359 [==============================] - 0s 936us/step - loss: 0.4527 - accuracy: 0.7763
Epoch 66/100
359/359 [==============================] - 0s 940us/step - loss: 0.4526 - accuracy: 0.7755
Epoch 67/100
359/359 [==============================] - 0s 931us/step - loss: 0.4527 - accuracy: 0.7776
Epoch 68/100
359/359 [==============================] - 0s 934us/step - loss: 0.4523 - accuracy: 0.7777
Epoch 69/100
359/359 [==============================] - 0s 989us/step - loss: 0.4519 - accuracy: 0.7779
Epoch 70/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4530 - accuracy: 0.7753
Epoch 71/100
359/359 [==============================] - 0s 948us/step - loss: 0.4519 - accuracy: 0.7765
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4523 - accuracy: 0.7753
Epoch 73/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7751
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7777
Epoch 75/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4524 - accuracy: 0.7747
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4518 - accuracy: 0.7775
Epoch 77/100
359/359 [==============================] - 0s 908us/step - loss: 0.4518 - accuracy: 0.7773
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7755
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7748
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7766
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4520 - accuracy: 0.7759
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7762
Epoch 83/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4522 - accuracy: 0.7760
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7764
Epoch 85/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4518 - accuracy: 0.7781
Epoch 86/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4516 - accuracy: 0.7762
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7772
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7771
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4513 - accuracy: 0.7753
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7753
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7766
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7767
Epoch 93/100
359/359 [==============================] - 0s 964us/step - loss: 0.4512 - accuracy: 0.7764
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7736
Epoch 95/100
359/359 [==============================] - 0s 970us/step - loss: 0.4499 - accuracy: 0.7780
Epoch 96/100
359/359 [==============================] - 0s 985us/step - loss: 0.4501 - accuracy: 0.7793
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4506 - accuracy: 0.7767
Epoch 98/100
359/359 [==============================] - 0s 985us/step - loss: 0.4500 - accuracy: 0.7782
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7765: 0s - loss: 0.4506 - accuracy: 0.77
Epoch 100/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7750
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6543 - accuracy: 0.5867
Epoch 2/100
359/359 [==============================] - 0s 997us/step - loss: 0.6016 - accuracy: 0.7184
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5798 - accuracy: 0.7399
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5591 - accuracy: 0.7451
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5392 - accuracy: 0.7537
Epoch 6/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5244 - accuracy: 0.7538: 0s - loss: 0.5232 - accuracy: 0.
Epoch 7/100
359/359 [==============================] - 0s 980us/step - loss: 0.5142 - accuracy: 0.7556
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5074 - accuracy: 0.7580
Epoch 9/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5029 - accuracy: 0.7582
Epoch 10/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4997 - accuracy: 0.7575
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4974 - accuracy: 0.7594
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4956 - accuracy: 0.7603
Epoch 13/100
359/359 [==============================] - 0s 949us/step - loss: 0.4942 - accuracy: 0.7597
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4932 - accuracy: 0.7578
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4921 - accuracy: 0.7600
Epoch 16/100
359/359 [==============================] - 0s 971us/step - loss: 0.4915 - accuracy: 0.7578
Epoch 17/100
359/359 [==============================] - 0s 954us/step - loss: 0.4912 - accuracy: 0.7603
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4905 - accuracy: 0.7598
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4900 - accuracy: 0.7609
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4898 - accuracy: 0.7589
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4894 - accuracy: 0.7583
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4894 - accuracy: 0.7597
Epoch 23/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4888 - accuracy: 0.7603
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4888 - accuracy: 0.7590
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7594
Epoch 26/100
359/359 [==============================] - 0s 953us/step - loss: 0.4885 - accuracy: 0.7589
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4881 - accuracy: 0.7585
Epoch 28/100
359/359 [==============================] - 0s 924us/step - loss: 0.4877 - accuracy: 0.7586
Epoch 29/100
359/359 [==============================] - 0s 994us/step - loss: 0.4876 - accuracy: 0.7608
Epoch 30/100
359/359 [==============================] - 0s 902us/step - loss: 0.4872 - accuracy: 0.7610
Epoch 31/100
359/359 [==============================] - 0s 936us/step - loss: 0.4868 - accuracy: 0.7597
Epoch 32/100
359/359 [==============================] - 0s 902us/step - loss: 0.4866 - accuracy: 0.7608
Epoch 33/100
359/359 [==============================] - 0s 932us/step - loss: 0.4859 - accuracy: 0.7602
Epoch 34/100
359/359 [==============================] - 0s 901us/step - loss: 0.4850 - accuracy: 0.7614
Epoch 35/100
359/359 [==============================] - 0s 900us/step - loss: 0.4845 - accuracy: 0.7610
Epoch 36/100
359/359 [==============================] - 0s 906us/step - loss: 0.4840 - accuracy: 0.7613
Epoch 37/100
359/359 [==============================] - 0s 900us/step - loss: 0.4838 - accuracy: 0.7597
Epoch 38/100
359/359 [==============================] - 0s 910us/step - loss: 0.4829 - accuracy: 0.7617
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4826 - accuracy: 0.7624
Epoch 40/100
359/359 [==============================] - 0s 899us/step - loss: 0.4820 - accuracy: 0.7637
Epoch 41/100
359/359 [==============================] - 0s 1000us/step - loss: 0.4814 - accuracy: 0.7611
Epoch 42/100
359/359 [==============================] - 0s 919us/step - loss: 0.4807 - accuracy: 0.7597
Epoch 43/100
359/359 [==============================] - 0s 889us/step - loss: 0.4803 - accuracy: 0.7610
Epoch 44/100
359/359 [==============================] - 0s 907us/step - loss: 0.4802 - accuracy: 0.7624
Epoch 45/100
359/359 [==============================] - 0s 928us/step - loss: 0.4794 - accuracy: 0.7632
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4793 - accuracy: 0.7633
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4788 - accuracy: 0.7635
Epoch 48/100
359/359 [==============================] - 0s 978us/step - loss: 0.4784 - accuracy: 0.7624
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4786 - accuracy: 0.7607
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4783 - accuracy: 0.7620: 0s - loss: 0.4779 - accuracy: 
Epoch 51/100
359/359 [==============================] - 0s 973us/step - loss: 0.4779 - accuracy: 0.7633
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4773 - accuracy: 0.7601
Epoch 53/100
359/359 [==============================] - 0s 967us/step - loss: 0.4779 - accuracy: 0.7652
Epoch 54/100
359/359 [==============================] - 0s 925us/step - loss: 0.4774 - accuracy: 0.7631
Epoch 55/100
359/359 [==============================] - 0s 961us/step - loss: 0.4773 - accuracy: 0.7624
Epoch 56/100
359/359 [==============================] - 0s 938us/step - loss: 0.4770 - accuracy: 0.7622
Epoch 57/100
359/359 [==============================] - 0s 926us/step - loss: 0.4766 - accuracy: 0.7631
Epoch 58/100
359/359 [==============================] - 0s 921us/step - loss: 0.4768 - accuracy: 0.7635
Epoch 59/100
359/359 [==============================] - 0s 916us/step - loss: 0.4763 - accuracy: 0.7616
Epoch 60/100
359/359 [==============================] - 0s 926us/step - loss: 0.4766 - accuracy: 0.7623
Epoch 61/100
359/359 [==============================] - 0s 964us/step - loss: 0.4765 - accuracy: 0.7629
Epoch 62/100
359/359 [==============================] - 0s 916us/step - loss: 0.4760 - accuracy: 0.7644
Epoch 63/100
359/359 [==============================] - 0s 928us/step - loss: 0.4761 - accuracy: 0.7621
Epoch 64/100
359/359 [==============================] - 0s 940us/step - loss: 0.4760 - accuracy: 0.7635
Epoch 65/100
359/359 [==============================] - 0s 913us/step - loss: 0.4758 - accuracy: 0.7621
Epoch 66/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4759 - accuracy: 0.7630
Epoch 67/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4755 - accuracy: 0.7637
Epoch 68/100
359/359 [==============================] - 0s 995us/step - loss: 0.4756 - accuracy: 0.7634
Epoch 69/100
359/359 [==============================] - 0s 967us/step - loss: 0.4755 - accuracy: 0.7627
Epoch 70/100
359/359 [==============================] - 0s 940us/step - loss: 0.4756 - accuracy: 0.7633
Epoch 71/100
359/359 [==============================] - 0s 933us/step - loss: 0.4749 - accuracy: 0.7629
Epoch 72/100
359/359 [==============================] - 0s 928us/step - loss: 0.4751 - accuracy: 0.7651
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4749 - accuracy: 0.7614
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4750 - accuracy: 0.7628
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4749 - accuracy: 0.7658
Epoch 76/100
359/359 [==============================] - 0s 995us/step - loss: 0.4749 - accuracy: 0.7616
Epoch 77/100
359/359 [==============================] - 0s 941us/step - loss: 0.4747 - accuracy: 0.7630
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4745 - accuracy: 0.7639
Epoch 79/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4748 - accuracy: 0.7647
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4746 - accuracy: 0.7632
Epoch 81/100
359/359 [==============================] - 0s 957us/step - loss: 0.4744 - accuracy: 0.7625
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4742 - accuracy: 0.7631
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4742 - accuracy: 0.7665
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4743 - accuracy: 0.7667
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4736 - accuracy: 0.7638
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4741 - accuracy: 0.7658
Epoch 87/100
359/359 [==============================] - 0s 997us/step - loss: 0.4739 - accuracy: 0.7643
Epoch 88/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4742 - accuracy: 0.7629
Epoch 89/100
359/359 [==============================] - 0s 987us/step - loss: 0.4739 - accuracy: 0.7649
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4737 - accuracy: 0.7641
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4737 - accuracy: 0.7636
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4736 - accuracy: 0.7635
Epoch 93/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4736 - accuracy: 0.7643
Epoch 94/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4737 - accuracy: 0.7648
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4734 - accuracy: 0.7653
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4733 - accuracy: 0.7657
Epoch 97/100
359/359 [==============================] - 0s 950us/step - loss: 0.4733 - accuracy: 0.7660
Epoch 98/100
359/359 [==============================] - 0s 980us/step - loss: 0.4733 - accuracy: 0.7648
Epoch 99/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4732 - accuracy: 0.7670
Epoch 100/100
359/359 [==============================] - 0s 980us/step - loss: 0.4731 - accuracy: 0.7660
Epoch 1/100
359/359 [==============================] - 1s 3ms/step - loss: 0.6659 - accuracy: 0.6246
Epoch 2/100
359/359 [==============================] - 0s 975us/step - loss: 0.5695 - accuracy: 0.7234
Epoch 3/100
359/359 [==============================] - 0s 905us/step - loss: 0.5380 - accuracy: 0.7424
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5145 - accuracy: 0.7530
Epoch 5/100
359/359 [==============================] - 0s 889us/step - loss: 0.4951 - accuracy: 0.7615
Epoch 6/100
359/359 [==============================] - 0s 873us/step - loss: 0.4832 - accuracy: 0.7660
Epoch 7/100
359/359 [==============================] - 0s 942us/step - loss: 0.4759 - accuracy: 0.7679
Epoch 8/100
359/359 [==============================] - 0s 859us/step - loss: 0.4718 - accuracy: 0.7692
Epoch 9/100
359/359 [==============================] - 0s 955us/step - loss: 0.4687 - accuracy: 0.7705
Epoch 10/100
359/359 [==============================] - 0s 931us/step - loss: 0.4670 - accuracy: 0.7726
Epoch 11/100
359/359 [==============================] - 0s 876us/step - loss: 0.4650 - accuracy: 0.7725
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4639 - accuracy: 0.7724
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4632 - accuracy: 0.7740
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4621 - accuracy: 0.7734
Epoch 15/100
359/359 [==============================] - 0s 899us/step - loss: 0.4612 - accuracy: 0.7734
Epoch 16/100
359/359 [==============================] - 0s 972us/step - loss: 0.4608 - accuracy: 0.7764
Epoch 17/100
359/359 [==============================] - 0s 956us/step - loss: 0.4600 - accuracy: 0.7750
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4598 - accuracy: 0.7756
Epoch 19/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4601 - accuracy: 0.7783
Epoch 20/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4595 - accuracy: 0.7770
Epoch 21/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4596 - accuracy: 0.7757
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4589 - accuracy: 0.7777
Epoch 23/100
359/359 [==============================] - 0s 940us/step - loss: 0.4588 - accuracy: 0.7795
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4587 - accuracy: 0.7793
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7784
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7786
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4579 - accuracy: 0.7775
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7773
Epoch 29/100
359/359 [==============================] - 0s 963us/step - loss: 0.4575 - accuracy: 0.7809
Epoch 30/100
359/359 [==============================] - 0s 987us/step - loss: 0.4570 - accuracy: 0.78000s - loss: 0.4569 - accuracy: 
Epoch 31/100
359/359 [==============================] - 0s 931us/step - loss: 0.4568 - accuracy: 0.7807
Epoch 32/100
359/359 [==============================] - 0s 964us/step - loss: 0.4567 - accuracy: 0.7806
Epoch 33/100
359/359 [==============================] - 0s 879us/step - loss: 0.4565 - accuracy: 0.7811
Epoch 34/100
359/359 [==============================] - 0s 898us/step - loss: 0.4558 - accuracy: 0.7803
Epoch 35/100
359/359 [==============================] - 0s 909us/step - loss: 0.4560 - accuracy: 0.7800
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7794
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7798
Epoch 38/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7824: 0s - loss: 0.4548 - accuracy: 0.
Epoch 39/100
359/359 [==============================] - 0s 945us/step - loss: 0.4551 - accuracy: 0.78070s - loss: 0.4538 - accuracy: 0.
Epoch 40/100
359/359 [==============================] - 0s 998us/step - loss: 0.4547 - accuracy: 0.7820
Epoch 41/100
359/359 [==============================] - 0s 993us/step - loss: 0.4544 - accuracy: 0.7806
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4542 - accuracy: 0.7809
Epoch 43/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4534 - accuracy: 0.7823
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4536 - accuracy: 0.7820
Epoch 45/100
359/359 [==============================] - 0s 948us/step - loss: 0.4529 - accuracy: 0.7858
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4519 - accuracy: 0.7854
Epoch 47/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4515 - accuracy: 0.7841
Epoch 48/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4508 - accuracy: 0.7839
Epoch 49/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7850
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7856
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7850
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7861
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7840
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4494 - accuracy: 0.7861
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7868
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7854
Epoch 57/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7873
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7880
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7870
Epoch 60/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7881
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7868
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7870
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7873
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7854
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7896
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7881
Epoch 67/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4484 - accuracy: 0.7862
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7870
Epoch 69/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4482 - accuracy: 0.7857: 0s - loss: 0.4510 - accura
Epoch 70/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4480 - accuracy: 0.7887
Epoch 71/100
359/359 [==============================] - 0s 958us/step - loss: 0.4484 - accuracy: 0.7863
Epoch 72/100
359/359 [==============================] - 0s 942us/step - loss: 0.4481 - accuracy: 0.7866
Epoch 73/100
359/359 [==============================] - 0s 968us/step - loss: 0.4482 - accuracy: 0.7876
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7883
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7851
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7867
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7888
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7900
Epoch 79/100
359/359 [==============================] - 0s 924us/step - loss: 0.4478 - accuracy: 0.7876
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7875
Epoch 81/100
359/359 [==============================] - 0s 906us/step - loss: 0.4468 - accuracy: 0.7893
Epoch 82/100
359/359 [==============================] - 0s 914us/step - loss: 0.4466 - accuracy: 0.7881
Epoch 83/100
359/359 [==============================] - 0s 928us/step - loss: 0.4467 - accuracy: 0.7895
Epoch 84/100
359/359 [==============================] - 0s 903us/step - loss: 0.4467 - accuracy: 0.7881
Epoch 85/100
359/359 [==============================] - 0s 899us/step - loss: 0.4459 - accuracy: 0.7903
Epoch 86/100
359/359 [==============================] - 0s 893us/step - loss: 0.4459 - accuracy: 0.7894
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7892
Epoch 88/100
359/359 [==============================] - 0s 939us/step - loss: 0.4455 - accuracy: 0.7895
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7904
Epoch 90/100
359/359 [==============================] - 0s 970us/step - loss: 0.4460 - accuracy: 0.7909
Epoch 91/100
359/359 [==============================] - 0s 934us/step - loss: 0.4457 - accuracy: 0.7901
Epoch 92/100
359/359 [==============================] - 0s 904us/step - loss: 0.4456 - accuracy: 0.7899
Epoch 93/100
359/359 [==============================] - 0s 889us/step - loss: 0.4454 - accuracy: 0.7879
Epoch 94/100
359/359 [==============================] - 0s 887us/step - loss: 0.4453 - accuracy: 0.7887
Epoch 95/100
359/359 [==============================] - 0s 971us/step - loss: 0.4454 - accuracy: 0.7899
Epoch 96/100
359/359 [==============================] - 0s 891us/step - loss: 0.4452 - accuracy: 0.7908
Epoch 97/100
359/359 [==============================] - 0s 878us/step - loss: 0.4449 - accuracy: 0.7906
Epoch 98/100
359/359 [==============================] - 0s 943us/step - loss: 0.4449 - accuracy: 0.7895
Epoch 99/100
359/359 [==============================] - 0s 883us/step - loss: 0.4454 - accuracy: 0.7904
Epoch 100/100
359/359 [==============================] - 0s 881us/step - loss: 0.4449 - accuracy: 0.7898
Epoch 1/100
359/359 [==============================] - 0s 955us/step - loss: 0.6628 - accuracy: 0.5556
Epoch 2/100
359/359 [==============================] - 0s 976us/step - loss: 0.5971 - accuracy: 0.6866
Epoch 3/100
359/359 [==============================] - 0s 988us/step - loss: 0.5805 - accuracy: 0.7150
Epoch 4/100
359/359 [==============================] - 0s 884us/step - loss: 0.5732 - accuracy: 0.7165
Epoch 5/100
359/359 [==============================] - 0s 911us/step - loss: 0.5689 - accuracy: 0.7210
Epoch 6/100
359/359 [==============================] - 0s 882us/step - loss: 0.5652 - accuracy: 0.7202
Epoch 7/100
359/359 [==============================] - 0s 905us/step - loss: 0.5618 - accuracy: 0.7228
Epoch 8/100
359/359 [==============================] - 0s 927us/step - loss: 0.5587 - accuracy: 0.7236
Epoch 9/100
359/359 [==============================] - 0s 892us/step - loss: 0.5554 - accuracy: 0.7255
Epoch 10/100
359/359 [==============================] - 0s 886us/step - loss: 0.5518 - accuracy: 0.7280
Epoch 11/100
359/359 [==============================] - 0s 910us/step - loss: 0.5469 - accuracy: 0.7280
Epoch 12/100
359/359 [==============================] - 0s 885us/step - loss: 0.5425 - accuracy: 0.7360
Epoch 13/100
359/359 [==============================] - 0s 878us/step - loss: 0.5386 - accuracy: 0.7375
Epoch 14/100
359/359 [==============================] - 0s 902us/step - loss: 0.5356 - accuracy: 0.7401
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5328 - accuracy: 0.7416
Epoch 16/100
359/359 [==============================] - 0s 876us/step - loss: 0.5305 - accuracy: 0.7433
Epoch 17/100
359/359 [==============================] - 0s 960us/step - loss: 0.5288 - accuracy: 0.7421
Epoch 18/100
359/359 [==============================] - 0s 900us/step - loss: 0.5274 - accuracy: 0.7420
Epoch 19/100
359/359 [==============================] - 0s 881us/step - loss: 0.5260 - accuracy: 0.7438
Epoch 20/100
359/359 [==============================] - 0s 911us/step - loss: 0.5244 - accuracy: 0.7435
Epoch 21/100
359/359 [==============================] - 0s 887us/step - loss: 0.5230 - accuracy: 0.7441
Epoch 22/100
359/359 [==============================] - 0s 901us/step - loss: 0.5222 - accuracy: 0.7454
Epoch 23/100
359/359 [==============================] - 0s 915us/step - loss: 0.5209 - accuracy: 0.7480
Epoch 24/100
359/359 [==============================] - 0s 880us/step - loss: 0.5204 - accuracy: 0.7456
Epoch 25/100
359/359 [==============================] - 0s 896us/step - loss: 0.5197 - accuracy: 0.7454
Epoch 26/100
359/359 [==============================] - 0s 882us/step - loss: 0.5190 - accuracy: 0.7482
Epoch 27/100
359/359 [==============================] - 0s 912us/step - loss: 0.5184 - accuracy: 0.7471
Epoch 28/100
359/359 [==============================] - 0s 891us/step - loss: 0.5178 - accuracy: 0.7486
Epoch 29/100
359/359 [==============================] - 0s 882us/step - loss: 0.5172 - accuracy: 0.7486
Epoch 30/100
359/359 [==============================] - 0s 909us/step - loss: 0.5163 - accuracy: 0.7487
Epoch 31/100
359/359 [==============================] - 0s 885us/step - loss: 0.5159 - accuracy: 0.7484
Epoch 32/100
359/359 [==============================] - 0s 893us/step - loss: 0.5152 - accuracy: 0.7508
Epoch 33/100
359/359 [==============================] - 0s 905us/step - loss: 0.5145 - accuracy: 0.7499
Epoch 34/100
359/359 [==============================] - 0s 919us/step - loss: 0.5141 - accuracy: 0.7515
Epoch 35/100
359/359 [==============================] - 0s 893us/step - loss: 0.5134 - accuracy: 0.7516
Epoch 36/100
359/359 [==============================] - 0s 901us/step - loss: 0.5128 - accuracy: 0.7550
Epoch 37/100
359/359 [==============================] - 0s 892us/step - loss: 0.5121 - accuracy: 0.75070s - loss: 0.5124 - accuracy: 0.
Epoch 38/100
359/359 [==============================] - 0s 883us/step - loss: 0.5116 - accuracy: 0.7502
Epoch 39/100
359/359 [==============================] - 0s 907us/step - loss: 0.5110 - accuracy: 0.7516
Epoch 40/100
359/359 [==============================] - 0s 872us/step - loss: 0.5102 - accuracy: 0.7518
Epoch 41/100
359/359 [==============================] - 0s 899us/step - loss: 0.5094 - accuracy: 0.7528
Epoch 42/100
359/359 [==============================] - 0s 907us/step - loss: 0.5087 - accuracy: 0.7527
Epoch 43/100
359/359 [==============================] - 0s 895us/step - loss: 0.5080 - accuracy: 0.7531
Epoch 44/100
359/359 [==============================] - 0s 953us/step - loss: 0.5071 - accuracy: 0.7550
Epoch 45/100
359/359 [==============================] - 0s 897us/step - loss: 0.5065 - accuracy: 0.7548
Epoch 46/100
359/359 [==============================] - 0s 900us/step - loss: 0.5059 - accuracy: 0.7556
Epoch 47/100
359/359 [==============================] - 0s 888us/step - loss: 0.5054 - accuracy: 0.7550
Epoch 48/100
359/359 [==============================] - 0s 912us/step - loss: 0.5051 - accuracy: 0.7570
Epoch 49/100
359/359 [==============================] - 0s 882us/step - loss: 0.5048 - accuracy: 0.7557
Epoch 50/100
359/359 [==============================] - 0s 956us/step - loss: 0.5041 - accuracy: 0.7580
Epoch 51/100
359/359 [==============================] - 0s 916us/step - loss: 0.5043 - accuracy: 0.7572
Epoch 52/100
359/359 [==============================] - 0s 877us/step - loss: 0.5042 - accuracy: 0.7577
Epoch 53/100
359/359 [==============================] - 0s 872us/step - loss: 0.5038 - accuracy: 0.7570
Epoch 54/100
359/359 [==============================] - 0s 885us/step - loss: 0.5035 - accuracy: 0.7574
Epoch 55/100
359/359 [==============================] - 0s 901us/step - loss: 0.5034 - accuracy: 0.7566
Epoch 56/100
359/359 [==============================] - 0s 901us/step - loss: 0.5031 - accuracy: 0.7585
Epoch 57/100
359/359 [==============================] - 0s 871us/step - loss: 0.5028 - accuracy: 0.7570
Epoch 58/100
359/359 [==============================] - 0s 876us/step - loss: 0.5029 - accuracy: 0.7554
Epoch 59/100
359/359 [==============================] - 0s 885us/step - loss: 0.5025 - accuracy: 0.7568
Epoch 60/100
359/359 [==============================] - 0s 885us/step - loss: 0.5026 - accuracy: 0.7582
Epoch 61/100
359/359 [==============================] - 0s 896us/step - loss: 0.5023 - accuracy: 0.7589
Epoch 62/100
359/359 [==============================] - 0s 892us/step - loss: 0.5022 - accuracy: 0.7588
Epoch 63/100
359/359 [==============================] - 0s 882us/step - loss: 0.5019 - accuracy: 0.7587
Epoch 64/100
359/359 [==============================] - 0s 898us/step - loss: 0.5015 - accuracy: 0.7579
Epoch 65/100
359/359 [==============================] - 0s 877us/step - loss: 0.5012 - accuracy: 0.7580
Epoch 66/100
359/359 [==============================] - 0s 902us/step - loss: 0.5015 - accuracy: 0.7599
Epoch 67/100
359/359 [==============================] - 0s 883us/step - loss: 0.5010 - accuracy: 0.7575
Epoch 68/100
359/359 [==============================] - 0s 877us/step - loss: 0.5010 - accuracy: 0.7586
Epoch 69/100
359/359 [==============================] - 0s 895us/step - loss: 0.5008 - accuracy: 0.7619
Epoch 70/100
359/359 [==============================] - 0s 882us/step - loss: 0.5002 - accuracy: 0.7585
Epoch 71/100
359/359 [==============================] - 0s 876us/step - loss: 0.5000 - accuracy: 0.7586
Epoch 72/100
359/359 [==============================] - 0s 872us/step - loss: 0.5003 - accuracy: 0.7609
Epoch 73/100
359/359 [==============================] - 0s 917us/step - loss: 0.5002 - accuracy: 0.7603
Epoch 74/100
359/359 [==============================] - 0s 876us/step - loss: 0.4999 - accuracy: 0.7595
Epoch 75/100
359/359 [==============================] - 0s 867us/step - loss: 0.4996 - accuracy: 0.7595
Epoch 76/100
359/359 [==============================] - 0s 908us/step - loss: 0.4993 - accuracy: 0.7606
Epoch 77/100
359/359 [==============================] - 0s 890us/step - loss: 0.4993 - accuracy: 0.7586
Epoch 78/100
359/359 [==============================] - 0s 874us/step - loss: 0.4994 - accuracy: 0.7600
Epoch 79/100
359/359 [==============================] - 0s 892us/step - loss: 0.4995 - accuracy: 0.7603
Epoch 80/100
359/359 [==============================] - 0s 879us/step - loss: 0.4991 - accuracy: 0.7597
Epoch 81/100
359/359 [==============================] - 0s 883us/step - loss: 0.4988 - accuracy: 0.7618
Epoch 82/100
359/359 [==============================] - 0s 901us/step - loss: 0.4988 - accuracy: 0.7606
Epoch 83/100
359/359 [==============================] - 0s 874us/step - loss: 0.4987 - accuracy: 0.7594
Epoch 84/100
359/359 [==============================] - 0s 862us/step - loss: 0.4985 - accuracy: 0.7609
Epoch 85/100
359/359 [==============================] - 0s 998us/step - loss: 0.4984 - accuracy: 0.76020s - loss: 0.4929 - accuracy: 
Epoch 86/100
359/359 [==============================] - 0s 894us/step - loss: 0.4984 - accuracy: 0.7603
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4984 - accuracy: 0.7606
Epoch 88/100
359/359 [==============================] - 0s 980us/step - loss: 0.4980 - accuracy: 0.7610
Epoch 89/100
359/359 [==============================] - 0s 913us/step - loss: 0.4979 - accuracy: 0.7611
Epoch 90/100
359/359 [==============================] - 0s 939us/step - loss: 0.4979 - accuracy: 0.7612
Epoch 91/100
359/359 [==============================] - 0s 928us/step - loss: 0.4978 - accuracy: 0.7608
Epoch 92/100
359/359 [==============================] - 0s 950us/step - loss: 0.4975 - accuracy: 0.7602
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7602
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7600
Epoch 95/100
359/359 [==============================] - 0s 920us/step - loss: 0.4975 - accuracy: 0.7597
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4971 - accuracy: 0.7605
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4973 - accuracy: 0.7614
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4969 - accuracy: 0.7617
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7610
Epoch 100/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4965 - accuracy: 0.7620
Epoch 1/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6722 - accuracy: 0.5549
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6032 - accuracy: 0.6513
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5628 - accuracy: 0.7310
Epoch 4/100
359/359 [==============================] - 0s 976us/step - loss: 0.5347 - accuracy: 0.7468
Epoch 5/100
359/359 [==============================] - 0s 952us/step - loss: 0.5145 - accuracy: 0.7553
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5011 - accuracy: 0.7624
Epoch 7/100
359/359 [==============================] - 0s 918us/step - loss: 0.4928 - accuracy: 0.7674
Epoch 8/100
359/359 [==============================] - 0s 958us/step - loss: 0.4871 - accuracy: 0.7671
Epoch 9/100
359/359 [==============================] - 0s 945us/step - loss: 0.4824 - accuracy: 0.7686
Epoch 10/100
359/359 [==============================] - 0s 897us/step - loss: 0.4792 - accuracy: 0.7739
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4766 - accuracy: 0.7718
Epoch 12/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4751 - accuracy: 0.7749
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4734 - accuracy: 0.7745
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4717 - accuracy: 0.7721
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4697 - accuracy: 0.7725
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4686 - accuracy: 0.7686
Epoch 17/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4668 - accuracy: 0.7726
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4649 - accuracy: 0.7720
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4636 - accuracy: 0.7732
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4617 - accuracy: 0.7739
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4608 - accuracy: 0.7752
Epoch 22/100
359/359 [==============================] - 0s 963us/step - loss: 0.4593 - accuracy: 0.7760
Epoch 23/100
359/359 [==============================] - 0s 974us/step - loss: 0.4581 - accuracy: 0.7745
Epoch 24/100
359/359 [==============================] - 0s 984us/step - loss: 0.4568 - accuracy: 0.7751
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7764
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7768
Epoch 27/100
359/359 [==============================] - 0s 944us/step - loss: 0.4543 - accuracy: 0.7741
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4535 - accuracy: 0.7776
Epoch 29/100
359/359 [==============================] - 0s 915us/step - loss: 0.4528 - accuracy: 0.7785
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7780
Epoch 31/100
359/359 [==============================] - 0s 922us/step - loss: 0.4513 - accuracy: 0.7777
Epoch 32/100
359/359 [==============================] - 0s 902us/step - loss: 0.4507 - accuracy: 0.7790
Epoch 33/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4500 - accuracy: 0.7787
Epoch 34/100
359/359 [==============================] - 0s 909us/step - loss: 0.4497 - accuracy: 0.7789
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4494 - accuracy: 0.7784
Epoch 36/100
359/359 [==============================] - 0s 937us/step - loss: 0.4488 - accuracy: 0.7808
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7797
Epoch 38/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7807
Epoch 39/100
359/359 [==============================] - 0s 905us/step - loss: 0.4479 - accuracy: 0.7819
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7801
Epoch 41/100
359/359 [==============================] - 0s 975us/step - loss: 0.4471 - accuracy: 0.7826
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7833
Epoch 43/100
359/359 [==============================] - 0s 977us/step - loss: 0.4465 - accuracy: 0.7834
Epoch 44/100
359/359 [==============================] - 0s 949us/step - loss: 0.4462 - accuracy: 0.7853
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7849
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7853
Epoch 47/100
359/359 [==============================] - 0s 964us/step - loss: 0.4457 - accuracy: 0.7865
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4452 - accuracy: 0.7847
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4450 - accuracy: 0.7834
Epoch 50/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4450 - accuracy: 0.7858
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4445 - accuracy: 0.7854
Epoch 52/100
359/359 [==============================] - 0s 909us/step - loss: 0.4444 - accuracy: 0.7874
Epoch 53/100
359/359 [==============================] - 0s 920us/step - loss: 0.4439 - accuracy: 0.7875
Epoch 54/100
359/359 [==============================] - 0s 912us/step - loss: 0.4441 - accuracy: 0.7874
Epoch 55/100
359/359 [==============================] - 0s 907us/step - loss: 0.4441 - accuracy: 0.7881
Epoch 56/100
359/359 [==============================] - 0s 917us/step - loss: 0.4440 - accuracy: 0.7860
Epoch 57/100
359/359 [==============================] - 0s 898us/step - loss: 0.4437 - accuracy: 0.7878
Epoch 58/100
359/359 [==============================] - 0s 925us/step - loss: 0.4434 - accuracy: 0.7880
Epoch 59/100
359/359 [==============================] - 0s 935us/step - loss: 0.4433 - accuracy: 0.7883
Epoch 60/100
359/359 [==============================] - 0s 955us/step - loss: 0.4432 - accuracy: 0.7881
Epoch 61/100
359/359 [==============================] - 0s 923us/step - loss: 0.4431 - accuracy: 0.7882
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4433 - accuracy: 0.7888
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4429 - accuracy: 0.7893
Epoch 64/100
359/359 [==============================] - 0s 893us/step - loss: 0.4425 - accuracy: 0.7901
Epoch 65/100
359/359 [==============================] - 0s 959us/step - loss: 0.4423 - accuracy: 0.7885
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7902
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4426 - accuracy: 0.7903
Epoch 68/100
359/359 [==============================] - 0s 962us/step - loss: 0.4421 - accuracy: 0.7890
Epoch 69/100
359/359 [==============================] - 0s 908us/step - loss: 0.4418 - accuracy: 0.7915
Epoch 70/100
359/359 [==============================] - 0s 912us/step - loss: 0.4418 - accuracy: 0.7900
Epoch 71/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7905
Epoch 72/100
359/359 [==============================] - 0s 903us/step - loss: 0.4413 - accuracy: 0.7893
Epoch 73/100
359/359 [==============================] - 0s 927us/step - loss: 0.4413 - accuracy: 0.7903
Epoch 74/100
359/359 [==============================] - 0s 896us/step - loss: 0.4412 - accuracy: 0.7902
Epoch 75/100
359/359 [==============================] - 0s 922us/step - loss: 0.4412 - accuracy: 0.7908
Epoch 76/100
359/359 [==============================] - 0s 904us/step - loss: 0.4409 - accuracy: 0.7917
Epoch 77/100
359/359 [==============================] - 0s 928us/step - loss: 0.4409 - accuracy: 0.7906
Epoch 78/100
359/359 [==============================] - 0s 887us/step - loss: 0.4405 - accuracy: 0.7907
Epoch 79/100
359/359 [==============================] - 0s 898us/step - loss: 0.4407 - accuracy: 0.7888
Epoch 80/100
359/359 [==============================] - 0s 929us/step - loss: 0.4399 - accuracy: 0.7914
Epoch 81/100
359/359 [==============================] - 0s 940us/step - loss: 0.4399 - accuracy: 0.7897
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4397 - accuracy: 0.7911
Epoch 83/100
359/359 [==============================] - 0s 990us/step - loss: 0.4393 - accuracy: 0.7915
Epoch 84/100
359/359 [==============================] - 0s 912us/step - loss: 0.4389 - accuracy: 0.7928
Epoch 85/100
359/359 [==============================] - 0s 914us/step - loss: 0.4387 - accuracy: 0.7918
Epoch 86/100
359/359 [==============================] - 0s 939us/step - loss: 0.4381 - accuracy: 0.7937
Epoch 87/100
359/359 [==============================] - 0s 885us/step - loss: 0.4377 - accuracy: 0.7926
Epoch 88/100
359/359 [==============================] - 0s 954us/step - loss: 0.4368 - accuracy: 0.7938
Epoch 89/100
359/359 [==============================] - 0s 888us/step - loss: 0.4358 - accuracy: 0.7918
Epoch 90/100
359/359 [==============================] - 0s 877us/step - loss: 0.4356 - accuracy: 0.7950
Epoch 91/100
359/359 [==============================] - 0s 883us/step - loss: 0.4341 - accuracy: 0.7968
Epoch 92/100
359/359 [==============================] - 0s 900us/step - loss: 0.4331 - accuracy: 0.7977
Epoch 93/100
359/359 [==============================] - 0s 894us/step - loss: 0.4324 - accuracy: 0.7975
Epoch 94/100
359/359 [==============================] - 0s 898us/step - loss: 0.4309 - accuracy: 0.7978
Epoch 95/100
359/359 [==============================] - 0s 920us/step - loss: 0.4307 - accuracy: 0.7986
Epoch 96/100
359/359 [==============================] - 0s 907us/step - loss: 0.4297 - accuracy: 0.7992
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.8003
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4291 - accuracy: 0.7983
Epoch 99/100
359/359 [==============================] - 0s 933us/step - loss: 0.4284 - accuracy: 0.8010
Epoch 100/100
359/359 [==============================] - 0s 931us/step - loss: 0.4283 - accuracy: 0.7996
Epoch 1/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6669 - accuracy: 0.5555
Epoch 2/100
359/359 [==============================] - 0s 957us/step - loss: 0.5974 - accuracy: 0.6729
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5643 - accuracy: 0.7336
Epoch 4/100
359/359 [==============================] - 0s 998us/step - loss: 0.5437 - accuracy: 0.7430
Epoch 5/100
359/359 [==============================] - 0s 933us/step - loss: 0.5279 - accuracy: 0.7507
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5146 - accuracy: 0.7605
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5047 - accuracy: 0.7661
Epoch 8/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4974 - accuracy: 0.7676
Epoch 9/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4926 - accuracy: 0.7706
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4884 - accuracy: 0.7699
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4854 - accuracy: 0.7729
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4829 - accuracy: 0.7713
Epoch 13/100
359/359 [==============================] - 0s 928us/step - loss: 0.4797 - accuracy: 0.7730
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4754 - accuracy: 0.7716
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4706 - accuracy: 0.7716
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4674 - accuracy: 0.7742
Epoch 17/100
359/359 [==============================] - 0s 945us/step - loss: 0.4649 - accuracy: 0.7766
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4633 - accuracy: 0.7759
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4621 - accuracy: 0.7786
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4601 - accuracy: 0.7790
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4592 - accuracy: 0.7782
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7813
Epoch 23/100
359/359 [==============================] - 0s 894us/step - loss: 0.4574 - accuracy: 0.7791
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7781
Epoch 25/100
359/359 [==============================] - 0s 978us/step - loss: 0.4555 - accuracy: 0.7779
Epoch 26/100
359/359 [==============================] - 0s 936us/step - loss: 0.4551 - accuracy: 0.7795
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7802
Epoch 28/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7801
Epoch 29/100
359/359 [==============================] - 0s 898us/step - loss: 0.4531 - accuracy: 0.7809
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7807
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7790
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7819
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7809
Epoch 34/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4512 - accuracy: 0.7778
Epoch 35/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4506 - accuracy: 0.7800
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7833
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7829
Epoch 38/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4493 - accuracy: 0.7807
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7821
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7814
Epoch 41/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7823
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7836
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7803
Epoch 44/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7823
Epoch 45/100
359/359 [==============================] - 0s 964us/step - loss: 0.4478 - accuracy: 0.7829
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7816
Epoch 47/100
359/359 [==============================] - 0s 947us/step - loss: 0.4477 - accuracy: 0.7819
Epoch 48/100
359/359 [==============================] - 0s 903us/step - loss: 0.4478 - accuracy: 0.7825
Epoch 49/100
359/359 [==============================] - 0s 907us/step - loss: 0.4475 - accuracy: 0.7833
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7803: 0s - loss: 0.4477 - accuracy: 0.
Epoch 51/100
359/359 [==============================] - 0s 905us/step - loss: 0.4472 - accuracy: 0.7809
Epoch 52/100
359/359 [==============================] - 0s 915us/step - loss: 0.4475 - accuracy: 0.7824
Epoch 53/100
359/359 [==============================] - 0s 946us/step - loss: 0.4471 - accuracy: 0.7820
Epoch 54/100
359/359 [==============================] - 0s 935us/step - loss: 0.4470 - accuracy: 0.7833
Epoch 55/100
359/359 [==============================] - 0s 896us/step - loss: 0.4473 - accuracy: 0.7815
Epoch 56/100
359/359 [==============================] - 0s 915us/step - loss: 0.4471 - accuracy: 0.7834
Epoch 57/100
359/359 [==============================] - 0s 900us/step - loss: 0.4465 - accuracy: 0.7832
Epoch 58/100
359/359 [==============================] - 0s 899us/step - loss: 0.4466 - accuracy: 0.7814
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7808
Epoch 60/100
359/359 [==============================] - 0s 918us/step - loss: 0.4466 - accuracy: 0.7832
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7831
Epoch 62/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4459 - accuracy: 0.7834
Epoch 63/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4466 - accuracy: 0.7829
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7822
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7841
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7820
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7830
Epoch 68/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4457 - accuracy: 0.7827
Epoch 69/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4459 - accuracy: 0.7828
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7828
Epoch 71/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4453 - accuracy: 0.7823
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7820
Epoch 73/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4454 - accuracy: 0.7814
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7832
Epoch 75/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4453 - accuracy: 0.7831
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4452 - accuracy: 0.7820
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4452 - accuracy: 0.7818
Epoch 78/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4451 - accuracy: 0.7820
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4448 - accuracy: 0.7846
Epoch 80/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4449 - accuracy: 0.7815
Epoch 81/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4448 - accuracy: 0.7811
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4449 - accuracy: 0.7842
Epoch 83/100
359/359 [==============================] - 0s 932us/step - loss: 0.4450 - accuracy: 0.7820
Epoch 84/100
359/359 [==============================] - 0s 971us/step - loss: 0.4444 - accuracy: 0.7827
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7823
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4448 - accuracy: 0.7823
Epoch 87/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4445 - accuracy: 0.7819
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7827
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4444 - accuracy: 0.7811
Epoch 90/100
359/359 [==============================] - 0s 942us/step - loss: 0.4450 - accuracy: 0.7821
Epoch 91/100
359/359 [==============================] - 0s 936us/step - loss: 0.4444 - accuracy: 0.7834
Epoch 92/100
359/359 [==============================] - 0s 907us/step - loss: 0.4444 - accuracy: 0.7846
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4443 - accuracy: 0.7816
Epoch 94/100
359/359 [==============================] - 0s 955us/step - loss: 0.4441 - accuracy: 0.7818
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7820
Epoch 96/100
359/359 [==============================] - 0s 972us/step - loss: 0.4439 - accuracy: 0.7814
Epoch 97/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4444 - accuracy: 0.7828
Epoch 98/100
359/359 [==============================] - 0s 971us/step - loss: 0.4442 - accuracy: 0.7804
Epoch 99/100
359/359 [==============================] - 0s 900us/step - loss: 0.4441 - accuracy: 0.7833
Epoch 100/100
359/359 [==============================] - 0s 945us/step - loss: 0.4433 - accuracy: 0.7823
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6699 - accuracy: 0.6286
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5859 - accuracy: 0.7097
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5591 - accuracy: 0.7140
Epoch 4/100
359/359 [==============================] - 0s 980us/step - loss: 0.5448 - accuracy: 0.7275
Epoch 5/100
359/359 [==============================] - 0s 964us/step - loss: 0.5259 - accuracy: 0.7413
Epoch 6/100
359/359 [==============================] - 0s 954us/step - loss: 0.5073 - accuracy: 0.7571
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4918 - accuracy: 0.7640
Epoch 8/100
359/359 [==============================] - 0s 956us/step - loss: 0.4789 - accuracy: 0.7690
Epoch 9/100
359/359 [==============================] - 0s 989us/step - loss: 0.4703 - accuracy: 0.7718
Epoch 10/100
359/359 [==============================] - 0s 960us/step - loss: 0.4649 - accuracy: 0.7760
Epoch 11/100
359/359 [==============================] - 0s 963us/step - loss: 0.4603 - accuracy: 0.7781
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7811
Epoch 13/100
359/359 [==============================] - 0s 903us/step - loss: 0.4534 - accuracy: 0.7820
Epoch 14/100
359/359 [==============================] - 0s 917us/step - loss: 0.4511 - accuracy: 0.7875
Epoch 15/100
359/359 [==============================] - 0s 935us/step - loss: 0.4494 - accuracy: 0.7872
Epoch 16/100
359/359 [==============================] - 0s 906us/step - loss: 0.4472 - accuracy: 0.7871
Epoch 17/100
359/359 [==============================] - 0s 923us/step - loss: 0.4460 - accuracy: 0.7903
Epoch 18/100
359/359 [==============================] - 0s 911us/step - loss: 0.4448 - accuracy: 0.7873
Epoch 19/100
359/359 [==============================] - 0s 890us/step - loss: 0.4434 - accuracy: 0.7910
Epoch 20/100
359/359 [==============================] - 0s 898us/step - loss: 0.4426 - accuracy: 0.7919
Epoch 21/100
359/359 [==============================] - 0s 966us/step - loss: 0.4415 - accuracy: 0.7909
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7907
Epoch 23/100
359/359 [==============================] - 0s 894us/step - loss: 0.4398 - accuracy: 0.7935
Epoch 24/100
359/359 [==============================] - 0s 954us/step - loss: 0.4397 - accuracy: 0.7950
Epoch 25/100
359/359 [==============================] - 0s 918us/step - loss: 0.4389 - accuracy: 0.7915
Epoch 26/100
359/359 [==============================] - 0s 906us/step - loss: 0.4384 - accuracy: 0.7962
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7949
Epoch 28/100
359/359 [==============================] - 0s 899us/step - loss: 0.4374 - accuracy: 0.7973
Epoch 29/100
359/359 [==============================] - 0s 896us/step - loss: 0.4377 - accuracy: 0.7958
Epoch 30/100
359/359 [==============================] - 0s 920us/step - loss: 0.4373 - accuracy: 0.7969
Epoch 31/100
359/359 [==============================] - 0s 926us/step - loss: 0.4367 - accuracy: 0.7956
Epoch 32/100
359/359 [==============================] - 0s 899us/step - loss: 0.4367 - accuracy: 0.7958
Epoch 33/100
359/359 [==============================] - 0s 931us/step - loss: 0.4359 - accuracy: 0.7944
Epoch 34/100
359/359 [==============================] - 0s 895us/step - loss: 0.4359 - accuracy: 0.7978
Epoch 35/100
359/359 [==============================] - 0s 899us/step - loss: 0.4352 - accuracy: 0.7970
Epoch 36/100
359/359 [==============================] - 0s 905us/step - loss: 0.4350 - accuracy: 0.7980
Epoch 37/100
359/359 [==============================] - 0s 891us/step - loss: 0.4347 - accuracy: 0.7963
Epoch 38/100
359/359 [==============================] - 0s 895us/step - loss: 0.4343 - accuracy: 0.7943
Epoch 39/100
359/359 [==============================] - 0s 929us/step - loss: 0.4339 - accuracy: 0.7990
Epoch 40/100
359/359 [==============================] - 0s 902us/step - loss: 0.4338 - accuracy: 0.7953
Epoch 41/100
359/359 [==============================] - 0s 931us/step - loss: 0.4336 - accuracy: 0.7974
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4339 - accuracy: 0.7949
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4336 - accuracy: 0.7988
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4332 - accuracy: 0.7963
Epoch 45/100
359/359 [==============================] - 0s 918us/step - loss: 0.4334 - accuracy: 0.7979
Epoch 46/100
359/359 [==============================] - 0s 925us/step - loss: 0.4326 - accuracy: 0.7946
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4317 - accuracy: 0.7962: 0s - loss: 0.4316 - accuracy: 0.79
Epoch 48/100
359/359 [==============================] - 0s 967us/step - loss: 0.4323 - accuracy: 0.7972
Epoch 49/100
359/359 [==============================] - 0s 964us/step - loss: 0.4328 - accuracy: 0.7955
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4323 - accuracy: 0.7986
Epoch 51/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4323 - accuracy: 0.7958
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4322 - accuracy: 0.7978
Epoch 53/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4317 - accuracy: 0.7963
Epoch 54/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4311 - accuracy: 0.7975
Epoch 55/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4315 - accuracy: 0.7972
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4314 - accuracy: 0.7954
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4313 - accuracy: 0.7958
Epoch 58/100
359/359 [==============================] - 0s 958us/step - loss: 0.4311 - accuracy: 0.7969
Epoch 59/100
359/359 [==============================] - 0s 928us/step - loss: 0.4307 - accuracy: 0.7965
Epoch 60/100
359/359 [==============================] - 0s 914us/step - loss: 0.4309 - accuracy: 0.7973
Epoch 61/100
359/359 [==============================] - 0s 929us/step - loss: 0.4308 - accuracy: 0.7974
Epoch 62/100
359/359 [==============================] - 0s 895us/step - loss: 0.4302 - accuracy: 0.7955
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4305 - accuracy: 0.7983
Epoch 64/100
359/359 [==============================] - 0s 912us/step - loss: 0.4305 - accuracy: 0.7987
Epoch 65/100
359/359 [==============================] - 0s 966us/step - loss: 0.4303 - accuracy: 0.7971
Epoch 66/100
359/359 [==============================] - 0s 921us/step - loss: 0.4302 - accuracy: 0.7974
Epoch 67/100
359/359 [==============================] - 0s 926us/step - loss: 0.4300 - accuracy: 0.8009
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4298 - accuracy: 0.7995
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4300 - accuracy: 0.7990
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4297 - accuracy: 0.7984
Epoch 71/100
359/359 [==============================] - 0s 942us/step - loss: 0.4296 - accuracy: 0.7973
Epoch 72/100
359/359 [==============================] - 0s 945us/step - loss: 0.4297 - accuracy: 0.7975
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4301 - accuracy: 0.7988
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.7979
Epoch 75/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4295 - accuracy: 0.7990
Epoch 76/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4297 - accuracy: 0.7976
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.7995
Epoch 78/100
359/359 [==============================] - 0s 916us/step - loss: 0.4294 - accuracy: 0.7983
Epoch 79/100
359/359 [==============================] - 0s 918us/step - loss: 0.4293 - accuracy: 0.7963
Epoch 80/100
359/359 [==============================] - 0s 964us/step - loss: 0.4285 - accuracy: 0.7986
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4295 - accuracy: 0.7971
Epoch 82/100
359/359 [==============================] - 0s 931us/step - loss: 0.4292 - accuracy: 0.7980
Epoch 83/100
359/359 [==============================] - 0s 906us/step - loss: 0.4287 - accuracy: 0.7985
Epoch 84/100
359/359 [==============================] - 0s 939us/step - loss: 0.4298 - accuracy: 0.7986
Epoch 85/100
359/359 [==============================] - 0s 958us/step - loss: 0.4292 - accuracy: 0.7985
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4292 - accuracy: 0.7968
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4291 - accuracy: 0.7974
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4289 - accuracy: 0.7986
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4287 - accuracy: 0.7976: 0s - loss: 0.4266 - accuracy: 
Epoch 90/100
359/359 [==============================] - 0s 917us/step - loss: 0.4286 - accuracy: 0.7970
Epoch 91/100
359/359 [==============================] - 0s 939us/step - loss: 0.4286 - accuracy: 0.7992
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4287 - accuracy: 0.7998
Epoch 93/100
359/359 [==============================] - 0s 948us/step - loss: 0.4286 - accuracy: 0.7979
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4286 - accuracy: 0.7987
Epoch 95/100
359/359 [==============================] - 0s 913us/step - loss: 0.4279 - accuracy: 0.7997
Epoch 96/100
359/359 [==============================] - 0s 930us/step - loss: 0.4284 - accuracy: 0.7970
Epoch 97/100
359/359 [==============================] - 0s 937us/step - loss: 0.4283 - accuracy: 0.8000
Epoch 98/100
359/359 [==============================] - 0s 911us/step - loss: 0.4283 - accuracy: 0.8003
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7987
Epoch 100/100
359/359 [==============================] - 0s 930us/step - loss: 0.4279 - accuracy: 0.7982
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6709 - accuracy: 0.6288
Epoch 2/100
359/359 [==============================] - 0s 953us/step - loss: 0.5844 - accuracy: 0.7167
Epoch 3/100
359/359 [==============================] - 0s 950us/step - loss: 0.5415 - accuracy: 0.7332
Epoch 4/100
359/359 [==============================] - 0s 887us/step - loss: 0.5169 - accuracy: 0.7513
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4978 - accuracy: 0.7606
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4861 - accuracy: 0.7642
Epoch 7/100
359/359 [==============================] - 0s 924us/step - loss: 0.4781 - accuracy: 0.7672
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4719 - accuracy: 0.7718
Epoch 9/100
359/359 [==============================] - 0s 978us/step - loss: 0.4682 - accuracy: 0.7714
Epoch 10/100
359/359 [==============================] - 0s 875us/step - loss: 0.4657 - accuracy: 0.7744
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4640 - accuracy: 0.7747
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4629 - accuracy: 0.7755
Epoch 13/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4620 - accuracy: 0.7772: 0s - loss: 0.4600 - accuracy
Epoch 14/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4608 - accuracy: 0.7781
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4604 - accuracy: 0.7784
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4604 - accuracy: 0.7776
Epoch 17/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4598 - accuracy: 0.7783
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4594 - accuracy: 0.7781
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4589 - accuracy: 0.7792
Epoch 20/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4583 - accuracy: 0.7784
Epoch 21/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4584 - accuracy: 0.7768
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4576 - accuracy: 0.7777
Epoch 23/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4573 - accuracy: 0.7783
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7789
Epoch 25/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4572 - accuracy: 0.7794
Epoch 26/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4575 - accuracy: 0.7808
Epoch 27/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4573 - accuracy: 0.7784
Epoch 28/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4565 - accuracy: 0.7788
Epoch 29/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4563 - accuracy: 0.7783
Epoch 30/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4566 - accuracy: 0.7792
Epoch 31/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4565 - accuracy: 0.7818
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7818
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7809
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7792
Epoch 35/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4559 - accuracy: 0.7807
Epoch 36/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4558 - accuracy: 0.7774
Epoch 37/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4558 - accuracy: 0.7801: 0s - loss: 0.4566 - accuracy: 
Epoch 38/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4559 - accuracy: 0.7811
Epoch 39/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4555 - accuracy: 0.7810
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7794
Epoch 41/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4551 - accuracy: 0.7809
Epoch 42/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4554 - accuracy: 0.7796
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7802
Epoch 44/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4551 - accuracy: 0.7783
Epoch 45/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7801
Epoch 46/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4551 - accuracy: 0.7780
Epoch 47/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4552 - accuracy: 0.7798
Epoch 48/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4550 - accuracy: 0.7812
Epoch 49/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7794
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7790
Epoch 51/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7798
Epoch 52/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4550 - accuracy: 0.7787: 0s - loss: 0.4570 - accuracy
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7790
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7811
Epoch 55/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4544 - accuracy: 0.7797: 0s - loss: 0.4574 - accuracy
Epoch 56/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7809
Epoch 57/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4544 - accuracy: 0.7796
Epoch 58/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4545 - accuracy: 0.7814
Epoch 59/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7797
Epoch 60/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4542 - accuracy: 0.7800
Epoch 61/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4542 - accuracy: 0.7799: 0s - loss: 0.4416 - accuracy: 0.78 - ETA: 0s - loss: 0.443
Epoch 62/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4540 - accuracy: 0.7814
Epoch 63/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4536 - accuracy: 0.7820
Epoch 64/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4534 - accuracy: 0.7808
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4535 - accuracy: 0.7834
Epoch 66/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4534 - accuracy: 0.7793
Epoch 67/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7829
Epoch 68/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7827
Epoch 69/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4524 - accuracy: 0.7848
Epoch 70/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4526 - accuracy: 0.7805
Epoch 71/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4522 - accuracy: 0.7816
Epoch 72/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7822
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7851
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7826
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7838
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7841
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7850
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7871: 0s - loss: 0.4478 - accuracy: 
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7865
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7861
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7839
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7852
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7882
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4454 - accuracy: 0.7882
Epoch 85/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4451 - accuracy: 0.7889
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7893
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4442 - accuracy: 0.7895
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4438 - accuracy: 0.7896
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7909
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7907
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7887
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4432 - accuracy: 0.7890
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7902
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7901
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4429 - accuracy: 0.7893
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4431 - accuracy: 0.7891
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7903
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4426 - accuracy: 0.7922
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4430 - accuracy: 0.7903
Epoch 100/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4428 - accuracy: 0.7898
Epoch 1/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6899 - accuracy: 0.5549
Epoch 2/100
359/359 [==============================] - 0s 912us/step - loss: 0.6874 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 928us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6870 - accuracy: 
Epoch 5/100
359/359 [==============================] - 0s 956us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 972us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 993us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 975us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 948us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 951us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 991us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 996us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 973us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 976us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6870 - accuracy: 0.55
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 947us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 974us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 997us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 982us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 997us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 962us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 942us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 939us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 920us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 939us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 909us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 990us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 965us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6865 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6864 - accuracy: 0.5556: 0s - loss: 0.6865 - accuracy: 0.55
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6862 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6860 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6856 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 813us/step - loss: 0.6850 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6843 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6829 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6807 - accuracy: 0.5556
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6767 - accuracy: 0.5556: 0s - loss: 0.6797 
Epoch 45/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6694 - accuracy: 0.5556
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6556 - accuracy: 0.5949
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6310 - accuracy: 0.7093
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5981 - accuracy: 0.7199
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5711 - accuracy: 0.7264
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5542 - accuracy: 0.7353
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5403 - accuracy: 0.7415
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5255 - accuracy: 0.7509
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5107 - accuracy: 0.7554
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4973 - accuracy: 0.7617
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4872 - accuracy: 0.7624
Epoch 56/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4804 - accuracy: 0.7660
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4756 - accuracy: 0.7677
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4718 - accuracy: 0.7678
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4689 - accuracy: 0.7678
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4666 - accuracy: 0.7690
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4647 - accuracy: 0.7699
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4633 - accuracy: 0.7715
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4616 - accuracy: 0.7694
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4602 - accuracy: 0.7753
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4597 - accuracy: 0.7734
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4585 - accuracy: 0.7753
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7746
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7749: 0s - loss: 0.4554 - accuracy
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7799
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7794
Epoch 71/100
359/359 [==============================] - 0s 980us/step - loss: 0.4535 - accuracy: 0.7826
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7819
Epoch 73/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4519 - accuracy: 0.7804
Epoch 74/100
359/359 [==============================] - 0s 941us/step - loss: 0.4509 - accuracy: 0.7831
Epoch 75/100
359/359 [==============================] - 0s 963us/step - loss: 0.4504 - accuracy: 0.7830
Epoch 76/100
359/359 [==============================] - 0s 999us/step - loss: 0.4497 - accuracy: 0.7843
Epoch 77/100
359/359 [==============================] - 0s 977us/step - loss: 0.4490 - accuracy: 0.7839
Epoch 78/100
359/359 [==============================] - 0s 991us/step - loss: 0.4482 - accuracy: 0.7849
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7844
Epoch 80/100
359/359 [==============================] - 0s 997us/step - loss: 0.4482 - accuracy: 0.7853
Epoch 81/100
359/359 [==============================] - 0s 996us/step - loss: 0.4474 - accuracy: 0.7845
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7871
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7873
Epoch 84/100
359/359 [==============================] - 0s 971us/step - loss: 0.4454 - accuracy: 0.7888
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4450 - accuracy: 0.7885
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4450 - accuracy: 0.7877
Epoch 87/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4444 - accuracy: 0.7872
Epoch 88/100
359/359 [==============================] - 0s 927us/step - loss: 0.4441 - accuracy: 0.7883
Epoch 89/100
359/359 [==============================] - 0s 991us/step - loss: 0.4435 - accuracy: 0.7870
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7887
Epoch 91/100
359/359 [==============================] - 0s 954us/step - loss: 0.4423 - accuracy: 0.7894
Epoch 92/100
359/359 [==============================] - 0s 980us/step - loss: 0.4427 - accuracy: 0.7901
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4424 - accuracy: 0.7889
Epoch 94/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7897
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7900
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7901
Epoch 97/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7908
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7879
Epoch 99/100
359/359 [==============================] - 0s 992us/step - loss: 0.4415 - accuracy: 0.7907
Epoch 100/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7910
Epoch 1/100
359/359 [==============================] - 0s 958us/step - loss: 0.6899 - accuracy: 0.5550
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6875 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6875 - accuracy: 
Epoch 7/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 989us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 990us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 943us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 987us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 982us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6865 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6863 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6861 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 1000us/step - loss: 0.6858 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6853 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6845 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6830 - accuracy: 0.5556: 0s - loss: 0.6832 - accuracy: 0.
Epoch 36/100
359/359 [==============================] - 0s 972us/step - loss: 0.6803 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6750 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6638 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6435 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 976us/step - loss: 0.6196 - accuracy: 0.6867
Epoch 41/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6026 - accuracy: 0.7096
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5928 - accuracy: 0.7099
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5872 - accuracy: 0.7104
Epoch 44/100
359/359 [==============================] - 0s 965us/step - loss: 0.5835 - accuracy: 0.7076
Epoch 45/100
359/359 [==============================] - 0s 951us/step - loss: 0.5809 - accuracy: 0.7078
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5785 - accuracy: 0.7091
Epoch 47/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5760 - accuracy: 0.7117
Epoch 48/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5729 - accuracy: 0.7154
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5692 - accuracy: 0.7173
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5647 - accuracy: 0.7223
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5588 - accuracy: 0.7274
Epoch 52/100
359/359 [==============================] - 0s 993us/step - loss: 0.5513 - accuracy: 0.7338
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5420 - accuracy: 0.7430
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5312 - accuracy: 0.7529
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5197 - accuracy: 0.7576
Epoch 56/100
359/359 [==============================] - 0s 975us/step - loss: 0.5090 - accuracy: 0.7629
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5000 - accuracy: 0.7655
Epoch 58/100
359/359 [==============================] - 0s 970us/step - loss: 0.4932 - accuracy: 0.7684
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4883 - accuracy: 0.7672
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4842 - accuracy: 0.7685
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4812 - accuracy: 0.7678
Epoch 62/100
359/359 [==============================] - 0s 995us/step - loss: 0.4787 - accuracy: 0.7688
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4766 - accuracy: 0.7686
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4747 - accuracy: 0.7703
Epoch 65/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4729 - accuracy: 0.7719
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4716 - accuracy: 0.7714
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4704 - accuracy: 0.7722
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4692 - accuracy: 0.7725
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4681 - accuracy: 0.7711
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4668 - accuracy: 0.7723
Epoch 71/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4659 - accuracy: 0.7727
Epoch 72/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4654 - accuracy: 0.7719
Epoch 73/100
359/359 [==============================] - 0s 936us/step - loss: 0.4645 - accuracy: 0.7736
Epoch 74/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4638 - accuracy: 0.7721
Epoch 75/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4632 - accuracy: 0.7725
Epoch 76/100
359/359 [==============================] - 0s 996us/step - loss: 0.4625 - accuracy: 0.7734
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4620 - accuracy: 0.7729
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4618 - accuracy: 0.7737
Epoch 79/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4611 - accuracy: 0.7740
Epoch 80/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4605 - accuracy: 0.7759
Epoch 81/100
359/359 [==============================] - 0s 979us/step - loss: 0.4605 - accuracy: 0.7732
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4599 - accuracy: 0.7739
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4599 - accuracy: 0.7745
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4595 - accuracy: 0.7743
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4593 - accuracy: 0.7743
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4585 - accuracy: 0.7759
Epoch 87/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4587 - accuracy: 0.7759
Epoch 88/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4587 - accuracy: 0.7754
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4583 - accuracy: 0.7742
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7773
Epoch 91/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7745: 0s - loss: 0.4589 - accuracy: 0.77
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4577 - accuracy: 0.7766
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7783
Epoch 94/100
359/359 [==============================] - 0s 966us/step - loss: 0.4571 - accuracy: 0.7775
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7762
Epoch 96/100
359/359 [==============================] - 0s 967us/step - loss: 0.4570 - accuracy: 0.7769
Epoch 97/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4563 - accuracy: 0.7778
Epoch 98/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7785
Epoch 99/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7780: 0s - loss: 0.4584 - ac
Epoch 100/100
359/359 [==============================] - 0s 877us/step - loss: 0.4557 - accuracy: 0.7807
Epoch 1/100
359/359 [==============================] - 0s 872us/step - loss: 0.6898 - accuracy: 0.5554
Epoch 2/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6874 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 907us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 860us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 904us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 1s 3ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 850us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 815us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 863us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 862us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 863us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 844us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6875 - accuracy: 0.
Epoch 20/100
359/359 [==============================] - 0s 972us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 825us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 804us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 861us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 829us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 832us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 827us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 851us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 823us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6871 - accuracy: 0.55
Epoch 33/100
359/359 [==============================] - 0s 805us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 820us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 814us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 819us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 812us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 835us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 847us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 808us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 847us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 817us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 797us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 44/100
359/359 [==============================] - 0s 810us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 45/100
359/359 [==============================] - 0s 812us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 46/100
359/359 [==============================] - 0s 824us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 47/100
359/359 [==============================] - 0s 824us/step - loss: 0.6857 - accuracy: 0.5556
Epoch 48/100
359/359 [==============================] - 0s 826us/step - loss: 0.6852 - accuracy: 0.5556
Epoch 49/100
359/359 [==============================] - 0s 811us/step - loss: 0.6844 - accuracy: 0.5556
Epoch 50/100
359/359 [==============================] - 0s 802us/step - loss: 0.6828 - accuracy: 0.5556
Epoch 51/100
359/359 [==============================] - 0s 840us/step - loss: 0.6798 - accuracy: 0.5556
Epoch 52/100
359/359 [==============================] - 0s 836us/step - loss: 0.6737 - accuracy: 0.5556
Epoch 53/100
359/359 [==============================] - 0s 805us/step - loss: 0.6609 - accuracy: 0.5556
Epoch 54/100
359/359 [==============================] - 0s 813us/step - loss: 0.6388 - accuracy: 0.5556
Epoch 55/100
359/359 [==============================] - 0s 815us/step - loss: 0.6150 - accuracy: 0.7036
Epoch 56/100
359/359 [==============================] - 0s 884us/step - loss: 0.5977 - accuracy: 0.7273
Epoch 57/100
359/359 [==============================] - 0s 907us/step - loss: 0.5850 - accuracy: 0.7344
Epoch 58/100
359/359 [==============================] - 0s 877us/step - loss: 0.5740 - accuracy: 0.7402
Epoch 59/100
359/359 [==============================] - 0s 852us/step - loss: 0.5630 - accuracy: 0.7451
Epoch 60/100
359/359 [==============================] - 0s 806us/step - loss: 0.5513 - accuracy: 0.7498
Epoch 61/100
359/359 [==============================] - 0s 851us/step - loss: 0.5393 - accuracy: 0.7546
Epoch 62/100
359/359 [==============================] - 0s 817us/step - loss: 0.5284 - accuracy: 0.7534
Epoch 63/100
359/359 [==============================] - 0s 808us/step - loss: 0.5196 - accuracy: 0.7559
Epoch 64/100
359/359 [==============================] - 0s 811us/step - loss: 0.5122 - accuracy: 0.7589
Epoch 65/100
359/359 [==============================] - 0s 827us/step - loss: 0.5058 - accuracy: 0.7603
Epoch 66/100
359/359 [==============================] - 0s 814us/step - loss: 0.5005 - accuracy: 0.7626
Epoch 67/100
359/359 [==============================] - 0s 815us/step - loss: 0.4956 - accuracy: 0.7642
Epoch 68/100
359/359 [==============================] - 0s 817us/step - loss: 0.4911 - accuracy: 0.7664
Epoch 69/100
359/359 [==============================] - 0s 809us/step - loss: 0.4873 - accuracy: 0.7687
Epoch 70/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4837 - accuracy: 0.7701
Epoch 71/100
359/359 [==============================] - 0s 920us/step - loss: 0.4805 - accuracy: 0.7714
Epoch 72/100
359/359 [==============================] - 0s 870us/step - loss: 0.4780 - accuracy: 0.7707
Epoch 73/100
359/359 [==============================] - 0s 840us/step - loss: 0.4760 - accuracy: 0.7712
Epoch 74/100
359/359 [==============================] - 0s 886us/step - loss: 0.4743 - accuracy: 0.7715
Epoch 75/100
359/359 [==============================] - 0s 864us/step - loss: 0.4731 - accuracy: 0.7712
Epoch 76/100
359/359 [==============================] - 0s 873us/step - loss: 0.4720 - accuracy: 0.7717
Epoch 77/100
359/359 [==============================] - 0s 841us/step - loss: 0.4711 - accuracy: 0.7700
Epoch 78/100
359/359 [==============================] - 0s 906us/step - loss: 0.4704 - accuracy: 0.7717
Epoch 79/100
359/359 [==============================] - 0s 853us/step - loss: 0.4693 - accuracy: 0.7713
Epoch 80/100
359/359 [==============================] - 0s 873us/step - loss: 0.4689 - accuracy: 0.7719
Epoch 81/100
359/359 [==============================] - 0s 941us/step - loss: 0.4686 - accuracy: 0.7704
Epoch 82/100
359/359 [==============================] - 0s 867us/step - loss: 0.4677 - accuracy: 0.7710
Epoch 83/100
359/359 [==============================] - 0s 867us/step - loss: 0.4672 - accuracy: 0.7712
Epoch 84/100
359/359 [==============================] - 0s 875us/step - loss: 0.4667 - accuracy: 0.7711
Epoch 85/100
359/359 [==============================] - 0s 806us/step - loss: 0.4659 - accuracy: 0.7706
Epoch 86/100
359/359 [==============================] - 0s 829us/step - loss: 0.4659 - accuracy: 0.7688
Epoch 87/100
359/359 [==============================] - 0s 819us/step - loss: 0.4650 - accuracy: 0.7704
Epoch 88/100
359/359 [==============================] - 0s 814us/step - loss: 0.4647 - accuracy: 0.7710
Epoch 89/100
359/359 [==============================] - 0s 817us/step - loss: 0.4641 - accuracy: 0.7704
Epoch 90/100
359/359 [==============================] - 0s 825us/step - loss: 0.4633 - accuracy: 0.7705
Epoch 91/100
359/359 [==============================] - 0s 863us/step - loss: 0.4627 - accuracy: 0.7727
Epoch 92/100
359/359 [==============================] - 0s 797us/step - loss: 0.4622 - accuracy: 0.7704
Epoch 93/100
359/359 [==============================] - 0s 822us/step - loss: 0.4612 - accuracy: 0.7720
Epoch 94/100
359/359 [==============================] - 0s 813us/step - loss: 0.4610 - accuracy: 0.7707
Epoch 95/100
359/359 [==============================] - 0s 819us/step - loss: 0.4604 - accuracy: 0.7736
Epoch 96/100
359/359 [==============================] - 0s 818us/step - loss: 0.4600 - accuracy: 0.7744
Epoch 97/100
359/359 [==============================] - 0s 810us/step - loss: 0.4599 - accuracy: 0.7746
Epoch 98/100
359/359 [==============================] - 0s 814us/step - loss: 0.4594 - accuracy: 0.7757
Epoch 99/100
359/359 [==============================] - 0s 811us/step - loss: 0.4585 - accuracy: 0.7743
Epoch 100/100
359/359 [==============================] - 0s 837us/step - loss: 0.4585 - accuracy: 0.7739
Epoch 1/100
359/359 [==============================] - 0s 859us/step - loss: 0.6899 - accuracy: 0.5552
Epoch 2/100
359/359 [==============================] - 0s 862us/step - loss: 0.6874 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 886us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 833us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 891us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6869 - accuracy: 
Epoch 6/100
359/359 [==============================] - 0s 854us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 836us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 957us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 856us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 807us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 810us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 805us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 795us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 812us/step - loss: 0.6870 - accuracy: 0.55560s - loss: 0.6878 - accuracy: 0.
Epoch 17/100
359/359 [==============================] - 0s 790us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 821us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 787us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 817us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 809us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 790us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 822us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 802us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 809us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 810us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 818us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 807us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 800us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 828us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 814us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 799us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 833us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 820us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 812us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 800us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 818us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 807us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 800us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 851us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 828us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 44/100
359/359 [==============================] - 0s 812us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 45/100
359/359 [==============================] - 0s 822us/step - loss: 0.6855 - accuracy: 0.5556
Epoch 46/100
359/359 [==============================] - 0s 829us/step - loss: 0.6850 - accuracy: 0.5556
Epoch 47/100
359/359 [==============================] - 0s 811us/step - loss: 0.6842 - accuracy: 0.5556
Epoch 48/100
359/359 [==============================] - 0s 810us/step - loss: 0.6830 - accuracy: 0.5556
Epoch 49/100
359/359 [==============================] - 0s 810us/step - loss: 0.6809 - accuracy: 0.5556
Epoch 50/100
359/359 [==============================] - 0s 817us/step - loss: 0.6773 - accuracy: 0.5556
Epoch 51/100
359/359 [==============================] - 0s 798us/step - loss: 0.6706 - accuracy: 0.5556
Epoch 52/100
359/359 [==============================] - 0s 828us/step - loss: 0.6578 - accuracy: 0.5837
Epoch 53/100
359/359 [==============================] - 0s 812us/step - loss: 0.6345 - accuracy: 0.6835
Epoch 54/100
359/359 [==============================] - 0s 801us/step - loss: 0.6016 - accuracy: 0.7164
Epoch 55/100
359/359 [==============================] - 0s 810us/step - loss: 0.5748 - accuracy: 0.7212
Epoch 56/100
359/359 [==============================] - 0s 831us/step - loss: 0.5631 - accuracy: 0.7226
Epoch 57/100
359/359 [==============================] - 0s 807us/step - loss: 0.5589 - accuracy: 0.7245
Epoch 58/100
359/359 [==============================] - 0s 803us/step - loss: 0.5561 - accuracy: 0.7264
Epoch 59/100
359/359 [==============================] - 0s 819us/step - loss: 0.5535 - accuracy: 0.7256
Epoch 60/100
359/359 [==============================] - 0s 805us/step - loss: 0.5513 - accuracy: 0.7236
Epoch 61/100
359/359 [==============================] - 0s 805us/step - loss: 0.5493 - accuracy: 0.7264
Epoch 62/100
359/359 [==============================] - 0s 823us/step - loss: 0.5477 - accuracy: 0.7246
Epoch 63/100
359/359 [==============================] - 0s 806us/step - loss: 0.5462 - accuracy: 0.7264
Epoch 64/100
359/359 [==============================] - 0s 808us/step - loss: 0.5447 - accuracy: 0.7269
Epoch 65/100
359/359 [==============================] - 0s 804us/step - loss: 0.5434 - accuracy: 0.7262
Epoch 66/100
359/359 [==============================] - 0s 818us/step - loss: 0.5419 - accuracy: 0.7300
Epoch 67/100
359/359 [==============================] - 0s 876us/step - loss: 0.5405 - accuracy: 0.7313
Epoch 68/100
359/359 [==============================] - 0s 815us/step - loss: 0.5392 - accuracy: 0.7285
Epoch 69/100
359/359 [==============================] - 0s 874us/step - loss: 0.5381 - accuracy: 0.7295
Epoch 70/100
359/359 [==============================] - 0s 878us/step - loss: 0.5369 - accuracy: 0.7298
Epoch 71/100
359/359 [==============================] - 0s 826us/step - loss: 0.5362 - accuracy: 0.7281
Epoch 72/100
359/359 [==============================] - 0s 830us/step - loss: 0.5353 - accuracy: 0.7317
Epoch 73/100
359/359 [==============================] - 0s 810us/step - loss: 0.5345 - accuracy: 0.7298
Epoch 74/100
359/359 [==============================] - 0s 809us/step - loss: 0.5335 - accuracy: 0.7315
Epoch 75/100
359/359 [==============================] - 0s 832us/step - loss: 0.5327 - accuracy: 0.7326
Epoch 76/100
359/359 [==============================] - 0s 862us/step - loss: 0.5317 - accuracy: 0.7306
Epoch 77/100
359/359 [==============================] - 0s 811us/step - loss: 0.5307 - accuracy: 0.7328
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5298 - accuracy: 0.7346
Epoch 79/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5283 - accuracy: 0.7332
Epoch 80/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5272 - accuracy: 0.7323: 0s - loss: 0.5303 - 
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5259 - accuracy: 0.7350
Epoch 82/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5245 - accuracy: 0.7366
Epoch 83/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5233 - accuracy: 0.7414
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5222 - accuracy: 0.7423
Epoch 85/100
359/359 [==============================] - 0s 951us/step - loss: 0.5206 - accuracy: 0.7474
Epoch 86/100
359/359 [==============================] - 0s 992us/step - loss: 0.5189 - accuracy: 0.7491
Epoch 87/100
359/359 [==============================] - 0s 932us/step - loss: 0.5178 - accuracy: 0.7491
Epoch 88/100
359/359 [==============================] - 0s 932us/step - loss: 0.5164 - accuracy: 0.7495
Epoch 89/100
359/359 [==============================] - 0s 868us/step - loss: 0.5152 - accuracy: 0.7532
Epoch 90/100
359/359 [==============================] - 0s 893us/step - loss: 0.5139 - accuracy: 0.7521
Epoch 91/100
359/359 [==============================] - 0s 913us/step - loss: 0.5126 - accuracy: 0.7512
Epoch 92/100
359/359 [==============================] - 0s 813us/step - loss: 0.5117 - accuracy: 0.7534
Epoch 93/100
359/359 [==============================] - 0s 870us/step - loss: 0.5110 - accuracy: 0.7508
Epoch 94/100
359/359 [==============================] - 0s 868us/step - loss: 0.5100 - accuracy: 0.7556
Epoch 95/100
359/359 [==============================] - 0s 831us/step - loss: 0.5093 - accuracy: 0.7542
Epoch 96/100
359/359 [==============================] - 0s 882us/step - loss: 0.5084 - accuracy: 0.7549
Epoch 97/100
359/359 [==============================] - 0s 968us/step - loss: 0.5075 - accuracy: 0.7545
Epoch 98/100
359/359 [==============================] - 0s 893us/step - loss: 0.5072 - accuracy: 0.7555
Epoch 99/100
359/359 [==============================] - 0s 891us/step - loss: 0.5063 - accuracy: 0.7577
Epoch 100/100
359/359 [==============================] - 0s 868us/step - loss: 0.5063 - accuracy: 0.7557
Epoch 1/100
359/359 [==============================] - 0s 838us/step - loss: 0.6899 - accuracy: 0.5553
Epoch 2/100
359/359 [==============================] - 0s 868us/step - loss: 0.6875 - accuracy: 0.55560s - loss: 0.6885 - accura
Epoch 3/100
359/359 [==============================] - 0s 864us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 855us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 970us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 803us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 793us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 866us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 927us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 872us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 838us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 823us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 827us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 797us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 809us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 808us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 793us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 800us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 977us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 827us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 820us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 793us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 793us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 818us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 824us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 792us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 795us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 906us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 798us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 813us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 837us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 845us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 803us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 882us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 814us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 804us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 822us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 802us/step - loss: 0.6855 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 797us/step - loss: 0.6850 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 807us/step - loss: 0.6843 - accuracy: 0.5556
Epoch 44/100
359/359 [==============================] - 0s 830us/step - loss: 0.6831 - accuracy: 0.5556
Epoch 45/100
359/359 [==============================] - 0s 812us/step - loss: 0.6813 - accuracy: 0.5556
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6781 - accuracy: 0.5556
Epoch 47/100
359/359 [==============================] - 0s 812us/step - loss: 0.6725 - accuracy: 0.5560
Epoch 48/100
359/359 [==============================] - 0s 818us/step - loss: 0.6620 - accuracy: 0.5976
Epoch 49/100
359/359 [==============================] - 0s 837us/step - loss: 0.6430 - accuracy: 0.6829
Epoch 50/100
359/359 [==============================] - 0s 808us/step - loss: 0.6154 - accuracy: 0.7128
Epoch 51/100
359/359 [==============================] - 0s 812us/step - loss: 0.5899 - accuracy: 0.7191
Epoch 52/100
359/359 [==============================] - 0s 826us/step - loss: 0.5755 - accuracy: 0.7211
Epoch 53/100
359/359 [==============================] - 0s 819us/step - loss: 0.5694 - accuracy: 0.7215
Epoch 54/100
359/359 [==============================] - 0s 821us/step - loss: 0.5668 - accuracy: 0.7222
Epoch 55/100
359/359 [==============================] - 0s 825us/step - loss: 0.5652 - accuracy: 0.7215
Epoch 56/100
359/359 [==============================] - 0s 805us/step - loss: 0.5639 - accuracy: 0.7226
Epoch 57/100
359/359 [==============================] - 0s 822us/step - loss: 0.5625 - accuracy: 0.7217
Epoch 58/100
359/359 [==============================] - 0s 808us/step - loss: 0.5604 - accuracy: 0.7227
Epoch 59/100
359/359 [==============================] - 0s 804us/step - loss: 0.5573 - accuracy: 0.7224
Epoch 60/100
359/359 [==============================] - 0s 843us/step - loss: 0.5539 - accuracy: 0.72310s - loss: 0.5551 - accuracy: 
Epoch 61/100
359/359 [==============================] - 0s 834us/step - loss: 0.5502 - accuracy: 0.7226
Epoch 62/100
359/359 [==============================] - 0s 816us/step - loss: 0.5463 - accuracy: 0.7233
Epoch 63/100
359/359 [==============================] - 0s 812us/step - loss: 0.5431 - accuracy: 0.7276
Epoch 64/100
359/359 [==============================] - 0s 877us/step - loss: 0.5403 - accuracy: 0.7305
Epoch 65/100
359/359 [==============================] - 0s 816us/step - loss: 0.5379 - accuracy: 0.7328
Epoch 66/100
359/359 [==============================] - 0s 827us/step - loss: 0.5356 - accuracy: 0.7337
Epoch 67/100
359/359 [==============================] - 0s 836us/step - loss: 0.5337 - accuracy: 0.7338
Epoch 68/100
359/359 [==============================] - 0s 841us/step - loss: 0.5319 - accuracy: 0.7353
Epoch 69/100
359/359 [==============================] - 0s 800us/step - loss: 0.5302 - accuracy: 0.7350
Epoch 70/100
359/359 [==============================] - 0s 832us/step - loss: 0.5285 - accuracy: 0.7392
Epoch 71/100
359/359 [==============================] - 0s 824us/step - loss: 0.5269 - accuracy: 0.7402
Epoch 72/100
359/359 [==============================] - 0s 800us/step - loss: 0.5253 - accuracy: 0.7405
Epoch 73/100
359/359 [==============================] - 0s 805us/step - loss: 0.5238 - accuracy: 0.7409
Epoch 74/100
359/359 [==============================] - 0s 833us/step - loss: 0.5224 - accuracy: 0.7423
Epoch 75/100
359/359 [==============================] - 0s 807us/step - loss: 0.5210 - accuracy: 0.7433
Epoch 76/100
359/359 [==============================] - 0s 813us/step - loss: 0.5197 - accuracy: 0.7454
Epoch 77/100
359/359 [==============================] - 0s 824us/step - loss: 0.5185 - accuracy: 0.7447
Epoch 78/100
359/359 [==============================] - 0s 811us/step - loss: 0.5177 - accuracy: 0.7453
Epoch 79/100
359/359 [==============================] - 0s 807us/step - loss: 0.5167 - accuracy: 0.7446
Epoch 80/100
359/359 [==============================] - 0s 807us/step - loss: 0.5159 - accuracy: 0.7447
Epoch 81/100
359/359 [==============================] - 0s 819us/step - loss: 0.5154 - accuracy: 0.7466
Epoch 82/100
359/359 [==============================] - 0s 832us/step - loss: 0.5150 - accuracy: 0.7460
Epoch 83/100
359/359 [==============================] - 0s 812us/step - loss: 0.5142 - accuracy: 0.7435
Epoch 84/100
359/359 [==============================] - 0s 831us/step - loss: 0.5138 - accuracy: 0.7470
Epoch 85/100
359/359 [==============================] - 0s 815us/step - loss: 0.5134 - accuracy: 0.7456
Epoch 86/100
359/359 [==============================] - 0s 797us/step - loss: 0.5131 - accuracy: 0.7453
Epoch 87/100
359/359 [==============================] - 0s 817us/step - loss: 0.5127 - accuracy: 0.7461
Epoch 88/100
359/359 [==============================] - 0s 832us/step - loss: 0.5120 - accuracy: 0.7460
Epoch 89/100
359/359 [==============================] - 0s 808us/step - loss: 0.5121 - accuracy: 0.7447
Epoch 90/100
359/359 [==============================] - 0s 812us/step - loss: 0.5117 - accuracy: 0.7468
Epoch 91/100
359/359 [==============================] - 0s 830us/step - loss: 0.5117 - accuracy: 0.7439
Epoch 92/100
359/359 [==============================] - 0s 824us/step - loss: 0.5113 - accuracy: 0.7458
Epoch 93/100
359/359 [==============================] - 0s 810us/step - loss: 0.5110 - accuracy: 0.7475
Epoch 94/100
359/359 [==============================] - 0s 888us/step - loss: 0.5110 - accuracy: 0.7451
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5104 - accuracy: 0.7453
Epoch 96/100
359/359 [==============================] - 0s 817us/step - loss: 0.5104 - accuracy: 0.7469
Epoch 97/100
359/359 [==============================] - 0s 826us/step - loss: 0.5100 - accuracy: 0.7463
Epoch 98/100
359/359 [==============================] - 0s 809us/step - loss: 0.5097 - accuracy: 0.7468
Epoch 99/100
359/359 [==============================] - 0s 801us/step - loss: 0.5090 - accuracy: 0.7475
Epoch 100/100
359/359 [==============================] - 0s 821us/step - loss: 0.5091 - accuracy: 0.7458
Epoch 1/100
359/359 [==============================] - 0s 832us/step - loss: 0.6899 - accuracy: 0.5556
Epoch 2/100
359/359 [==============================] - 0s 883us/step - loss: 0.6875 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 854us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 848us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 862us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 863us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 831us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 865us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 844us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 814us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 828us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 826us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 822us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 816us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 799us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 824us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 811us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 819us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 811us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 819us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 808us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 804us/step - loss: 0.6869 - accuracy: 0.55560s - loss: 0.6865 - accuracy: 0.55
Epoch 25/100
359/359 [==============================] - 0s 822us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 840us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 801us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 820us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 801us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 806us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 822us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 849us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 814us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 799us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 835us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 815us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 809us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 808us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 817us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 809us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 805us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 833us/step - loss: 0.6854 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 804us/step - loss: 0.6848 - accuracy: 0.5556
Epoch 44/100
359/359 [==============================] - 0s 805us/step - loss: 0.6838 - accuracy: 0.5556
Epoch 45/100
359/359 [==============================] - 0s 864us/step - loss: 0.6820 - accuracy: 0.5556
Epoch 46/100
359/359 [==============================] - 0s 804us/step - loss: 0.6788 - accuracy: 0.5556
Epoch 47/100
359/359 [==============================] - 0s 808us/step - loss: 0.6726 - accuracy: 0.5556
Epoch 48/100
359/359 [==============================] - 0s 819us/step - loss: 0.6603 - accuracy: 0.5556
Epoch 49/100
359/359 [==============================] - 0s 839us/step - loss: 0.6388 - accuracy: 0.5556
Epoch 50/100
359/359 [==============================] - 0s 814us/step - loss: 0.6124 - accuracy: 0.6674
Epoch 51/100
359/359 [==============================] - 0s 799us/step - loss: 0.5921 - accuracy: 0.7043
Epoch 52/100
359/359 [==============================] - 0s 816us/step - loss: 0.5803 - accuracy: 0.7089
Epoch 53/100
359/359 [==============================] - 0s 814us/step - loss: 0.5739 - accuracy: 0.7129
Epoch 54/100
359/359 [==============================] - 0s 801us/step - loss: 0.5702 - accuracy: 0.7156
Epoch 55/100
359/359 [==============================] - 0s 820us/step - loss: 0.5679 - accuracy: 0.7161
Epoch 56/100
359/359 [==============================] - 0s 819us/step - loss: 0.5665 - accuracy: 0.7162
Epoch 57/100
359/359 [==============================] - 0s 811us/step - loss: 0.5654 - accuracy: 0.7161
Epoch 58/100
359/359 [==============================] - 0s 810us/step - loss: 0.5646 - accuracy: 0.7158
Epoch 59/100
359/359 [==============================] - 0s 836us/step - loss: 0.5639 - accuracy: 0.7165
Epoch 60/100
359/359 [==============================] - 0s 834us/step - loss: 0.5633 - accuracy: 0.7170
Epoch 61/100
359/359 [==============================] - 0s 802us/step - loss: 0.5629 - accuracy: 0.7165
Epoch 62/100
359/359 [==============================] - 0s 819us/step - loss: 0.5625 - accuracy: 0.7167
Epoch 63/100
359/359 [==============================] - 0s 799us/step - loss: 0.5621 - accuracy: 0.7167
Epoch 64/100
359/359 [==============================] - 0s 805us/step - loss: 0.5617 - accuracy: 0.7177
Epoch 65/100
359/359 [==============================] - 0s 815us/step - loss: 0.5612 - accuracy: 0.7165
Epoch 66/100
359/359 [==============================] - 0s 819us/step - loss: 0.5608 - accuracy: 0.7181
Epoch 67/100
359/359 [==============================] - 0s 812us/step - loss: 0.5603 - accuracy: 0.7194
Epoch 68/100
359/359 [==============================] - 0s 797us/step - loss: 0.5598 - accuracy: 0.7192
Epoch 69/100
359/359 [==============================] - 0s 857us/step - loss: 0.5591 - accuracy: 0.7211
Epoch 70/100
359/359 [==============================] - 0s 814us/step - loss: 0.5582 - accuracy: 0.7210
Epoch 71/100
359/359 [==============================] - 0s 797us/step - loss: 0.5575 - accuracy: 0.7204
Epoch 72/100
359/359 [==============================] - 0s 829us/step - loss: 0.5560 - accuracy: 0.7223
Epoch 73/100
359/359 [==============================] - 0s 793us/step - loss: 0.5544 - accuracy: 0.7239
Epoch 74/100
359/359 [==============================] - 0s 807us/step - loss: 0.5528 - accuracy: 0.7239
Epoch 75/100
359/359 [==============================] - 0s 812us/step - loss: 0.5505 - accuracy: 0.7265
Epoch 76/100
359/359 [==============================] - 0s 823us/step - loss: 0.5479 - accuracy: 0.7279
Epoch 77/100
359/359 [==============================] - 0s 813us/step - loss: 0.5445 - accuracy: 0.7305
Epoch 78/100
359/359 [==============================] - 0s 796us/step - loss: 0.5404 - accuracy: 0.7337
Epoch 79/100
359/359 [==============================] - 0s 913us/step - loss: 0.5352 - accuracy: 0.7373
Epoch 80/100
359/359 [==============================] - 0s 797us/step - loss: 0.5289 - accuracy: 0.7436
Epoch 81/100
359/359 [==============================] - 0s 834us/step - loss: 0.5214 - accuracy: 0.7488
Epoch 82/100
359/359 [==============================] - 0s 829us/step - loss: 0.5125 - accuracy: 0.7563
Epoch 83/100
359/359 [==============================] - 0s 885us/step - loss: 0.5030 - accuracy: 0.7602
Epoch 84/100
359/359 [==============================] - 0s 815us/step - loss: 0.4939 - accuracy: 0.7665
Epoch 85/100
359/359 [==============================] - 0s 800us/step - loss: 0.4861 - accuracy: 0.7693
Epoch 86/100
359/359 [==============================] - 0s 822us/step - loss: 0.4799 - accuracy: 0.7727
Epoch 87/100
359/359 [==============================] - 0s 821us/step - loss: 0.4753 - accuracy: 0.7750
Epoch 88/100
359/359 [==============================] - 0s 795us/step - loss: 0.4711 - accuracy: 0.7779
Epoch 89/100
359/359 [==============================] - 0s 832us/step - loss: 0.4675 - accuracy: 0.7778
Epoch 90/100
359/359 [==============================] - 0s 800us/step - loss: 0.4646 - accuracy: 0.7793
Epoch 91/100
359/359 [==============================] - 0s 808us/step - loss: 0.4613 - accuracy: 0.7812
Epoch 92/100
359/359 [==============================] - 0s 814us/step - loss: 0.4579 - accuracy: 0.7856
Epoch 93/100
359/359 [==============================] - 0s 824us/step - loss: 0.4556 - accuracy: 0.7861
Epoch 94/100
359/359 [==============================] - 0s 819us/step - loss: 0.4535 - accuracy: 0.7868
Epoch 95/100
359/359 [==============================] - 0s 796us/step - loss: 0.4519 - accuracy: 0.7877
Epoch 96/100
359/359 [==============================] - 0s 840us/step - loss: 0.4505 - accuracy: 0.7894
Epoch 97/100
359/359 [==============================] - 0s 811us/step - loss: 0.4490 - accuracy: 0.7896
Epoch 98/100
359/359 [==============================] - 0s 807us/step - loss: 0.4475 - accuracy: 0.7917
Epoch 99/100
359/359 [==============================] - 0s 846us/step - loss: 0.4457 - accuracy: 0.7940
Epoch 100/100
359/359 [==============================] - 0s 794us/step - loss: 0.4448 - accuracy: 0.7952
Epoch 1/100
359/359 [==============================] - 0s 863us/step - loss: 0.6899 - accuracy: 0.5555
Epoch 2/100
359/359 [==============================] - 0s 846us/step - loss: 0.6874 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 862us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 895us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 863us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 864us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 873us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 843us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 817us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 815us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 838us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 816us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 818us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 0s 804us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 0s 807us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 861us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 806us/step - loss: 0.6866 - accuracy: 0.55560s - loss: 0.6863 - accuracy: 0.55
Epoch 19/100
359/359 [==============================] - 0s 817us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 804us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 826us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 824us/step - loss: 0.6857 - accuracy: 0.55560s - loss: 0.6863 - accuracy: 0.
Epoch 23/100
359/359 [==============================] - 0s 808us/step - loss: 0.6852 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 839us/step - loss: 0.6844 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 830us/step - loss: 0.6829 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 810us/step - loss: 0.6803 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 819us/step - loss: 0.6754 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 836us/step - loss: 0.6652 - accuracy: 0.5930
Epoch 29/100
359/359 [==============================] - 0s 816us/step - loss: 0.6459 - accuracy: 0.6808
Epoch 30/100
359/359 [==============================] - 0s 801us/step - loss: 0.6202 - accuracy: 0.7017
Epoch 31/100
359/359 [==============================] - 0s 834us/step - loss: 0.6009 - accuracy: 0.7042
Epoch 32/100
359/359 [==============================] - 0s 804us/step - loss: 0.5891 - accuracy: 0.7036
Epoch 33/100
359/359 [==============================] - 0s 886us/step - loss: 0.5804 - accuracy: 0.7084
Epoch 34/100
359/359 [==============================] - 0s 963us/step - loss: 0.5719 - accuracy: 0.7140
Epoch 35/100
359/359 [==============================] - 0s 885us/step - loss: 0.5625 - accuracy: 0.7193
Epoch 36/100
359/359 [==============================] - 0s 818us/step - loss: 0.5520 - accuracy: 0.7257
Epoch 37/100
359/359 [==============================] - 0s 843us/step - loss: 0.5403 - accuracy: 0.7330
Epoch 38/100
359/359 [==============================] - 0s 795us/step - loss: 0.5277 - accuracy: 0.7432
Epoch 39/100
359/359 [==============================] - 0s 814us/step - loss: 0.5158 - accuracy: 0.7487
Epoch 40/100
359/359 [==============================] - 0s 807us/step - loss: 0.5055 - accuracy: 0.7539
Epoch 41/100
359/359 [==============================] - 0s 836us/step - loss: 0.4965 - accuracy: 0.7601
Epoch 42/100
359/359 [==============================] - 0s 810us/step - loss: 0.4889 - accuracy: 0.7591
Epoch 43/100
359/359 [==============================] - 0s 811us/step - loss: 0.4824 - accuracy: 0.7642
Epoch 44/100
359/359 [==============================] - 0s 827us/step - loss: 0.4768 - accuracy: 0.7644
Epoch 45/100
359/359 [==============================] - 0s 801us/step - loss: 0.4727 - accuracy: 0.7656
Epoch 46/100
359/359 [==============================] - 0s 798us/step - loss: 0.4691 - accuracy: 0.7651
Epoch 47/100
359/359 [==============================] - 0s 807us/step - loss: 0.4664 - accuracy: 0.7666
Epoch 48/100
359/359 [==============================] - 0s 850us/step - loss: 0.4647 - accuracy: 0.7671
Epoch 49/100
359/359 [==============================] - 0s 810us/step - loss: 0.4629 - accuracy: 0.7647
Epoch 50/100
359/359 [==============================] - 0s 801us/step - loss: 0.4619 - accuracy: 0.7673
Epoch 51/100
359/359 [==============================] - 0s 828us/step - loss: 0.4607 - accuracy: 0.7673
Epoch 52/100
359/359 [==============================] - 0s 805us/step - loss: 0.4596 - accuracy: 0.7699
Epoch 53/100
359/359 [==============================] - 0s 816us/step - loss: 0.4591 - accuracy: 0.7694
Epoch 54/100
359/359 [==============================] - 0s 832us/step - loss: 0.4584 - accuracy: 0.7712
Epoch 55/100
359/359 [==============================] - 0s 794us/step - loss: 0.4578 - accuracy: 0.7712
Epoch 56/100
359/359 [==============================] - 0s 806us/step - loss: 0.4568 - accuracy: 0.7743
Epoch 57/100
359/359 [==============================] - 0s 803us/step - loss: 0.4567 - accuracy: 0.7742
Epoch 58/100
359/359 [==============================] - 0s 814us/step - loss: 0.4559 - accuracy: 0.7746
Epoch 59/100
359/359 [==============================] - 0s 891us/step - loss: 0.4561 - accuracy: 0.7752
Epoch 60/100
359/359 [==============================] - 0s 800us/step - loss: 0.4552 - accuracy: 0.7777
Epoch 61/100
359/359 [==============================] - 0s 876us/step - loss: 0.4556 - accuracy: 0.7770
Epoch 62/100
359/359 [==============================] - 0s 801us/step - loss: 0.4554 - accuracy: 0.7755
Epoch 63/100
359/359 [==============================] - 0s 813us/step - loss: 0.4552 - accuracy: 0.7768
Epoch 64/100
359/359 [==============================] - 0s 862us/step - loss: 0.4549 - accuracy: 0.7778
Epoch 65/100
359/359 [==============================] - 0s 801us/step - loss: 0.4547 - accuracy: 0.7786
Epoch 66/100
359/359 [==============================] - 0s 807us/step - loss: 0.4546 - accuracy: 0.7755
Epoch 67/100
359/359 [==============================] - 0s 805us/step - loss: 0.4547 - accuracy: 0.7771
Epoch 68/100
359/359 [==============================] - 0s 822us/step - loss: 0.4544 - accuracy: 0.7770
Epoch 69/100
359/359 [==============================] - 0s 834us/step - loss: 0.4542 - accuracy: 0.7773
Epoch 70/100
359/359 [==============================] - 0s 814us/step - loss: 0.4540 - accuracy: 0.7799
Epoch 71/100
359/359 [==============================] - 0s 845us/step - loss: 0.4540 - accuracy: 0.7780
Epoch 72/100
359/359 [==============================] - 0s 799us/step - loss: 0.4540 - accuracy: 0.7776
Epoch 73/100
359/359 [==============================] - 0s 797us/step - loss: 0.4537 - accuracy: 0.7800
Epoch 74/100
359/359 [==============================] - 0s 815us/step - loss: 0.4532 - accuracy: 0.7780
Epoch 75/100
359/359 [==============================] - 0s 797us/step - loss: 0.4534 - accuracy: 0.7795
Epoch 76/100
359/359 [==============================] - 0s 876us/step - loss: 0.4536 - accuracy: 0.7798
Epoch 77/100
359/359 [==============================] - 0s 800us/step - loss: 0.4534 - accuracy: 0.7804
Epoch 78/100
359/359 [==============================] - 0s 817us/step - loss: 0.4526 - accuracy: 0.7766
Epoch 79/100
359/359 [==============================] - 0s 826us/step - loss: 0.4530 - accuracy: 0.7797
Epoch 80/100
359/359 [==============================] - 0s 884us/step - loss: 0.4526 - accuracy: 0.7797
Epoch 81/100
359/359 [==============================] - 0s 848us/step - loss: 0.4528 - accuracy: 0.7780
Epoch 82/100
359/359 [==============================] - 0s 805us/step - loss: 0.4528 - accuracy: 0.7791
Epoch 83/100
359/359 [==============================] - 0s 805us/step - loss: 0.4526 - accuracy: 0.7806
Epoch 84/100
359/359 [==============================] - 0s 807us/step - loss: 0.4522 - accuracy: 0.7801
Epoch 85/100
359/359 [==============================] - 0s 820us/step - loss: 0.4524 - accuracy: 0.7799
Epoch 86/100
359/359 [==============================] - 0s 815us/step - loss: 0.4528 - accuracy: 0.7783
Epoch 87/100
359/359 [==============================] - 0s 806us/step - loss: 0.4518 - accuracy: 0.7787
Epoch 88/100
359/359 [==============================] - 0s 818us/step - loss: 0.4522 - accuracy: 0.7813
Epoch 89/100
359/359 [==============================] - 0s 814us/step - loss: 0.4526 - accuracy: 0.7797
Epoch 90/100
359/359 [==============================] - 0s 805us/step - loss: 0.4523 - accuracy: 0.7799
Epoch 91/100
359/359 [==============================] - 0s 844us/step - loss: 0.4521 - accuracy: 0.7815
Epoch 92/100
359/359 [==============================] - 0s 831us/step - loss: 0.4519 - accuracy: 0.7790
Epoch 93/100
359/359 [==============================] - 0s 811us/step - loss: 0.4517 - accuracy: 0.7821
Epoch 94/100
359/359 [==============================] - 0s 815us/step - loss: 0.4516 - accuracy: 0.7797
Epoch 95/100
359/359 [==============================] - 0s 829us/step - loss: 0.4523 - accuracy: 0.7785
Epoch 96/100
359/359 [==============================] - 0s 811us/step - loss: 0.4517 - accuracy: 0.7807
Epoch 97/100
359/359 [==============================] - 0s 808us/step - loss: 0.4515 - accuracy: 0.7798
Epoch 98/100
359/359 [==============================] - 0s 831us/step - loss: 0.4516 - accuracy: 0.7782
Epoch 99/100
359/359 [==============================] - 0s 806us/step - loss: 0.4515 - accuracy: 0.7800
Epoch 100/100
359/359 [==============================] - 0s 802us/step - loss: 0.4515 - accuracy: 0.7805
Epoch 1/100
359/359 [==============================] - 0s 873us/step - loss: 0.6899 - accuracy: 0.5558
Epoch 2/100
359/359 [==============================] - 0s 878us/step - loss: 0.6875 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 0s 848us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 842us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 852us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 850us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 897us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 948us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556: 0s - loss: 0.6868 - accuracy: 0.55
Epoch 15/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556: 0s - loss: 0.6879 - accura
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556: 0s - loss: 0.6873 - accuracy
Epoch 23/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6866 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6864 - accuracy: 0.5556: 0s - loss: 0.6881 - accuracy: 0.
Epoch 33/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6863 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 995us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 955us/step - loss: 0.6859 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6855 - accuracy: 0.5556
Epoch 37/100
359/359 [==============================] - 0s 979us/step - loss: 0.6849 - accuracy: 0.5556
Epoch 38/100
359/359 [==============================] - 0s 994us/step - loss: 0.6841 - accuracy: 0.5556
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6828 - accuracy: 0.5556
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6808 - accuracy: 0.5556
Epoch 41/100
359/359 [==============================] - 0s 977us/step - loss: 0.6776 - accuracy: 0.5556
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6723 - accuracy: 0.5556
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6634 - accuracy: 0.5554
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6483 - accuracy: 0.6177
Epoch 45/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6250 - accuracy: 0.6932
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5973 - accuracy: 0.7047
Epoch 47/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5771 - accuracy: 0.7092
Epoch 48/100
359/359 [==============================] - 1s 1ms/step - loss: 0.5678 - accuracy: 0.7104
Epoch 49/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5632 - accuracy: 0.7134: 0s - loss: 0.5683 - ac
Epoch 50/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5589 - accuracy: 0.7176
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5540 - accuracy: 0.7192
Epoch 52/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5480 - accuracy: 0.7226
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5401 - accuracy: 0.7279
Epoch 54/100
359/359 [==============================] - 0s 899us/step - loss: 0.5298 - accuracy: 0.7357
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5171 - accuracy: 0.7423
Epoch 56/100
359/359 [==============================] - 0s 883us/step - loss: 0.5039 - accuracy: 0.7524
Epoch 57/100
359/359 [==============================] - 0s 819us/step - loss: 0.4917 - accuracy: 0.7597
Epoch 58/100
359/359 [==============================] - 0s 907us/step - loss: 0.4826 - accuracy: 0.7644
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4753 - accuracy: 0.7682
Epoch 60/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4705 - accuracy: 0.7712
Epoch 61/100
359/359 [==============================] - 0s 908us/step - loss: 0.4664 - accuracy: 0.7745
Epoch 62/100
359/359 [==============================] - 0s 898us/step - loss: 0.4635 - accuracy: 0.7755
Epoch 63/100
359/359 [==============================] - 0s 823us/step - loss: 0.4606 - accuracy: 0.7781
Epoch 64/100
359/359 [==============================] - 0s 805us/step - loss: 0.4582 - accuracy: 0.7785
Epoch 65/100
359/359 [==============================] - 0s 849us/step - loss: 0.4562 - accuracy: 0.7783
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7826
Epoch 67/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4539 - accuracy: 0.7826
Epoch 68/100
359/359 [==============================] - 0s 827us/step - loss: 0.4526 - accuracy: 0.7821
Epoch 69/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7833: 0s - loss: 0.4487 - accura
Epoch 70/100
359/359 [==============================] - 0s 820us/step - loss: 0.4517 - accuracy: 0.7809
Epoch 71/100
359/359 [==============================] - 0s 833us/step - loss: 0.4511 - accuracy: 0.7841
Epoch 72/100
359/359 [==============================] - 0s 823us/step - loss: 0.4504 - accuracy: 0.7843
Epoch 73/100
359/359 [==============================] - 0s 899us/step - loss: 0.4497 - accuracy: 0.7853
Epoch 74/100
359/359 [==============================] - 0s 937us/step - loss: 0.4493 - accuracy: 0.7828
Epoch 75/100
359/359 [==============================] - 0s 915us/step - loss: 0.4485 - accuracy: 0.7858
Epoch 76/100
359/359 [==============================] - 0s 824us/step - loss: 0.4476 - accuracy: 0.7854
Epoch 77/100
359/359 [==============================] - 0s 832us/step - loss: 0.4476 - accuracy: 0.7854
Epoch 78/100
359/359 [==============================] - 0s 938us/step - loss: 0.4467 - accuracy: 0.7860
Epoch 79/100
359/359 [==============================] - 0s 970us/step - loss: 0.4453 - accuracy: 0.7870
Epoch 80/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4444 - accuracy: 0.7861
Epoch 81/100
359/359 [==============================] - 0s 803us/step - loss: 0.4432 - accuracy: 0.7890
Epoch 82/100
359/359 [==============================] - 0s 845us/step - loss: 0.4430 - accuracy: 0.7884
Epoch 83/100
359/359 [==============================] - 0s 856us/step - loss: 0.4428 - accuracy: 0.7881
Epoch 84/100
359/359 [==============================] - 0s 953us/step - loss: 0.4426 - accuracy: 0.7880
Epoch 85/100
359/359 [==============================] - 0s 970us/step - loss: 0.4426 - accuracy: 0.7868
Epoch 86/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7889
Epoch 87/100
359/359 [==============================] - 0s 811us/step - loss: 0.4425 - accuracy: 0.7883
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7885
Epoch 89/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4423 - accuracy: 0.7886
Epoch 90/100
359/359 [==============================] - 0s 880us/step - loss: 0.4417 - accuracy: 0.7889
Epoch 91/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4427 - accuracy: 0.7886
Epoch 92/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4420 - accuracy: 0.7875
Epoch 93/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7875
Epoch 94/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4414 - accuracy: 0.7883
Epoch 95/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4425 - accuracy: 0.7887
Epoch 96/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4420 - accuracy: 0.7874
Epoch 97/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7866
Epoch 98/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4421 - accuracy: 0.7868: 0s - loss: 0.4434 - ac
Epoch 99/100
359/359 [==============================] - 1s 4ms/step - loss: 0.4420 - accuracy: 0.7880
Epoch 100/100
359/359 [==============================] - 1s 3ms/step - loss: 0.4418 - accuracy: 0.7877: 0s - loss: 0.4418 - accura
Epoch 1/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6897 - accuracy: 0.5529
Epoch 2/100
359/359 [==============================] - 1s 3ms/step - loss: 0.6874 - accuracy: 0.5556
Epoch 3/100
359/359 [==============================] - 1s 3ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 955us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 881us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 829us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 806us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 816us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 853us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 926us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 0s 855us/step - loss: 0.6867 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6866 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 825us/step - loss: 0.6865 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 821us/step - loss: 0.6864 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 805us/step - loss: 0.6862 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 893us/step - loss: 0.6860 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 799us/step - loss: 0.6856 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 806us/step - loss: 0.6851 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 818us/step - loss: 0.6844 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 823us/step - loss: 0.6833 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 887us/step - loss: 0.6815 - accuracy: 0.55560s - loss: 0.6814 - accuracy: 0.55
Epoch 28/100
359/359 [==============================] - 1s 1ms/step - loss: 0.6786 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6737 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 869us/step - loss: 0.6655 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6519 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6317 - accuracy: 0.6308
Epoch 33/100
359/359 [==============================] - 0s 926us/step - loss: 0.6079 - accuracy: 0.6985
Epoch 34/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5876 - accuracy: 0.7111
Epoch 35/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5735 - accuracy: 0.7171
Epoch 36/100
359/359 [==============================] - 1s 1ms/step - loss: 0.5638 - accuracy: 0.7239
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5560 - accuracy: 0.7274
Epoch 38/100
359/359 [==============================] - 0s 919us/step - loss: 0.5488 - accuracy: 0.7319
Epoch 39/100
359/359 [==============================] - 0s 942us/step - loss: 0.5416 - accuracy: 0.7366
Epoch 40/100
359/359 [==============================] - 0s 891us/step - loss: 0.5344 - accuracy: 0.7415
Epoch 41/100
359/359 [==============================] - 0s 863us/step - loss: 0.5270 - accuracy: 0.7461
Epoch 42/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5193 - accuracy: 0.7527
Epoch 43/100
359/359 [==============================] - 0s 974us/step - loss: 0.5128 - accuracy: 0.7579
Epoch 44/100
359/359 [==============================] - 1s 1ms/step - loss: 0.5070 - accuracy: 0.7632
Epoch 45/100
359/359 [==============================] - 1s 2ms/step - loss: 0.5021 - accuracy: 0.7650
Epoch 46/100
359/359 [==============================] - 0s 839us/step - loss: 0.4975 - accuracy: 0.7647
Epoch 47/100
359/359 [==============================] - 0s 892us/step - loss: 0.4933 - accuracy: 0.7651
Epoch 48/100
359/359 [==============================] - 0s 914us/step - loss: 0.4893 - accuracy: 0.7651
Epoch 49/100
359/359 [==============================] - 0s 859us/step - loss: 0.4856 - accuracy: 0.7686
Epoch 50/100
359/359 [==============================] - 0s 848us/step - loss: 0.4817 - accuracy: 0.7678
Epoch 51/100
359/359 [==============================] - 0s 842us/step - loss: 0.4786 - accuracy: 0.7707
Epoch 52/100
359/359 [==============================] - 0s 815us/step - loss: 0.4761 - accuracy: 0.7721
Epoch 53/100
359/359 [==============================] - 0s 953us/step - loss: 0.4739 - accuracy: 0.7739
Epoch 54/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4719 - accuracy: 0.7753
Epoch 55/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4703 - accuracy: 0.7774
Epoch 56/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4684 - accuracy: 0.7773: 0s - los
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4671 - accuracy: 0.7769
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4662 - accuracy: 0.7759
Epoch 59/100
359/359 [==============================] - 0s 918us/step - loss: 0.4646 - accuracy: 0.7742
Epoch 60/100
359/359 [==============================] - 0s 834us/step - loss: 0.4636 - accuracy: 0.7796
Epoch 61/100
359/359 [==============================] - 0s 888us/step - loss: 0.4633 - accuracy: 0.7766
Epoch 62/100
359/359 [==============================] - 0s 813us/step - loss: 0.4623 - accuracy: 0.7784
Epoch 63/100
359/359 [==============================] - 0s 803us/step - loss: 0.4620 - accuracy: 0.7772
Epoch 64/100
359/359 [==============================] - 0s 896us/step - loss: 0.4613 - accuracy: 0.7763
Epoch 65/100
359/359 [==============================] - 0s 857us/step - loss: 0.4606 - accuracy: 0.7765
Epoch 66/100
359/359 [==============================] - 0s 802us/step - loss: 0.4605 - accuracy: 0.7773
Epoch 67/100
359/359 [==============================] - 0s 820us/step - loss: 0.4598 - accuracy: 0.7781
Epoch 68/100
359/359 [==============================] - 0s 807us/step - loss: 0.4601 - accuracy: 0.7781
Epoch 69/100
359/359 [==============================] - 0s 809us/step - loss: 0.4593 - accuracy: 0.7783
Epoch 70/100
359/359 [==============================] - 0s 808us/step - loss: 0.4592 - accuracy: 0.7792
Epoch 71/100
359/359 [==============================] - 0s 825us/step - loss: 0.4586 - accuracy: 0.7772
Epoch 72/100
359/359 [==============================] - 0s 805us/step - loss: 0.4586 - accuracy: 0.7797
Epoch 73/100
359/359 [==============================] - 0s 914us/step - loss: 0.4586 - accuracy: 0.7789
Epoch 74/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4584 - accuracy: 0.7785: 0s - loss: 0.4625 - accura
Epoch 75/100
359/359 [==============================] - 0s 874us/step - loss: 0.4581 - accuracy: 0.7786
Epoch 76/100
359/359 [==============================] - 0s 957us/step - loss: 0.4578 - accuracy: 0.7793
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7803
Epoch 78/100
359/359 [==============================] - 1s 1ms/step - loss: 0.4576 - accuracy: 0.7800
Epoch 79/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4580 - accuracy: 0.7774
Epoch 80/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4575 - accuracy: 0.7784
Epoch 81/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7803
Epoch 82/100
359/359 [==============================] - 0s 846us/step - loss: 0.4569 - accuracy: 0.7793
Epoch 83/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4571 - accuracy: 0.7791
Epoch 84/100
359/359 [==============================] - 0s 828us/step - loss: 0.4569 - accuracy: 0.7812
Epoch 85/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7801
Epoch 86/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4567 - accuracy: 0.7799
Epoch 87/100
359/359 [==============================] - 1s 2ms/step - loss: 0.4560 - accuracy: 0.7810
Epoch 88/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7814
Epoch 89/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7820
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7789
Epoch 91/100
359/359 [==============================] - 0s 828us/step - loss: 0.4557 - accuracy: 0.7805
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7782
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7793
Epoch 94/100
359/359 [==============================] - 0s 889us/step - loss: 0.4557 - accuracy: 0.7801
Epoch 95/100
359/359 [==============================] - 0s 828us/step - loss: 0.4553 - accuracy: 0.7805
Epoch 96/100
359/359 [==============================] - 0s 815us/step - loss: 0.4552 - accuracy: 0.7765
Epoch 97/100
359/359 [==============================] - 0s 813us/step - loss: 0.4547 - accuracy: 0.7797
Epoch 98/100
359/359 [==============================] - 0s 825us/step - loss: 0.4555 - accuracy: 0.7794
Epoch 99/100
359/359 [==============================] - 0s 814us/step - loss: 0.4546 - accuracy: 0.7817
Epoch 100/100
359/359 [==============================] - 0s 817us/step - loss: 0.4549 - accuracy: 0.7804
Epoch 1/100
359/359 [==============================] - 0s 841us/step - loss: 0.6899 - accuracy: 0.5556
Epoch 2/100
359/359 [==============================] - 0s 838us/step - loss: 0.6875 - accuracy: 0.55560s - loss: 0.6877 - accuracy: 0.55
Epoch 3/100
359/359 [==============================] - 0s 910us/step - loss: 0.6871 - accuracy: 0.5556
Epoch 4/100
359/359 [==============================] - 0s 837us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 5/100
359/359 [==============================] - 0s 873us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 6/100
359/359 [==============================] - 0s 868us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 7/100
359/359 [==============================] - 0s 843us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 8/100
359/359 [==============================] - 0s 841us/step - loss: 0.6870 - accuracy: 0.5556
Epoch 9/100
359/359 [==============================] - 0s 864us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 10/100
359/359 [==============================] - 0s 847us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 11/100
359/359 [==============================] - 0s 831us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 12/100
359/359 [==============================] - 0s 865us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 13/100
359/359 [==============================] - 0s 860us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 14/100
359/359 [==============================] - 0s 895us/step - loss: 0.6869 - accuracy: 0.5556
Epoch 15/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 16/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6869 - accuracy: 0.5556
Epoch 17/100
359/359 [==============================] - 1s 2ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 18/100
359/359 [==============================] - 0s 971us/step - loss: 0.6868 - accuracy: 0.5556
Epoch 19/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 20/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6868 - accuracy: 0.5556
Epoch 21/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6867 - accuracy: 0.5556
Epoch 22/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6866 - accuracy: 0.5556
Epoch 23/100
359/359 [==============================] - 0s 948us/step - loss: 0.6866 - accuracy: 0.5556
Epoch 24/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6864 - accuracy: 0.5556
Epoch 25/100
359/359 [==============================] - 0s 987us/step - loss: 0.6863 - accuracy: 0.5556
Epoch 26/100
359/359 [==============================] - 0s 993us/step - loss: 0.6861 - accuracy: 0.5556
Epoch 27/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6858 - accuracy: 0.5556
Epoch 28/100
359/359 [==============================] - 0s 968us/step - loss: 0.6854 - accuracy: 0.5556
Epoch 29/100
359/359 [==============================] - 0s 954us/step - loss: 0.6848 - accuracy: 0.5556
Epoch 30/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6837 - accuracy: 0.5556
Epoch 31/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6819 - accuracy: 0.5556
Epoch 32/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6786 - accuracy: 0.5556
Epoch 33/100
359/359 [==============================] - 0s 1000us/step - loss: 0.6723 - accuracy: 0.5556
Epoch 34/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6598 - accuracy: 0.5556
Epoch 35/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6384 - accuracy: 0.5556
Epoch 36/100
359/359 [==============================] - 0s 1ms/step - loss: 0.6126 - accuracy: 0.6603
Epoch 37/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5925 - accuracy: 0.7030
Epoch 38/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5807 - accuracy: 0.7095
Epoch 39/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5740 - accuracy: 0.7133
Epoch 40/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5699 - accuracy: 0.7160
Epoch 41/100
359/359 [==============================] - 0s 930us/step - loss: 0.5670 - accuracy: 0.7163
Epoch 42/100
359/359 [==============================] - 0s 995us/step - loss: 0.5645 - accuracy: 0.7179
Epoch 43/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5622 - accuracy: 0.7187
Epoch 44/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5598 - accuracy: 0.7195
Epoch 45/100
359/359 [==============================] - 0s 958us/step - loss: 0.5572 - accuracy: 0.7198
Epoch 46/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5545 - accuracy: 0.7225
Epoch 47/100
359/359 [==============================] - 0s 967us/step - loss: 0.5513 - accuracy: 0.7238
Epoch 48/100
359/359 [==============================] - 0s 974us/step - loss: 0.5474 - accuracy: 0.7275
Epoch 49/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5436 - accuracy: 0.7299
Epoch 50/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5390 - accuracy: 0.7337
Epoch 51/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5339 - accuracy: 0.7374
Epoch 52/100
359/359 [==============================] - 0s 953us/step - loss: 0.5288 - accuracy: 0.7423
Epoch 53/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5226 - accuracy: 0.7475
Epoch 54/100
359/359 [==============================] - 0s 997us/step - loss: 0.5170 - accuracy: 0.7515
Epoch 55/100
359/359 [==============================] - 0s 1ms/step - loss: 0.5106 - accuracy: 0.7575
Epoch 56/100
359/359 [==============================] - 0s 955us/step - loss: 0.5046 - accuracy: 0.7624
Epoch 57/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4994 - accuracy: 0.7621
Epoch 58/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4953 - accuracy: 0.7651
Epoch 59/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4917 - accuracy: 0.7667
Epoch 60/100
359/359 [==============================] - 0s 965us/step - loss: 0.4890 - accuracy: 0.7666
Epoch 61/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4860 - accuracy: 0.7671
Epoch 62/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4842 - accuracy: 0.7676
Epoch 63/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4820 - accuracy: 0.7672: 0s - loss: 0.4839 - accuracy: 0.
Epoch 64/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4802 - accuracy: 0.7695
Epoch 65/100
359/359 [==============================] - 0s 990us/step - loss: 0.4786 - accuracy: 0.7681
Epoch 66/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4767 - accuracy: 0.7692
Epoch 67/100
359/359 [==============================] - 0s 976us/step - loss: 0.4757 - accuracy: 0.7698
Epoch 68/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4744 - accuracy: 0.7679: 0s - loss: 0.4700 - accuracy: 
Epoch 69/100
359/359 [==============================] - 0s 980us/step - loss: 0.4733 - accuracy: 0.7718
Epoch 70/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4724 - accuracy: 0.7710
Epoch 71/100
359/359 [==============================] - 0s 936us/step - loss: 0.4712 - accuracy: 0.7685
Epoch 72/100
359/359 [==============================] - 0s 992us/step - loss: 0.4702 - accuracy: 0.7719
Epoch 73/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4690 - accuracy: 0.7739: 0s - loss: 0.4673 - accuracy: 
Epoch 74/100
359/359 [==============================] - 0s 962us/step - loss: 0.4681 - accuracy: 0.7721
Epoch 75/100
359/359 [==============================] - 0s 998us/step - loss: 0.4671 - accuracy: 0.7715
Epoch 76/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4658 - accuracy: 0.7749
Epoch 77/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4639 - accuracy: 0.7753
Epoch 78/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4629 - accuracy: 0.7762
Epoch 79/100
359/359 [==============================] - 0s 975us/step - loss: 0.4616 - accuracy: 0.7784
Epoch 80/100
359/359 [==============================] - 0s 988us/step - loss: 0.4599 - accuracy: 0.7784
Epoch 81/100
359/359 [==============================] - 0s 1000us/step - loss: 0.4584 - accuracy: 0.7805
Epoch 82/100
359/359 [==============================] - 0s 967us/step - loss: 0.4572 - accuracy: 0.7786
Epoch 83/100
359/359 [==============================] - 0s 985us/step - loss: 0.4553 - accuracy: 0.7832
Epoch 84/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4539 - accuracy: 0.7807
Epoch 85/100
359/359 [==============================] - 0s 967us/step - loss: 0.4520 - accuracy: 0.7845
Epoch 86/100
359/359 [==============================] - 0s 992us/step - loss: 0.4515 - accuracy: 0.7858
Epoch 87/100
359/359 [==============================] - 0s 971us/step - loss: 0.4496 - accuracy: 0.7859
Epoch 88/100
359/359 [==============================] - 0s 985us/step - loss: 0.4490 - accuracy: 0.7883
Epoch 89/100
359/359 [==============================] - 0s 961us/step - loss: 0.4479 - accuracy: 0.7890
Epoch 90/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7902
Epoch 91/100
359/359 [==============================] - 0s 954us/step - loss: 0.4466 - accuracy: 0.7895
Epoch 92/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7898
Epoch 93/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7902
Epoch 94/100
359/359 [==============================] - 0s 952us/step - loss: 0.4450 - accuracy: 0.7898
Epoch 95/100
359/359 [==============================] - 0s 989us/step - loss: 0.4447 - accuracy: 0.7901
Epoch 96/100
359/359 [==============================] - 0s 1ms/step - loss: 0.4440 - accuracy: 0.7924
Epoch 97/100
359/359 [==============================] - 0s 936us/step - loss: 0.4446 - accuracy: 0.7924
Epoch 98/100
359/359 [==============================] - 0s 973us/step - loss: 0.4435 - accuracy: 0.7930
Epoch 99/100
359/359 [==============================] - 0s 992us/step - loss: 0.4440 - accuracy: 0.7914
Epoch 100/100
359/359 [==============================] - 0s 961us/step - loss: 0.4423 - accuracy: 0.7947
Epoch 1/500
359/359 [==============================] - 0s 1ms/step - loss: 0.6379 - accuracy: 0.6644
Epoch 2/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5603 - accuracy: 0.7237
Epoch 3/500
359/359 [==============================] - 0s 969us/step - loss: 0.5547 - accuracy: 0.7229
Epoch 4/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5505 - accuracy: 0.7224
Epoch 5/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5471 - accuracy: 0.7229
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5441 - accuracy: 0.7241
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5407 - accuracy: 0.7274
Epoch 8/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5374 - accuracy: 0.7294
Epoch 9/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5348 - accuracy: 0.7318
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5324 - accuracy: 0.7316
Epoch 11/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5308 - accuracy: 0.7336: 0s - loss: 0.5259 - accura
Epoch 12/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5291 - accuracy: 0.7335
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5276 - accuracy: 0.7361
Epoch 14/500
359/359 [==============================] - 0s 977us/step - loss: 0.5260 - accuracy: 0.7378
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5249 - accuracy: 0.7381
Epoch 16/500
359/359 [==============================] - 0s 986us/step - loss: 0.5237 - accuracy: 0.7385
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5225 - accuracy: 0.7418
Epoch 18/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5208 - accuracy: 0.7427
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5193 - accuracy: 0.7444
Epoch 20/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5174 - accuracy: 0.7441
Epoch 21/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5164 - accuracy: 0.7464
Epoch 22/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5146 - accuracy: 0.7467
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5136 - accuracy: 0.7491
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5124 - accuracy: 0.7488
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5113 - accuracy: 0.7503: 0s - loss: 0.5162 - accuracy: 
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5108 - accuracy: 0.7516: 0s - loss: 0.5163 - accuracy: 
Epoch 27/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5100 - accuracy: 0.7515
Epoch 28/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5094 - accuracy: 0.7524
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5091 - accuracy: 0.7515
Epoch 30/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5086 - accuracy: 0.7480
Epoch 31/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5078 - accuracy: 0.7511
Epoch 32/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5077 - accuracy: 0.7507: 0s - loss: 0.5082 - accuracy: 0.75
Epoch 33/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5068 - accuracy: 0.7500
Epoch 34/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5064 - accuracy: 0.7510
Epoch 35/500
359/359 [==============================] - 1s 2ms/step - loss: 0.5068 - accuracy: 0.7507
Epoch 36/500
359/359 [==============================] - 0s 861us/step - loss: 0.5067 - accuracy: 0.7497
Epoch 37/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5057 - accuracy: 0.7521
Epoch 38/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5059 - accuracy: 0.7525
Epoch 39/500
359/359 [==============================] - 1s 1ms/step - loss: 0.5056 - accuracy: 0.7515
Epoch 40/500
359/359 [==============================] - 1s 2ms/step - loss: 0.5052 - accuracy: 0.7508
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5052 - accuracy: 0.7500
Epoch 42/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5051 - accuracy: 0.7499
Epoch 43/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5048 - accuracy: 0.7517
Epoch 44/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5048 - accuracy: 0.7509
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5038 - accuracy: 0.7524
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5042 - accuracy: 0.7487
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5037 - accuracy: 0.7503: 0s - loss: 0.5008 - accuracy: 0.
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5031 - accuracy: 0.7515
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5033 - accuracy: 0.7522
Epoch 50/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5032 - accuracy: 0.7520
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5030 - accuracy: 0.7504
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5027 - accuracy: 0.7515
Epoch 53/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7512
Epoch 54/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7522
Epoch 55/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7515
Epoch 56/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5021 - accuracy: 0.7521
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5022 - accuracy: 0.7531
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5015 - accuracy: 0.7515
Epoch 59/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5014 - accuracy: 0.7535
Epoch 60/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5013 - accuracy: 0.7530
Epoch 61/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5013 - accuracy: 0.7536
Epoch 62/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5000 - accuracy: 0.7558
Epoch 63/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5005 - accuracy: 0.7539
Epoch 64/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5003 - accuracy: 0.7551
Epoch 65/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5004 - accuracy: 0.7533
Epoch 66/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4992 - accuracy: 0.7563
Epoch 67/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4995 - accuracy: 0.7539: 0s - loss: 0.5005 - accuracy: 0.75
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4995 - accuracy: 0.7542
Epoch 69/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4993 - accuracy: 0.7563
Epoch 70/500
359/359 [==============================] - 0s 970us/step - loss: 0.4988 - accuracy: 0.7537
Epoch 71/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4984 - accuracy: 0.7544: 0s - loss: 0.4990 - accuracy:  - ETA: 0s - loss: 0.5001 - accura
Epoch 72/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4994 - accuracy: 0.7525: 0s - loss: 0.4999 - accuracy: 0.75
Epoch 73/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4987 - accuracy: 0.7563
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4985 - accuracy: 0.7528
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4987 - accuracy: 0.7529
Epoch 76/500
359/359 [==============================] - 0s 991us/step - loss: 0.4985 - accuracy: 0.7566
Epoch 77/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4982 - accuracy: 0.7543
Epoch 78/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4981 - accuracy: 0.7538
Epoch 79/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4982 - accuracy: 0.7544
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4985 - accuracy: 0.7547
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4980 - accuracy: 0.7542
Epoch 82/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4980 - accuracy: 0.7546
Epoch 83/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4977 - accuracy: 0.7546
Epoch 84/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7552
Epoch 85/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4974 - accuracy: 0.7560
Epoch 86/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4978 - accuracy: 0.7540
Epoch 87/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7540
Epoch 88/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4975 - accuracy: 0.7529
Epoch 89/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4978 - accuracy: 0.7543
Epoch 90/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4977 - accuracy: 0.7532
Epoch 91/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4965 - accuracy: 0.7565
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7532
Epoch 93/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7549
Epoch 94/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4970 - accuracy: 0.7546
Epoch 95/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7549
Epoch 96/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4968 - accuracy: 0.7536
Epoch 97/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4973 - accuracy: 0.7529
Epoch 98/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4970 - accuracy: 0.7545
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4969 - accuracy: 0.7569
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4972 - accuracy: 0.7558
Epoch 101/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4965 - accuracy: 0.7547
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4970 - accuracy: 0.7550
Epoch 103/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4962 - accuracy: 0.7544
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4969 - accuracy: 0.7555
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4964 - accuracy: 0.7541
Epoch 106/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4961 - accuracy: 0.7559: 0s - loss: 0.4914 - 
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4960 - accuracy: 0.7576
Epoch 108/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4963 - accuracy: 0.7563
Epoch 109/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4960 - accuracy: 0.7554
Epoch 110/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4962 - accuracy: 0.7554
Epoch 111/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4958 - accuracy: 0.7553
Epoch 112/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4961 - accuracy: 0.7555
Epoch 113/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4954 - accuracy: 0.7561
Epoch 114/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4958 - accuracy: 0.7596
Epoch 115/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4958 - accuracy: 0.7577
Epoch 116/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4952 - accuracy: 0.7577
Epoch 117/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4954 - accuracy: 0.7561
Epoch 118/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4956 - accuracy: 0.7583
Epoch 119/500
359/359 [==============================] - ETA: 0s - loss: 0.4947 - accuracy: 0.75 - 0s 1ms/step - loss: 0.4954 - accuracy: 0.7566
Epoch 120/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4952 - accuracy: 0.7581
Epoch 121/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4951 - accuracy: 0.7573
Epoch 122/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4960 - accuracy: 0.7589
Epoch 123/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4948 - accuracy: 0.7589
Epoch 124/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4957 - accuracy: 0.7592
Epoch 125/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4955 - accuracy: 0.7580
Epoch 126/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4962 - accuracy: 0.7592
Epoch 127/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4949 - accuracy: 0.7577
Epoch 128/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4952 - accuracy: 0.7608: 0s - loss: 0.5022 - accuracy: 
Epoch 129/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4951 - accuracy: 0.7566
Epoch 130/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4953 - accuracy: 0.7580
Epoch 131/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4954 - accuracy: 0.7617
Epoch 132/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4947 - accuracy: 0.7576
Epoch 133/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4951 - accuracy: 0.7582
Epoch 134/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4947 - accuracy: 0.7585
Epoch 135/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4949 - accuracy: 0.7590
Epoch 136/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4950 - accuracy: 0.7556
Epoch 137/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4952 - accuracy: 0.7596
Epoch 138/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4945 - accuracy: 0.7590
Epoch 139/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7588
Epoch 140/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4943 - accuracy: 0.7582
Epoch 141/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4945 - accuracy: 0.7600
Epoch 142/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4946 - accuracy: 0.7604
Epoch 143/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4942 - accuracy: 0.7604
Epoch 144/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4942 - accuracy: 0.7616
Epoch 145/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4951 - accuracy: 0.7605
Epoch 146/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4944 - accuracy: 0.7603
Epoch 147/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4942 - accuracy: 0.7623
Epoch 148/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4941 - accuracy: 0.7602
Epoch 149/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7597
Epoch 150/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4947 - accuracy: 0.7586
Epoch 151/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4941 - accuracy: 0.7590
Epoch 152/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4942 - accuracy: 0.7609
Epoch 153/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7597
Epoch 154/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4944 - accuracy: 0.7613
Epoch 155/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4943 - accuracy: 0.7588
Epoch 156/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4944 - accuracy: 0.7615
Epoch 157/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7610
Epoch 158/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7596
Epoch 159/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7583
Epoch 160/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4936 - accuracy: 0.7603
Epoch 161/500
359/359 [==============================] - 0s 1000us/step - loss: 0.4943 - accuracy: 0.7594
Epoch 162/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4936 - accuracy: 0.7590
Epoch 163/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4941 - accuracy: 0.7570
Epoch 164/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4940 - accuracy: 0.7588
Epoch 165/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4937 - accuracy: 0.7575
Epoch 166/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4942 - accuracy: 0.7608
Epoch 167/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7606
Epoch 168/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7575
Epoch 169/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4941 - accuracy: 0.7581
Epoch 170/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7582
Epoch 171/500
359/359 [==============================] - 0s 981us/step - loss: 0.4936 - accuracy: 0.7616
Epoch 172/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4936 - accuracy: 0.7591
Epoch 173/500
359/359 [==============================] - 0s 994us/step - loss: 0.4937 - accuracy: 0.7587
Epoch 174/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4940 - accuracy: 0.7607
Epoch 175/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7606
Epoch 176/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4924 - accuracy: 0.7617
Epoch 177/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7610
Epoch 178/500
359/359 [==============================] - 0s 976us/step - loss: 0.4937 - accuracy: 0.7591
Epoch 179/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7614
Epoch 180/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7582
Epoch 181/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4932 - accuracy: 0.7599
Epoch 182/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4936 - accuracy: 0.7585
Epoch 183/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4938 - accuracy: 0.7593
Epoch 184/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7610
Epoch 185/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4946 - accuracy: 0.7574
Epoch 186/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4934 - accuracy: 0.7593
Epoch 187/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7594
Epoch 188/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7610
Epoch 189/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7600
Epoch 190/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4940 - accuracy: 0.7569
Epoch 191/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4938 - accuracy: 0.7590
Epoch 192/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4939 - accuracy: 0.7598
Epoch 193/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4932 - accuracy: 0.7606
Epoch 194/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7591
Epoch 195/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4928 - accuracy: 0.7603
Epoch 196/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7600: 0s - loss: 0.4909 - accuracy: 0.
Epoch 197/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7578
Epoch 198/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7583: 0s - loss: 0.4945 - accuracy: 0.75
Epoch 199/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7614
Epoch 200/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7590
Epoch 201/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7603
Epoch 202/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7586
Epoch 203/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7613
Epoch 204/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7588
Epoch 205/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7582
Epoch 206/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4930 - accuracy: 0.7614
Epoch 207/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7587
Epoch 208/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7610
Epoch 209/500
359/359 [==============================] - 0s 966us/step - loss: 0.4932 - accuracy: 0.7578
Epoch 210/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7608
Epoch 211/500
359/359 [==============================] - 0s 969us/step - loss: 0.4931 - accuracy: 0.7584
Epoch 212/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7601
Epoch 213/500
359/359 [==============================] - 0s 976us/step - loss: 0.4927 - accuracy: 0.7597
Epoch 214/500
359/359 [==============================] - 0s 988us/step - loss: 0.4935 - accuracy: 0.7567
Epoch 215/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4927 - accuracy: 0.7599
Epoch 216/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4928 - accuracy: 0.7590
Epoch 217/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4938 - accuracy: 0.7590
Epoch 218/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7611
Epoch 219/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7603
Epoch 220/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7595
Epoch 221/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4929 - accuracy: 0.7590
Epoch 222/500
359/359 [==============================] - 0s 979us/step - loss: 0.4926 - accuracy: 0.7607
Epoch 223/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7602
Epoch 224/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4927 - accuracy: 0.7609
Epoch 225/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7587
Epoch 226/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4925 - accuracy: 0.7606
Epoch 227/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4930 - accuracy: 0.7610
Epoch 228/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4938 - accuracy: 0.7610
Epoch 229/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7591
Epoch 230/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4929 - accuracy: 0.7583
Epoch 231/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4935 - accuracy: 0.7587
Epoch 232/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4923 - accuracy: 0.7577
Epoch 233/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7617
Epoch 234/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7605
Epoch 235/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7581
Epoch 236/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4931 - accuracy: 0.7603
Epoch 237/500
359/359 [==============================] - 0s 988us/step - loss: 0.4932 - accuracy: 0.7592
Epoch 238/500
359/359 [==============================] - 0s 981us/step - loss: 0.4929 - accuracy: 0.7602
Epoch 239/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4929 - accuracy: 0.7576
Epoch 240/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4930 - accuracy: 0.7597
Epoch 241/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4929 - accuracy: 0.7616
Epoch 242/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4932 - accuracy: 0.7605
Epoch 243/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4928 - accuracy: 0.7603
Epoch 244/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4934 - accuracy: 0.7594
Epoch 245/500
359/359 [==============================] - 0s 972us/step - loss: 0.4932 - accuracy: 0.7591
Epoch 246/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4932 - accuracy: 0.7608
Epoch 247/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7607
Epoch 248/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4928 - accuracy: 0.7597
Epoch 249/500
359/359 [==============================] - 0s 998us/step - loss: 0.4925 - accuracy: 0.7597
Epoch 250/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4933 - accuracy: 0.7585
Epoch 251/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4927 - accuracy: 0.7597
Epoch 252/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4930 - accuracy: 0.7606
Epoch 253/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4924 - accuracy: 0.7611
Epoch 254/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7604
Epoch 255/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4919 - accuracy: 0.7612
Epoch 256/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4930 - accuracy: 0.7616
Epoch 257/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4922 - accuracy: 0.7615
Epoch 258/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7601
Epoch 259/500
359/359 [==============================] - 0s 992us/step - loss: 0.4919 - accuracy: 0.7608
Epoch 260/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7573
Epoch 261/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4926 - accuracy: 0.7617
Epoch 262/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4925 - accuracy: 0.7602
Epoch 263/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4927 - accuracy: 0.7577
Epoch 264/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4919 - accuracy: 0.7599
Epoch 265/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4925 - accuracy: 0.7609
Epoch 266/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4924 - accuracy: 0.7601
Epoch 267/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4920 - accuracy: 0.7602
Epoch 268/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4922 - accuracy: 0.7579
Epoch 269/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4916 - accuracy: 0.7611
Epoch 270/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4915 - accuracy: 0.7592
Epoch 271/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4917 - accuracy: 0.7620
Epoch 272/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4916 - accuracy: 0.7590
Epoch 273/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4916 - accuracy: 0.7597
Epoch 274/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4917 - accuracy: 0.7626
Epoch 275/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4917 - accuracy: 0.7590
Epoch 276/500
359/359 [==============================] - 0s 989us/step - loss: 0.4908 - accuracy: 0.7610
Epoch 277/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4913 - accuracy: 0.7606
Epoch 278/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4909 - accuracy: 0.7622
Epoch 279/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4912 - accuracy: 0.7615
Epoch 280/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4918 - accuracy: 0.7591
Epoch 281/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4911 - accuracy: 0.7591
Epoch 282/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4907 - accuracy: 0.7598
Epoch 283/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4912 - accuracy: 0.7577
Epoch 284/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4904 - accuracy: 0.7600
Epoch 285/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4908 - accuracy: 0.7617
Epoch 286/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4897 - accuracy: 0.7592
Epoch 287/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4907 - accuracy: 0.7603
Epoch 288/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4907 - accuracy: 0.7577
Epoch 289/500
359/359 [==============================] - 0s 994us/step - loss: 0.4906 - accuracy: 0.7615
Epoch 290/500
359/359 [==============================] - 0s 974us/step - loss: 0.4896 - accuracy: 0.7586
Epoch 291/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4903 - accuracy: 0.7599
Epoch 292/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4893 - accuracy: 0.7612
Epoch 293/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4884 - accuracy: 0.7593
Epoch 294/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4902 - accuracy: 0.7594: 0s - loss: 0.4893 - accuracy: 0.75
Epoch 295/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4900 - accuracy: 0.7617
Epoch 296/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7602
Epoch 297/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4895 - accuracy: 0.7608
Epoch 298/500
359/359 [==============================] - 0s 974us/step - loss: 0.4890 - accuracy: 0.7613
Epoch 299/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4894 - accuracy: 0.7616
Epoch 300/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7596
Epoch 301/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7624
Epoch 302/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4882 - accuracy: 0.7598
Epoch 303/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4891 - accuracy: 0.7586
Epoch 304/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4891 - accuracy: 0.7587
Epoch 305/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4885 - accuracy: 0.7578
Epoch 306/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7577
Epoch 307/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4885 - accuracy: 0.7578
Epoch 308/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4884 - accuracy: 0.7591
Epoch 309/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4873 - accuracy: 0.7617
Epoch 310/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4874 - accuracy: 0.7585: 0s - loss: 0.4869 - accuracy: 0.75
Epoch 311/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4874 - accuracy: 0.7581
Epoch 312/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4876 - accuracy: 0.7593
Epoch 313/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4872 - accuracy: 0.7583
Epoch 314/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4873 - accuracy: 0.7574
Epoch 315/500
359/359 [==============================] - 0s 979us/step - loss: 0.4873 - accuracy: 0.7572
Epoch 316/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4866 - accuracy: 0.7597
Epoch 317/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4869 - accuracy: 0.7583
Epoch 318/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4868 - accuracy: 0.7569
Epoch 319/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4861 - accuracy: 0.7605
Epoch 320/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4858 - accuracy: 0.7585
Epoch 321/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4864 - accuracy: 0.7608
Epoch 322/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4857 - accuracy: 0.7610
Epoch 323/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4860 - accuracy: 0.7609
Epoch 324/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4856 - accuracy: 0.7614
Epoch 325/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4858 - accuracy: 0.7635
Epoch 326/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4854 - accuracy: 0.7612
Epoch 327/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4852 - accuracy: 0.7634
Epoch 328/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4849 - accuracy: 0.7628: 0s - loss: 0.4896 - accu
Epoch 329/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4847 - accuracy: 0.7615
Epoch 330/500
359/359 [==============================] - 1s 3ms/step - loss: 0.4838 - accuracy: 0.7634
Epoch 331/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4838 - accuracy: 0.7623
Epoch 332/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4835 - accuracy: 0.7653
Epoch 333/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4831 - accuracy: 0.7637
Epoch 334/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4834 - accuracy: 0.7625
Epoch 335/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4821 - accuracy: 0.7646
Epoch 336/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4821 - accuracy: 0.7663
Epoch 337/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4827 - accuracy: 0.7654
Epoch 338/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4821 - accuracy: 0.7674
Epoch 339/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4812 - accuracy: 0.7661
Epoch 340/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4820 - accuracy: 0.7637
Epoch 341/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4819 - accuracy: 0.7657
Epoch 342/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4820 - accuracy: 0.7654
Epoch 343/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4816 - accuracy: 0.7679
Epoch 344/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4811 - accuracy: 0.7651
Epoch 345/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4816 - accuracy: 0.7648
Epoch 346/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4812 - accuracy: 0.7664: 0s - loss: 0.4886 - accuracy
Epoch 347/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4813 - accuracy: 0.7657
Epoch 348/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4813 - accuracy: 0.7681
Epoch 349/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4821 - accuracy: 0.7661
Epoch 350/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4809 - accuracy: 0.7673
Epoch 351/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4810 - accuracy: 0.7660
Epoch 352/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4815 - accuracy: 0.7640: 0s - loss: 0.4795 - ac
Epoch 353/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4811 - accuracy: 0.7651
Epoch 354/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4806 - accuracy: 0.7653
Epoch 355/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4808 - accuracy: 0.7689
Epoch 356/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4810 - accuracy: 0.7679
Epoch 357/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4804 - accuracy: 0.7665
Epoch 358/500
359/359 [==============================] - ETA: 0s - loss: 0.4819 - accuracy: 0.76 - 0s 1ms/step - loss: 0.4801 - accuracy: 0.7658
Epoch 359/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4807 - accuracy: 0.7655
Epoch 360/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4798 - accuracy: 0.7654: 0s - loss: 0.4770 - accuracy
Epoch 361/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4796 - accuracy: 0.7661
Epoch 362/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4804 - accuracy: 0.7681: 0s - loss: 0.4832 - accuracy: 
Epoch 363/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4804 - accuracy: 0.7662
Epoch 364/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4809 - accuracy: 0.7642
Epoch 365/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4808 - accuracy: 0.7653
Epoch 366/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4799 - accuracy: 0.7658
Epoch 367/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4800 - accuracy: 0.7654
Epoch 368/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4796 - accuracy: 0.7627
Epoch 369/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4795 - accuracy: 0.7669
Epoch 370/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4792 - accuracy: 0.7649
Epoch 371/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4795 - accuracy: 0.7677
Epoch 372/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4784 - accuracy: 0.7702
Epoch 373/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4768 - accuracy: 0.7677
Epoch 374/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4751 - accuracy: 0.7685
Epoch 375/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4733 - accuracy: 0.7704
Epoch 376/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4717 - accuracy: 0.7704
Epoch 377/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4703 - accuracy: 0.7725
Epoch 378/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4679 - accuracy: 0.7722
Epoch 379/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4677 - accuracy: 0.7733
Epoch 380/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4666 - accuracy: 0.7733
Epoch 381/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4657 - accuracy: 0.7725
Epoch 382/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4652 - accuracy: 0.7723
Epoch 383/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4639 - accuracy: 0.7725
Epoch 384/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4632 - accuracy: 0.7737
Epoch 385/500
359/359 [==============================] - 0s 996us/step - loss: 0.4633 - accuracy: 0.7730
Epoch 386/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4620 - accuracy: 0.7739
Epoch 387/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4620 - accuracy: 0.7743
Epoch 388/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4616 - accuracy: 0.7723
Epoch 389/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4616 - accuracy: 0.7749
Epoch 390/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4610 - accuracy: 0.7750
Epoch 391/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4604 - accuracy: 0.7750
Epoch 392/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4607 - accuracy: 0.7753
Epoch 393/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4609 - accuracy: 0.7739
Epoch 394/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4602 - accuracy: 0.7752
Epoch 395/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4606 - accuracy: 0.7764
Epoch 396/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4598 - accuracy: 0.7741
Epoch 397/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4594 - accuracy: 0.7755
Epoch 398/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4599 - accuracy: 0.7753
Epoch 399/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4591 - accuracy: 0.7770
Epoch 400/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4596 - accuracy: 0.7761
Epoch 401/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4583 - accuracy: 0.7764
Epoch 402/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7768
Epoch 403/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4595 - accuracy: 0.7753
Epoch 404/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4577 - accuracy: 0.7761
Epoch 405/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4583 - accuracy: 0.7741
Epoch 406/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4585 - accuracy: 0.7768
Epoch 407/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4588 - accuracy: 0.7734
Epoch 408/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7736
Epoch 409/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4580 - accuracy: 0.7761
Epoch 410/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4587 - accuracy: 0.7751
Epoch 411/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4580 - accuracy: 0.7763
Epoch 412/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4583 - accuracy: 0.7741
Epoch 413/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4579 - accuracy: 0.7744
Epoch 414/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7761
Epoch 415/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7757
Epoch 416/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7719
Epoch 417/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7770
Epoch 418/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4579 - accuracy: 0.7774
Epoch 419/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7752
Epoch 420/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7758
Epoch 421/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4579 - accuracy: 0.7773
Epoch 422/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7762
Epoch 423/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7778
Epoch 424/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7764
Epoch 425/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7755
Epoch 426/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7789
Epoch 427/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7748
Epoch 428/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7756
Epoch 429/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7748
Epoch 430/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7757
Epoch 431/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7772
Epoch 432/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7773
Epoch 433/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7769
Epoch 434/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7748
Epoch 435/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7769
Epoch 436/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7772
Epoch 437/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4570 - accuracy: 0.7768
Epoch 438/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7772
Epoch 439/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7746
Epoch 440/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7770
Epoch 441/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7749
Epoch 442/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7805
Epoch 443/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7763
Epoch 444/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7773: 0s - loss: 0.4586 - accuracy: 0.77
Epoch 445/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4564 - accuracy: 0.7758
Epoch 446/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4561 - accuracy: 0.7774
Epoch 447/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7774
Epoch 448/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7787
Epoch 449/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7774
Epoch 450/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7771
Epoch 451/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7777
Epoch 452/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7751
Epoch 453/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7746
Epoch 454/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4564 - accuracy: 0.7786
Epoch 455/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7767
Epoch 456/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4561 - accuracy: 0.7786
Epoch 457/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7765
Epoch 458/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7766
Epoch 459/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7769
Epoch 460/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7751
Epoch 461/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7781
Epoch 462/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7758
Epoch 463/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7780
Epoch 464/500
359/359 [==============================] - 0s 965us/step - loss: 0.4557 - accuracy: 0.7779
Epoch 465/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7761
Epoch 466/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7780
Epoch 467/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7800
Epoch 468/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7770
Epoch 469/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7757
Epoch 470/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7787
Epoch 471/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4561 - accuracy: 0.7786
Epoch 472/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7765: 0s - loss: 0.4551 - accuracy: 
Epoch 473/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7781
Epoch 474/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7778
Epoch 475/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7773
Epoch 476/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7770
Epoch 477/500
359/359 [==============================] - 0s 980us/step - loss: 0.4569 - accuracy: 0.7762
Epoch 478/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7773
Epoch 479/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7763
Epoch 480/500
359/359 [==============================] - 0s 980us/step - loss: 0.4561 - accuracy: 0.7763
Epoch 481/500
359/359 [==============================] - 0s 974us/step - loss: 0.4566 - accuracy: 0.7755
Epoch 482/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7776
Epoch 483/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7765
Epoch 484/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7766
Epoch 485/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7768
Epoch 486/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7770
Epoch 487/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7792: 0s - loss: 0.4546 - accuracy: 
Epoch 488/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7762
Epoch 489/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7792
Epoch 490/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7780
Epoch 491/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7764
Epoch 492/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7771
Epoch 493/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7786
Epoch 494/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7774
Epoch 495/500
359/359 [==============================] - 0s 934us/step - loss: 0.4551 - accuracy: 0.7778
Epoch 496/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7780
Epoch 497/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7768
Epoch 498/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7785
Epoch 499/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7769
Epoch 500/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7762
Epoch 1/500
359/359 [==============================] - 0s 1ms/step - loss: 0.6478 - accuracy: 0.6305
Epoch 2/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5651 - accuracy: 0.7244
Epoch 3/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5566 - accuracy: 0.7229
Epoch 4/500
359/359 [==============================] - 0s 937us/step - loss: 0.5518 - accuracy: 0.7256
Epoch 5/500
359/359 [==============================] - 0s 952us/step - loss: 0.5468 - accuracy: 0.7290
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5368 - accuracy: 0.7332
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5194 - accuracy: 0.7445
Epoch 8/500
359/359 [==============================] - 1s 2ms/step - loss: 0.5017 - accuracy: 0.7583
Epoch 9/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4884 - accuracy: 0.7647
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4786 - accuracy: 0.7661
Epoch 11/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4719 - accuracy: 0.7698
Epoch 12/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4688 - accuracy: 0.7698
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4659 - accuracy: 0.7708
Epoch 14/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4647 - accuracy: 0.7746: 0s - loss: 0.4673 - accuracy: 0.77
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4628 - accuracy: 0.7755
Epoch 16/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4613 - accuracy: 0.7763
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4613 - accuracy: 0.7762
Epoch 18/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4600 - accuracy: 0.7768
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4596 - accuracy: 0.7763
Epoch 20/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4589 - accuracy: 0.7762
Epoch 21/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4581 - accuracy: 0.7778
Epoch 22/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7760
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4579 - accuracy: 0.7790
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7771
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4572 - accuracy: 0.7795
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7788
Epoch 27/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7812
Epoch 28/500
359/359 [==============================] - 0s 977us/step - loss: 0.4564 - accuracy: 0.7803
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7780
Epoch 30/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7793
Epoch 31/500
359/359 [==============================] - 0s 981us/step - loss: 0.4556 - accuracy: 0.7800
Epoch 32/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7810
Epoch 33/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7795
Epoch 34/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4545 - accuracy: 0.7805
Epoch 35/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7800
Epoch 36/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7818
Epoch 37/500
359/359 [==============================] - 0s 980us/step - loss: 0.4541 - accuracy: 0.7790
Epoch 38/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4537 - accuracy: 0.7807
Epoch 39/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4530 - accuracy: 0.7807
Epoch 40/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7815
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4525 - accuracy: 0.7818
Epoch 42/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7816
Epoch 43/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7802
Epoch 44/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7827
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7847
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7827
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7830
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7847
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7834
Epoch 50/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7843
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7841
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7830: 0s - loss: 0.4424 - accuracy: 
Epoch 53/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7821
Epoch 54/500
359/359 [==============================] - 0s 993us/step - loss: 0.4467 - accuracy: 0.7838
Epoch 55/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7836
Epoch 56/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7836
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7845: 0s - loss: 0.4490 - accuracy: 
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7841
Epoch 59/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7814
Epoch 60/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7865
Epoch 61/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7836
Epoch 62/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7836
Epoch 63/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7857
Epoch 64/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7838
Epoch 65/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7846
Epoch 66/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7843
Epoch 67/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7841
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7832
Epoch 69/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7856
Epoch 70/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7847
Epoch 71/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7831
Epoch 72/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7841
Epoch 73/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7834
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4454 - accuracy: 0.7849
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7851
Epoch 76/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4448 - accuracy: 0.7848
Epoch 77/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7851
Epoch 78/500
359/359 [==============================] - 0s 971us/step - loss: 0.4450 - accuracy: 0.7845
Epoch 79/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4449 - accuracy: 0.7851
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4441 - accuracy: 0.7841
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4443 - accuracy: 0.7847
Epoch 82/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4440 - accuracy: 0.7847
Epoch 83/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4447 - accuracy: 0.7834
Epoch 84/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4443 - accuracy: 0.7860
Epoch 85/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4442 - accuracy: 0.7850
Epoch 86/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4444 - accuracy: 0.7837
Epoch 87/500
359/359 [==============================] - 0s 987us/step - loss: 0.4440 - accuracy: 0.7846
Epoch 88/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4441 - accuracy: 0.7865
Epoch 89/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4441 - accuracy: 0.7854
Epoch 90/500
359/359 [==============================] - 0s 977us/step - loss: 0.4437 - accuracy: 0.7859
Epoch 91/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4438 - accuracy: 0.7838
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7839
Epoch 93/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4432 - accuracy: 0.7846
Epoch 94/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4436 - accuracy: 0.7839
Epoch 95/500
359/359 [==============================] - 0s 968us/step - loss: 0.4431 - accuracy: 0.7856
Epoch 96/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7863
Epoch 97/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4433 - accuracy: 0.7845: 0s - loss: 0.4412 - accuracy: 0.
Epoch 98/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4434 - accuracy: 0.7866
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4431 - accuracy: 0.7858
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7850
Epoch 101/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4433 - accuracy: 0.7856
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4432 - accuracy: 0.7850
Epoch 103/500
359/359 [==============================] - 0s 982us/step - loss: 0.4435 - accuracy: 0.7860
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7866
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4426 - accuracy: 0.7861
Epoch 106/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7868
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7869
Epoch 108/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7847
Epoch 109/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4418 - accuracy: 0.7834
Epoch 110/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7852
Epoch 111/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7847
Epoch 112/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7864
Epoch 113/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7858
Epoch 114/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7862
Epoch 115/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7861
Epoch 116/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7848
Epoch 117/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7877: 0s - loss: 0.4405 - accuracy: 0.78
Epoch 118/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4410 - accuracy: 0.7871
Epoch 119/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7887
Epoch 120/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7875
Epoch 121/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4392 - accuracy: 0.7873
Epoch 122/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7889
Epoch 123/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7881: 0s - loss: 0.4370 - accuracy: 0.
Epoch 124/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7909
Epoch 125/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7895: 0s - loss: 0.4321 - accuracy: 
Epoch 126/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7902
Epoch 127/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7903
Epoch 128/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7911: 0s - loss: 0.4383 - accuracy: 0.79
Epoch 129/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4367 - accuracy: 0.7923
Epoch 130/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7908
Epoch 131/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4363 - accuracy: 0.7908
Epoch 132/500
359/359 [==============================] - 0s 827us/step - loss: 0.4360 - accuracy: 0.7907
Epoch 133/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4363 - accuracy: 0.7879
Epoch 134/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7922
Epoch 135/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7916
Epoch 136/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4355 - accuracy: 0.7912
Epoch 137/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7920
Epoch 138/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4354 - accuracy: 0.7911
Epoch 139/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4352 - accuracy: 0.7917
Epoch 140/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4355 - accuracy: 0.7929
Epoch 141/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4353 - accuracy: 0.7915
Epoch 142/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4351 - accuracy: 0.7935
Epoch 143/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4350 - accuracy: 0.7928
Epoch 144/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4347 - accuracy: 0.7919
Epoch 145/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4348 - accuracy: 0.7936
Epoch 146/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4344 - accuracy: 0.7949
Epoch 147/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4348 - accuracy: 0.7932
Epoch 148/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4344 - accuracy: 0.7934
Epoch 149/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4338 - accuracy: 0.7963
Epoch 150/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4339 - accuracy: 0.7935
Epoch 151/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4337 - accuracy: 0.7942
Epoch 152/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4335 - accuracy: 0.7956
Epoch 153/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4335 - accuracy: 0.7957
Epoch 154/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4331 - accuracy: 0.7963
Epoch 155/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4333 - accuracy: 0.7930
Epoch 156/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4324 - accuracy: 0.7956
Epoch 157/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4328 - accuracy: 0.7950
Epoch 158/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4324 - accuracy: 0.7944
Epoch 159/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4321 - accuracy: 0.7954: 0s - loss: 0.4320 - accuracy: 0.
Epoch 160/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4318 - accuracy: 0.7958
Epoch 161/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4321 - accuracy: 0.7945
Epoch 162/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4320 - accuracy: 0.7952
Epoch 163/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4315 - accuracy: 0.7973
Epoch 164/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4316 - accuracy: 0.7961
Epoch 165/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4319 - accuracy: 0.7956
Epoch 166/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4314 - accuracy: 0.7952: 0s - loss: 0.4316 - accuracy: 0.79
Epoch 167/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4317 - accuracy: 0.7939
Epoch 168/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4313 - accuracy: 0.7977
Epoch 169/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4314 - accuracy: 0.7950
Epoch 170/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4309 - accuracy: 0.7979
Epoch 171/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4316 - accuracy: 0.7957
Epoch 172/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4311 - accuracy: 0.7963
Epoch 173/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4310 - accuracy: 0.7966
Epoch 174/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4308 - accuracy: 0.7966
Epoch 175/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4309 - accuracy: 0.7969
Epoch 176/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4309 - accuracy: 0.7968
Epoch 177/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4302 - accuracy: 0.7985
Epoch 178/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4309 - accuracy: 0.7951
Epoch 179/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4305 - accuracy: 0.7942
Epoch 180/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4304 - accuracy: 0.7980
Epoch 181/500
359/359 [==============================] - 0s 968us/step - loss: 0.4304 - accuracy: 0.7976
Epoch 182/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4305 - accuracy: 0.7973
Epoch 183/500
359/359 [==============================] - 0s 988us/step - loss: 0.4309 - accuracy: 0.7960
Epoch 184/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4299 - accuracy: 0.7969
Epoch 185/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4305 - accuracy: 0.7993: 0s - loss: 0.4330 - accuracy: 0.
Epoch 186/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4304 - accuracy: 0.7953
Epoch 187/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4300 - accuracy: 0.7976
Epoch 188/500
359/359 [==============================] - 0s 984us/step - loss: 0.4298 - accuracy: 0.7972
Epoch 189/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4301 - accuracy: 0.7977
Epoch 190/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4300 - accuracy: 0.7976
Epoch 191/500
359/359 [==============================] - 0s 995us/step - loss: 0.4300 - accuracy: 0.7977
Epoch 192/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4302 - accuracy: 0.7963
Epoch 193/500
359/359 [==============================] - 0s 996us/step - loss: 0.4299 - accuracy: 0.7963
Epoch 194/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4301 - accuracy: 0.7979
Epoch 195/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4298 - accuracy: 0.7987
Epoch 196/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4296 - accuracy: 0.7977: 0s - loss: 0.4287 - accuracy: 0.
Epoch 197/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4298 - accuracy: 0.7968
Epoch 198/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4294 - accuracy: 0.7962
Epoch 199/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4295 - accuracy: 0.7966
Epoch 200/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4292 - accuracy: 0.7979
Epoch 201/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7960
Epoch 202/500
359/359 [==============================] - 0s 932us/step - loss: 0.4292 - accuracy: 0.7984
Epoch 203/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4288 - accuracy: 0.7975
Epoch 204/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4293 - accuracy: 0.7973
Epoch 205/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7997
Epoch 206/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4292 - accuracy: 0.7976
Epoch 207/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4290 - accuracy: 0.7969
Epoch 208/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4290 - accuracy: 0.7951
Epoch 209/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4293 - accuracy: 0.7972
Epoch 210/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4288 - accuracy: 0.7977
Epoch 211/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4290 - accuracy: 0.7960
Epoch 212/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7968
Epoch 213/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4292 - accuracy: 0.8004
Epoch 214/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4287 - accuracy: 0.7989
Epoch 215/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4289 - accuracy: 0.7981
Epoch 216/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4289 - accuracy: 0.7973
Epoch 217/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7991
Epoch 218/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4287 - accuracy: 0.7976
Epoch 219/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4291 - accuracy: 0.7979
Epoch 220/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4283 - accuracy: 0.7983
Epoch 221/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4287 - accuracy: 0.7987
Epoch 222/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4290 - accuracy: 0.7976
Epoch 223/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4284 - accuracy: 0.7987
Epoch 224/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4285 - accuracy: 0.7982
Epoch 225/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4285 - accuracy: 0.7985
Epoch 226/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4284 - accuracy: 0.7989
Epoch 227/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4284 - accuracy: 0.7978
Epoch 228/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4284 - accuracy: 0.7978
Epoch 229/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4282 - accuracy: 0.7987
Epoch 230/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4286 - accuracy: 0.7952
Epoch 231/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7992
Epoch 232/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4285 - accuracy: 0.7973
Epoch 233/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7996
Epoch 234/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7988
Epoch 235/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7993
Epoch 236/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7991
Epoch 237/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7995
Epoch 238/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7978
Epoch 239/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7987
Epoch 240/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4281 - accuracy: 0.7977
Epoch 241/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4282 - accuracy: 0.7988
Epoch 242/500
359/359 [==============================] - 0s 992us/step - loss: 0.4282 - accuracy: 0.7984
Epoch 243/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7956
Epoch 244/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4281 - accuracy: 0.7986
Epoch 245/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4281 - accuracy: 0.7976
Epoch 246/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7977
Epoch 247/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4282 - accuracy: 0.7997
Epoch 248/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7976
Epoch 249/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7986
Epoch 250/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.7980
Epoch 251/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7978
Epoch 252/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4283 - accuracy: 0.7983
Epoch 253/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7983
Epoch 254/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4282 - accuracy: 0.7971
Epoch 255/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.8002
Epoch 256/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4274 - accuracy: 0.7988
Epoch 257/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7983
Epoch 258/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4280 - accuracy: 0.7972
Epoch 259/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4281 - accuracy: 0.7985
Epoch 260/500
359/359 [==============================] - 0s 967us/step - loss: 0.4280 - accuracy: 0.7995
Epoch 261/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4277 - accuracy: 0.7978
Epoch 262/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7974
Epoch 263/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7989
Epoch 264/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7981
Epoch 265/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7974
Epoch 266/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7989
Epoch 267/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7973
Epoch 268/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7991
Epoch 269/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4274 - accuracy: 0.7997
Epoch 270/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.7978
Epoch 271/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.8008: 0s - loss: 0.4242 - accuracy
Epoch 272/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4278 - accuracy: 0.7989
Epoch 273/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7975: 0s - loss: 0.4304 - accuracy: 0.79
Epoch 274/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.7983: 0s - loss: 0.4284 - accuracy: 
Epoch 275/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7983
Epoch 276/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7980
Epoch 277/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7986
Epoch 278/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7983
Epoch 279/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7984
Epoch 280/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7991
Epoch 281/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7993
Epoch 282/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4279 - accuracy: 0.7978
Epoch 283/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7966
Epoch 284/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7987
Epoch 285/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7990: 0s - loss: 0.4243 - accu
Epoch 286/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7980
Epoch 287/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7978
Epoch 288/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4272 - accuracy: 0.7995
Epoch 289/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7977
Epoch 290/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4276 - accuracy: 0.7961
Epoch 291/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4276 - accuracy: 0.7983
Epoch 292/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7973
Epoch 293/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4278 - accuracy: 0.7978
Epoch 294/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4275 - accuracy: 0.7982
Epoch 295/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.8015
Epoch 296/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7993
Epoch 297/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4274 - accuracy: 0.7997
Epoch 298/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4275 - accuracy: 0.7999
Epoch 299/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7973
Epoch 300/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.7990
Epoch 301/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7980
Epoch 302/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4277 - accuracy: 0.7985
Epoch 303/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4272 - accuracy: 0.7990
Epoch 304/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4269 - accuracy: 0.7980
Epoch 305/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7990
Epoch 306/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4270 - accuracy: 0.7999
Epoch 307/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.8004
Epoch 308/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4276 - accuracy: 0.7985
Epoch 309/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7991
Epoch 310/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4274 - accuracy: 0.8001
Epoch 311/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7994
Epoch 312/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4272 - accuracy: 0.7989
Epoch 313/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7971
Epoch 314/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4269 - accuracy: 0.7985
Epoch 315/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4269 - accuracy: 0.7992
Epoch 316/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7973
Epoch 317/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7997: 0s - loss: 0.4243 - accuracy: 0.
Epoch 318/500
359/359 [==============================] - 0s 947us/step - loss: 0.4271 - accuracy: 0.7988
Epoch 319/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4277 - accuracy: 0.7977
Epoch 320/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.8000
Epoch 321/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7984
Epoch 322/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4270 - accuracy: 0.7994
Epoch 323/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7996
Epoch 324/500
359/359 [==============================] - 0s 996us/step - loss: 0.4270 - accuracy: 0.7981
Epoch 325/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7980
Epoch 326/500
359/359 [==============================] - 0s 965us/step - loss: 0.4267 - accuracy: 0.8002
Epoch 327/500
359/359 [==============================] - 0s 975us/step - loss: 0.4265 - accuracy: 0.7988
Epoch 328/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7983
Epoch 329/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7979
Epoch 330/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7972
Epoch 331/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7975
Epoch 332/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7989
Epoch 333/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7996
Epoch 334/500
359/359 [==============================] - 0s 992us/step - loss: 0.4276 - accuracy: 0.7978
Epoch 335/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7991
Epoch 336/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4274 - accuracy: 0.8007
Epoch 337/500
359/359 [==============================] - 0s 970us/step - loss: 0.4270 - accuracy: 0.8006
Epoch 338/500
359/359 [==============================] - 0s 986us/step - loss: 0.4269 - accuracy: 0.7985
Epoch 339/500
359/359 [==============================] - 0s 943us/step - loss: 0.4271 - accuracy: 0.7983
Epoch 340/500
359/359 [==============================] - 0s 939us/step - loss: 0.4275 - accuracy: 0.7970
Epoch 341/500
359/359 [==============================] - 0s 985us/step - loss: 0.4265 - accuracy: 0.79710s - loss: 0.4293 - accuracy: 0.79
Epoch 342/500
359/359 [==============================] - 0s 958us/step - loss: 0.4269 - accuracy: 0.7989
Epoch 343/500
359/359 [==============================] - 0s 930us/step - loss: 0.4271 - accuracy: 0.7999
Epoch 344/500
359/359 [==============================] - 0s 944us/step - loss: 0.4268 - accuracy: 0.7985
Epoch 345/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4275 - accuracy: 0.7984
Epoch 346/500
359/359 [==============================] - 0s 998us/step - loss: 0.4271 - accuracy: 0.7983
Epoch 347/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4263 - accuracy: 0.7996
Epoch 348/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.7970
Epoch 349/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7979
Epoch 350/500
359/359 [==============================] - 0s 972us/step - loss: 0.4271 - accuracy: 0.7991
Epoch 351/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7976
Epoch 352/500
359/359 [==============================] - 0s 967us/step - loss: 0.4266 - accuracy: 0.7981
Epoch 353/500
359/359 [==============================] - 0s 972us/step - loss: 0.4270 - accuracy: 0.7997
Epoch 354/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7957
Epoch 355/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.8004
Epoch 356/500
359/359 [==============================] - 0s 956us/step - loss: 0.4276 - accuracy: 0.7969
Epoch 357/500
359/359 [==============================] - 0s 950us/step - loss: 0.4274 - accuracy: 0.7992
Epoch 358/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.7998
Epoch 359/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7992
Epoch 360/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4273 - accuracy: 0.7997
Epoch 361/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4268 - accuracy: 0.7988
Epoch 362/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4271 - accuracy: 0.7977
Epoch 363/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7997
Epoch 364/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7998
Epoch 365/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.8005
Epoch 366/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7984
Epoch 367/500
359/359 [==============================] - 0s 961us/step - loss: 0.4266 - accuracy: 0.7978
Epoch 368/500
359/359 [==============================] - 0s 962us/step - loss: 0.4268 - accuracy: 0.7992
Epoch 369/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7998
Epoch 370/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7987
Epoch 371/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7982
Epoch 372/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7988
Epoch 373/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7974
Epoch 374/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7995
Epoch 375/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7994
Epoch 376/500
359/359 [==============================] - 0s 976us/step - loss: 0.4268 - accuracy: 0.7989
Epoch 377/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.7992
Epoch 378/500
359/359 [==============================] - 0s 983us/step - loss: 0.4268 - accuracy: 0.7997
Epoch 379/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7988
Epoch 380/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4264 - accuracy: 0.7984
Epoch 381/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7986
Epoch 382/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7997
Epoch 383/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4270 - accuracy: 0.7983
Epoch 384/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.8000
Epoch 385/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7983
Epoch 386/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7980
Epoch 387/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7990
Epoch 388/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7990
Epoch 389/500
359/359 [==============================] - 0s 991us/step - loss: 0.4266 - accuracy: 0.7979
Epoch 390/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7982
Epoch 391/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.7983
Epoch 392/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4263 - accuracy: 0.8011
Epoch 393/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7979
Epoch 394/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.7973
Epoch 395/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4270 - accuracy: 0.7981
Epoch 396/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7973
Epoch 397/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7994
Epoch 398/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7984
Epoch 399/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7988: 0s - loss: 0.4248 - accuracy: 0.79
Epoch 400/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4273 - accuracy: 0.8001
Epoch 401/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.8008
Epoch 402/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4271 - accuracy: 0.7987
Epoch 403/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4272 - accuracy: 0.7986
Epoch 404/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7981
Epoch 405/500
359/359 [==============================] - 0s 1000us/step - loss: 0.4266 - accuracy: 0.7976
Epoch 406/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4268 - accuracy: 0.7984
Epoch 407/500
359/359 [==============================] - 0s 996us/step - loss: 0.4266 - accuracy: 0.7999
Epoch 408/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4269 - accuracy: 0.7987
Epoch 409/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4270 - accuracy: 0.7976
Epoch 410/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7998
Epoch 411/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7992
Epoch 412/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7975
Epoch 413/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7979
Epoch 414/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4271 - accuracy: 0.7974
Epoch 415/500
359/359 [==============================] - 0s 928us/step - loss: 0.4263 - accuracy: 0.7977
Epoch 416/500
359/359 [==============================] - 0s 882us/step - loss: 0.4265 - accuracy: 0.7985
Epoch 417/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.8010
Epoch 418/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4262 - accuracy: 0.7972
Epoch 419/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7974
Epoch 420/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.7996: 0s - loss: 0.4262 - accuracy: 0.
Epoch 421/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4264 - accuracy: 0.7990
Epoch 422/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7983
Epoch 423/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4261 - accuracy: 0.7990
Epoch 424/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4264 - accuracy: 0.7985
Epoch 425/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4262 - accuracy: 0.7986
Epoch 426/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7981
Epoch 427/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7980
Epoch 428/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7972
Epoch 429/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.7976
Epoch 430/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7999
Epoch 431/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7983
Epoch 432/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7970
Epoch 433/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7978
Epoch 434/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.8006
Epoch 435/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4265 - accuracy: 0.7979
Epoch 436/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7965
Epoch 437/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4268 - accuracy: 0.7983
Epoch 438/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4266 - accuracy: 0.7983
Epoch 439/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4260 - accuracy: 0.7995
Epoch 440/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4259 - accuracy: 0.7983
Epoch 441/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7996
Epoch 442/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4264 - accuracy: 0.7986
Epoch 443/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4265 - accuracy: 0.7988: 0s - loss: 0.4278 - ac
Epoch 444/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4264 - accuracy: 0.7976
Epoch 445/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.7998
Epoch 446/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4258 - accuracy: 0.7968
Epoch 447/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4264 - accuracy: 0.7990
Epoch 448/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4262 - accuracy: 0.7988
Epoch 449/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4267 - accuracy: 0.7978
Epoch 450/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4263 - accuracy: 0.7991: 0s - loss: 0.4285 - accuracy: 
Epoch 451/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4262 - accuracy: 0.7989
Epoch 452/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7993
Epoch 453/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7996
Epoch 454/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7992
Epoch 455/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7994
Epoch 456/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.8002
Epoch 457/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4265 - accuracy: 0.7974
Epoch 458/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4263 - accuracy: 0.7981
Epoch 459/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.7991
Epoch 460/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.8001
Epoch 461/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7997
Epoch 462/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4267 - accuracy: 0.7997
Epoch 463/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7994
Epoch 464/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4257 - accuracy: 0.7996: 0s - loss: 0.4259 - accuracy: 0.79
Epoch 465/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4266 - accuracy: 0.7973
Epoch 466/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4254 - accuracy: 0.8003
Epoch 467/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4257 - accuracy: 0.7986
Epoch 468/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.7984
Epoch 469/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7998
Epoch 470/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7973
Epoch 471/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4255 - accuracy: 0.7986
Epoch 472/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4255 - accuracy: 0.8013
Epoch 473/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.7978
Epoch 474/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7978
Epoch 475/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4254 - accuracy: 0.7995
Epoch 476/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4263 - accuracy: 0.7986
Epoch 477/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7980
Epoch 478/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4254 - accuracy: 0.7970
Epoch 479/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7994
Epoch 480/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7966
Epoch 481/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.7985
Epoch 482/500
359/359 [==============================] - 0s 976us/step - loss: 0.4254 - accuracy: 0.7980
Epoch 483/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4260 - accuracy: 0.7983
Epoch 484/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4253 - accuracy: 0.7991
Epoch 485/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4253 - accuracy: 0.7988
Epoch 486/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4261 - accuracy: 0.7975
Epoch 487/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.7971
Epoch 488/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4255 - accuracy: 0.7989
Epoch 489/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4253 - accuracy: 0.7981
Epoch 490/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4257 - accuracy: 0.7983
Epoch 491/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4259 - accuracy: 0.7966
Epoch 492/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4252 - accuracy: 0.7983
Epoch 493/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4261 - accuracy: 0.7977
Epoch 494/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4256 - accuracy: 0.7992
Epoch 495/500
359/359 [==============================] - 0s 960us/step - loss: 0.4255 - accuracy: 0.7981
Epoch 496/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4257 - accuracy: 0.7971
Epoch 497/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4255 - accuracy: 0.7976
Epoch 498/500
359/359 [==============================] - 0s 937us/step - loss: 0.4253 - accuracy: 0.7987
Epoch 499/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7992
Epoch 500/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4258 - accuracy: 0.7987
Epoch 1/500
359/359 [==============================] - 0s 1ms/step - loss: 0.6456 - accuracy: 0.6261
Epoch 2/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5556 - accuracy: 0.7407: 0s - loss: 0.5575 - accuracy: 0.74
Epoch 3/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5192 - accuracy: 0.7553
Epoch 4/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4937 - accuracy: 0.7634
Epoch 5/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4800 - accuracy: 0.7681
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4734 - accuracy: 0.7664
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4693 - accuracy: 0.7688
Epoch 8/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4666 - accuracy: 0.7691
Epoch 9/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4641 - accuracy: 0.7679
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4624 - accuracy: 0.7716
Epoch 11/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4609 - accuracy: 0.7714
Epoch 12/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4603 - accuracy: 0.7720
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4601 - accuracy: 0.7721
Epoch 14/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4595 - accuracy: 0.7725
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4593 - accuracy: 0.7723
Epoch 16/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4587 - accuracy: 0.7733
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7725
Epoch 18/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4583 - accuracy: 0.7729
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4585 - accuracy: 0.7718
Epoch 20/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4586 - accuracy: 0.7707
Epoch 21/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4580 - accuracy: 0.7728
Epoch 22/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4578 - accuracy: 0.7739: 0s - loss: 0.4572 - accuracy: 0.77
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7725
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4578 - accuracy: 0.7710
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7730
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7744
Epoch 27/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4580 - accuracy: 0.7730
Epoch 28/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7735
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7712
Epoch 30/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7725
Epoch 31/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4578 - accuracy: 0.7735
Epoch 32/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7730
Epoch 33/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4577 - accuracy: 0.7744
Epoch 34/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7730
Epoch 35/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4572 - accuracy: 0.7753
Epoch 36/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4577 - accuracy: 0.7753
Epoch 37/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7744
Epoch 38/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4576 - accuracy: 0.7735
Epoch 39/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7753
Epoch 40/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7746
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7745
Epoch 42/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4574 - accuracy: 0.7744
Epoch 43/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7753
Epoch 44/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4572 - accuracy: 0.7740
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7727
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7746
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7739
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7750
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7740
Epoch 50/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7759
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7738
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7741
Epoch 53/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7753
Epoch 54/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7763
Epoch 55/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7735
Epoch 56/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7751
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7750
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7749
Epoch 59/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7754
Epoch 60/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7746
Epoch 61/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7750
Epoch 62/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7741
Epoch 63/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7750
Epoch 64/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7744
Epoch 65/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7748
Epoch 66/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7736
Epoch 67/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7753
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7751
Epoch 69/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7746
Epoch 70/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7764
Epoch 71/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7754
Epoch 72/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4561 - accuracy: 0.7751
Epoch 73/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7746
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7774
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7735
Epoch 76/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7774
Epoch 77/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4558 - accuracy: 0.7769
Epoch 78/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7749
Epoch 79/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4561 - accuracy: 0.7773
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7770
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7765
Epoch 82/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7766
Epoch 83/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7746
Epoch 84/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7766
Epoch 85/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7760
Epoch 86/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7759
Epoch 87/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7761
Epoch 88/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7765
Epoch 89/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7760
Epoch 90/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7758
Epoch 91/500
359/359 [==============================] - 0s 944us/step - loss: 0.4556 - accuracy: 0.7771
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7732
Epoch 93/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7759
Epoch 94/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7758
Epoch 95/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7749
Epoch 96/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7750
Epoch 97/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7758
Epoch 98/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7751
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7737
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7768
Epoch 101/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7755
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4555 - accuracy: 0.7741
Epoch 103/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7758
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7770
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7765
Epoch 106/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7761
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7759
Epoch 108/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7766
Epoch 109/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7750
Epoch 110/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7778
Epoch 111/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7758
Epoch 112/500
359/359 [==============================] - 0s 977us/step - loss: 0.4551 - accuracy: 0.7766
Epoch 113/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7756
Epoch 114/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7760
Epoch 115/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7773
Epoch 116/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7762
Epoch 117/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7770
Epoch 118/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7780
Epoch 119/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7768
Epoch 120/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7746
Epoch 121/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7791
Epoch 122/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7765
Epoch 123/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7754
Epoch 124/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4553 - accuracy: 0.7768
Epoch 125/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7772
Epoch 126/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7773
Epoch 127/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7780
Epoch 128/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7774
Epoch 129/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4545 - accuracy: 0.7787
Epoch 130/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4545 - accuracy: 0.7776
Epoch 131/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7781
Epoch 132/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7760
Epoch 133/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7777
Epoch 134/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7759
Epoch 135/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7773
Epoch 136/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7780
Epoch 137/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4545 - accuracy: 0.7739: 0s - loss: 0.4511 - accuracy: 
Epoch 138/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7773
Epoch 139/500
359/359 [==============================] - 0s 977us/step - loss: 0.4543 - accuracy: 0.7780
Epoch 140/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4544 - accuracy: 0.7772
Epoch 141/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4538 - accuracy: 0.7756
Epoch 142/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7758
Epoch 143/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7771
Epoch 144/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7769
Epoch 145/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7764
Epoch 146/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7787
Epoch 147/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4542 - accuracy: 0.7761
Epoch 148/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4545 - accuracy: 0.7757
Epoch 149/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4538 - accuracy: 0.7762
Epoch 150/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7766
Epoch 151/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7749
Epoch 152/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4544 - accuracy: 0.7763
Epoch 153/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7767
Epoch 154/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4537 - accuracy: 0.7776: 0s - loss: 0.4476 - accuracy
Epoch 155/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7784
Epoch 156/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7761
Epoch 157/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7755
Epoch 158/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4537 - accuracy: 0.7774
Epoch 159/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4534 - accuracy: 0.7766
Epoch 160/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7777
Epoch 161/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4539 - accuracy: 0.7766
Epoch 162/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4536 - accuracy: 0.7793
Epoch 163/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7773
Epoch 164/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4538 - accuracy: 0.7773
Epoch 165/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4537 - accuracy: 0.7782
Epoch 166/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4533 - accuracy: 0.7782
Epoch 167/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4536 - accuracy: 0.7778
Epoch 168/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4534 - accuracy: 0.7758
Epoch 169/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4537 - accuracy: 0.7769
Epoch 170/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4530 - accuracy: 0.7780
Epoch 171/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7776
Epoch 172/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4533 - accuracy: 0.7761
Epoch 173/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7770
Epoch 174/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7774
Epoch 175/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7771
Epoch 176/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4529 - accuracy: 0.7771
Epoch 177/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7770
Epoch 178/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7780
Epoch 179/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7788
Epoch 180/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7772
Epoch 181/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4527 - accuracy: 0.7766
Epoch 182/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4530 - accuracy: 0.7757
Epoch 183/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4523 - accuracy: 0.7773
Epoch 184/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4528 - accuracy: 0.7779
Epoch 185/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4529 - accuracy: 0.7768
Epoch 186/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4523 - accuracy: 0.7758
Epoch 187/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7766
Epoch 188/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7780
Epoch 189/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4530 - accuracy: 0.7760
Epoch 190/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7773
Epoch 191/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7775
Epoch 192/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7766
Epoch 193/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4520 - accuracy: 0.7778
Epoch 194/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7786
Epoch 195/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7769
Epoch 196/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4521 - accuracy: 0.7776
Epoch 197/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4516 - accuracy: 0.7779
Epoch 198/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4518 - accuracy: 0.7772
Epoch 199/500
359/359 [==============================] - 0s 844us/step - loss: 0.4516 - accuracy: 0.7767
Epoch 200/500
359/359 [==============================] - 0s 848us/step - loss: 0.4524 - accuracy: 0.7775
Epoch 201/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7775
Epoch 202/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7772
Epoch 203/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4520 - accuracy: 0.7784
Epoch 204/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4518 - accuracy: 0.7792
Epoch 205/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4518 - accuracy: 0.7776
Epoch 206/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4519 - accuracy: 0.7766
Epoch 207/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4513 - accuracy: 0.7790
Epoch 208/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4518 - accuracy: 0.7770
Epoch 209/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7773
Epoch 210/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4519 - accuracy: 0.7773
Epoch 211/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7768
Epoch 212/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7777
Epoch 213/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7778
Epoch 214/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7800
Epoch 215/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7786
Epoch 216/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7792
Epoch 217/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7768
Epoch 218/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7779
Epoch 219/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7773
Epoch 220/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7775
Epoch 221/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7757
Epoch 222/500
359/359 [==============================] - 0s 996us/step - loss: 0.4506 - accuracy: 0.7787
Epoch 223/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7773
Epoch 224/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7766
Epoch 225/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7767
Epoch 226/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7782
Epoch 227/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7793
Epoch 228/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7758: 0s - loss: 0.4478 - accuracy
Epoch 229/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7786
Epoch 230/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7778
Epoch 231/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7780
Epoch 232/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7771
Epoch 233/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7779
Epoch 234/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7777
Epoch 235/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7780
Epoch 236/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7775
Epoch 237/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7754
Epoch 238/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7774
Epoch 239/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7759
Epoch 240/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7763
Epoch 241/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7793: 0s - loss: 0.4523 - accuracy: 0.77
Epoch 242/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7771
Epoch 243/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7778
Epoch 244/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7785
Epoch 245/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4506 - accuracy: 0.7787
Epoch 246/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7785
Epoch 247/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7776
Epoch 248/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7788
Epoch 249/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7768
Epoch 250/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7780
Epoch 251/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7769: 0s - loss: 0.4504 - accuracy: 
Epoch 252/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7783
Epoch 253/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7786
Epoch 254/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7777
Epoch 255/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7767
Epoch 256/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7780
Epoch 257/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7773
Epoch 258/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7764
Epoch 259/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7765: 0s - loss: 0.4496 - accuracy: 0.77
Epoch 260/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7785
Epoch 261/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7793
Epoch 262/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7793: 0s - loss: 0.4518 - accura
Epoch 263/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7789
Epoch 264/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7778
Epoch 265/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7793
Epoch 266/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7783
Epoch 267/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4494 - accuracy: 0.7769
Epoch 268/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7793
Epoch 269/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7785
Epoch 270/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7781: 0s - loss: 0.4554 - accuracy: 
Epoch 271/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7793
Epoch 272/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7783: 0s - loss: 0.4468 - accuracy: 0.
Epoch 273/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7781
Epoch 274/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7786
Epoch 275/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7785
Epoch 276/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7802
Epoch 277/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7781: 0s - loss: 0.4470 - accuracy: 
Epoch 278/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7790
Epoch 279/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7776
Epoch 280/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7767
Epoch 281/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7786: 0s - loss: 0.4518 - accuracy
Epoch 282/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7773
Epoch 283/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7774
Epoch 284/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7766
Epoch 285/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7798
Epoch 286/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7769
Epoch 287/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7785
Epoch 288/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7773
Epoch 289/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7785
Epoch 290/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7801
Epoch 291/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7779
Epoch 292/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7780
Epoch 293/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7798
Epoch 294/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7791
Epoch 295/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7785
Epoch 296/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7777
Epoch 297/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4492 - accuracy: 0.7776
Epoch 298/500
359/359 [==============================] - 0s 996us/step - loss: 0.4491 - accuracy: 0.7772
Epoch 299/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7780
Epoch 300/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7788
Epoch 301/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7785
Epoch 302/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7781
Epoch 303/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7782
Epoch 304/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7773
Epoch 305/500
359/359 [==============================] - 0s 998us/step - loss: 0.4489 - accuracy: 0.7780
Epoch 306/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7787
Epoch 307/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7793
Epoch 308/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7798
Epoch 309/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7778: 0s - loss: 0.4453 - accuracy: 0.78
Epoch 310/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7783
Epoch 311/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7794
Epoch 312/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7787
Epoch 313/500
359/359 [==============================] - 0s 994us/step - loss: 0.4486 - accuracy: 0.7785
Epoch 314/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7795
Epoch 315/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7786
Epoch 316/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7800
Epoch 317/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7799
Epoch 318/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7794
Epoch 319/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7774
Epoch 320/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7787
Epoch 321/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7797
Epoch 322/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7773
Epoch 323/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7801
Epoch 324/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7773: 0s - loss: 0.4507 - accuracy
Epoch 325/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7802
Epoch 326/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7797
Epoch 327/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7777
Epoch 328/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7780
Epoch 329/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7813
Epoch 330/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7790
Epoch 331/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7774: 0s - loss: 0.4482 - accuracy: 0.
Epoch 332/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7775
Epoch 333/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7791
Epoch 334/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7766
Epoch 335/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7800
Epoch 336/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7784
Epoch 337/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7779
Epoch 338/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7777
Epoch 339/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7777
Epoch 340/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7795
Epoch 341/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7782
Epoch 342/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7786
Epoch 343/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7782
Epoch 344/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7794
Epoch 345/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7795: 0s - loss: 0.4480 - accuracy: 0.78
Epoch 346/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7794
Epoch 347/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7796
Epoch 348/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7794
Epoch 349/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7793
Epoch 350/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7795
Epoch 351/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7793
Epoch 352/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7795
Epoch 353/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7780
Epoch 354/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7789
Epoch 355/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7796
Epoch 356/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7792
Epoch 357/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7802
Epoch 358/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7820
Epoch 359/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7790
Epoch 360/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7781
Epoch 361/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7777
Epoch 362/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7790
Epoch 363/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7802
Epoch 364/500
359/359 [==============================] - 0s 994us/step - loss: 0.4485 - accuracy: 0.7805
Epoch 365/500
359/359 [==============================] - 0s 971us/step - loss: 0.4484 - accuracy: 0.7762
Epoch 366/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7800
Epoch 367/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7800
Epoch 368/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7785
Epoch 369/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7795
Epoch 370/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7789
Epoch 371/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7801
Epoch 372/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7808
Epoch 373/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7793
Epoch 374/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7774
Epoch 375/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7787
Epoch 376/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7778
Epoch 377/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7784
Epoch 378/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7786
Epoch 379/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7789
Epoch 380/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7808
Epoch 381/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7773
Epoch 382/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7820
Epoch 383/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7787
Epoch 384/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7812
Epoch 385/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7786
Epoch 386/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7786
Epoch 387/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7789
Epoch 388/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7786
Epoch 389/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7796
Epoch 390/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7783
Epoch 391/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7772
Epoch 392/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7778
Epoch 393/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7810
Epoch 394/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7774
Epoch 395/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7814
Epoch 396/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7784
Epoch 397/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7793
Epoch 398/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7789
Epoch 399/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7791
Epoch 400/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7809
Epoch 401/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7815
Epoch 402/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7800
Epoch 403/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7783
Epoch 404/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7770
Epoch 405/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7797
Epoch 406/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7793
Epoch 407/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4483 - accuracy: 0.7803
Epoch 408/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7809
Epoch 409/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7770
Epoch 410/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7767
Epoch 411/500
359/359 [==============================] - 0s 990us/step - loss: 0.4483 - accuracy: 0.7813
Epoch 412/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7792
Epoch 413/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7806
Epoch 414/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7797
Epoch 415/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7794
Epoch 416/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7782
Epoch 417/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7795
Epoch 418/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7783
Epoch 419/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7771
Epoch 420/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7805
Epoch 421/500
359/359 [==============================] - 0s 970us/step - loss: 0.4481 - accuracy: 0.7801
Epoch 422/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7778
Epoch 423/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7790
Epoch 424/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7780
Epoch 425/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7809
Epoch 426/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7793
Epoch 427/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7790
Epoch 428/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7785
Epoch 429/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7803
Epoch 430/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7804
Epoch 431/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7787
Epoch 432/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7800
Epoch 433/500
359/359 [==============================] - 0s 964us/step - loss: 0.4479 - accuracy: 0.7793
Epoch 434/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7780: 0s - loss: 0.4480 - accuracy: 0.77
Epoch 435/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7794
Epoch 436/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7809
Epoch 437/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7797
Epoch 438/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7796
Epoch 439/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7783
Epoch 440/500
359/359 [==============================] - 0s 963us/step - loss: 0.4483 - accuracy: 0.7810
Epoch 441/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7790
Epoch 442/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7788
Epoch 443/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7814
Epoch 444/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7809
Epoch 445/500
359/359 [==============================] - 0s 985us/step - loss: 0.4477 - accuracy: 0.7774
Epoch 446/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7788
Epoch 447/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7782
Epoch 448/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7802
Epoch 449/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7800
Epoch 450/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7784
Epoch 451/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4478 - accuracy: 0.7801
Epoch 452/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7795
Epoch 453/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7795
Epoch 454/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7793
Epoch 455/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7797
Epoch 456/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7822
Epoch 457/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7799
Epoch 458/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7800
Epoch 459/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7801
Epoch 460/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7793
Epoch 461/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7782
Epoch 462/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7782
Epoch 463/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7788
Epoch 464/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7806
Epoch 465/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7790
Epoch 466/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7786
Epoch 467/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7788
Epoch 468/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7798
Epoch 469/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7811
Epoch 470/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7793
Epoch 471/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7780
Epoch 472/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7786
Epoch 473/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7789
Epoch 474/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7782
Epoch 475/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7794
Epoch 476/500
359/359 [==============================] - 0s 981us/step - loss: 0.4481 - accuracy: 0.7785
Epoch 477/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7793
Epoch 478/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7782
Epoch 479/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7800
Epoch 480/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7791
Epoch 481/500
359/359 [==============================] - 0s 960us/step - loss: 0.4480 - accuracy: 0.7795
Epoch 482/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7806
Epoch 483/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4477 - accuracy: 0.7778
Epoch 484/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7794
Epoch 485/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7797
Epoch 486/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7786
Epoch 487/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7808
Epoch 488/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7795
Epoch 489/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7798
Epoch 490/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7801
Epoch 491/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7783
Epoch 492/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7787
Epoch 493/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7790
Epoch 494/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7823
Epoch 495/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7795
Epoch 496/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7787
Epoch 497/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7794
Epoch 498/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4478 - accuracy: 0.7809
Epoch 499/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7788
Epoch 500/500
359/359 [==============================] - 0s 809us/step - loss: 0.4479 - accuracy: 0.7803
Epoch 1/500
359/359 [==============================] - 1s 2ms/step - loss: 0.6649 - accuracy: 0.6558
Epoch 2/500
359/359 [==============================] - 1s 2ms/step - loss: 0.5967 - accuracy: 0.7307
Epoch 3/500
359/359 [==============================] - 1s 1ms/step - loss: 0.5690 - accuracy: 0.7404
Epoch 4/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5498 - accuracy: 0.7476
Epoch 5/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5341 - accuracy: 0.7515: 0s - loss: 0.5348 - accuracy: 0.75
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5226 - accuracy: 0.7556
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5139 - accuracy: 0.7596
Epoch 8/500
359/359 [==============================] - 1s 1ms/step - loss: 0.5074 - accuracy: 0.7618
Epoch 9/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5024 - accuracy: 0.7631
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4982 - accuracy: 0.7631
Epoch 11/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4946 - accuracy: 0.7672
Epoch 12/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4919 - accuracy: 0.7663
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4894 - accuracy: 0.7674
Epoch 14/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4872 - accuracy: 0.7698
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4858 - accuracy: 0.7686
Epoch 16/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4844 - accuracy: 0.7706
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4831 - accuracy: 0.7720
Epoch 18/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4827 - accuracy: 0.7710
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4806 - accuracy: 0.7756
Epoch 20/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4808 - accuracy: 0.7710
Epoch 21/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4796 - accuracy: 0.7736
Epoch 22/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4788 - accuracy: 0.7744
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4791 - accuracy: 0.7751
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4779 - accuracy: 0.7745
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4778 - accuracy: 0.7743
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4772 - accuracy: 0.7745
Epoch 27/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4770 - accuracy: 0.7750
Epoch 28/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4765 - accuracy: 0.7742
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4766 - accuracy: 0.7752
Epoch 30/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4761 - accuracy: 0.7756
Epoch 31/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4764 - accuracy: 0.7748
Epoch 32/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4761 - accuracy: 0.7779
Epoch 33/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4759 - accuracy: 0.7728
Epoch 34/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4759 - accuracy: 0.7739
Epoch 35/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4755 - accuracy: 0.7757: 0s - loss: 0.4726 - accuracy
Epoch 36/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4756 - accuracy: 0.7739
Epoch 37/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4753 - accuracy: 0.7752: 0s - loss: 0.4729 - accuracy: 
Epoch 38/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4753 - accuracy: 0.7742
Epoch 39/500
359/359 [==============================] - 0s 965us/step - loss: 0.4751 - accuracy: 0.7749
Epoch 40/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4745 - accuracy: 0.7759
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4745 - accuracy: 0.7746
Epoch 42/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4743 - accuracy: 0.7766: 0s - loss: 0.4724 - accuracy: 0.77
Epoch 43/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4744 - accuracy: 0.7734
Epoch 44/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4740 - accuracy: 0.7739
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4735 - accuracy: 0.7736
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4727 - accuracy: 0.7719
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4714 - accuracy: 0.7725
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4709 - accuracy: 0.7740
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4695 - accuracy: 0.7751
Epoch 50/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4693 - accuracy: 0.7732
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4682 - accuracy: 0.7736
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4671 - accuracy: 0.7735
Epoch 53/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4670 - accuracy: 0.7714
Epoch 54/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4662 - accuracy: 0.7739
Epoch 55/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4649 - accuracy: 0.7724
Epoch 56/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4645 - accuracy: 0.7717
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4644 - accuracy: 0.7753
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4636 - accuracy: 0.7749
Epoch 59/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4634 - accuracy: 0.7751
Epoch 60/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4629 - accuracy: 0.7736
Epoch 61/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4624 - accuracy: 0.7727
Epoch 62/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4620 - accuracy: 0.7736
Epoch 63/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4617 - accuracy: 0.7737
Epoch 64/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4614 - accuracy: 0.7728
Epoch 65/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4609 - accuracy: 0.7741
Epoch 66/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4610 - accuracy: 0.7743
Epoch 67/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4603 - accuracy: 0.7734
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4595 - accuracy: 0.7736
Epoch 69/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4598 - accuracy: 0.7710
Epoch 70/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4593 - accuracy: 0.7738
Epoch 71/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7746
Epoch 72/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4590 - accuracy: 0.7741
Epoch 73/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4586 - accuracy: 0.7706
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4588 - accuracy: 0.7729
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4585 - accuracy: 0.7729
Epoch 76/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4581 - accuracy: 0.7743
Epoch 77/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7748
Epoch 78/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7739
Epoch 79/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4584 - accuracy: 0.7753
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4571 - accuracy: 0.7738
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4578 - accuracy: 0.7755: 0s - loss: 0.4556 - accuracy: 0.77
Epoch 82/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7741
Epoch 83/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4570 - accuracy: 0.7736
Epoch 84/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7742
Epoch 85/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7759
Epoch 86/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7744
Epoch 87/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7744
Epoch 88/500
359/359 [==============================] - 0s 1000us/step - loss: 0.4561 - accuracy: 0.7759
Epoch 89/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4564 - accuracy: 0.7740
Epoch 90/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7742
Epoch 91/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4556 - accuracy: 0.7746
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7777
Epoch 93/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7766: 0s - loss: 0.4545 - accuracy: 0.77
Epoch 94/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7751
Epoch 95/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7746
Epoch 96/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7771: 0s - loss: 0.4537 - accuracy: 0.
Epoch 97/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7731
Epoch 98/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7762
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7759
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4542 - accuracy: 0.7746
Epoch 101/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7759
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4547 - accuracy: 0.7771
Epoch 103/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4538 - accuracy: 0.7779
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7748
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4539 - accuracy: 0.7792
Epoch 106/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4535 - accuracy: 0.7780
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7785
Epoch 108/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7793
Epoch 109/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4534 - accuracy: 0.7786
Epoch 110/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4535 - accuracy: 0.7795
Epoch 111/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4533 - accuracy: 0.7770
Epoch 112/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7778
Epoch 113/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4527 - accuracy: 0.7783
Epoch 114/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4536 - accuracy: 0.7773
Epoch 115/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4527 - accuracy: 0.7762
Epoch 116/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4525 - accuracy: 0.7779
Epoch 117/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4520 - accuracy: 0.7781
Epoch 118/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4523 - accuracy: 0.7763
Epoch 119/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7779
Epoch 120/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4530 - accuracy: 0.7768
Epoch 121/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7782
Epoch 122/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7792: 0s - loss: 0.4453 - accuracy: 0.
Epoch 123/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7775
Epoch 124/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4523 - accuracy: 0.7774
Epoch 125/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7789: 0s - loss: 0.4515 - accuracy: 0.
Epoch 126/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4526 - accuracy: 0.7775
Epoch 127/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4519 - accuracy: 0.7789
Epoch 128/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7779
Epoch 129/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7796
Epoch 130/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7774
Epoch 131/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4524 - accuracy: 0.7789
Epoch 132/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7768
Epoch 133/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4517 - accuracy: 0.7785
Epoch 134/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7807: 0s - loss: 0.4527 - accuracy: 0.77
Epoch 135/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7791
Epoch 136/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7815
Epoch 137/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7784
Epoch 138/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4520 - accuracy: 0.7768
Epoch 139/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7798
Epoch 140/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4518 - accuracy: 0.7793
Epoch 141/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7790
Epoch 142/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7794
Epoch 143/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7778
Epoch 144/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7783
Epoch 145/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7784
Epoch 146/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7799
Epoch 147/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7797
Epoch 148/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7814
Epoch 149/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7785
Epoch 150/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4514 - accuracy: 0.7786
Epoch 151/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7788
Epoch 152/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7776
Epoch 153/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7800
Epoch 154/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7778
Epoch 155/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7776
Epoch 156/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7824
Epoch 157/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4506 - accuracy: 0.7793
Epoch 158/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7793
Epoch 159/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7790
Epoch 160/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4510 - accuracy: 0.7784
Epoch 161/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7815
Epoch 162/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7820
Epoch 163/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7784
Epoch 164/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7804: 0s - loss: 0.4504 - accuracy: 0.78
Epoch 165/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7786
Epoch 166/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7798
Epoch 167/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7779
Epoch 168/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7800
Epoch 169/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7773
Epoch 170/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7780
Epoch 171/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4506 - accuracy: 0.7804
Epoch 172/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7792
Epoch 173/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7789
Epoch 174/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7788
Epoch 175/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7811
Epoch 176/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7800
Epoch 177/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7801
Epoch 178/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7788
Epoch 179/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7788
Epoch 180/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7826
Epoch 181/500
359/359 [==============================] - 0s 984us/step - loss: 0.4494 - accuracy: 0.7834
Epoch 182/500
359/359 [==============================] - 0s 986us/step - loss: 0.4505 - accuracy: 0.7802
Epoch 183/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7808
Epoch 184/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7773
Epoch 185/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7809
Epoch 186/500
359/359 [==============================] - 0s 975us/step - loss: 0.4505 - accuracy: 0.7800
Epoch 187/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4509 - accuracy: 0.7814
Epoch 188/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7812
Epoch 189/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7783
Epoch 190/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7798
Epoch 191/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7798
Epoch 192/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7820
Epoch 193/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7785
Epoch 194/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7818
Epoch 195/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7799
Epoch 196/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7786
Epoch 197/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7817
Epoch 198/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7777
Epoch 199/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7814
Epoch 200/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7817
Epoch 201/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7794
Epoch 202/500
359/359 [==============================] - 0s 969us/step - loss: 0.4502 - accuracy: 0.7798
Epoch 203/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7801
Epoch 204/500
359/359 [==============================] - 0s 990us/step - loss: 0.4496 - accuracy: 0.7789
Epoch 205/500
359/359 [==============================] - 0s 988us/step - loss: 0.4496 - accuracy: 0.7788
Epoch 206/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7813
Epoch 207/500
359/359 [==============================] - 0s 975us/step - loss: 0.4501 - accuracy: 0.7807
Epoch 208/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7781
Epoch 209/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7807: 0s - loss: 0.4500 - accuracy: 
Epoch 210/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7784
Epoch 211/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7812
Epoch 212/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7813
Epoch 213/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7793
Epoch 214/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7798
Epoch 215/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7784
Epoch 216/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7821
Epoch 217/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7800: 0s - loss: 0.4490 - accu
Epoch 218/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7800
Epoch 219/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7787
Epoch 220/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7800
Epoch 221/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7796
Epoch 222/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7807
Epoch 223/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7801
Epoch 224/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7800
Epoch 225/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7811
Epoch 226/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7833
Epoch 227/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7802
Epoch 228/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4498 - accuracy: 0.7780
Epoch 229/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4502 - accuracy: 0.7793
Epoch 230/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7816
Epoch 231/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7798
Epoch 232/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7783
Epoch 233/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7809
Epoch 234/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7798
Epoch 235/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7793
Epoch 236/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7794
Epoch 237/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7800
Epoch 238/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7801
Epoch 239/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4490 - accuracy: 0.7811
Epoch 240/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7800
Epoch 241/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7806
Epoch 242/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7820
Epoch 243/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7798
Epoch 244/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7807
Epoch 245/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7824
Epoch 246/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7804
Epoch 247/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7825
Epoch 248/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4494 - accuracy: 0.7791
Epoch 249/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7790
Epoch 250/500
359/359 [==============================] - 0s 962us/step - loss: 0.4487 - accuracy: 0.7824
Epoch 251/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7795
Epoch 252/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7825
Epoch 253/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7788
Epoch 254/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7823
Epoch 255/500
359/359 [==============================] - 0s 996us/step - loss: 0.4491 - accuracy: 0.7800
Epoch 256/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7820
Epoch 257/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4494 - accuracy: 0.7794
Epoch 258/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7793
Epoch 259/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7810
Epoch 260/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7815
Epoch 261/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7803
Epoch 262/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7813
Epoch 263/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7799
Epoch 264/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7799
Epoch 265/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7800
Epoch 266/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7814
Epoch 267/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7804
Epoch 268/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7817
Epoch 269/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7797
Epoch 270/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4493 - accuracy: 0.7783
Epoch 271/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7799
Epoch 272/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7808
Epoch 273/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7809
Epoch 274/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7805
Epoch 275/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7814
Epoch 276/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7791
Epoch 277/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4491 - accuracy: 0.7806
Epoch 278/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4497 - accuracy: 0.7822
Epoch 279/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7820
Epoch 280/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7816
Epoch 281/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7798
Epoch 282/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7824
Epoch 283/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7807
Epoch 284/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7803
Epoch 285/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7806
Epoch 286/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7796
Epoch 287/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7812
Epoch 288/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7814
Epoch 289/500
359/359 [==============================] - 0s 999us/step - loss: 0.4487 - accuracy: 0.7789
Epoch 290/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4483 - accuracy: 0.7803
Epoch 291/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4489 - accuracy: 0.7813
Epoch 292/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7809
Epoch 293/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4489 - accuracy: 0.7816
Epoch 294/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7802
Epoch 295/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7809
Epoch 296/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7804
Epoch 297/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4487 - accuracy: 0.7814
Epoch 298/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4482 - accuracy: 0.7805
Epoch 299/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4485 - accuracy: 0.7804
Epoch 300/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7793
Epoch 301/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7832
Epoch 302/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4484 - accuracy: 0.7798
Epoch 303/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4485 - accuracy: 0.7797
Epoch 304/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7820
Epoch 305/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7806: 0s - loss: 0.4466 - accuracy
Epoch 306/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7800
Epoch 307/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7816
Epoch 308/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7797
Epoch 309/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4490 - accuracy: 0.7802
Epoch 310/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7812
Epoch 311/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7823
Epoch 312/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7814
Epoch 313/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7795
Epoch 314/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7813
Epoch 315/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4488 - accuracy: 0.7804
Epoch 316/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7788
Epoch 317/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7782
Epoch 318/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7804
Epoch 319/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7831
Epoch 320/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7814
Epoch 321/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7797
Epoch 322/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7800
Epoch 323/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7793
Epoch 324/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7800
Epoch 325/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7831
Epoch 326/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7830
Epoch 327/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7814
Epoch 328/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4486 - accuracy: 0.7793
Epoch 329/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7815
Epoch 330/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7832: 0s - loss: 0.4518 - ac
Epoch 331/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4482 - accuracy: 0.7807
Epoch 332/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7807
Epoch 333/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7816
Epoch 334/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7818
Epoch 335/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7827
Epoch 336/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7813
Epoch 337/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7825
Epoch 338/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7809
Epoch 339/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7793
Epoch 340/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4481 - accuracy: 0.7814
Epoch 341/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7818
Epoch 342/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7823
Epoch 343/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4480 - accuracy: 0.7820
Epoch 344/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7798
Epoch 345/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7795: 0s - loss: 0.4450 - accuracy: 0.
Epoch 346/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4476 - accuracy: 0.7807
Epoch 347/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7819
Epoch 348/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4482 - accuracy: 0.7811
Epoch 349/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7823
Epoch 350/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7807
Epoch 351/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4473 - accuracy: 0.7809
Epoch 352/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7813
Epoch 353/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4471 - accuracy: 0.7796
Epoch 354/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7800
Epoch 355/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7794
Epoch 356/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7800
Epoch 357/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7801
Epoch 358/500
359/359 [==============================] - 0s 994us/step - loss: 0.4465 - accuracy: 0.78410s - loss: 0.4486 - accuracy: 
Epoch 359/500
359/359 [==============================] - 0s 980us/step - loss: 0.4478 - accuracy: 0.7807
Epoch 360/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7816
Epoch 361/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7820
Epoch 362/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4470 - accuracy: 0.7813
Epoch 363/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7798
Epoch 364/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4470 - accuracy: 0.7820
Epoch 365/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7812: 0s - loss: 0.4472 - accuracy: 0.78
Epoch 366/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7801
Epoch 367/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7814
Epoch 368/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4479 - accuracy: 0.7824
Epoch 369/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7816
Epoch 370/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7801
Epoch 371/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7813
Epoch 372/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7834
Epoch 373/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7791
Epoch 374/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7805
Epoch 375/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7790
Epoch 376/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7817
Epoch 377/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7814: 0s - loss: 0.4451 - accuracy
Epoch 378/500
359/359 [==============================] - 0s 1000us/step - loss: 0.4477 - accuracy: 0.7819
Epoch 379/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7800
Epoch 380/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7835
Epoch 381/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7808
Epoch 382/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7814
Epoch 383/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7797
Epoch 384/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7812
Epoch 385/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7809
Epoch 386/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7834
Epoch 387/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7825
Epoch 388/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7818
Epoch 389/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4470 - accuracy: 0.7820
Epoch 390/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7811
Epoch 391/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7827
Epoch 392/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7810
Epoch 393/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4474 - accuracy: 0.7814
Epoch 394/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7816
Epoch 395/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7806
Epoch 396/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7832
Epoch 397/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7789
Epoch 398/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7789
Epoch 399/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7813
Epoch 400/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7807
Epoch 401/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7818
Epoch 402/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7834
Epoch 403/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7819
Epoch 404/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7806
Epoch 405/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7820
Epoch 406/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7814
Epoch 407/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4475 - accuracy: 0.7809
Epoch 408/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7826
Epoch 409/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7841
Epoch 410/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7821
Epoch 411/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7820
Epoch 412/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7800
Epoch 413/500
359/359 [==============================] - 0s 967us/step - loss: 0.4464 - accuracy: 0.7831
Epoch 414/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7805
Epoch 415/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7812
Epoch 416/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7820
Epoch 417/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7809
Epoch 418/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7823
Epoch 419/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7808
Epoch 420/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4470 - accuracy: 0.7827
Epoch 421/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7818
Epoch 422/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7829
Epoch 423/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7820
Epoch 424/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7802
Epoch 425/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7804
Epoch 426/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4467 - accuracy: 0.7822
Epoch 427/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7807
Epoch 428/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7811
Epoch 429/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7824
Epoch 430/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7798
Epoch 431/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7818
Epoch 432/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7823
Epoch 433/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7800
Epoch 434/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7819
Epoch 435/500
359/359 [==============================] - 0s 972us/step - loss: 0.4456 - accuracy: 0.7814
Epoch 436/500
359/359 [==============================] - 0s 976us/step - loss: 0.4457 - accuracy: 0.7825
Epoch 437/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7802
Epoch 438/500
359/359 [==============================] - 0s 983us/step - loss: 0.4461 - accuracy: 0.7811
Epoch 439/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7800
Epoch 440/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7829
Epoch 441/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7814
Epoch 442/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7819
Epoch 443/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4465 - accuracy: 0.7819
Epoch 444/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7813
Epoch 445/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7827
Epoch 446/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7823
Epoch 447/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7795
Epoch 448/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7812
Epoch 449/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7809
Epoch 450/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7813
Epoch 451/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7815
Epoch 452/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7815
Epoch 453/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7824
Epoch 454/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7812
Epoch 455/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7805
Epoch 456/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7807
Epoch 457/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7834
Epoch 458/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7805
Epoch 459/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7827
Epoch 460/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7809
Epoch 461/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7820
Epoch 462/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7834
Epoch 463/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7806
Epoch 464/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7820
Epoch 465/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7804
Epoch 466/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7822
Epoch 467/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7794
Epoch 468/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7803
Epoch 469/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4454 - accuracy: 0.7810
Epoch 470/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7787
Epoch 471/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7786
Epoch 472/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7798
Epoch 473/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7810
Epoch 474/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7822
Epoch 475/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7790
Epoch 476/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7800
Epoch 477/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7827
Epoch 478/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7807
Epoch 479/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7833
Epoch 480/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7807
Epoch 481/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7824
Epoch 482/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7829
Epoch 483/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7828
Epoch 484/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7795
Epoch 485/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7807
Epoch 486/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7804
Epoch 487/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7816
Epoch 488/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7812
Epoch 489/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4461 - accuracy: 0.7786
Epoch 490/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7827
Epoch 491/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7827
Epoch 492/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7797
Epoch 493/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4460 - accuracy: 0.7824
Epoch 494/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7834
Epoch 495/500
359/359 [==============================] - 0s 997us/step - loss: 0.4464 - accuracy: 0.7800
Epoch 496/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7827
Epoch 497/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7838
Epoch 498/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7818
Epoch 499/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7832
Epoch 500/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7826
Epoch 1/500
359/359 [==============================] - 0s 1ms/step - loss: 0.6525 - accuracy: 0.6010
Epoch 2/500
359/359 [==============================] - 1s 2ms/step - loss: 0.5816 - accuracy: 0.7255
Epoch 3/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5465 - accuracy: 0.7423
Epoch 4/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5214 - accuracy: 0.7556
Epoch 5/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5073 - accuracy: 0.7574: 0s - loss: 0.5111 - accuracy
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4994 - accuracy: 0.7594
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4945 - accuracy: 0.7611
Epoch 8/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4917 - accuracy: 0.7607
Epoch 9/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4894 - accuracy: 0.7606
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4878 - accuracy: 0.7613
Epoch 11/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4866 - accuracy: 0.7620
Epoch 12/500
359/359 [==============================] - 0s 976us/step - loss: 0.4849 - accuracy: 0.7620
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4842 - accuracy: 0.7650
Epoch 14/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4833 - accuracy: 0.7641
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4825 - accuracy: 0.7640
Epoch 16/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4820 - accuracy: 0.7643
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4812 - accuracy: 0.7656
Epoch 18/500
359/359 [==============================] - 0s 983us/step - loss: 0.4811 - accuracy: 0.7662
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4801 - accuracy: 0.7659
Epoch 20/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4798 - accuracy: 0.7657
Epoch 21/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4796 - accuracy: 0.7680: 0s - loss: 0.4840 - ac
Epoch 22/500
359/359 [==============================] - 0s 999us/step - loss: 0.4790 - accuracy: 0.7676
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4784 - accuracy: 0.7676
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4780 - accuracy: 0.7675
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4775 - accuracy: 0.7682
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4768 - accuracy: 0.7683
Epoch 27/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4765 - accuracy: 0.7695
Epoch 28/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4763 - accuracy: 0.7681
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4759 - accuracy: 0.7687
Epoch 30/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4756 - accuracy: 0.7686
Epoch 31/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4746 - accuracy: 0.7684
Epoch 32/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4747 - accuracy: 0.7687
Epoch 33/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4743 - accuracy: 0.7695: 0s - loss: 0.4786 - accuracy
Epoch 34/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4736 - accuracy: 0.7707
Epoch 35/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4727 - accuracy: 0.7719
Epoch 36/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4721 - accuracy: 0.7710
Epoch 37/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4713 - accuracy: 0.7731: 0s - loss: 0.4703 - accuracy: 0.
Epoch 38/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4703 - accuracy: 0.7732
Epoch 39/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4693 - accuracy: 0.7727
Epoch 40/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4683 - accuracy: 0.7734
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4676 - accuracy: 0.7739
Epoch 42/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4664 - accuracy: 0.7731
Epoch 43/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4664 - accuracy: 0.7722
Epoch 44/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4664 - accuracy: 0.7756
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4658 - accuracy: 0.7730
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4654 - accuracy: 0.7749
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4647 - accuracy: 0.7772: 0s - loss: 0.4595 - accuracy
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4642 - accuracy: 0.7741
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4636 - accuracy: 0.7770
Epoch 50/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4627 - accuracy: 0.7760
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4616 - accuracy: 0.7773
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4611 - accuracy: 0.7756
Epoch 53/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4605 - accuracy: 0.7797
Epoch 54/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4594 - accuracy: 0.7819
Epoch 55/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4589 - accuracy: 0.7823
Epoch 56/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4580 - accuracy: 0.7820
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7830
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4568 - accuracy: 0.7814: 0s - loss: 0.4562 - accuracy
Epoch 59/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4569 - accuracy: 0.7827
Epoch 60/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4565 - accuracy: 0.7830
Epoch 61/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4562 - accuracy: 0.7835
Epoch 62/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7832
Epoch 63/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4554 - accuracy: 0.7842
Epoch 64/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4548 - accuracy: 0.7850
Epoch 65/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4550 - accuracy: 0.7841
Epoch 66/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7847
Epoch 67/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7840
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4540 - accuracy: 0.7832
Epoch 69/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4533 - accuracy: 0.7827
Epoch 70/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4537 - accuracy: 0.7832
Epoch 71/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7867
Epoch 72/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4528 - accuracy: 0.7847
Epoch 73/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7841
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7848
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7859
Epoch 76/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4515 - accuracy: 0.7871
Epoch 77/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4511 - accuracy: 0.7859
Epoch 78/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4508 - accuracy: 0.7870
Epoch 79/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4507 - accuracy: 0.7870
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4505 - accuracy: 0.7844
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4499 - accuracy: 0.7879
Epoch 82/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4496 - accuracy: 0.7861
Epoch 83/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4495 - accuracy: 0.7853
Epoch 84/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4492 - accuracy: 0.7863
Epoch 85/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4495 - accuracy: 0.7855
Epoch 86/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4487 - accuracy: 0.7854
Epoch 87/500
359/359 [==============================] - 0s 837us/step - loss: 0.4485 - accuracy: 0.7864
Epoch 88/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4483 - accuracy: 0.7885
Epoch 89/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4483 - accuracy: 0.7867
Epoch 90/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4478 - accuracy: 0.7875
Epoch 91/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7868
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4477 - accuracy: 0.7859
Epoch 93/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4478 - accuracy: 0.7868
Epoch 94/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4477 - accuracy: 0.7865
Epoch 95/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4472 - accuracy: 0.7856: 0s - loss: 0.4492 - accuracy: 0.78
Epoch 96/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4471 - accuracy: 0.7874
Epoch 97/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4473 - accuracy: 0.7856
Epoch 98/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4470 - accuracy: 0.7867
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4469 - accuracy: 0.7864
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7854
Epoch 101/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4468 - accuracy: 0.7847
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7868
Epoch 103/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4464 - accuracy: 0.7853
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7876
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7884: 0s - loss: 0.4426 - accuracy: 
Epoch 106/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7875
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4466 - accuracy: 0.7871
Epoch 108/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4459 - accuracy: 0.7852
Epoch 109/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4463 - accuracy: 0.7865
Epoch 110/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7869: 0s - loss: 0.4470 - accuracy: 0.78
Epoch 111/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7863
Epoch 112/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4458 - accuracy: 0.7880
Epoch 113/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7880
Epoch 114/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4462 - accuracy: 0.7875
Epoch 115/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7856
Epoch 116/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7890
Epoch 117/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4453 - accuracy: 0.7857
Epoch 118/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7870
Epoch 119/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4456 - accuracy: 0.7866
Epoch 120/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4457 - accuracy: 0.7870: 0s - loss: 0.4445 - accuracy: 0.
Epoch 121/500
359/359 [==============================] - 0s 972us/step - loss: 0.4457 - accuracy: 0.7857
Epoch 122/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4455 - accuracy: 0.7868
Epoch 123/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7866
Epoch 124/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4451 - accuracy: 0.7866
Epoch 125/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4449 - accuracy: 0.7885: 0s - loss: 0.4459 - accuracy: 0.78
Epoch 126/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4447 - accuracy: 0.7875
Epoch 127/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4448 - accuracy: 0.7888
Epoch 128/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4447 - accuracy: 0.7883
Epoch 129/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4447 - accuracy: 0.7874
Epoch 130/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4443 - accuracy: 0.7890
Epoch 131/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4446 - accuracy: 0.7873
Epoch 132/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4437 - accuracy: 0.7878
Epoch 133/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4442 - accuracy: 0.7865: 0s - loss: 0.4415 - accuracy: 0.
Epoch 134/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4439 - accuracy: 0.7869
Epoch 135/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4437 - accuracy: 0.7881
Epoch 136/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4438 - accuracy: 0.7867
Epoch 137/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4436 - accuracy: 0.7887
Epoch 138/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4432 - accuracy: 0.7884
Epoch 139/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4436 - accuracy: 0.7853
Epoch 140/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7868
Epoch 141/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7881
Epoch 142/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4435 - accuracy: 0.7863
Epoch 143/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7881
Epoch 144/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4430 - accuracy: 0.7894
Epoch 145/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4430 - accuracy: 0.7860
Epoch 146/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4428 - accuracy: 0.7875
Epoch 147/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4430 - accuracy: 0.7869
Epoch 148/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7874
Epoch 149/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7869
Epoch 150/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7868
Epoch 151/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7878
Epoch 152/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4426 - accuracy: 0.7881
Epoch 153/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7861
Epoch 154/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7864: 0s - loss: 0.4428 - accuracy: 0.78
Epoch 155/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4427 - accuracy: 0.7888
Epoch 156/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4423 - accuracy: 0.7881
Epoch 157/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7895
Epoch 158/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7895
Epoch 159/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7897: 0s - loss: 0.4486 - accuracy
Epoch 160/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7880
Epoch 161/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4422 - accuracy: 0.7890
Epoch 162/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4421 - accuracy: 0.7874
Epoch 163/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7897
Epoch 164/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4420 - accuracy: 0.7890
Epoch 165/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7881
Epoch 166/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7891
Epoch 167/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4417 - accuracy: 0.7879
Epoch 168/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4418 - accuracy: 0.7881
Epoch 169/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7891
Epoch 170/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7902
Epoch 171/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4414 - accuracy: 0.7883
Epoch 172/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4414 - accuracy: 0.7888
Epoch 173/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7874: 0s - loss: 0.4176 - accuracy: 0. - ETA: 0s - loss: 0.4366 - accura
Epoch 174/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4420 - accuracy: 0.7889
Epoch 175/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4417 - accuracy: 0.7903
Epoch 176/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7886
Epoch 177/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7890
Epoch 178/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7886
Epoch 179/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4411 - accuracy: 0.7893
Epoch 180/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7897
Epoch 181/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4419 - accuracy: 0.7895
Epoch 182/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7896
Epoch 183/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7891
Epoch 184/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4411 - accuracy: 0.7910
Epoch 185/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7894
Epoch 186/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4412 - accuracy: 0.7916
Epoch 187/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4411 - accuracy: 0.7872
Epoch 188/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7901
Epoch 189/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7884
Epoch 190/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4411 - accuracy: 0.7901
Epoch 191/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7900
Epoch 192/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7888
Epoch 193/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4415 - accuracy: 0.7900
Epoch 194/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7882
Epoch 195/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7898
Epoch 196/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4406 - accuracy: 0.7891
Epoch 197/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7892
Epoch 198/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4413 - accuracy: 0.7881
Epoch 199/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7870
Epoch 200/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7873
Epoch 201/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7912
Epoch 202/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7896: 0s - loss: 0.4427 - accuracy: 
Epoch 203/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7902: 0s - loss: 0.4383 - accuracy
Epoch 204/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7891
Epoch 205/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7908
Epoch 206/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4410 - accuracy: 0.7883
Epoch 207/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4412 - accuracy: 0.7882
Epoch 208/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7898
Epoch 209/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7910
Epoch 210/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4403 - accuracy: 0.7893
Epoch 211/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7902: 0s - loss: 0.4399 - accuracy
Epoch 212/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7908
Epoch 213/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4406 - accuracy: 0.7893
Epoch 214/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7902: 0s - loss: 0.4442 - accuracy: 0.
Epoch 215/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7895: 0s - loss: 0.4441 - accuracy: 
Epoch 216/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7895
Epoch 217/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7875
Epoch 218/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7904
Epoch 219/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7897
Epoch 220/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7876
Epoch 221/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4405 - accuracy: 0.7899: 0s - loss: 0.4393 - accuracy: 
Epoch 222/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7902
Epoch 223/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7885
Epoch 224/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4407 - accuracy: 0.7873
Epoch 225/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7885
Epoch 226/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7879
Epoch 227/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7868
Epoch 228/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4409 - accuracy: 0.7878
Epoch 229/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7900
Epoch 230/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4406 - accuracy: 0.7881
Epoch 231/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4408 - accuracy: 0.7871: 0s - loss: 0.4442 - accuracy: 
Epoch 232/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7906
Epoch 233/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7890
Epoch 234/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4403 - accuracy: 0.7904
Epoch 235/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7878: 0s - loss: 0.4472 - accuracy: 
Epoch 236/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7869
Epoch 237/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4402 - accuracy: 0.7883
Epoch 238/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4400 - accuracy: 0.7870
Epoch 239/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7906
Epoch 240/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7882
Epoch 241/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4403 - accuracy: 0.7870
Epoch 242/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4403 - accuracy: 0.7906: 0s - loss: 0.4407 - accuracy: 
Epoch 243/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4406 - accuracy: 0.7880: 0s - loss: 0.4355 - accura
Epoch 244/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7893
Epoch 245/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7866
Epoch 246/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7882
Epoch 247/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4397 - accuracy: 0.7888
Epoch 248/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7887
Epoch 249/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4401 - accuracy: 0.7886
Epoch 250/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4404 - accuracy: 0.7888
Epoch 251/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7877: 0s - loss: 0.4574 - accuracy:  - ETA: 0s - loss: 0.4439 - accuracy
Epoch 252/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7883
Epoch 253/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7885
Epoch 254/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7878
Epoch 255/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7875
Epoch 256/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7888
Epoch 257/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7898
Epoch 258/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7876
Epoch 259/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4396 - accuracy: 0.7902
Epoch 260/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7897
Epoch 261/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7891
Epoch 262/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4397 - accuracy: 0.7888
Epoch 263/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4399 - accuracy: 0.7908: 0s - loss: 0.4402 - accuracy: 0.79
Epoch 264/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4398 - accuracy: 0.7895
Epoch 265/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7886
Epoch 266/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7883
Epoch 267/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4394 - accuracy: 0.7895
Epoch 268/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7875
Epoch 269/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7871
Epoch 270/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4394 - accuracy: 0.7873
Epoch 271/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7883
Epoch 272/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7883
Epoch 273/500
359/359 [==============================] - 0s 995us/step - loss: 0.4389 - accuracy: 0.7892
Epoch 274/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7883
Epoch 275/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7887
Epoch 276/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7875
Epoch 277/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4392 - accuracy: 0.7904
Epoch 278/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7890
Epoch 279/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7895: 0s - loss: 0.4409 - accuracy: 
Epoch 280/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7915
Epoch 281/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7877
Epoch 282/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4392 - accuracy: 0.7897
Epoch 283/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4393 - accuracy: 0.7904
Epoch 284/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7905: 0s - loss: 0.4364 - accuracy
Epoch 285/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4391 - accuracy: 0.7898
Epoch 286/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7894
Epoch 287/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7900
Epoch 288/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7891
Epoch 289/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7908
Epoch 290/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7901
Epoch 291/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7915
Epoch 292/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7920
Epoch 293/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7900
Epoch 294/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7885
Epoch 295/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4384 - accuracy: 0.7907
Epoch 296/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7911
Epoch 297/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4388 - accuracy: 0.7895
Epoch 298/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7919
Epoch 299/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4390 - accuracy: 0.7895
Epoch 300/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7915
Epoch 301/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7895
Epoch 302/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4389 - accuracy: 0.7887
Epoch 303/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7904: 0s - loss: 0.4411 - accuracy: 0.78
Epoch 304/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7900
Epoch 305/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7902
Epoch 306/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7922
Epoch 307/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4385 - accuracy: 0.7901
Epoch 308/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7918
Epoch 309/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7910
Epoch 310/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7923
Epoch 311/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7896
Epoch 312/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7912: 0s - loss: 0.4400 - accuracy: 0.79 - ETA: 0s - loss: 0.4394 - accuracy: 0.
Epoch 313/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4386 - accuracy: 0.7891: 0s - loss: 0.4389 - accuracy: 
Epoch 314/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4385 - accuracy: 0.7902
Epoch 315/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4382 - accuracy: 0.7906
Epoch 316/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7915
Epoch 317/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7928
Epoch 318/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4384 - accuracy: 0.7913
Epoch 319/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4387 - accuracy: 0.7906
Epoch 320/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7921
Epoch 321/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7908: 0s - loss: 0.4340 - accuracy: 0.
Epoch 322/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4383 - accuracy: 0.7906
Epoch 323/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7920: 0s - loss: 0.4390 - accuracy
Epoch 324/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4382 - accuracy: 0.7928
Epoch 325/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7905
Epoch 326/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7915
Epoch 327/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4380 - accuracy: 0.7928
Epoch 328/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7895
Epoch 329/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7900
Epoch 330/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4384 - accuracy: 0.7909
Epoch 331/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7914
Epoch 332/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7926
Epoch 333/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7914
Epoch 334/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4380 - accuracy: 0.7921: 0s - loss: 0.4368 - accu
Epoch 335/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4382 - accuracy: 0.7922: 0s - loss: 0.4425 - accuracy: 
Epoch 336/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7902
Epoch 337/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7912
Epoch 338/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7876
Epoch 339/500
359/359 [==============================] - 0s 983us/step - loss: 0.4377 - accuracy: 0.7909
Epoch 340/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4381 - accuracy: 0.7904: 0s - loss: 0.4459 - accu
Epoch 341/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7912
Epoch 342/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7927
Epoch 343/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7919
Epoch 344/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7917
Epoch 345/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7934
Epoch 346/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7912
Epoch 347/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7902
Epoch 348/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7922
Epoch 349/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4378 - accuracy: 0.7927
Epoch 350/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7920
Epoch 351/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7932
Epoch 352/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7917
Epoch 353/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7929
Epoch 354/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7923
Epoch 355/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7921
Epoch 356/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7917
Epoch 357/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7921
Epoch 358/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7926
Epoch 359/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7925
Epoch 360/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7924
Epoch 361/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7924
Epoch 362/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7929
Epoch 363/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7925
Epoch 364/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7929
Epoch 365/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7899
Epoch 366/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4379 - accuracy: 0.7936
Epoch 367/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7922
Epoch 368/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7932
Epoch 369/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7928
Epoch 370/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7915
Epoch 371/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7936
Epoch 372/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7913
Epoch 373/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7931
Epoch 374/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7914
Epoch 375/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7919
Epoch 376/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7918
Epoch 377/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7927
Epoch 378/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7923
Epoch 379/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7915
Epoch 380/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4373 - accuracy: 0.7915
Epoch 381/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4372 - accuracy: 0.7923
Epoch 382/500
359/359 [==============================] - 0s 983us/step - loss: 0.4373 - accuracy: 0.7932
Epoch 383/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7917
Epoch 384/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7935
Epoch 385/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7912
Epoch 386/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4377 - accuracy: 0.7913
Epoch 387/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7928
Epoch 388/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7920
Epoch 389/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4370 - accuracy: 0.7932
Epoch 390/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7922
Epoch 391/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7919
Epoch 392/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7927
Epoch 393/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7904
Epoch 394/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7923
Epoch 395/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7944
Epoch 396/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7902
Epoch 397/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7922
Epoch 398/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7930
Epoch 399/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7919
Epoch 400/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7924
Epoch 401/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7933
Epoch 402/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7922: 0s - loss: 0.4460 - accuracy
Epoch 403/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7924
Epoch 404/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7919
Epoch 405/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7915
Epoch 406/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4376 - accuracy: 0.7914
Epoch 407/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7910
Epoch 408/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4373 - accuracy: 0.7936
Epoch 409/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4375 - accuracy: 0.7938
Epoch 410/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7911
Epoch 411/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7922
Epoch 412/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7921
Epoch 413/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7899
Epoch 414/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7946
Epoch 415/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7916
Epoch 416/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4373 - accuracy: 0.7912
Epoch 417/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7936
Epoch 418/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7931
Epoch 419/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4375 - accuracy: 0.7921
Epoch 420/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7920
Epoch 421/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7906
Epoch 422/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7939
Epoch 423/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7919
Epoch 424/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7930
Epoch 425/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7911
Epoch 426/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7922
Epoch 427/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7930
Epoch 428/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7906
Epoch 429/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7904
Epoch 430/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7931
Epoch 431/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4372 - accuracy: 0.7928
Epoch 432/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7927: 0s - loss: 0.4358 - accuracy: 0.
Epoch 433/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7929
Epoch 434/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7937
Epoch 435/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4367 - accuracy: 0.7910
Epoch 436/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4367 - accuracy: 0.7929
Epoch 437/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7918
Epoch 438/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7920
Epoch 439/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4364 - accuracy: 0.7928: 0s - loss: 0.4378 - accuracy: 
Epoch 440/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7919: 0s - loss: 0.4230 - ac
Epoch 441/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7911
Epoch 442/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7935
Epoch 443/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4372 - accuracy: 0.7944
Epoch 444/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7918
Epoch 445/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7929: 0s - loss: 0.4423 - accu
Epoch 446/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7925
Epoch 447/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4374 - accuracy: 0.7924
Epoch 448/500
359/359 [==============================] - 0s 977us/step - loss: 0.4371 - accuracy: 0.7928
Epoch 449/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7917
Epoch 450/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7915: 0s - loss: 0.4348 - accuracy: 
Epoch 451/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7929
Epoch 452/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4366 - accuracy: 0.7939
Epoch 453/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4377 - accuracy: 0.7922
Epoch 454/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7901
Epoch 455/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7929
Epoch 456/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7922
Epoch 457/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7922
Epoch 458/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7933
Epoch 459/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7921: 0s - loss: 0.4369 - accuracy: 0.79
Epoch 460/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4369 - accuracy: 0.7929
Epoch 461/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4366 - accuracy: 0.7915
Epoch 462/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4368 - accuracy: 0.7917
Epoch 463/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7911
Epoch 464/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7927
Epoch 465/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4364 - accuracy: 0.7929
Epoch 466/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4372 - accuracy: 0.7907
Epoch 467/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4371 - accuracy: 0.7929
Epoch 468/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4368 - accuracy: 0.7926
Epoch 469/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4366 - accuracy: 0.7907: 0s - loss: 0.4370 - accu
Epoch 470/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4363 - accuracy: 0.7924
Epoch 471/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4366 - accuracy: 0.7920
Epoch 472/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4370 - accuracy: 0.7924
Epoch 473/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7917
Epoch 474/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4367 - accuracy: 0.7921
Epoch 475/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7936
Epoch 476/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7918
Epoch 477/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4365 - accuracy: 0.7908
Epoch 478/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4370 - accuracy: 0.7944: 0s - loss: 0.4381 - accuracy: 0.79
Epoch 479/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7933
Epoch 480/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7927
Epoch 481/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4365 - accuracy: 0.7921: 0s - loss: 0.4373 - accuracy: 
Epoch 482/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7930
Epoch 483/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7926
Epoch 484/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7922
Epoch 485/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7919
Epoch 486/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7922
Epoch 487/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4367 - accuracy: 0.7945
Epoch 488/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7914: 0s - loss: 0.4321 - accuracy
Epoch 489/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4367 - accuracy: 0.7932
Epoch 490/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4364 - accuracy: 0.7925
Epoch 491/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4363 - accuracy: 0.7927
Epoch 492/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7938
Epoch 493/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4369 - accuracy: 0.7919
Epoch 494/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7938
Epoch 495/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7913
Epoch 496/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7909: 0s - loss: 0.4404 - accuracy: 
Epoch 497/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4361 - accuracy: 0.7925
Epoch 498/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4368 - accuracy: 0.7923
Epoch 499/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4365 - accuracy: 0.7917
Epoch 500/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4371 - accuracy: 0.7908
Epoch 1/500
359/359 [==============================] - 0s 1ms/step - loss: 0.6688 - accuracy: 0.5527
Epoch 2/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5679 - accuracy: 0.7008
Epoch 3/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5295 - accuracy: 0.7389
Epoch 4/500
359/359 [==============================] - 0s 1ms/step - loss: 0.5063 - accuracy: 0.7554
Epoch 5/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4907 - accuracy: 0.7637
Epoch 6/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4811 - accuracy: 0.7658
Epoch 7/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4741 - accuracy: 0.7678
Epoch 8/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4693 - accuracy: 0.7703
Epoch 9/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4663 - accuracy: 0.7745
Epoch 10/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4641 - accuracy: 0.7764
Epoch 11/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4628 - accuracy: 0.7747
Epoch 12/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4614 - accuracy: 0.7769
Epoch 13/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4614 - accuracy: 0.7762
Epoch 14/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4603 - accuracy: 0.7778
Epoch 15/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4597 - accuracy: 0.7778
Epoch 16/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4590 - accuracy: 0.7780
Epoch 17/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4590 - accuracy: 0.7773
Epoch 18/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4583 - accuracy: 0.7771
Epoch 19/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4582 - accuracy: 0.7754
Epoch 20/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4575 - accuracy: 0.7781
Epoch 21/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4573 - accuracy: 0.7791
Epoch 22/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4573 - accuracy: 0.7776
Epoch 23/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4567 - accuracy: 0.7772
Epoch 24/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4566 - accuracy: 0.7774
Epoch 25/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4563 - accuracy: 0.7780
Epoch 26/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4560 - accuracy: 0.7779
Epoch 27/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4552 - accuracy: 0.7814: 0s - loss: 0.4479 - ac
Epoch 28/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4559 - accuracy: 0.7780
Epoch 29/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4557 - accuracy: 0.7800
Epoch 30/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4555 - accuracy: 0.7769
Epoch 31/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4557 - accuracy: 0.7775
Epoch 32/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7786
Epoch 33/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4552 - accuracy: 0.7798
Epoch 34/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4554 - accuracy: 0.7790
Epoch 35/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4550 - accuracy: 0.7789
Epoch 36/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4556 - accuracy: 0.7805
Epoch 37/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7785
Epoch 38/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4553 - accuracy: 0.7796
Epoch 39/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4553 - accuracy: 0.7806
Epoch 40/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4552 - accuracy: 0.7786
Epoch 41/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4551 - accuracy: 0.7806
Epoch 42/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4546 - accuracy: 0.7771
Epoch 43/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4543 - accuracy: 0.7799
Epoch 44/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4548 - accuracy: 0.7794
Epoch 45/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7785
Epoch 46/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4549 - accuracy: 0.7780
Epoch 47/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4543 - accuracy: 0.7804
Epoch 48/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7794
Epoch 49/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7801: 0s - loss: 0.4524 - accuracy: 0.
Epoch 50/500
359/359 [==============================] - 0s 978us/step - loss: 0.4541 - accuracy: 0.7794
Epoch 51/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4546 - accuracy: 0.7800
Epoch 52/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4541 - accuracy: 0.7795
Epoch 53/500
359/359 [==============================] - 0s 995us/step - loss: 0.4541 - accuracy: 0.7779
Epoch 54/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4539 - accuracy: 0.7806
Epoch 55/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7807
Epoch 56/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4539 - accuracy: 0.7806
Epoch 57/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4535 - accuracy: 0.7809
Epoch 58/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7787
Epoch 59/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4532 - accuracy: 0.7794: 0s - loss: 0.4526 - accuracy: 0.77
Epoch 60/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4533 - accuracy: 0.7808
Epoch 61/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4532 - accuracy: 0.7807
Epoch 62/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4529 - accuracy: 0.7813
Epoch 63/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7797
Epoch 64/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4535 - accuracy: 0.7802
Epoch 65/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4527 - accuracy: 0.7810
Epoch 66/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4524 - accuracy: 0.7798
Epoch 67/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4530 - accuracy: 0.7791
Epoch 68/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4525 - accuracy: 0.7793
Epoch 69/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4530 - accuracy: 0.7809
Epoch 70/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4524 - accuracy: 0.7818
Epoch 71/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4524 - accuracy: 0.7793
Epoch 72/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4523 - accuracy: 0.7807
Epoch 73/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4525 - accuracy: 0.7792
Epoch 74/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4522 - accuracy: 0.7793
Epoch 75/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4519 - accuracy: 0.7806
Epoch 76/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4520 - accuracy: 0.7803
Epoch 77/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4518 - accuracy: 0.7799
Epoch 78/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4523 - accuracy: 0.7802
Epoch 79/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4520 - accuracy: 0.7800
Epoch 80/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4516 - accuracy: 0.7804
Epoch 81/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4513 - accuracy: 0.7796
Epoch 82/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4519 - accuracy: 0.7798
Epoch 83/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4510 - accuracy: 0.7804
Epoch 84/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4516 - accuracy: 0.7800
Epoch 85/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4514 - accuracy: 0.7814
Epoch 86/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4512 - accuracy: 0.7798
Epoch 87/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4514 - accuracy: 0.7800
Epoch 88/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4513 - accuracy: 0.7816
Epoch 89/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4509 - accuracy: 0.7819
Epoch 90/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4506 - accuracy: 0.7824
Epoch 91/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4512 - accuracy: 0.7812
Epoch 92/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7800
Epoch 93/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4511 - accuracy: 0.7819: 0s - los
Epoch 94/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4512 - accuracy: 0.7814
Epoch 95/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4506 - accuracy: 0.7821
Epoch 96/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4507 - accuracy: 0.7817
Epoch 97/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4501 - accuracy: 0.7827
Epoch 98/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4501 - accuracy: 0.7811
Epoch 99/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4504 - accuracy: 0.7819
Epoch 100/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7830
Epoch 101/500
359/359 [==============================] - 1s 2ms/step - loss: 0.4504 - accuracy: 0.7809
Epoch 102/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7826
Epoch 103/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4503 - accuracy: 0.7834
Epoch 104/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7830
Epoch 105/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4501 - accuracy: 0.7821
Epoch 106/500
359/359 [==============================] - 1s 1ms/step - loss: 0.4499 - accuracy: 0.7834
Epoch 107/500
359/359 [==============================] - 0s 1ms/step - loss: 0.4500 - accuracy: 0.7827
Epoch 108/500
277/359 [======================>.......] - ETA: 0s - loss: 0.4506 - accuracy: 0.7838

# Show the results
print("Best: %f using %s" % (grid_search.best_score_, grid_search.best_params_))
means = grid_result.cv_results_['mean_test_score']
stds = grid_result.cv_results_['std_test_score']
params = grid_result.cv_results_['params']
for mean, stdev, param in zip(means, stds, params):
    print("%f (%f) with: %r" % (mean, stdev, param))

from sklearn.metrics import confusion_matrix, recall_score, precision_score, f1_score, roc_auc_score,accuracy_score

y_pred = grid_gri.predict(X_test)
y_pred = (y_pred > 0.5)

conf_matrix = confusion_matrix(y_test, y_pred)
print(conf_matrix)
sns.heatmap(conf_matrix,annot=True,fmt = 'd',square = True,
 xticklabels=['not churn','churn'],
 yticklabels=['not churn','churn'],
 linewidths = 2,linecolor = 'w',cmap = 'Set1')
plt.subplots_adjust(wspace = .3,hspace = .3)

print(classification_report(y_test, y_pred))